{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Results for k-NN classifier\n", "## Multilabel classification with imbalanced data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from sklearn import preprocessing\n", "from sklearn.metrics import classification_report\n", "from sklearn.model_selection import TimeSeriesSplit\n", "from sklearn.neighbors import KNeighborsClassifier" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# import data\n", "df = pd.read_csv(\"data/SCADA_downtime_merged.csv\", skip_blank_lines=True)\n", "\n", "list1 = list(df[\"turbine_id\"].unique()) # list of turbines to plot\n", "list1 = sorted(list1, key=int) # sort turbines in ascending order\n", "list2 = list(df[\"TurbineCategory_id\"].unique()) # list of categories\n", "list2 = [g for g in list2 if g >= 0] # remove NaN from list\n", "list2 = sorted(list2, key=int) # sort categories in ascending order\n", "# categories to remove\n", "list2 = [m for m in list2 if m not in (1, 12, 13, 14, 15, 17, 21, 22)]\n", "list4 = list(range(0, 14))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.979141 0.990007 0.984544 16311\n", " 20 0.811124 0.670498 0.734137 1044\n", "\n", "avg / total 0.969034 0.970787 0.969481 17355\n", "\n", "Classification report for turbine 1, turbine category 1\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 0.961496 0.989887 0.975485 16019\n", " 20 0.811124 0.671141 0.734523 1043\n", "\n", "avg / total 0.936227 0.954019 0.944535 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.979141 0.990007 0.984544 16311\n", " 20 0.811124 0.670498 0.734137 1044\n", "\n", "avg / total 0.969034 0.970787 0.969481 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.294118 0.530303 0.378378 66\n", " 11 0.009516 0.102804 0.017419 107\n", " 12 0.006098 0.027778 0.010000 72\n", " 13 0.003953 0.016949 0.006410 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 0.968221 0.851276 0.905990 16070\n", " 20 0.648961 0.286442 0.397454 981\n", "\n", "avg / total 0.934431 0.807260 0.862985 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.574603 0.572785 0.573693 316\n", " 11 0.114634 0.064828 0.082819 725\n", " 12 0.082353 0.031157 0.045210 674\n", " 13 0.042857 0.005059 0.009050 593\n", " 14 0.025000 0.005245 0.008671 572\n", " 15 0.012500 0.001852 0.003226 540\n", " 16 0.044776 0.011742 0.018605 511\n", " 17 0.000000 0.000000 0.000000 456\n", " 18 0.036364 0.004630 0.008214 432\n", " 19 0.735038 0.941113 0.825407 12006\n", " 20 0.368764 0.320755 0.343088 530\n", "\n", "avg / total 0.543103 0.676059 0.598594 17355\n", "\n", "Classification report for turbine 1, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.979141 0.990007 0.984544 16311\n", " 20 0.811124 0.670498 0.734137 1044\n", "\n", "avg / total 0.969034 0.970787 0.969481 17355\n", "\n", "Classification report for turbine 1, turbine category 6\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 0.954767 0.987176 0.970701 15908\n", " 20 0.785797 0.668979 0.722698 1009\n", "\n", "avg / total 0.920847 0.943763 0.931784 17355\n", "\n", "Classification report for turbine 1, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.980640 0.959598 0.970005 16311\n", " 20 0.814336 0.663793 0.731398 1044\n", "\n", "avg / total 0.970636 0.941804 0.955651 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.309942 0.223944 0.260016 710\n", " 11 0.339286 0.397054 0.365904 2919\n", " 12 0.150452 0.147942 0.149187 1798\n", " 13 0.075061 0.090909 0.082228 1364\n", " 14 0.060533 0.044405 0.051230 1126\n", " 15 0.072438 0.043757 0.054558 937\n", " 16 0.041746 0.027990 0.033511 786\n", " 17 0.049351 0.025641 0.033748 741\n", " 18 0.050847 0.031250 0.038710 672\n", " 19 0.500280 0.588739 0.540917 6074\n", " 20 0.056738 0.035088 0.043360 228\n", "\n", "avg / total 0.280873 0.313742 0.294708 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.979141 0.990007 0.984544 16311\n", " 20 0.811124 0.670498 0.734137 1044\n", "\n", "avg / total 0.969034 0.970787 0.969481 17355\n", "\n", "Classification report for turbine 1, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.979141 0.990007 0.984544 16311\n", " 20 0.811124 0.670498 0.734137 1044\n", "\n", "avg / total 0.969034 0.970787 0.969481 17355\n", "\n", "Classification report for turbine 1, turbine category 11\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 0.878547 0.990159 0.931020 14633\n", " 20 0.804171 0.695391 0.745836 998\n", "\n", "avg / total 0.786998 0.874849 0.827886 17355\n", "\n", "Classification report for turbine 1, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.979141 0.990007 0.984544 16311\n", " 20 0.811124 0.670498 0.734137 1044\n", "\n", "avg / total 0.969034 0.970787 0.969481 17355\n", "\n", "Classification report for turbine 1, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.979141 0.990007 0.984544 16311\n", " 20 0.811124 0.670498 0.734137 1044\n", "\n", "avg / total 0.969034 0.970787 0.969481 17355\n", "\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", "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 0\n", " precision recall f1-score support\n", "\n", " 19 0.911661 0.981887 0.945472 15072\n", " 20 0.756684 0.371879 0.498678 2283\n", "\n", "avg / total 0.891275 0.901642 0.886698 17355\n", "\n", "Classification report for turbine 1, turbine category 1\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 0.166667 0.006452 0.012422 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 0.862274 0.976438 0.915812 14260\n", " 20 0.595386 0.439424 0.505652 1527\n", "\n", "avg / total 0.762375 0.841026 0.797092 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.911661 0.981887 0.945472 15072\n", " 20 0.756684 0.371879 0.498678 2283\n", "\n", "avg / total 0.891275 0.901642 0.886698 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.909875 0.965897 0.937049 15072\n", " 20 0.744755 0.279895 0.406877 2283\n", "\n", "avg / total 0.888154 0.875655 0.867307 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.209195 0.834862 0.334559 109\n", " 11 0.017143 0.034091 0.022814 88\n", " 12 0.021277 0.041667 0.028169 72\n", " 13 0.020979 0.041667 0.027907 72\n", " 14 0.009434 0.013889 0.011236 72\n", " 15 0.012658 0.013889 0.013245 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.023256 0.027778 0.025316 72\n", " 19 0.874023 0.926914 0.899692 14476\n", " 20 0.680685 0.200643 0.309929 2178\n", "\n", "avg / total 0.816221 0.804322 0.791994 17355\n", "\n", "Classification report for turbine 1, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.911661 0.981887 0.945472 15072\n", " 20 0.756684 0.371879 0.498678 2283\n", "\n", "avg / total 0.891275 0.901642 0.886698 17355\n", "\n", "Classification report for turbine 1, turbine category 6\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 0.000000 0.000000 0.000000 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 0.817224 0.980983 0.891646 13514\n", " 20 0.629091 0.342574 0.443590 2020\n", "\n", "avg / total 0.709578 0.803745 0.745938 17355\n", "\n", "Classification report for turbine 1, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.012500 0.021053 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 0.000000 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 0.897681 0.962787 0.929095 14753\n", " 20 0.634124 0.366755 0.464728 1895\n", "\n", "avg / total 0.832641 0.858542 0.840638 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.081720 0.308943 0.129252 123\n", " 11 0.157203 0.370166 0.220685 905\n", " 12 0.062460 0.132153 0.084827 734\n", " 13 0.035467 0.059767 0.044517 686\n", " 14 0.044848 0.059486 0.051140 622\n", " 15 0.035117 0.034314 0.034711 612\n", " 16 0.027027 0.023810 0.025316 588\n", " 17 0.016293 0.013889 0.014995 576\n", " 18 0.044776 0.034156 0.038751 527\n", " 19 0.649844 0.572087 0.608492 10196\n", " 20 0.329167 0.044233 0.077986 1786\n", "\n", "avg / total 0.434138 0.375742 0.388872 17355\n", "\n", "Classification report for turbine 1, turbine category 9\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 0.803302 0.981189 0.883379 13290\n", " 20 0.380570 0.360947 0.370499 1183\n", "\n", "avg / total 0.641089 0.775972 0.701723 17355\n", "\n", "Classification report for turbine 1, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.911661 0.981887 0.945472 15072\n", " 20 0.756684 0.371879 0.498678 2283\n", "\n", "avg / total 0.891275 0.901642 0.886698 17355\n", "\n", "Classification report for turbine 1, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.017241 0.083333 0.028571 12\n", " 11 0.083333 0.097222 0.089744 72\n", " 12 0.010989 0.013889 0.012270 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 0.882050 0.953123 0.916210 14570\n", " 20 0.709740 0.335002 0.455164 2197\n", "\n", "avg / total 0.830756 0.843100 0.827247 17355\n", "\n", "Classification report for turbine 1, turbine category 12\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 0.887143 0.984886 0.933463 14622\n", " 20 0.648841 0.419597 0.509625 1735\n", "\n", "avg / total 0.812305 0.871737 0.837413 17355\n", "\n", "Classification report for turbine 1, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.911661 0.981887 0.945472 15072\n", " 20 0.756684 0.371879 0.498678 2283\n", "\n", "avg / total 0.891275 0.901642 0.886698 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.640853 0.946470 0.764240 9845\n", " 20 0.812789 0.304660 0.443196 7510\n", "\n", "avg / total 0.715254 0.668741 0.625315 17355\n", "\n", "Classification report for turbine 1, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.640583 0.927984 0.757954 9845\n", " 20 0.788732 0.260985 0.392196 7510\n", "\n", "avg / total 0.704692 0.639355 0.599680 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.640853 0.946470 0.764240 9845\n", " 20 0.812789 0.304660 0.443196 7510\n", "\n", "avg / total 0.715254 0.668741 0.625315 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.640812 0.945759 0.763979 9845\n", " 20 0.845928 0.268309 0.407400 7510\n", "\n", "avg / total 0.729571 0.652607 0.609677 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 51\n", " 11 0.000000 0.000000 0.000000 53\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.623535 0.937546 0.748959 9591\n", " 20 0.837945 0.257559 0.394011 7408\n", "\n", "avg / total 0.702266 0.628061 0.582086 17355\n", "\n", "Classification report for turbine 1, turbine category 5\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 0.619051 0.944987 0.748057 9525\n", " 20 0.790764 0.310330 0.445735 7173\n", "\n", "avg / total 0.666586 0.646903 0.594786 17355\n", "\n", "Classification report for turbine 1, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 913\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 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 0.559644 0.934740 0.700117 8673\n", " 20 0.766846 0.178984 0.290228 7185\n", "\n", "avg / total 0.597152 0.541227 0.470032 17355\n", "\n", "Classification report for turbine 1, turbine category 7\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 0.000000 0.000000 0.000000 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 0.576098 0.931031 0.711771 8859\n", " 20 0.781187 0.261876 0.392256 7389\n", "\n", "avg / total 0.626669 0.586747 0.530335 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.018301 0.093333 0.030601 150\n", " 11 0.061594 0.090426 0.073276 376\n", " 12 0.035354 0.019943 0.025501 351\n", " 13 0.002633 0.012346 0.004341 324\n", " 14 0.031250 0.009259 0.014286 324\n", " 15 0.009804 0.006173 0.007576 324\n", " 16 0.064103 0.016181 0.025840 309\n", " 17 0.008403 0.003521 0.004963 284\n", " 18 0.002778 0.003968 0.003268 252\n", " 19 0.446942 0.633547 0.524131 7971\n", " 20 0.796767 0.257848 0.389610 6690\n", "\n", "avg / total 0.516756 0.394468 0.394361 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.387500 0.837838 0.529915 37\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 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 0.623990 0.939782 0.750000 9615\n", " 20 0.802607 0.288410 0.424338 7472\n", "\n", "avg / total 0.692082 0.646615 0.599338 17355\n", "\n", "Classification report for turbine 1, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.640853 0.946470 0.764240 9845\n", " 20 0.812789 0.304660 0.443196 7510\n", "\n", "avg / total 0.715254 0.668741 0.625315 17355\n", "\n", "Classification report for turbine 1, turbine category 11\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 0.000000 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 0.009259 0.009259 0.009259 108\n", " 19 0.585752 0.915005 0.714261 8977\n", " 20 0.813767 0.310782 0.449788 7494\n", "\n", "avg / total 0.654432 0.607548 0.563735 17355\n", "\n", "Classification report for turbine 1, turbine category 12\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 0.679916 0.920874 0.782260 9845\n", " 20 0.759475 0.208123 0.326714 7510\n", "\n", "avg / total 0.714344 0.612446 0.585132 17355\n", "\n", "Classification report for turbine 1, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8763\n", " 19 0.490234 0.991239 0.656021 7191\n", " 20 0.117940 0.236974 0.157495 1401\n", "\n", "avg / total 0.212648 0.429847 0.284535 17355\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.870068 0.985787 0.924320 13579\n", " 20 0.902030 0.470604 0.618517 3776\n", "\n", "avg / total 0.877022 0.873696 0.857785 17355\n", "\n", "Classification report for turbine 1, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.027778 0.011905 0.016667 84\n", " 11 0.100000 0.027778 0.043478 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.111111 0.027778 0.044444 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.852715 0.982999 0.913233 13293\n", " 20 0.863733 0.441463 0.584290 3690\n", "\n", "avg / total 0.837352 0.846961 0.823982 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.870068 0.985787 0.924320 13579\n", " 20 0.902030 0.470604 0.618517 3776\n", "\n", "avg / total 0.877022 0.873696 0.857785 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.030120 0.081301 0.043956 123\n", " 11 0.020000 0.003257 0.005602 307\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.012346 0.003968 0.006006 252\n", " 14 0.076923 0.003968 0.007547 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 0.768600 0.978125 0.860796 11977\n", " 20 0.765424 0.330600 0.461759 3415\n", "\n", "avg / total 0.682903 0.740824 0.685520 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.337165 0.807339 0.475676 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 72\n", " 15 0.017857 0.013889 0.015625 72\n", " 16 0.022222 0.014925 0.017857 67\n", " 17 0.016667 0.027778 0.020833 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.866916 0.957447 0.909935 13301\n", " 20 0.867959 0.415844 0.562292 3446\n", "\n", "avg / total 0.839065 0.821608 0.812194 17355\n", "\n", "Classification report for turbine 1, turbine category 5\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 0.820546 0.984783 0.895194 12815\n", " 20 0.860514 0.449712 0.590713 3649\n", "\n", "avg / total 0.786823 0.821723 0.785216 17355\n", "\n", "Classification report for turbine 1, turbine category 6\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 0.850971 0.979314 0.910642 13294\n", " 20 0.871277 0.449876 0.593371 3641\n", "\n", "avg / total 0.834637 0.844540 0.822042 17355\n", "\n", "Classification report for turbine 1, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.870217 0.979674 0.921707 13579\n", " 20 0.901814 0.447564 0.598230 3776\n", "\n", "avg / total 0.877091 0.863901 0.851327 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.267123 0.143119 0.186380 545\n", " 11 0.213671 0.275246 0.240581 1624\n", " 12 0.117038 0.138288 0.126779 1063\n", " 13 0.052369 0.047727 0.049941 880\n", " 14 0.042360 0.042553 0.042456 658\n", " 15 0.043783 0.039002 0.041254 641\n", " 16 0.053790 0.038194 0.044670 576\n", " 17 0.027607 0.016605 0.020737 542\n", " 18 0.022222 0.012320 0.015852 487\n", " 19 0.619917 0.694722 0.655191 8602\n", " 20 0.580116 0.345999 0.433466 1737\n", "\n", "avg / total 0.410024 0.425295 0.412501 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.612245 0.318021 0.418605 566\n", " 11 0.035714 0.003968 0.007143 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.071429 0.007937 0.014286 252\n", " 15 0.040000 0.003968 0.007220 252\n", " 16 0.072727 0.015873 0.026059 252\n", " 17 0.080000 0.007937 0.014440 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.746415 0.971407 0.844177 11681\n", " 20 0.649035 0.337322 0.443924 3092\n", "\n", "avg / total 0.642339 0.724863 0.661930 17355\n", "\n", "Classification report for turbine 1, turbine category 10\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 0.857589 0.985583 0.917142 13387\n", " 20 0.854315 0.460087 0.598081 3658\n", "\n", "avg / total 0.841580 0.857217 0.833509 17355\n", "\n", "Classification report for turbine 1, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 25\n", " 11 0.043478 0.020833 0.028169 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.040000 0.006944 0.011834 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 0.807286 0.968860 0.880724 12556\n", " 20 0.856260 0.458863 0.597519 3622\n", "\n", "avg / total 0.763450 0.796946 0.762221 17355\n", "\n", "Classification report for turbine 1, turbine category 12\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", " 19 0.870007 0.983283 0.923183 13579\n", " 20 0.904662 0.457362 0.607564 3776\n", "\n", "avg / total 0.877547 0.868856 0.854513 17355\n", "\n", "Classification report for turbine 1, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.405728 0.539683 0.463215 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 0.846936 0.982456 0.909677 13224\n", " 20 0.721805 0.355556 0.476427 3240\n", "\n", "avg / total 0.787458 0.824777 0.790498 17355\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 1, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.948931 0.979500 0.963973 14000\n", " 20 0.901171 0.780030 0.836236 3355\n", "\n", "avg / total 0.939698 0.940939 0.939279 17355\n", "\n", "Classification report for turbine 1, turbine category 1\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 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.925318 0.972324 0.948239 13622\n", " 20 0.846749 0.767197 0.805013 3140\n", "\n", "avg / total 0.879486 0.901988 0.889925 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.948931 0.979500 0.963973 14000\n", " 20 0.901171 0.780030 0.836236 3355\n", "\n", "avg / total 0.939698 0.940939 0.939279 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.234568 0.204301 0.218391 93\n", " 11 0.022901 0.069767 0.034483 43\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.929085 0.961833 0.945176 13703\n", " 20 0.867283 0.718750 0.786061 3264\n", "\n", "avg / total 0.898004 0.895880 0.895375 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.056818 0.333333 0.097087 45\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.020000 0.027778 0.023256 72\n", " 13 0.021277 0.013889 0.016807 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 0.025000 0.013889 0.017857 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.920619 0.939917 0.930168 13548\n", " 20 0.845919 0.696171 0.763774 3186\n", "\n", "avg / total 0.874386 0.862633 0.866830 17355\n", "\n", "Classification report for turbine 1, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.948810 0.977071 0.962734 14000\n", " 20 0.902933 0.770790 0.831645 3355\n", "\n", "avg / total 0.939942 0.937194 0.937392 17355\n", "\n", "Classification report for turbine 1, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 138\n", " 11 0.290909 0.049383 0.084433 324\n", " 12 0.111111 0.003086 0.006006 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 0.000000 0.000000 0.000000 324\n", " 18 0.000000 0.000000 0.000000 304\n", " 19 0.775909 0.969819 0.862094 11464\n", " 20 0.876907 0.777114 0.824000 3181\n", "\n", "avg / total 0.680767 0.784039 0.722184 17355\n", "\n", "Classification report for turbine 1, turbine category 7\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 0.934034 0.974446 0.953812 13775\n", " 20 0.879144 0.775038 0.823815 3285\n", "\n", "avg / total 0.907767 0.920138 0.912993 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.281659 0.162264 0.205906 795\n", " 11 0.263467 0.367534 0.306919 2076\n", " 12 0.088983 0.082418 0.085575 1274\n", " 13 0.054705 0.049068 0.051733 1019\n", " 14 0.057540 0.036616 0.044753 792\n", " 15 0.027295 0.017350 0.021215 634\n", " 16 0.027586 0.014981 0.019417 534\n", " 17 0.017182 0.010267 0.012853 487\n", " 18 0.042802 0.025346 0.031838 434\n", " 19 0.585499 0.642814 0.612819 8203\n", " 20 0.289792 0.302620 0.296067 1107\n", "\n", "avg / total 0.355412 0.387151 0.368576 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.563218 0.316947 0.405629 773\n", " 11 0.062500 0.002743 0.005256 729\n", " 12 0.014925 0.002075 0.003643 482\n", " 13 0.050000 0.002857 0.005405 350\n", " 14 0.032258 0.003300 0.005988 303\n", " 15 0.000000 0.000000 0.000000 250\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.050000 0.009259 0.015625 216\n", " 19 0.794919 0.962406 0.870681 11704\n", " 20 0.629314 0.732514 0.677004 2116\n", "\n", "avg / total 0.643132 0.752867 0.688517 17355\n", "\n", "Classification report for turbine 1, turbine category 10\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 0.890942 0.978939 0.932870 13152\n", " 20 0.873732 0.766728 0.816740 3258\n", "\n", "avg / total 0.839198 0.885797 0.860273 17355\n", "\n", "Classification report for turbine 1, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.500000 0.142857 0.222222 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 0.078947 0.083333 0.081081 36\n", " 19 0.931981 0.968629 0.949952 13707\n", " 20 0.898218 0.781688 0.835911 3353\n", "\n", "avg / total 0.909982 0.916278 0.912030 17355\n", "\n", "Classification report for turbine 1, turbine category 12\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", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.948896 0.978786 0.963609 14000\n", " 20 0.901452 0.777049 0.834641 3355\n", "\n", "avg / total 0.939724 0.939787 0.938677 17355\n", "\n", "Classification report for turbine 1, turbine category 13\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 0.929527 0.978053 0.953173 13715\n", " 20 0.904503 0.744026 0.816454 3348\n", "\n", "avg / total 0.909060 0.916451 0.910761 17355\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 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 0.930814 0.974242 0.952033 16461\n", " 20 0.890425 0.724355 0.798851 3646\n", "\n", "avg / total 0.910271 0.915633 0.911026 20399\n", "\n", "Classification report for turbine 2, turbine category 1\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 0.931523 0.981715 0.955961 16462\n", " 20 0.899672 0.753019 0.819839 3644\n", "\n", "avg / total 0.912454 0.926761 0.917914 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.947547 0.981726 0.964334 16745\n", " 20 0.899672 0.750958 0.818616 3654\n", "\n", "avg / total 0.938972 0.940389 0.938232 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.213978 0.885714 0.344684 280\n", " 11 0.007535 0.044025 0.012868 159\n", " 12 0.001195 0.013889 0.002201 144\n", " 13 0.005119 0.020833 0.008219 144\n", " 14 0.005217 0.020833 0.008345 144\n", " 15 0.007634 0.013889 0.009852 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.004292 0.006944 0.005305 144\n", " 19 0.893780 0.770500 0.827574 15573\n", " 20 0.717537 0.158627 0.259816 3379\n", "\n", "avg / total 0.804348 0.627531 0.679895 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 2452\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 0.909437 0.980302 0.943541 16093\n", " 20 0.221218 0.517214 0.309892 1278\n", "\n", "avg / total 0.731618 0.805824 0.763869 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 1.000000 0.006061 0.012048 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 0.931079 0.967999 0.949180 16468\n", " 20 0.759040 0.749189 0.754082 3082\n", "\n", "avg / total 0.882512 0.894750 0.880394 20399\n", "\n", "Classification report for turbine 2, turbine category 6\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 0.920798 0.982048 0.950437 16266\n", " 20 0.853395 0.762379 0.805323 3413\n", "\n", "avg / total 0.877020 0.910633 0.892612 20399\n", "\n", "Classification report for turbine 2, turbine category 7\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 0.923419 0.978803 0.950305 16323\n", " 20 0.860818 0.758942 0.806676 3439\n", "\n", "avg / total 0.884030 0.911172 0.896416 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.957538 0.958853 0.958195 16745\n", " 20 0.763952 0.277230 0.406827 3654\n", "\n", "avg / total 0.922862 0.836757 0.859431 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.947547 0.981726 0.964334 16745\n", " 20 0.899672 0.750958 0.818616 3654\n", "\n", "avg / total 0.938972 0.940389 0.938232 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.947547 0.981726 0.964334 16745\n", " 20 0.899672 0.750958 0.818616 3654\n", "\n", "avg / total 0.938972 0.940389 0.938232 20399\n", "\n", "Classification report for turbine 2, turbine category 11\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 0.000000 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 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 0.832072 0.973907 0.897420 14678\n", " 20 0.870340 0.756307 0.809327 3488\n", "\n", "avg / total 0.747532 0.830090 0.784120 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.947547 0.981726 0.964334 16745\n", " 20 0.899672 0.750958 0.818616 3654\n", "\n", "avg / total 0.938972 0.940389 0.938232 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.947547 0.981726 0.964334 16745\n", " 20 0.899672 0.750958 0.818616 3654\n", "\n", "avg / total 0.938972 0.940389 0.938232 20399\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 2, turbine category 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 0.901627 0.985526 0.941711 17549\n", " 20 0.779029 0.405503 0.533373 2217\n", "\n", "avg / total 0.860324 0.891906 0.868110 20399\n", "\n", "Classification report for turbine 2, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 279\n", " 11 0.000000 0.000000 0.000000 276\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 236\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.853577 0.984521 0.914385 16603\n", " 20 0.510708 0.370592 0.429512 1673\n", "\n", "avg / total 0.736622 0.831707 0.779455 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.930090 0.986627 0.957524 18096\n", " 20 0.798836 0.417282 0.548203 2303\n", "\n", "avg / total 0.915271 0.922349 0.911313 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.074000 0.383420 0.124057 193\n", " 11 0.000000 0.000000 0.000000 396\n", " 12 0.000000 0.000000 0.000000 396\n", " 13 0.000000 0.000000 0.000000 396\n", " 14 0.000000 0.000000 0.000000 375\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.000000 0.000000 0.000000 296\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.809359 0.943830 0.871438 15649\n", " 20 0.528626 0.154060 0.238587 1798\n", "\n", "avg / total 0.668190 0.741262 0.690723 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 452\n", " 11 0.047619 0.003436 0.006410 291\n", " 12 0.000000 0.000000 0.000000 184\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 126\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.868197 0.966742 0.914823 16898\n", " 20 0.561358 0.365646 0.442842 1764\n", "\n", "avg / total 0.768415 0.832492 0.796202 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.929603 0.981488 0.954841 18096\n", " 20 0.778218 0.341294 0.474494 2303\n", "\n", "avg / total 0.912512 0.909211 0.900611 20399\n", "\n", "Classification report for turbine 2, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.005576 0.010508 538\n", " 11 0.000000 0.000000 0.000000 244\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 179\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.862665 0.983620 0.919181 16789\n", " 20 0.536565 0.384522 0.447994 1641\n", "\n", "avg / total 0.755561 0.840629 0.792830 20399\n", "\n", "Classification report for turbine 2, turbine category 7\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 0.914667 0.985722 0.948866 17790\n", " 20 0.667805 0.412013 0.509612 1898\n", "\n", "avg / total 0.859818 0.897985 0.874924 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.929658 0.982317 0.955262 18096\n", " 20 0.794193 0.403821 0.535406 2303\n", "\n", "avg / total 0.914365 0.917006 0.907862 20399\n", "\n", "Classification report for turbine 2, turbine category 9\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 0.837154 0.985466 0.905276 16307\n", " 20 0.618454 0.508892 0.558349 1462\n", "\n", "avg / total 0.713547 0.824256 0.763696 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.930090 0.986627 0.957524 18096\n", " 20 0.798836 0.417282 0.548203 2303\n", "\n", "avg / total 0.915271 0.922349 0.911313 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.117647 0.080000 0.095238 25\n", " 11 0.186441 0.076389 0.108374 144\n", " 12 0.030769 0.013889 0.019139 144\n", " 13 0.017544 0.006944 0.009950 144\n", " 14 0.020202 0.013889 0.016461 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 0.004950 0.006944 0.005780 144\n", " 19 0.880007 0.910421 0.894956 17013\n", " 20 0.777568 0.373472 0.504587 2209\n", "\n", "avg / total 0.820117 0.800677 0.802289 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.930090 0.986627 0.957524 18096\n", " 20 0.798836 0.417282 0.548203 2303\n", "\n", "avg / total 0.915271 0.922349 0.911313 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.930090 0.986627 0.957524 18096\n", " 20 0.798836 0.417282 0.548203 2303\n", "\n", "avg / total 0.915271 0.922349 0.911313 20399\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.500000 0.019868 0.038217 151\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 149\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 119\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.834103 0.965390 0.894957 15718\n", " 20 0.722543 0.432277 0.540930 3470\n", "\n", "avg / total 0.769310 0.817540 0.781888 20399\n", "\n", "Classification report for turbine 2, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.060606 0.500000 0.108108 20\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.902436 0.953635 0.927330 16780\n", " 20 0.710773 0.366657 0.483762 3311\n", "\n", "avg / total 0.857761 0.844453 0.841438 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.891667 0.971100 0.929690 16782\n", " 20 0.771442 0.452585 0.570483 3617\n", "\n", "avg / total 0.870350 0.879161 0.865998 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.643287 0.512780 0.570667 626\n", " 11 0.023923 0.008977 0.013055 557\n", " 12 0.011364 0.002123 0.003578 471\n", " 13 0.038835 0.008753 0.014286 457\n", " 14 0.041176 0.035623 0.038199 393\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.000000 0.000000 0.000000 329\n", " 17 0.014085 0.003257 0.005291 307\n", " 18 0.015385 0.003472 0.005666 288\n", " 19 0.742359 0.928318 0.824989 14076\n", " 20 0.419200 0.206706 0.276882 2535\n", "\n", "avg / total 0.587096 0.683269 0.622846 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.890804 0.963949 0.925934 16782\n", " 20 0.774068 0.384573 0.513853 3617\n", "\n", "avg / total 0.870105 0.861219 0.852867 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.891412 0.968538 0.928376 16782\n", " 20 0.769798 0.432679 0.553982 3617\n", "\n", "avg / total 0.869848 0.873523 0.861991 20399\n", "\n", "Classification report for turbine 2, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.890267 0.966393 0.926769 16782\n", " 20 0.750406 0.383190 0.507321 3617\n", "\n", "avg / total 0.865468 0.862983 0.852396 20399\n", "\n", "Classification report for turbine 2, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.889357 0.969432 0.927669 16782\n", " 20 0.729141 0.333425 0.457598 3617\n", "\n", "avg / total 0.860948 0.856660 0.844320 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.125000 0.027778 0.045455 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.878120 0.968706 0.921191 16489\n", " 20 0.771239 0.449516 0.567983 3615\n", "\n", "avg / total 0.846701 0.862738 0.845356 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.070652 0.082019 0.075912 317\n", " 11 0.000000 0.000000 0.000000 112\n", " 12 0.071429 0.009259 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 0.125000 0.018519 0.032258 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.848202 0.964297 0.902531 15993\n", " 20 0.594111 0.319466 0.415506 3221\n", "\n", "avg / total 0.760946 0.807883 0.774638 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.891667 0.971100 0.929690 16782\n", " 20 0.771442 0.452585 0.570483 3617\n", "\n", "avg / total 0.870350 0.879161 0.865998 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.095238 0.105263 0.100000 19\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.031250 0.018519 0.023256 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 0.870410 0.953615 0.910115 15932\n", " 20 0.763391 0.457310 0.571977 3584\n", "\n", "avg / total 0.814184 0.825335 0.811526 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.891667 0.971100 0.929690 16782\n", " 20 0.771442 0.452585 0.570483 3617\n", "\n", "avg / total 0.870350 0.879161 0.865998 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.891667 0.971100 0.929690 16782\n", " 20 0.771442 0.452585 0.570483 3617\n", "\n", "avg / total 0.870350 0.879161 0.865998 20399\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 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 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 0.890342 0.979713 0.932892 16119\n", " 20 0.897035 0.573514 0.699688 3904\n", "\n", "avg / total 0.875212 0.883916 0.871066 20399\n", "\n", "Classification report for turbine 2, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.908386 0.974859 0.940449 16467\n", " 20 0.904120 0.580366 0.706939 3932\n", "\n", "avg / total 0.907564 0.898819 0.895439 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.909122 0.983543 0.944869 16467\n", " 20 0.895124 0.588250 0.709945 3932\n", "\n", "avg / total 0.906423 0.907348 0.899586 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.124660 0.561275 0.204009 408\n", " 11 0.000000 0.000000 0.000000 397\n", " 12 0.002016 0.002525 0.002242 396\n", " 13 0.000000 0.000000 0.000000 396\n", " 14 0.021053 0.005155 0.008282 388\n", " 15 0.000000 0.000000 0.000000 301\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 229\n", " 19 0.792153 0.914330 0.848868 14089\n", " 20 0.694081 0.274385 0.393293 3291\n", "\n", "avg / total 0.662028 0.687142 0.654021 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.016129 0.025751 0.019835 233\n", " 11 0.000000 0.000000 0.000000 86\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 0.890967 0.976230 0.931652 16155\n", " 20 0.791065 0.512423 0.621962 3421\n", "\n", "avg / total 0.838451 0.859356 0.842354 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.909213 0.982814 0.944582 16467\n", " 20 0.896284 0.558240 0.687980 3932\n", "\n", "avg / total 0.906721 0.900976 0.895121 20399\n", "\n", "Classification report for turbine 2, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.033113 0.192308 0.056497 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 0.894245 0.981478 0.935833 16197\n", " 20 0.815558 0.541667 0.650976 3600\n", "\n", "avg / total 0.854011 0.875141 0.858016 20399\n", "\n", "Classification report for turbine 2, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.176471 0.125000 0.146341 24\n", " 11 0.000000 0.000000 0.000000 40\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.893312 0.982280 0.935686 16196\n", " 20 0.888398 0.569334 0.693948 3887\n", "\n", "avg / total 0.878745 0.888524 0.875301 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.235294 0.006421 0.012500 623\n", " 11 0.035714 0.005063 0.008869 395\n", " 12 0.000000 0.000000 0.000000 305\n", " 13 0.000000 0.000000 0.000000 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 0.828016 0.977849 0.896717 14943\n", " 20 0.642583 0.555297 0.595760 3011\n", "\n", "avg / total 0.709278 0.798569 0.745368 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.080292 0.034268 0.048035 321\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.071429 0.006944 0.012658 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 0.854110 0.973229 0.909787 15502\n", " 20 0.804446 0.550733 0.653840 3548\n", "\n", "avg / total 0.790757 0.835972 0.805951 20399\n", "\n", "Classification report for turbine 2, turbine category 10\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 0.908280 0.983528 0.944407 16452\n", " 20 0.828560 0.587702 0.687651 3643\n", "\n", "avg / total 0.880507 0.898181 0.884480 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 18\n", " 11 0.012195 0.027778 0.016949 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 0.876697 0.960973 0.916903 15656\n", " 20 0.876876 0.590262 0.705573 3861\n", "\n", "avg / total 0.838889 0.849404 0.837349 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.909122 0.983543 0.944869 16467\n", " 20 0.895124 0.588250 0.709945 3932\n", "\n", "avg / total 0.906423 0.907348 0.899586 20399\n", "\n", "Classification report for turbine 2, turbine category 13\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 0.892899 0.983310 0.935926 16177\n", " 20 0.889319 0.587574 0.707621 3911\n", "\n", "avg / total 0.878600 0.892446 0.877885 20399\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 2, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.018692 0.250000 0.034783 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 0.914745 0.978845 0.945710 13614\n", " 20 0.948001 0.826013 0.882813 6489\n", "\n", "avg / total 0.912058 0.916123 0.911993 20399\n", "\n", "Classification report for turbine 2, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.019608 0.011628 0.014599 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 0.897862 0.981112 0.937643 13395\n", " 20 0.939624 0.819615 0.875526 6342\n", "\n", "avg / total 0.881790 0.899113 0.887964 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.927768 0.983727 0.954928 13827\n", " 20 0.960788 0.838862 0.895695 6572\n", "\n", "avg / total 0.938406 0.937056 0.935845 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.010892 0.584906 0.021387 53\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 0.013158 0.013889 0.013514 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 0.007380 0.027778 0.011662 72\n", " 19 0.919307 0.960967 0.939675 13527\n", " 20 0.902297 0.371296 0.526101 6243\n", "\n", "avg / total 0.885855 0.752537 0.784273 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.927477 0.980401 0.953205 13827\n", " 20 0.972264 0.794735 0.874581 6572\n", "\n", "avg / total 0.941906 0.920584 0.927874 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.927717 0.982064 0.954117 13827\n", " 20 0.960633 0.831710 0.891535 6572\n", "\n", "avg / total 0.938322 0.933624 0.933955 20399\n", "\n", "Classification report for turbine 2, turbine category 6\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 0.091954 0.055556 0.069264 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 0.863596 0.977458 0.917006 12909\n", " 20 0.936094 0.783138 0.852812 6322\n", "\n", "avg / total 0.837266 0.861660 0.845094 20399\n", "\n", "Classification report for turbine 2, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.926686 0.982715 0.953879 13827\n", " 20 0.960735 0.819081 0.884271 6572\n", "\n", "avg / total 0.937656 0.929997 0.931453 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.414634 0.020457 0.038991 831\n", " 11 0.062500 0.002315 0.004464 432\n", " 12 0.000000 0.000000 0.000000 385\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 288\n", " 19 0.765173 0.979996 0.859363 11398\n", " 20 0.817719 0.837857 0.827666 5563\n", "\n", "avg / total 0.668757 0.776950 0.707567 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.699248 0.042897 0.080834 4336\n", " 11 0.260417 0.038880 0.067659 643\n", " 12 0.060606 0.003704 0.006981 540\n", " 13 0.000000 0.000000 0.000000 502\n", " 14 0.000000 0.000000 0.000000 432\n", " 15 0.052632 0.006944 0.012270 432\n", " 16 0.000000 0.000000 0.000000 432\n", " 17 0.000000 0.000000 0.000000 406\n", " 18 0.000000 0.000000 0.000000 377\n", " 19 0.716146 0.980008 0.827553 10604\n", " 20 0.200736 0.611209 0.302217 1695\n", "\n", "avg / total 0.548513 0.570812 0.475058 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.927763 0.983655 0.954892 13827\n", " 20 0.960942 0.838558 0.895588 6572\n", "\n", "avg / total 0.938452 0.936909 0.935786 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.083333 0.125000 0.100000 72\n", " 12 0.071429 0.027778 0.040000 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 0.018519 0.013889 0.015873 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.903999 0.974906 0.938115 13310\n", " 20 0.954330 0.835718 0.891094 6501\n", "\n", "avg / total 0.894593 0.903034 0.896639 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.927768 0.983727 0.954928 13827\n", " 20 0.960788 0.838862 0.895695 6572\n", "\n", "avg / total 0.938406 0.937056 0.935845 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.035714 0.051282 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 0.890708 0.983651 0.934875 13273\n", " 20 0.942792 0.842690 0.889935 6395\n", "\n", "avg / total 0.875367 0.904309 0.887426 20399\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 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 0.917911 0.965463 0.941087 16678\n", " 20 0.846995 0.815043 0.830712 4374\n", "\n", "avg / total 0.874152 0.904188 0.888648 21751\n", "\n", "Classification report for turbine 3, turbine category 1\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 0.883594 0.964530 0.922290 16070\n", " 20 0.824424 0.822470 0.823446 4219\n", "\n", "avg / total 0.812726 0.872144 0.841125 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.953426 0.966484 0.959910 17305\n", " 20 0.862200 0.816239 0.838590 4446\n", "\n", "avg / total 0.934779 0.935773 0.935112 21751\n", "\n", "Classification report for turbine 3, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 63\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.922609 0.958659 0.940288 16763\n", " 20 0.842283 0.804323 0.822865 4349\n", "\n", "avg / total 0.879444 0.899637 0.889187 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.955642 0.949899 0.952762 17305\n", " 20 0.878371 0.703329 0.781164 4446\n", "\n", "avg / total 0.939848 0.899499 0.917687 21751\n", "\n", "Classification report for turbine 3, turbine category 5\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 0.932929 0.958967 0.945769 16840\n", " 20 0.785395 0.836008 0.809911 3988\n", "\n", "avg / total 0.866290 0.895729 0.880726 21751\n", "\n", "Classification report for turbine 3, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 92\n", " 11 0.000000 0.000000 0.000000 606\n", " 12 0.000000 0.000000 0.000000 540\n", " 13 0.000000 0.000000 0.000000 536\n", " 14 0.000000 0.000000 0.000000 459\n", " 15 0.000000 0.000000 0.000000 405\n", " 16 0.000000 0.000000 0.000000 396\n", " 17 0.000000 0.000000 0.000000 385\n", " 18 0.250000 0.012539 0.023881 319\n", " 19 0.807379 0.918308 0.859278 14775\n", " 20 0.595697 0.735330 0.658189 3238\n", "\n", "avg / total 0.640781 0.733438 0.682022 21751\n", "\n", "Classification report for turbine 3, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.006579 0.007042 0.006803 142\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.020833 0.009259 0.012821 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 200\n", " 17 0.019868 0.016667 0.018127 180\n", " 18 0.100000 0.016667 0.028571 180\n", " 19 0.864475 0.943953 0.902468 15826\n", " 20 0.808269 0.755008 0.780731 4143\n", "\n", "avg / total 0.784187 0.831042 0.805902 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.813202 0.722377 0.765104 2507\n", " 11 0.108251 0.297821 0.158787 1652\n", " 12 0.065943 0.147059 0.091055 1156\n", " 13 0.045165 0.100906 0.062400 773\n", " 14 0.023529 0.059545 0.033730 571\n", " 15 0.015569 0.032258 0.021002 403\n", " 16 0.027160 0.034810 0.030513 316\n", " 17 0.009852 0.016393 0.012308 244\n", " 18 0.002747 0.013889 0.004587 216\n", " 19 0.657360 0.307896 0.419368 12082\n", " 20 0.268029 0.121791 0.167480 1831\n", "\n", "avg / total 0.496204 0.301549 0.356248 21751\n", "\n", "Classification report for turbine 3, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.953426 0.966484 0.959910 17305\n", " 20 0.862200 0.816239 0.838590 4446\n", "\n", "avg / total 0.934779 0.935773 0.935112 21751\n", "\n", "Classification report for turbine 3, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.953426 0.966484 0.959910 17305\n", " 20 0.862200 0.816239 0.838590 4446\n", "\n", "avg / total 0.934779 0.935773 0.935112 21751\n", "\n", "Classification report for turbine 3, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.120000 0.055556 0.075949 54\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 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 287\n", " 19 0.842093 0.965599 0.899627 15232\n", " 20 0.764805 0.815857 0.789506 3910\n", "\n", "avg / total 0.727490 0.822997 0.772111 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.953426 0.966484 0.959910 17305\n", " 20 0.862200 0.816239 0.838590 4446\n", "\n", "avg / total 0.934779 0.935773 0.935112 21751\n", "\n", "Classification report for turbine 3, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.953426 0.966484 0.959910 17305\n", " 20 0.862200 0.816239 0.838590 4446\n", "\n", "avg / total 0.934779 0.935773 0.935112 21751\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 3, turbine category 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 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.957553 0.953386 0.955465 18385\n", " 20 0.771140 0.828778 0.798921 3037\n", "\n", "avg / total 0.917041 0.921567 0.919155 21751\n", "\n", "Classification report for turbine 3, turbine category 1\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 0.965714 0.934763 0.949986 18471\n", " 20 0.774324 0.833947 0.803030 2987\n", "\n", "avg / total 0.926422 0.908326 0.917008 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.972121 0.962122 0.967096 18665\n", " 20 0.784320 0.833117 0.807982 3086\n", "\n", "avg / total 0.945476 0.943819 0.944521 21751\n", "\n", "Classification report for turbine 3, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971742 0.950656 0.961083 18665\n", " 20 0.788337 0.827933 0.807650 3086\n", "\n", "avg / total 0.945720 0.933244 0.939314 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.010638 0.040816 0.016878 49\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.942181 0.957122 0.949593 18098\n", " 20 0.778418 0.802840 0.790441 3028\n", "\n", "avg / total 0.892334 0.908234 0.900189 21751\n", "\n", "Classification report for turbine 3, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.707692 0.516854 0.597403 178\n", " 11 0.083333 0.024390 0.037736 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 0.958068 0.953567 0.955812 18306\n", " 20 0.793579 0.831204 0.811956 2974\n", "\n", "avg / total 0.920780 0.920463 0.920406 21751\n", "\n", "Classification report for turbine 3, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.017857 0.250000 0.033333 4\n", " 11 0.127907 0.305556 0.180328 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965607 0.955968 0.960764 18532\n", " 20 0.732196 0.762214 0.746903 2927\n", "\n", "avg / total 0.921450 0.917613 0.919391 21751\n", "\n", "Classification report for turbine 3, turbine category 7\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 0.027211 0.111111 0.043716 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965131 0.933470 0.949037 18473\n", " 20 0.765915 0.773869 0.769872 2985\n", "\n", "avg / total 0.924836 0.899177 0.911737 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.564103 0.069510 78\n", " 11 0.003663 0.003472 0.003565 288\n", " 12 0.002353 0.003472 0.002805 288\n", " 13 0.017595 0.022140 0.019608 271\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 0.000000 0.000000 0.000000 252\n", " 18 0.014706 0.003968 0.006250 252\n", " 19 0.886139 0.905998 0.895958 16957\n", " 20 0.585666 0.328862 0.421208 2609\n", "\n", "avg / total 0.761683 0.748195 0.749660 21751\n", "\n", "Classification report for turbine 3, turbine category 9\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 0.826341 0.959339 0.887887 15912\n", " 20 0.350824 0.718750 0.471505 1600\n", "\n", "avg / total 0.630319 0.754678 0.684220 21751\n", "\n", "Classification report for turbine 3, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.972121 0.962122 0.967096 18665\n", " 20 0.784320 0.833117 0.807982 3086\n", "\n", "avg / total 0.945476 0.943819 0.944521 21751\n", "\n", "Classification report for turbine 3, turbine category 11\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 0.019231 0.055556 0.028571 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.014035 0.222222 0.026403 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.956895 0.898537 0.926798 18381\n", " 20 0.789839 0.813719 0.801601 3076\n", "\n", "avg / total 0.920391 0.874856 0.896656 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.972121 0.962122 0.967096 18665\n", " 20 0.784320 0.833117 0.807982 3086\n", "\n", "avg / total 0.945476 0.943819 0.944521 21751\n", "\n", "Classification report for turbine 3, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.972121 0.962122 0.967096 18665\n", " 20 0.784320 0.833117 0.807982 3086\n", "\n", "avg / total 0.945476 0.943819 0.944521 21751\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 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 0.889337 0.938568 0.913290 15969\n", " 20 0.813750 0.675545 0.738235 5782\n", "\n", "avg / total 0.869244 0.868650 0.866756 21751\n", "\n", "Classification report for turbine 3, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.889429 0.928862 0.908718 15969\n", " 20 0.808950 0.650294 0.720997 5782\n", "\n", "avg / total 0.868035 0.854811 0.858817 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.890057 0.943954 0.916213 15969\n", " 20 0.814123 0.677966 0.739832 5782\n", "\n", "avg / total 0.869871 0.873247 0.869326 21751\n", "\n", "Classification report for turbine 3, turbine category 3\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 0.873360 0.932667 0.902039 15698\n", " 20 0.810698 0.673845 0.735964 5758\n", "\n", "avg / total 0.844927 0.851501 0.845841 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.894030 0.937754 0.915370 15969\n", " 20 0.816976 0.670875 0.736752 5782\n", "\n", "avg / total 0.873547 0.866811 0.867889 21751\n", "\n", "Classification report for turbine 3, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.898816 0.936189 0.917122 15969\n", " 20 0.802210 0.615185 0.696359 5782\n", "\n", "avg / total 0.873135 0.850857 0.858437 21751\n", "\n", "Classification report for turbine 3, turbine category 6\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 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 0.854341 0.939607 0.894947 15250\n", " 20 0.797787 0.641374 0.711081 5733\n", "\n", "avg / total 0.809269 0.827824 0.814885 21751\n", "\n", "Classification report for turbine 3, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.027972 0.020513 0.023669 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 0.000000 0.000000 0.000000 72\n", " 15 0.047619 0.013889 0.021505 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 0.856422 0.938594 0.895627 15373\n", " 20 0.763429 0.633667 0.692522 5495\n", "\n", "avg / total 0.798570 0.823686 0.808241 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 9\n", " 11 0.051587 0.180556 0.080247 72\n", " 12 0.003106 0.013889 0.005076 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 0.874814 0.914903 0.894410 15406\n", " 20 0.760234 0.383681 0.509980 5760\n", "\n", "avg / total 0.821124 0.750264 0.768834 21751\n", "\n", "Classification report for turbine 3, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.015748 0.003003 0.005044 666\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.875391 0.929617 0.901690 15643\n", " 20 0.661796 0.642211 0.651856 4866\n", "\n", "avg / total 0.778104 0.812330 0.794466 21751\n", "\n", "Classification report for turbine 3, turbine category 10\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 0.881967 0.944244 0.912044 15819\n", " 20 0.788370 0.680409 0.730421 5579\n", "\n", "avg / total 0.843647 0.861248 0.850657 21751\n", "\n", "Classification report for turbine 3, turbine category 11\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 0.000000 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 0.841649 0.935375 0.886040 15149\n", " 20 0.794533 0.630290 0.702945 5718\n", "\n", "avg / total 0.795057 0.817158 0.801897 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.890057 0.943954 0.916213 15969\n", " 20 0.814123 0.677966 0.739832 5782\n", "\n", "avg / total 0.869871 0.873247 0.869326 21751\n", "\n", "Classification report for turbine 3, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.890057 0.943954 0.916213 15969\n", " 20 0.814123 0.677966 0.739832 5782\n", "\n", "avg / total 0.869871 0.873247 0.869326 21751\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 51\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.111111 0.013889 0.024691 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 0.958394 0.962957 0.960670 19950\n", " 20 0.521713 0.747019 0.614361 1174\n", "\n", "avg / total 0.907565 0.923590 0.914367 21751\n", "\n", "Classification report for turbine 3, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984669 0.961525 0.972960 20507\n", " 20 0.563253 0.751608 0.643939 1244\n", "\n", "avg / total 0.960567 0.949520 0.954142 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.984704 0.963720 0.974099 20507\n", " 20 0.557406 0.753215 0.640684 1244\n", "\n", "avg / total 0.960265 0.951680 0.955030 21751\n", "\n", "Classification report for turbine 3, turbine category 3\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 0.972372 0.960709 0.966505 20259\n", " 20 0.543923 0.759026 0.633719 1191\n", "\n", "avg / total 0.935456 0.936371 0.934908 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision 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", " 19 0.984783 0.962549 0.973539 20507\n", " 20 0.558282 0.731511 0.633264 1244\n", "\n", "avg / total 0.960391 0.949336 0.954078 21751\n", "\n", "Classification report for turbine 3, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984947 0.960404 0.972521 20507\n", " 20 0.558014 0.750000 0.639918 1244\n", "\n", "avg / total 0.960530 0.948370 0.953498 21751\n", "\n", "Classification report for turbine 3, turbine category 6\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 0.100000 0.041667 0.058824 72\n", " 13 0.000000 0.000000 0.000000 87\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.946507 0.958158 0.952297 19741\n", " 20 0.524406 0.689145 0.595593 1216\n", "\n", "avg / total 0.888689 0.908280 0.897787 21751\n", "\n", "Classification report for turbine 3, turbine category 7\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 0.944957 0.956378 0.950633 19692\n", " 20 0.533825 0.734970 0.618454 1181\n", "\n", "avg / total 0.884490 0.905751 0.894224 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.649832 0.500000 0.565154 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 0.929217 0.944662 0.936876 19372\n", " 20 0.366965 0.513667 0.428097 878\n", "\n", "avg / total 0.853930 0.870948 0.861716 21751\n", "\n", "Classification report for turbine 3, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.021277 0.017857 0.019417 56\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.093750 0.041667 0.057692 72\n", " 13 0.000000 0.000000 0.000000 86\n", " 14 0.052632 0.009259 0.015748 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 0.947665 0.955446 0.951540 19729\n", " 20 0.535952 0.741639 0.622238 1196\n", "\n", "avg / total 0.889665 0.907636 0.897617 21751\n", "\n", "Classification report for turbine 3, turbine category 10\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", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.984699 0.963427 0.973947 20507\n", " 20 0.554893 0.747588 0.636986 1244\n", "\n", "avg / total 0.960117 0.951083 0.954675 21751\n", "\n", "Classification report for turbine 3, turbine category 11\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 0.971133 0.956487 0.963755 20224\n", " 20 0.561585 0.747565 0.641365 1232\n", "\n", "avg / total 0.934765 0.931681 0.932423 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.984704 0.963720 0.974099 20507\n", " 20 0.557406 0.753215 0.640684 1244\n", "\n", "avg / total 0.960265 0.951680 0.955030 21751\n", "\n", "Classification report for turbine 3, turbine category 13\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 0.971550 0.964056 0.967788 20226\n", " 20 0.547888 0.755537 0.635172 1219\n", "\n", "avg / total 0.934138 0.938807 0.935532 21751\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 3, turbine category 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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981593 0.979019 0.980304 19446\n", " 20 0.833476 0.844685 0.839043 2305\n", "\n", "avg / total 0.965897 0.964783 0.965335 21751\n", "\n", "Classification report for turbine 3, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.981527 0.978196 0.979859 19446\n", " 20 0.834989 0.838612 0.836797 2305\n", "\n", "avg / total 0.965998 0.963404 0.964698 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.981563 0.980150 0.980856 19446\n", " 20 0.834548 0.844685 0.839586 2305\n", "\n", "avg / total 0.965984 0.965795 0.965886 21751\n", "\n", "Classification report for turbine 3, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.981195 0.979379 0.980286 19446\n", " 20 0.806824 0.697614 0.748255 2305\n", "\n", "avg / total 0.962717 0.949520 0.955697 21751\n", "\n", "Classification report for turbine 3, turbine category 4\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 0.000000 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 0.937725 0.979132 0.957981 18593\n", " 20 0.809811 0.841305 0.825258 2237\n", "\n", "avg / total 0.884864 0.923498 0.903768 21751\n", "\n", "Classification report for turbine 3, turbine category 5\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 0.975514 0.976978 0.976245 19329\n", " 20 0.761476 0.837264 0.797574 2120\n", "\n", "avg / total 0.941108 0.949795 0.945276 21751\n", "\n", "Classification report for turbine 3, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.013245 0.014388 0.013793 139\n", " 11 0.028571 0.004630 0.007968 216\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 201\n", " 14 0.037975 0.037500 0.037736 160\n", " 15 0.043011 0.055556 0.048485 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.028571 0.006944 0.011173 144\n", " 19 0.916243 0.957640 0.936484 18083\n", " 20 0.768802 0.766667 0.767733 2160\n", "\n", "avg / total 0.839200 0.873109 0.855640 21751\n", "\n", "Classification report for turbine 3, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 107\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 0.111111 0.013889 0.024691 72\n", " 15 0.111111 0.013889 0.024691 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 0.958127 0.976502 0.967227 18980\n", " 20 0.760935 0.841475 0.799181 2088\n", "\n", "avg / total 0.909847 0.932969 0.920887 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.007042 0.250000 0.013699 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 0.967850 0.965881 0.966864 19168\n", " 20 0.790232 0.550851 0.649177 2291\n", "\n", "avg / total 0.936150 0.909246 0.920425 21751\n", "\n", "Classification report for turbine 3, turbine category 9\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 0.000000 0.000000 0.000000 130\n", " 14 0.006757 0.009259 0.007812 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 0.934426 0.948255 0.941290 18514\n", " 20 0.811973 0.810536 0.811254 2259\n", "\n", "avg / total 0.879727 0.891361 0.885500 21751\n", "\n", "Classification report for turbine 3, turbine category 10\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 0.981560 0.979944 0.980751 19446\n", " 20 0.834906 0.844685 0.839767 2305\n", "\n", "avg / total 0.966018 0.965611 0.965811 21751\n", "\n", "Classification report for turbine 3, turbine category 11\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 0.966853 0.975886 0.971348 19159\n", " 20 0.831925 0.814186 0.822960 2298\n", "\n", "avg / total 0.939529 0.945612 0.942542 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.981563 0.980150 0.980856 19446\n", " 20 0.834548 0.844685 0.839586 2305\n", "\n", "avg / total 0.965984 0.965795 0.965886 21751\n", "\n", "Classification report for turbine 3, turbine category 13\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 0.962434 0.980060 0.971167 19057\n", " 20 0.814212 0.843459 0.828578 2255\n", "\n", "avg / total 0.927643 0.946117 0.936783 21751\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.061069 0.160000 0.088398 50\n", " 11 0.032609 0.083333 0.046875 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.950206 0.922277 0.936033 17794\n", " 20 0.801815 0.774370 0.787853 3652\n", "\n", "avg / total 0.910779 0.883676 0.896948 21784\n", "\n", "Classification report for turbine 4, turbine category 1\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 0.924065 0.966204 0.944664 17280\n", " 20 0.794133 0.813844 0.803868 3626\n", "\n", "avg / total 0.865193 0.901900 0.883154 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.961645 0.965439 0.963538 17997\n", " 20 0.832616 0.817006 0.824737 3787\n", "\n", "avg / total 0.939214 0.939635 0.939408 21784\n", "\n", "Classification report for turbine 4, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 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 0.960882 0.957036 0.958955 17992\n", " 20 0.831998 0.795088 0.813124 3787\n", "\n", "avg / total 0.938256 0.928663 0.933383 21784\n", "\n", "Classification report for turbine 4, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.961645 0.965439 0.963538 17997\n", " 20 0.832616 0.817006 0.824737 3787\n", "\n", "avg / total 0.939214 0.939635 0.939408 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.008065 0.027778 0.012500 72\n", " 11 0.008333 0.005556 0.006667 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.039216 0.011111 0.017316 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 0.911217 0.954580 0.932395 17063\n", " 20 0.729338 0.688095 0.708116 3360\n", "\n", "avg / total 0.826653 0.854067 0.839788 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.133401 0.264113 0.177267 496\n", " 11 0.010309 0.002227 0.003663 449\n", " 12 0.051282 0.021622 0.030418 370\n", " 13 0.000000 0.000000 0.000000 307\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 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 243\n", " 19 0.861496 0.948582 0.902944 16006\n", " 20 0.678654 0.604131 0.639228 2905\n", "\n", "avg / total 0.727615 0.783970 0.753319 21784\n", "\n", "Classification report for turbine 4, turbine category 7\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 0.936130 0.966735 0.951187 17496\n", " 20 0.811895 0.816730 0.814305 3694\n", "\n", "avg / total 0.889537 0.914938 0.902038 21784\n", "\n", "Classification report for turbine 4, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.376365 0.366184 0.371205 1035\n", " 11 0.133721 0.036392 0.057214 632\n", " 12 0.059524 0.020492 0.030488 488\n", " 13 0.029703 0.012821 0.017910 468\n", " 14 0.012903 0.004494 0.006667 445\n", " 15 0.010309 0.002315 0.003781 432\n", " 16 0.028169 0.004630 0.007952 432\n", " 17 0.000000 0.000000 0.000000 432\n", " 18 0.000000 0.000000 0.000000 432\n", " 19 0.796859 0.923592 0.855558 14776\n", " 20 0.531065 0.649186 0.584215 2212\n", "\n", "avg / total 0.619191 0.711807 0.660377 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.040541 0.014634 0.021505 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 0.929527 0.966217 0.947517 17405\n", " 20 0.736996 0.765634 0.751042 3294\n", "\n", "avg / total 0.854498 0.887899 0.870817 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.961645 0.965439 0.963538 17997\n", " 20 0.832616 0.817006 0.824737 3787\n", "\n", "avg / total 0.939214 0.939635 0.939408 21784\n", "\n", "Classification report for turbine 4, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.666667 0.035088 0.066667 57\n", " 11 0.131148 0.024691 0.041558 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 0.333333 0.012346 0.023810 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.037037 0.003135 0.005780 319\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.847427 0.960142 0.900270 15781\n", " 20 0.755074 0.821797 0.787024 3395\n", "\n", "avg / total 0.740775 0.824321 0.776071 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.961645 0.965439 0.963538 17997\n", " 20 0.832616 0.817006 0.824737 3787\n", "\n", "avg / total 0.939214 0.939635 0.939408 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.961645 0.965439 0.963538 17997\n", " 20 0.832616 0.817006 0.824737 3787\n", "\n", "avg / total 0.939214 0.939635 0.939408 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 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 161\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 0.862478 0.928131 0.894101 14109\n", " 20 0.848018 0.799197 0.822884 6479\n", "\n", "avg / total 0.810825 0.838827 0.823831 21784\n", "\n", "Classification report for turbine 4, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.927700 0.935371 0.931519 15117\n", " 20 0.863658 0.829459 0.846213 6667\n", "\n", "avg / total 0.908100 0.902956 0.905411 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.928185 0.942184 0.935132 15117\n", " 20 0.864265 0.834708 0.849229 6667\n", "\n", "avg / total 0.908622 0.909291 0.908842 21784\n", "\n", "Classification report for turbine 4, turbine category 3\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 0.000000 0.000000 0.000000 31\n", " 19 0.908727 0.933661 0.921026 14833\n", " 20 0.845780 0.733434 0.785611 6640\n", "\n", "avg / total 0.876567 0.859300 0.866601 21784\n", "\n", "Classification report for turbine 4, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.928185 0.942184 0.935132 15117\n", " 20 0.864265 0.834708 0.849229 6667\n", "\n", "avg / total 0.908622 0.909291 0.908842 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.928351 0.934246 0.931289 15117\n", " 20 0.871503 0.803660 0.836208 6667\n", "\n", "avg / total 0.910952 0.894280 0.902189 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.005882 0.294118 0.011534 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 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.912323 0.909679 0.910999 14836\n", " 20 0.822285 0.728088 0.772325 6355\n", "\n", "avg / total 0.861226 0.832170 0.845754 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.927893 0.937223 0.932535 15117\n", " 20 0.865690 0.833358 0.849217 6667\n", "\n", "avg / total 0.908856 0.905435 0.907035 21784\n", "\n", "Classification report for turbine 4, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.941474 0.874711 0.906865 15117\n", " 20 0.841463 0.517474 0.640847 6667\n", "\n", "avg / total 0.910866 0.765378 0.825450 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.736842 0.002713 0.005406 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 0.000000 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 0.842415 0.950885 0.893369 13560\n", " 20 0.188561 0.762873 0.302381 1573\n", "\n", "avg / total 0.712535 0.647631 0.579216 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.928185 0.942184 0.935132 15117\n", " 20 0.864265 0.834708 0.849229 6667\n", "\n", "avg / total 0.908622 0.909291 0.908842 21784\n", "\n", "Classification report for turbine 4, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.012422 0.055556 0.020305 36\n", " 12 0.016949 0.027778 0.021053 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.926294 0.925735 0.926014 14906\n", " 20 0.863003 0.827738 0.845003 6583\n", "\n", "avg / total 0.894672 0.883722 0.889061 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.928185 0.942184 0.935132 15117\n", " 20 0.864265 0.834708 0.849229 6667\n", "\n", "avg / total 0.908622 0.909291 0.908842 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.928185 0.942184 0.935132 15117\n", " 20 0.864265 0.834708 0.849229 6667\n", "\n", "avg / total 0.908622 0.909291 0.908842 21784\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 235\n", " 11 0.008197 0.009259 0.008696 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.003906 0.009259 0.005495 108\n", " 14 0.003984 0.009259 0.005571 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.055556 0.046296 0.050505 108\n", " 18 0.045455 0.009259 0.015385 108\n", " 19 0.886969 0.930474 0.908201 17044\n", " 20 0.703441 0.572645 0.631340 3641\n", "\n", "avg / total 0.812127 0.824137 0.816532 21784\n", "\n", "Classification report for turbine 4, turbine category 1\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 1.000000 0.055556 0.105263 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.908429 0.959251 0.933149 17571\n", " 20 0.771429 0.626626 0.691528 3921\n", "\n", "avg / total 0.873246 0.886614 0.877324 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.920359 0.962003 0.940721 17791\n", " 20 0.787955 0.629101 0.699624 3993\n", "\n", "avg / total 0.896090 0.900982 0.896528 21784\n", "\n", "Classification report for turbine 4, turbine category 3\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 0.905467 0.959201 0.931560 17525\n", " 20 0.775303 0.596673 0.674359 3967\n", "\n", "avg / total 0.869626 0.880325 0.872235 21784\n", "\n", "Classification report for turbine 4, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.920359 0.962003 0.940721 17791\n", " 20 0.787955 0.629101 0.699624 3993\n", "\n", "avg / total 0.896090 0.900982 0.896528 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.043478 0.034483 0.038462 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 0.892156 0.960616 0.925121 17215\n", " 20 0.784200 0.616044 0.690025 3964\n", "\n", "avg / total 0.847792 0.871282 0.856699 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.218567 0.934375 0.354265 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 0.095238 0.018519 0.031008 108\n", " 16 0.000000 0.000000 0.000000 93\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.887969 0.912754 0.900191 16803\n", " 20 0.767003 0.586509 0.664721 3884\n", "\n", "avg / total 0.825368 0.822438 0.818233 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.043478 0.003876 0.007117 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 0.000000 0.000000 0.000000 201\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.829664 0.959649 0.889935 16059\n", " 20 0.716625 0.621858 0.665886 3660\n", "\n", "avg / total 0.732539 0.811972 0.768015 21784\n", "\n", "Classification report for turbine 4, turbine category 8\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 0.922771 0.948086 0.935257 17606\n", " 20 0.750977 0.607265 0.671518 3799\n", "\n", "avg / total 0.876756 0.872154 0.872991 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.068538 0.653543 0.124066 127\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 0.879991 0.955192 0.916051 17073\n", " 20 0.626246 0.305346 0.410526 3704\n", "\n", "avg / total 0.796567 0.804352 0.788473 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.920359 0.962003 0.940721 17791\n", " 20 0.787955 0.629101 0.699624 3993\n", "\n", "avg / total 0.896090 0.900982 0.896528 21784\n", "\n", "Classification report for turbine 4, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.014085 0.013889 0.013986 72\n", " 12 0.058824 0.013889 0.022472 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 0.887268 0.954036 0.919441 17209\n", " 20 0.780584 0.596940 0.676521 3987\n", "\n", "avg / total 0.844033 0.863019 0.850283 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.920359 0.962003 0.940721 17791\n", " 20 0.787955 0.629101 0.699624 3993\n", "\n", "avg / total 0.896090 0.900982 0.896528 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.920359 0.962003 0.940721 17791\n", " 20 0.787955 0.629101 0.699624 3993\n", "\n", "avg / total 0.896090 0.900982 0.896528 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981446 0.851615 0.911933 20622\n", " 20 0.215789 0.705680 0.330512 1162\n", "\n", "avg / total 0.940605 0.843830 0.880919 21784\n", "\n", "Classification report for turbine 4, turbine category 1\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", " 19 0.981618 0.854524 0.913672 20622\n", " 20 0.217528 0.713425 0.333400 1162\n", "\n", "avg / total 0.940860 0.846998 0.882720 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.981580 0.855349 0.914127 20622\n", " 20 0.217881 0.715146 0.334003 1162\n", "\n", "avg / total 0.940843 0.847870 0.883182 21784\n", "\n", "Classification report for turbine 4, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.057143 0.000705 0.001392 2838\n", " 11 0.000000 0.000000 0.000000 248\n", " 12 0.000000 0.000000 0.000000 194\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 168\n", " 15 0.000000 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 0.905640 0.963246 0.933555 16869\n", " 20 0.127383 0.676512 0.214397 711\n", "\n", "avg / total 0.712908 0.768087 0.730102 21784\n", "\n", "Classification report for turbine 4, turbine category 4\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 0.970173 0.854859 0.908873 20394\n", " 20 0.123492 0.610104 0.205408 772\n", "\n", "avg / total 0.912644 0.821934 0.858159 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981988 0.853894 0.913472 20622\n", " 20 0.216432 0.700516 0.330693 1162\n", "\n", "avg / total 0.941151 0.845712 0.882385 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.036036 0.075472 0.048780 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 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965767 0.845064 0.901393 20331\n", " 20 0.198259 0.655576 0.304448 1112\n", "\n", "avg / total 0.911558 0.822347 0.856929 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981472 0.850257 0.911165 20622\n", " 20 0.209456 0.682444 0.320534 1162\n", "\n", "avg / total 0.940291 0.841306 0.879659 21784\n", "\n", "Classification report for turbine 4, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.007246 0.062500 0.012987 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 0.000000 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 0.936334 0.847110 0.889490 19792\n", " 20 0.189040 0.614209 0.289101 1112\n", "\n", "avg / total 0.860368 0.801047 0.822919 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.016178 0.260606 0.030464 165\n", " 11 0.000000 0.000000 0.000000 179\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 0.904879 0.843589 0.873160 19193\n", " 20 0.419065 0.472138 0.444021 987\n", "\n", "avg / total 0.816362 0.766618 0.789654 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.981580 0.855349 0.914127 20622\n", " 20 0.217881 0.715146 0.334003 1162\n", "\n", "avg / total 0.940843 0.847870 0.883182 21784\n", "\n", "Classification report for turbine 4, turbine category 11\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 0.000000 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 0.939457 0.845691 0.890112 19798\n", " 20 0.206979 0.709882 0.320508 1103\n", "\n", "avg / total 0.864289 0.804535 0.825191 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.981580 0.855349 0.914127 20622\n", " 20 0.217881 0.715146 0.334003 1162\n", "\n", "avg / total 0.940843 0.847870 0.883182 21784\n", "\n", "Classification report for turbine 4, turbine category 13\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 0.947357 0.852479 0.897417 19970\n", " 20 0.198741 0.705116 0.310084 1075\n", "\n", "avg / total 0.878276 0.816287 0.837989 21784\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 4, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.981212 0.982417 0.981814 20360\n", " 20 0.769978 0.724017 0.746290 1424\n", "\n", "avg / total 0.967403 0.965525 0.966418 21784\n", "\n", "Classification report for turbine 4, turbine category 1\n", " precision recall f1-score support\n", "\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.981347 0.984528 0.982935 20360\n", " 20 0.770310 0.732444 0.750900 1424\n", "\n", "avg / total 0.967552 0.968050 0.967767 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.981301 0.984627 0.982961 20360\n", " 20 0.769004 0.731742 0.749910 1424\n", "\n", "avg / total 0.967423 0.968096 0.967727 21784\n", "\n", "Classification report for turbine 4, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981900 0.964538 0.973142 20360\n", " 20 0.753499 0.680478 0.715129 1424\n", "\n", "avg / total 0.966970 0.945970 0.956276 21784\n", "\n", "Classification report for turbine 4, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 131\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.940214 0.984314 0.961759 19508\n", " 20 0.662111 0.680718 0.671286 1281\n", "\n", "avg / total 0.880916 0.921502 0.900749 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.981198 0.984234 0.982713 20360\n", " 20 0.764618 0.716292 0.739666 1424\n", "\n", "avg / total 0.967040 0.966719 0.966826 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.010870 0.058824 0.018349 17\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 0.927586 0.980590 0.953352 19268\n", " 20 0.711934 0.642168 0.675254 1347\n", "\n", "avg / total 0.864483 0.907088 0.885010 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.981513 0.983104 0.982308 20360\n", " 20 0.769572 0.731742 0.750180 1424\n", "\n", "avg / total 0.967659 0.966673 0.967134 21784\n", "\n", "Classification report for turbine 4, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.984899 0.980206 0.982547 20360\n", " 20 0.769027 0.610253 0.680501 1424\n", "\n", "avg / total 0.970787 0.956023 0.962802 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.592814 0.086087 0.150342 1150\n", " 11 0.000000 0.000000 0.000000 552\n", " 12 0.000000 0.000000 0.000000 540\n", " 13 0.035714 0.001880 0.003571 532\n", " 14 0.020833 0.001984 0.003623 504\n", " 15 0.028571 0.001984 0.003711 504\n", " 16 0.000000 0.000000 0.000000 476\n", " 17 0.000000 0.000000 0.000000 468\n", " 18 0.000000 0.000000 0.000000 436\n", " 19 0.787419 0.975214 0.871313 16340\n", " 20 0.150211 0.631206 0.242672 282\n", "\n", "avg / total 0.625892 0.744354 0.664899 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.981301 0.984627 0.982961 20360\n", " 20 0.769004 0.731742 0.749910 1424\n", "\n", "avg / total 0.967423 0.968096 0.967727 21784\n", "\n", "Classification report for turbine 4, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.033333 0.047619 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 0.153846 0.011111 0.020725 180\n", " 18 0.000000 0.000000 0.000000 176\n", " 19 0.926712 0.980932 0.953051 19194\n", " 20 0.629768 0.749110 0.684275 1124\n", "\n", "avg / total 0.850411 0.903094 0.875282 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.981301 0.984627 0.982961 20360\n", " 20 0.769004 0.731742 0.749910 1424\n", "\n", "avg / total 0.967423 0.968096 0.967727 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision 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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.981103 0.984283 0.982690 20360\n", " 20 0.768945 0.726826 0.747292 1424\n", "\n", "avg / total 0.967234 0.967453 0.967302 21784\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 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 0.000000 0.000000 0.000000 8\n", " 19 0.934602 0.988664 0.960873 18878\n", " 20 0.771466 0.360494 0.491376 1620\n", "\n", "avg / total 0.908938 0.926008 0.910969 20786\n", "\n", "Classification report for turbine 5, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.007519 0.016949 0.010417 59\n", " 11 0.006452 0.005556 0.005970 180\n", " 12 0.007812 0.005556 0.006494 180\n", " 13 0.090909 0.005556 0.010471 180\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.001326 0.005556 0.002141 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.876725 0.925061 0.900244 17721\n", " 20 0.734177 0.333333 0.458498 1566\n", "\n", "avg / total 0.803703 0.814009 0.802288 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.947926 0.991540 0.969242 19148\n", " 20 0.785997 0.363248 0.496868 1638\n", "\n", "avg / total 0.935165 0.942028 0.932018 20786\n", "\n", "Classification report for turbine 5, turbine category 3\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 0.933696 0.991464 0.961714 18862\n", " 20 0.766182 0.359133 0.489039 1615\n", "\n", "avg / total 0.906801 0.927595 0.910692 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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", " 19 0.947424 0.981565 0.964192 19148\n", " 20 0.785235 0.357143 0.490978 1638\n", "\n", "avg / total 0.934643 0.932358 0.926902 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.947926 0.991540 0.969242 19148\n", " 20 0.785997 0.363248 0.496868 1638\n", "\n", "avg / total 0.935165 0.942028 0.932018 20786\n", "\n", "Classification report for turbine 5, turbine category 6\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 0.001828 0.004630 0.002621 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.088889 0.021622 0.034783 185\n", " 17 0.000000 0.000000 0.000000 163\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.810607 0.962659 0.880114 16068\n", " 20 0.738714 0.507996 0.602007 1063\n", "\n", "avg / total 0.665204 0.770374 0.711469 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.184211 0.083333 0.114754 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 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.926074 0.961978 0.943685 18726\n", " 20 0.682497 0.330052 0.444936 1524\n", "\n", "avg / total 0.885080 0.891177 0.883247 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.225000 0.157895 0.185567 627\n", " 11 0.000000 0.000000 0.000000 724\n", " 12 0.020000 0.001757 0.003231 569\n", " 13 0.053254 0.034221 0.041667 526\n", " 14 0.000000 0.000000 0.000000 498\n", " 15 0.000000 0.000000 0.000000 468\n", " 16 0.000000 0.000000 0.000000 452\n", " 17 0.000000 0.000000 0.000000 432\n", " 18 0.000000 0.000000 0.000000 397\n", " 19 0.742027 0.965346 0.839082 14919\n", " 20 0.496774 0.196763 0.281879 1174\n", "\n", "avg / total 0.569324 0.709660 0.624906 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.447140 0.293515 0.354396 879\n", " 11 0.000000 0.000000 0.000000 551\n", " 12 0.093023 0.016427 0.027923 487\n", " 13 0.000000 0.000000 0.000000 468\n", " 14 0.014493 0.006410 0.008889 468\n", " 15 0.043478 0.006865 0.011858 437\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.013514 0.002907 0.004785 344\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.774942 0.926985 0.844172 15627\n", " 20 0.293769 0.112885 0.163097 877\n", "\n", "avg / total 0.617552 0.714808 0.657703 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.947926 0.991540 0.969242 19148\n", " 20 0.785997 0.363248 0.496868 1638\n", "\n", "avg / total 0.935165 0.942028 0.932018 20786\n", "\n", "Classification report for turbine 5, turbine category 11\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 0.882326 0.988717 0.932497 17814\n", " 20 0.760211 0.366117 0.494218 1576\n", "\n", "avg / total 0.813810 0.875108 0.836639 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.947926 0.991540 0.969242 19148\n", " 20 0.785997 0.363248 0.496868 1638\n", "\n", "avg / total 0.935165 0.942028 0.932018 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.947926 0.991540 0.969242 19148\n", " 20 0.785997 0.363248 0.496868 1638\n", "\n", "avg / total 0.935165 0.942028 0.932018 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 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 0.917017 0.980504 0.947698 17593\n", " 20 0.830256 0.603429 0.698899 2683\n", "\n", "avg / total 0.883318 0.907774 0.892331 20786\n", "\n", "Classification report for turbine 5, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 118\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.018519 0.006944 0.010101 144\n", " 13 0.016949 0.006944 0.009852 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 0.875625 0.956664 0.914352 16845\n", " 20 0.767411 0.437289 0.557119 2671\n", "\n", "avg / total 0.808465 0.831569 0.812720 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.941697 0.982416 0.961626 18085\n", " 20 0.834289 0.592743 0.693074 2701\n", "\n", "avg / total 0.927740 0.931781 0.926729 20786\n", "\n", "Classification report for turbine 5, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 697\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.925973 0.979937 0.952191 17794\n", " 20 0.496855 0.472347 0.484291 2007\n", "\n", "avg / total 0.840660 0.884490 0.861891 20786\n", "\n", "Classification report for turbine 5, turbine category 4\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", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.941373 0.981974 0.961245 18085\n", " 20 0.818340 0.522029 0.637432 2701\n", "\n", "avg / total 0.925386 0.922207 0.919168 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.941697 0.982416 0.961626 18085\n", " 20 0.834289 0.592743 0.693074 2701\n", "\n", "avg / total 0.927740 0.931781 0.926729 20786\n", "\n", "Classification report for turbine 5, turbine category 6\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 0.025641 0.013889 0.018018 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 0.919744 0.952791 0.935976 17645\n", " 20 0.731948 0.566774 0.638857 2486\n", "\n", "avg / total 0.868390 0.876648 0.871009 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.941393 0.976998 0.958865 18085\n", " 20 0.841990 0.570159 0.679912 2701\n", "\n", "avg / total 0.928476 0.924132 0.922617 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.242529 0.363167 0.290834 581\n", " 11 0.113725 0.099656 0.106227 291\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.034247 0.017361 0.023041 288\n", " 14 0.010417 0.003472 0.005208 288\n", " 15 0.004587 0.003472 0.003953 288\n", " 16 0.000000 0.000000 0.000000 288\n", " 17 0.006936 0.020833 0.010408 288\n", " 18 0.015823 0.020408 0.017825 245\n", " 19 0.826111 0.851744 0.838732 15824\n", " 20 0.693700 0.452527 0.547742 2117\n", "\n", "avg / total 0.708891 0.706918 0.704714 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.246053 0.184965 0.211180 1011\n", " 11 0.027778 0.007962 0.012376 628\n", " 12 0.031963 0.014141 0.019608 495\n", " 13 0.000000 0.000000 0.000000 399\n", " 14 0.011407 0.008451 0.009709 355\n", " 15 0.013333 0.009259 0.010929 324\n", " 16 0.005988 0.003086 0.004073 324\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.045455 0.006173 0.010870 324\n", " 19 0.793264 0.933311 0.857608 14965\n", " 20 0.664778 0.430055 0.522255 1637\n", "\n", "avg / total 0.638242 0.715818 0.670251 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.941697 0.982416 0.961626 18085\n", " 20 0.834289 0.592743 0.693074 2701\n", "\n", "avg / total 0.927740 0.931781 0.926729 20786\n", "\n", "Classification report for turbine 5, turbine category 11\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 0.032787 0.027778 0.030075 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 0.021739 0.013889 0.016949 72\n", " 19 0.914884 0.970291 0.941773 17503\n", " 20 0.835437 0.614328 0.708021 2694\n", "\n", "avg / total 0.878852 0.896806 0.884954 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.941697 0.982416 0.961626 18085\n", " 20 0.834289 0.592743 0.693074 2701\n", "\n", "avg / total 0.927740 0.931781 0.926729 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.941697 0.982416 0.961626 18085\n", " 20 0.834289 0.592743 0.693074 2701\n", "\n", "avg / total 0.927740 0.931781 0.926729 20786\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 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 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 124\n", " 14 0.000000 0.000000 0.000000 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 0.882704 0.991538 0.933961 17608\n", " 20 0.834388 0.326320 0.469158 2424\n", "\n", "avg / total 0.845050 0.877995 0.845878 20786\n", "\n", "Classification report for turbine 5, turbine category 1\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 0.293103 0.472222 0.361702 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.898795 0.976646 0.936104 17941\n", " 20 0.869048 0.315521 0.462958 2545\n", "\n", "avg / total 0.882688 0.882421 0.865289 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.911990 0.993742 0.951113 18217\n", " 20 0.878205 0.319969 0.469044 2569\n", "\n", "avg / total 0.907814 0.910469 0.891532 20786\n", "\n", "Classification report for turbine 5, turbine category 3\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 0.897406 0.991801 0.942246 17930\n", " 20 0.878233 0.318111 0.467049 2562\n", "\n", "avg / total 0.882350 0.894737 0.870347 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 13 0.000000 0.000000 0.000000 0\n", " 19 0.911985 0.993687 0.951085 18217\n", " 20 0.878205 0.319969 0.469044 2569\n", "\n", "avg / total 0.907810 0.910420 0.891508 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.911990 0.993742 0.951113 18217\n", " 20 0.878205 0.319969 0.469044 2569\n", "\n", "avg / total 0.907814 0.910469 0.891532 20786\n", "\n", "Classification report for turbine 5, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.034783 0.097561 0.051282 41\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 0.874277 0.976845 0.922720 17491\n", " 20 0.885845 0.306962 0.455934 2528\n", "\n", "avg / total 0.843492 0.859521 0.832002 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.911944 0.992040 0.950308 18217\n", " 20 0.838028 0.231608 0.362916 2569\n", "\n", "avg / total 0.902809 0.898056 0.877710 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.138710 0.494253 0.216625 174\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.006536 0.006944 0.006734 144\n", " 13 0.022727 0.020833 0.021739 144\n", " 14 0.005952 0.006944 0.006410 144\n", " 15 0.009174 0.006944 0.007905 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.004566 0.013889 0.006873 144\n", " 19 0.872258 0.931853 0.901071 17066\n", " 20 0.757475 0.190476 0.304406 2394\n", "\n", "avg / total 0.804894 0.791542 0.777026 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.136280 0.202740 0.162996 365\n", " 11 0.015625 0.013889 0.014706 216\n", " 12 0.032258 0.032407 0.032333 216\n", " 13 0.000000 0.000000 0.000000 210\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 0.012987 0.005556 0.007782 180\n", " 18 0.000000 0.000000 0.000000 149\n", " 19 0.870006 0.930262 0.899126 16691\n", " 20 0.796062 0.255070 0.386348 2219\n", "\n", "avg / total 0.786595 0.778312 0.766654 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.911990 0.993742 0.951113 18217\n", " 20 0.878205 0.319969 0.469044 2569\n", "\n", "avg / total 0.907814 0.910469 0.891532 20786\n", "\n", "Classification report for turbine 5, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\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 0.883706 0.985309 0.931746 17630\n", " 20 0.871579 0.322430 0.470722 2568\n", "\n", "avg / total 0.857261 0.875589 0.848481 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.911990 0.993742 0.951113 18217\n", " 20 0.878205 0.319969 0.469044 2569\n", "\n", "avg / total 0.907814 0.910469 0.891532 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.911990 0.993742 0.951113 18217\n", " 20 0.878205 0.319969 0.469044 2569\n", "\n", "avg / total 0.907814 0.910469 0.891532 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975902 0.988106 0.981966 19673\n", " 20 0.830214 0.557951 0.667383 1113\n", "\n", "avg / total 0.968101 0.965073 0.965122 20786\n", "\n", "Classification report for turbine 5, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.006211 0.040000 0.010753 25\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.962126 0.977965 0.969981 19378\n", " 20 0.801577 0.557078 0.657328 1095\n", "\n", "avg / total 0.939188 0.941114 0.938917 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.975643 0.993595 0.984537 19673\n", " 20 0.832224 0.561545 0.670601 1113\n", "\n", "avg / total 0.967963 0.970461 0.967727 20786\n", "\n", "Classification report for turbine 5, turbine category 3\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 0.962568 0.990882 0.976520 19412\n", " 20 0.808392 0.535681 0.644370 1079\n", "\n", "avg / total 0.940904 0.953190 0.945419 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.975639 0.993443 0.984460 19673\n", " 20 0.830872 0.556155 0.666308 1113\n", "\n", "avg / total 0.967887 0.970028 0.967425 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.975643 0.993595 0.984537 19673\n", " 20 0.832224 0.561545 0.670601 1113\n", "\n", "avg / total 0.967963 0.970461 0.967727 20786\n", "\n", "Classification report for turbine 5, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.027027 0.011628 0.016260 172\n", " 11 0.000000 0.000000 0.000000 311\n", " 12 0.000000 0.000000 0.000000 187\n", " 13 0.000000 0.000000 0.000000 167\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 0.025000 0.006944 0.010870 144\n", " 18 0.000000 0.000000 0.000000 112\n", " 19 0.908999 0.983249 0.944667 18327\n", " 20 0.615603 0.464668 0.529591 934\n", "\n", "avg / total 0.829522 0.887953 0.856919 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.975657 0.992172 0.983845 19673\n", " 20 0.827348 0.538185 0.652150 1113\n", "\n", "avg / total 0.967716 0.967863 0.966085 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.251534 0.181015 0.210526 453\n", " 11 0.021277 0.004601 0.007566 652\n", " 12 0.018868 0.003854 0.006400 519\n", " 13 0.060976 0.010684 0.018182 468\n", " 14 0.000000 0.000000 0.000000 432\n", " 15 0.000000 0.000000 0.000000 407\n", " 16 0.000000 0.000000 0.000000 396\n", " 17 0.028571 0.002747 0.005013 364\n", " 18 0.000000 0.000000 0.000000 332\n", " 19 0.791343 0.966252 0.870094 15912\n", " 20 0.622881 0.345476 0.444444 851\n", "\n", "avg / total 0.639780 0.758299 0.689749 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.182867 0.352381 0.240781 315\n", " 11 0.005405 0.003125 0.003960 320\n", " 12 0.006452 0.004274 0.005141 234\n", " 13 0.007937 0.004630 0.005848 216\n", " 14 0.010753 0.005495 0.007273 182\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 0.889241 0.945067 0.916304 17840\n", " 20 0.788235 0.349322 0.484104 959\n", "\n", "avg / total 0.802679 0.832772 0.812664 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.975643 0.993595 0.984537 19673\n", " 20 0.832224 0.561545 0.670601 1113\n", "\n", "avg / total 0.967963 0.970461 0.967727 20786\n", "\n", "Classification report for turbine 5, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.017857 0.006944 0.010000 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 0.200000 0.013889 0.025974 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.920303 0.984354 0.951251 18535\n", " 20 0.804027 0.556175 0.657519 1077\n", "\n", "avg / total 0.863808 0.906716 0.882554 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.975643 0.993595 0.984537 19673\n", " 20 0.832224 0.561545 0.670601 1113\n", "\n", "avg / total 0.967963 0.970461 0.967727 20786\n", "\n", "Classification report for turbine 5, turbine category 13\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 0.961168 0.993499 0.977066 19383\n", " 20 0.821571 0.559383 0.665588 1103\n", "\n", "avg / total 0.939888 0.956124 0.946436 20786\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 5, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.969068 0.994983 0.981854 19931\n", " 20 0.721854 0.469828 0.569191 464\n", "\n", "avg / total 0.945320 0.964543 0.954173 20786\n", "\n", "Classification report for turbine 5, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987980 0.991140 0.989557 20317\n", " 20 0.722973 0.456290 0.559477 469\n", "\n", "avg / total 0.982000 0.979072 0.979853 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.987845 0.996062 0.991937 20317\n", " 20 0.733333 0.469083 0.572172 469\n", "\n", "avg / total 0.982103 0.984172 0.982466 20786\n", "\n", "Classification report for turbine 5, turbine category 3\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 0.987847 0.992223 0.990030 20317\n", " 20 0.721014 0.424307 0.534228 469\n", "\n", "avg / total 0.981827 0.979409 0.979746 20786\n", "\n", "Classification report for turbine 5, turbine category 4\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 0.987843 0.995866 0.991838 20317\n", " 20 0.735786 0.469083 0.572917 469\n", "\n", "avg / total 0.982156 0.983980 0.982386 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.987845 0.996062 0.991937 20317\n", " 20 0.733333 0.469083 0.572172 469\n", "\n", "avg / total 0.982103 0.984172 0.982466 20786\n", "\n", "Classification report for turbine 5, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 23\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 0.090909 0.006944 0.012903 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 0.934102 0.991820 0.962096 19194\n", " 20 0.646643 0.438849 0.522857 417\n", "\n", "avg / total 0.876162 0.924709 0.898988 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.987934 0.995373 0.991639 20317\n", " 20 0.738095 0.462687 0.568807 469\n", "\n", "avg / total 0.982296 0.983354 0.982099 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.557252 0.288538 0.380208 253\n", " 11 0.027397 0.011111 0.015810 180\n", " 12 0.026667 0.011173 0.015748 179\n", " 13 0.030000 0.020833 0.024590 144\n", " 14 0.018018 0.013889 0.015686 144\n", " 15 0.010309 0.006944 0.008299 144\n", " 16 0.006623 0.006944 0.006780 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.925836 0.960933 0.943058 18993\n", " 20 0.433180 0.296530 0.352060 317\n", "\n", "avg / total 0.860279 0.886606 0.872363 20786\n", "\n", "Classification report for turbine 5, turbine category 9\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 0.973832 0.962358 0.968061 20031\n", " 20 0.713208 0.408207 0.519231 463\n", "\n", "avg / total 0.954346 0.936496 0.944464 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.987845 0.996062 0.991937 20317\n", " 20 0.733333 0.469083 0.572172 469\n", "\n", "avg / total 0.982103 0.984172 0.982466 20786\n", "\n", "Classification report for turbine 5, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988164 0.990304 0.989233 20317\n", " 20 0.732673 0.473348 0.575130 469\n", "\n", "avg / total 0.982399 0.978639 0.979889 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.987845 0.996062 0.991937 20317\n", " 20 0.733333 0.469083 0.572172 469\n", "\n", "avg / total 0.982103 0.984172 0.982466 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987841 0.995669 0.991739 20317\n", " 20 0.732441 0.466951 0.570313 469\n", "\n", "avg / total 0.982078 0.983739 0.982230 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.931716 0.965449 0.948283 19334\n", " 20 0.624086 0.447719 0.521392 2477\n", "\n", "avg / total 0.896780 0.906653 0.899802 21811\n", "\n", "Classification report for turbine 6, turbine category 1\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 0.918139 0.968819 0.942799 18986\n", " 20 0.602701 0.442928 0.510608 2418\n", "\n", "avg / total 0.866036 0.892440 0.877292 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.931716 0.965449 0.948283 19334\n", " 20 0.624086 0.447719 0.521392 2477\n", "\n", "avg / total 0.896780 0.906653 0.899802 21811\n", "\n", "Classification report for turbine 6, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.931716 0.965449 0.948283 19334\n", " 20 0.624086 0.447719 0.521392 2477\n", "\n", "avg / total 0.896780 0.906653 0.899802 21811\n", "\n", "Classification report for turbine 6, turbine category 4\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 0.919936 0.966946 0.942856 19060\n", " 20 0.613956 0.458018 0.524645 2382\n", "\n", "avg / total 0.870956 0.895007 0.881231 21811\n", "\n", "Classification report for turbine 6, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.931716 0.965449 0.948283 19334\n", " 20 0.624086 0.447719 0.521392 2477\n", "\n", "avg / total 0.896780 0.906653 0.899802 21811\n", "\n", "Classification report for turbine 6, turbine category 6\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 0.903863 0.967308 0.934510 18720\n", " 20 0.457513 0.396973 0.425098 2048\n", "\n", "avg / total 0.818730 0.867498 0.841989 21811\n", "\n", "Classification report for turbine 6, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.931716 0.965449 0.948283 19334\n", " 20 0.624086 0.447719 0.521392 2477\n", "\n", "avg / total 0.896780 0.906653 0.899802 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 75\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 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 0.895228 0.963267 0.928002 18539\n", " 20 0.517196 0.335191 0.406762 2333\n", "\n", "avg / total 0.816251 0.854615 0.832296 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.686705 0.345349 0.459574 1720\n", " 11 0.011858 0.009317 0.010435 322\n", " 12 0.000000 0.000000 0.000000 221\n", " 13 0.006135 0.004630 0.005277 216\n", " 14 0.000000 0.000000 0.000000 201\n", " 15 0.009259 0.005556 0.006944 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.030303 0.016667 0.021505 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.851848 0.905172 0.877701 17748\n", " 20 0.312095 0.435897 0.363751 663\n", "\n", "avg / total 0.757366 0.777406 0.761941 21811\n", "\n", "Classification report for turbine 6, turbine category 10\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 0.917989 0.965204 0.941005 19054\n", " 20 0.619021 0.446247 0.518623 2465\n", "\n", "avg / total 0.871911 0.893632 0.880671 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.020000 0.034483 50\n", " 11 0.019868 0.010417 0.013667 288\n", " 12 0.008850 0.003472 0.004988 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.166667 0.006944 0.013333 288\n", " 15 0.100000 0.006944 0.012987 288\n", " 16 0.000000 0.000000 0.000000 284\n", " 17 0.000000 0.000000 0.000000 221\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.840945 0.958652 0.895949 17268\n", " 20 0.557888 0.398799 0.465116 2332\n", "\n", "avg / total 0.729620 0.802027 0.759735 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.931716 0.965449 0.948283 19334\n", " 20 0.624086 0.447719 0.521392 2477\n", "\n", "avg / total 0.896780 0.906653 0.899802 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.931716 0.965449 0.948283 19334\n", " 20 0.624086 0.447719 0.521392 2477\n", "\n", "avg / total 0.896780 0.906653 0.899802 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.985820 0.974251 0.980001 20195\n", " 20 0.719374 0.824876 0.768521 1616\n", "\n", "avg / total 0.966079 0.963184 0.964333 21811\n", "\n", "Classification report for turbine 6, turbine category 1\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 0.986339 0.968854 0.977518 20195\n", " 20 0.731761 0.825495 0.775807 1616\n", "\n", "avg / total 0.967477 0.958232 0.962573 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.985820 0.974251 0.980001 20195\n", " 20 0.719374 0.824876 0.768521 1616\n", "\n", "avg / total 0.966079 0.963184 0.964333 21811\n", "\n", "Classification report for turbine 6, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.985820 0.974251 0.980001 20195\n", " 20 0.719374 0.824876 0.768521 1616\n", "\n", "avg / total 0.966079 0.963184 0.964333 21811\n", "\n", "Classification report for turbine 6, turbine category 4\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 0.971574 0.971574 0.971574 19911\n", " 20 0.697084 0.821247 0.754089 1572\n", "\n", "avg / total 0.937179 0.946128 0.941288 21811\n", "\n", "Classification report for turbine 6, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.985820 0.974251 0.980001 20195\n", " 20 0.719374 0.824876 0.768521 1616\n", "\n", "avg / total 0.966079 0.963184 0.964333 21811\n", "\n", "Classification report for turbine 6, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.500000 0.008726 0.017153 573\n", " 11 0.000000 0.000000 0.000000 250\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.166667 0.010256 0.019324 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 0.000000 0.000000 0.000000 169\n", " 19 0.908691 0.964579 0.935801 18633\n", " 20 0.460908 0.799052 0.584605 1055\n", "\n", "avg / total 0.813209 0.863005 0.828350 21811\n", "\n", "Classification report for turbine 6, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.985820 0.974251 0.980001 20195\n", " 20 0.719374 0.824876 0.768521 1616\n", "\n", "avg / total 0.966079 0.963184 0.964333 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.474453 0.089779 0.150987 724\n", " 11 0.000000 0.000000 0.000000 221\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 203\n", " 19 0.899448 0.957697 0.927659 18391\n", " 20 0.352941 0.534836 0.425255 976\n", "\n", "avg / total 0.789956 0.834441 0.806242 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.002510 0.750000 0.005004 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 0.985245 0.944139 0.964254 20157\n", " 20 0.440878 0.191630 0.267144 1362\n", "\n", "avg / total 0.938062 0.884645 0.907814 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.985818 0.974103 0.979925 20195\n", " 20 0.718986 0.824876 0.768300 1616\n", "\n", "avg / total 0.966048 0.963046 0.964246 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.071429 0.062500 0.066667 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 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.013423 0.018519 0.015564 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.946500 0.936722 0.941586 19359\n", " 20 0.714599 0.828244 0.767236 1572\n", "\n", "avg / total 0.891717 0.891248 0.891156 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.985820 0.974251 0.980001 20195\n", " 20 0.719374 0.824876 0.768521 1616\n", "\n", "avg / total 0.966079 0.963184 0.964333 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.985820 0.974251 0.980001 20195\n", " 20 0.719374 0.824876 0.768521 1616\n", "\n", "avg / total 0.966079 0.963184 0.964333 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.735869 0.960988 0.833496 14252\n", " 20 0.826196 0.349649 0.491355 7559\n", "\n", "avg / total 0.767174 0.749117 0.714921 21811\n", "\n", "Classification report for turbine 6, turbine category 1\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 0.719340 0.958999 0.822058 13951\n", " 20 0.758687 0.333848 0.463666 7129\n", "\n", "avg / total 0.708092 0.722525 0.677365 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.735869 0.960988 0.833496 14252\n", " 20 0.826196 0.349649 0.491355 7559\n", "\n", "avg / total 0.767174 0.749117 0.714921 21811\n", "\n", "Classification report for turbine 6, turbine category 3\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 0.724156 0.960656 0.825807 14030\n", " 20 0.814942 0.348204 0.487928 7487\n", "\n", "avg / total 0.745559 0.737472 0.698693 21811\n", "\n", "Classification report for turbine 6, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.736403 0.959514 0.833283 14252\n", " 20 0.823379 0.341050 0.482320 7559\n", "\n", "avg / total 0.766546 0.745174 0.711650 21811\n", "\n", "Classification report for turbine 6, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.735869 0.960988 0.833496 14252\n", " 20 0.826196 0.349649 0.491355 7559\n", "\n", "avg / total 0.767174 0.749117 0.714921 21811\n", "\n", "Classification report for turbine 6, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.137645 0.100851 0.116410 823\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 117\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.038462 0.027778 0.032258 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 91\n", " 19 0.702128 0.951386 0.807970 13597\n", " 20 0.681856 0.254680 0.370846 6463\n", "\n", "avg / total 0.645138 0.672505 0.618130 21811\n", "\n", "Classification report for turbine 6, turbine category 7\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 0.720986 0.960971 0.823858 13964\n", " 20 0.807752 0.356021 0.494214 7258\n", "\n", "avg / total 0.730389 0.733712 0.691915 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.735219 0.948428 0.828324 14252\n", " 20 0.834928 0.323191 0.465999 7559\n", "\n", "avg / total 0.769775 0.731741 0.702753 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.078947 0.120000 0.095238 650\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 101\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 0.693450 0.954157 0.803177 13459\n", " 20 0.808424 0.258097 0.391276 6916\n", "\n", "avg / total 0.686604 0.674201 0.622527 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.735722 0.960848 0.833349 14252\n", " 20 0.826033 0.349253 0.490934 7559\n", "\n", "avg / total 0.767021 0.748888 0.714679 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.157895 0.088235 0.113208 34\n", " 11 0.217391 0.023148 0.041841 216\n", " 12 0.042553 0.009259 0.015209 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.028986 0.009259 0.014035 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.008333 0.004630 0.005952 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.650313 0.937797 0.768034 12636\n", " 20 0.810672 0.340213 0.479285 7413\n", "\n", "avg / total 0.655469 0.659530 0.608790 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.735869 0.960988 0.833496 14252\n", " 20 0.826196 0.349649 0.491355 7559\n", "\n", "avg / total 0.767174 0.749117 0.714921 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.735869 0.960988 0.833496 14252\n", " 20 0.826196 0.349649 0.491355 7559\n", "\n", "avg / total 0.767174 0.749117 0.714921 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.962513 0.980601 0.971473 19795\n", " 20 0.766423 0.625000 0.688525 2016\n", "\n", "avg / total 0.944388 0.947733 0.945320 21811\n", "\n", "Classification report for turbine 6, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.962922 0.976105 0.969469 19795\n", " 20 0.765673 0.624008 0.687620 2016\n", "\n", "avg / total 0.944690 0.943561 0.943417 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.962513 0.980601 0.971473 19795\n", " 20 0.766423 0.625000 0.688525 2016\n", "\n", "avg / total 0.944388 0.947733 0.945320 21811\n", "\n", "Classification report for turbine 6, turbine category 3\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", " 19 0.962368 0.977974 0.970108 19795\n", " 20 0.764277 0.624008 0.687056 2016\n", "\n", "avg / total 0.944059 0.945257 0.943946 21811\n", "\n", "Classification report for turbine 6, turbine category 4\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 0.000000 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 0.935425 0.981563 0.957938 19200\n", " 20 0.652253 0.591060 0.620151 1812\n", "\n", "avg / total 0.877632 0.913163 0.894784 21811\n", "\n", "Classification report for turbine 6, turbine category 5\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 0.938613 0.981286 0.959475 19290\n", " 20 0.751825 0.648138 0.696142 1907\n", "\n", "avg / total 0.895858 0.924533 0.909441 21811\n", "\n", "Classification report for turbine 6, turbine category 6\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 0.956186 0.973263 0.964649 19598\n", " 20 0.656011 0.500530 0.567820 1886\n", "\n", "avg / total 0.915894 0.917794 0.915872 21811\n", "\n", "Classification report for turbine 6, turbine category 7\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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.963184 0.979338 0.971194 19795\n", " 20 0.763062 0.623016 0.685964 2016\n", "\n", "avg / total 0.944686 0.946403 0.944830 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.962634 0.973478 0.968026 19795\n", " 20 0.718575 0.510417 0.596868 2016\n", "\n", "avg / total 0.940075 0.930677 0.933719 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.170732 0.040346 0.065268 694\n", " 11 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.915777 0.975150 0.944532 18833\n", " 20 0.419874 0.451128 0.434940 1330\n", "\n", "avg / total 0.821776 0.870799 0.844167 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.962517 0.980702 0.971524 19795\n", " 20 0.767215 0.624504 0.688543 2016\n", "\n", "avg / total 0.944465 0.947779 0.945368 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.071429 0.083333 0.076923 24\n", " 11 0.049180 0.020833 0.029268 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.060000 0.020833 0.030928 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 0.912360 0.965276 0.938072 18690\n", " 20 0.731910 0.634447 0.679703 1945\n", "\n", "avg / total 0.847875 0.884095 0.864935 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.962513 0.980601 0.971473 19795\n", " 20 0.766423 0.625000 0.688525 2016\n", "\n", "avg / total 0.944388 0.947733 0.945320 21811\n", "\n", "Classification report for turbine 6, turbine category 13\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 0.948084 0.980312 0.963928 19504\n", " 20 0.760341 0.623752 0.685307 2004\n", "\n", "avg / total 0.917663 0.933932 0.924938 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 6, turbine category 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 0.967133 0.989188 0.978036 20347\n", " 20 0.769000 0.657827 0.709083 1169\n", "\n", "avg / total 0.943433 0.958049 0.950393 21811\n", "\n", "Classification report for turbine 6, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.978444 0.987424 0.982913 20594\n", " 20 0.758583 0.562859 0.646226 1217\n", "\n", "avg / total 0.966176 0.963734 0.964127 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.978713 0.989026 0.983843 20594\n", " 20 0.774000 0.635990 0.698241 1217\n", "\n", "avg / total 0.967291 0.969327 0.967907 21811\n", "\n", "Classification report for turbine 6, turbine category 3\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 0.965225 0.988085 0.976521 20310\n", " 20 0.664179 0.565849 0.611084 1101\n", "\n", "avg / total 0.932327 0.948650 0.940166 21811\n", "\n", "Classification report for turbine 6, turbine category 4\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 0.965397 0.983555 0.974391 20310\n", " 20 0.737773 0.597304 0.660149 1187\n", "\n", "avg / total 0.939111 0.948375 0.943262 21811\n", "\n", "Classification report for turbine 6, turbine category 5\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 0.966704 0.987710 0.977094 20341\n", " 20 0.745729 0.634731 0.685767 1169\n", "\n", "avg / total 0.941519 0.955160 0.947995 21811\n", "\n", "Classification report for turbine 6, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 142\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.023256 0.003968 0.006780 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.018519 0.003968 0.006536 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 0.882262 0.983884 0.930306 18553\n", " 20 0.670604 0.464545 0.548872 1100\n", "\n", "avg / total 0.784778 0.860437 0.819178 21811\n", "\n", "Classification report for turbine 6, turbine category 7\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 0.978704 0.988589 0.983622 20594\n", " 20 0.755169 0.570255 0.649813 1217\n", "\n", "avg / total 0.966231 0.965247 0.964996 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.000000 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 0.946163 0.986681 0.965997 19896\n", " 20 0.615553 0.547758 0.579680 1026\n", "\n", "avg / total 0.892047 0.925817 0.908452 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.757937 0.452607 0.566766 422\n", " 11 0.000000 0.000000 0.000000 162\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 0.941054 0.981709 0.960952 19791\n", " 20 0.444145 0.485294 0.463809 680\n", "\n", "avg / total 0.882411 0.914676 0.897380 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.978667 0.989074 0.983843 20594\n", " 20 0.774549 0.635168 0.697968 1217\n", "\n", "avg / total 0.967278 0.969327 0.967892 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 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 0.952640 0.980130 0.966189 20030\n", " 20 0.739224 0.575021 0.646865 1193\n", "\n", "avg / total 0.915284 0.931548 0.922676 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.978713 0.989026 0.983843 20594\n", " 20 0.774000 0.635990 0.698241 1217\n", "\n", "avg / total 0.967291 0.969327 0.967907 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.978664 0.988929 0.983770 20594\n", " 20 0.773774 0.635168 0.697653 1217\n", "\n", "avg / total 0.967232 0.969190 0.967805 21811\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "Classification report for turbine 7, turbine category 1\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 0.513380 0.936944 0.663311 8088\n", " 20 0.914800 0.449557 0.602855 12539\n", "\n", "avg / total 0.746685 0.631602 0.617697 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "Classification report for turbine 7, turbine category 3\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 4\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 0.498272 0.937301 0.650655 7847\n", " 20 0.911392 0.448921 0.601542 12510\n", "\n", "avg / total 0.731801 0.619940 0.603689 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "Classification report for turbine 7, turbine category 6\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 0.391234 0.918708 0.548772 6286\n", " 20 0.832684 0.451593 0.585597 11362\n", "\n", "avg / total 0.569720 0.521245 0.482872 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "Classification report for turbine 7, turbine category 8\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 0.410541 0.924203 0.568534 6557\n", " 20 0.898896 0.483713 0.628967 11451\n", "\n", "avg / total 0.620618 0.554366 0.522400 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "Classification report for turbine 7, turbine category 11\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 0.519138 0.935996 0.667858 8187\n", " 20 0.914800 0.453099 0.606031 12441\n", "\n", "avg / total 0.747083 0.635664 0.621679 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.527945 0.936884 0.675333 8318\n", " 20 0.914800 0.447203 0.600735 12605\n", "\n", "avg / total 0.761005 0.641877 0.630392 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.920772 0.694691 0.791911 16010\n", " 20 0.447309 0.805211 0.575125 4913\n", "\n", "avg / total 0.809596 0.720642 0.741007 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.927457 0.679575 0.784399 16010\n", " 20 0.438674 0.784042 0.562582 4913\n", "\n", "avg / total 0.812684 0.704106 0.732313 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.920772 0.694691 0.791911 16010\n", " 20 0.447309 0.805211 0.575125 4913\n", "\n", "avg / total 0.809596 0.720642 0.741007 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.927700 0.626733 0.748080 16010\n", " 20 0.447310 0.367189 0.403309 4913\n", "\n", "avg / total 0.814898 0.565789 0.667123 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.010000 0.000307 0.000595 3260\n", " 11 0.000000 0.000000 0.000000 1291\n", " 12 0.000000 0.000000 0.000000 1092\n", " 13 0.024096 0.002101 0.003865 952\n", " 14 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 320\n", " 19 0.571221 0.808952 0.669612 8244\n", " 20 0.274002 0.750000 0.401370 3204\n", "\n", "avg / total 0.269683 0.433733 0.325569 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.920772 0.694691 0.791911 16010\n", " 20 0.447309 0.805211 0.575125 4913\n", "\n", "avg / total 0.809596 0.720642 0.741007 20923\n", "\n", "Classification report for turbine 7, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.008673 0.769231 0.017153 13\n", " 11 0.021941 0.305556 0.040943 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 0.015152 0.009259 0.011494 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.885581 0.649849 0.749619 15519\n", " 20 0.397492 0.560194 0.465022 4527\n", "\n", "avg / total 0.743053 0.605315 0.656903 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.920772 0.694691 0.791911 16010\n", " 20 0.447309 0.805211 0.575125 4913\n", "\n", "avg / total 0.809596 0.720642 0.741007 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.013115 0.011331 0.012158 353\n", " 11 0.151515 0.007949 0.015106 2516\n", " 12 0.053156 0.008180 0.014178 1956\n", " 13 0.144231 0.039164 0.061602 1532\n", " 14 0.068376 0.095973 0.079857 1167\n", " 15 0.163636 0.027721 0.047410 974\n", " 16 0.078704 0.023129 0.035752 735\n", " 17 0.026316 0.007005 0.011065 571\n", " 18 0.056537 0.038369 0.045714 417\n", " 19 0.423527 0.555659 0.480678 7555\n", " 20 0.283399 0.666667 0.397725 3147\n", "\n", "avg / total 0.245567 0.314104 0.250375 20923\n", "\n", "Classification report for turbine 7, turbine category 9\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 0.872672 0.693350 0.772744 15203\n", " 20 0.258367 0.759894 0.385621 3007\n", "\n", "avg / total 0.671230 0.613010 0.616909 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.920772 0.694691 0.791911 16010\n", " 20 0.447309 0.805211 0.575125 4913\n", "\n", "avg / total 0.809596 0.720642 0.741007 20923\n", "\n", "Classification report for turbine 7, turbine category 11\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 0.920578 0.692130 0.790174 16010\n", " 20 0.447169 0.805414 0.575062 4913\n", "\n", "avg / total 0.809415 0.718731 0.739662 20923\n", "\n", "Classification report for turbine 7, turbine category 12\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 0.920689 0.699170 0.794783 15906\n", " 20 0.435889 0.816910 0.568458 4719\n", "\n", "avg / total 0.798233 0.715767 0.732418 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.920772 0.694691 0.791911 16010\n", " 20 0.447309 0.805211 0.575125 4913\n", "\n", "avg / total 0.809596 0.720642 0.741007 20923\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.932757 0.955019 0.943756 16718\n", " 20 0.802417 0.726278 0.762452 4205\n", "\n", "avg / total 0.906562 0.909047 0.907319 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.932834 0.953703 0.943153 16718\n", " 20 0.802258 0.726516 0.762511 4205\n", "\n", "avg / total 0.906592 0.908044 0.906848 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.932757 0.955019 0.943756 16718\n", " 20 0.802417 0.726278 0.762452 4205\n", "\n", "avg / total 0.906562 0.909047 0.907319 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.003586 0.250000 0.007070 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 0.879990 0.907267 0.893420 15647\n", " 20 0.770749 0.467498 0.581990 4092\n", "\n", "avg / total 0.808834 0.770301 0.781966 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.696023 0.555556 0.617907 441\n", " 11 0.210000 0.232816 0.220820 451\n", " 12 0.086505 0.067385 0.075758 371\n", " 13 0.033333 0.025000 0.028571 360\n", " 14 0.040000 0.035088 0.037383 342\n", " 15 0.026846 0.029851 0.028269 268\n", " 16 0.013699 0.011905 0.012739 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.006897 0.003968 0.005038 252\n", " 19 0.812746 0.858652 0.835068 14199\n", " 20 0.735777 0.671754 0.702309 3735\n", "\n", "avg / total 0.705449 0.722124 0.712880 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.932757 0.955019 0.943756 16718\n", " 20 0.802417 0.726278 0.762452 4205\n", "\n", "avg / total 0.906562 0.909047 0.907319 20923\n", "\n", "Classification report for turbine 7, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.082949 0.166667 0.110769 108\n", " 11 0.020408 0.003185 0.005510 314\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 189\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.031250 0.005556 0.009434 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.842239 0.946138 0.891170 15094\n", " 20 0.776584 0.687531 0.729349 3994\n", "\n", "avg / total 0.756843 0.814749 0.782858 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.932757 0.955019 0.943756 16718\n", " 20 0.802417 0.726278 0.762452 4205\n", "\n", "avg / total 0.906562 0.909047 0.907319 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.068627 0.140704 0.092257 199\n", " 11 0.209544 0.313665 0.251244 966\n", " 12 0.079121 0.087379 0.083045 824\n", " 13 0.039872 0.034435 0.036955 726\n", " 14 0.032573 0.029806 0.031128 671\n", " 15 0.014041 0.014610 0.014320 616\n", " 16 0.037313 0.035651 0.036463 561\n", " 17 0.062500 0.037736 0.047059 477\n", " 18 0.029018 0.027778 0.028384 468\n", " 19 0.680837 0.714286 0.697160 11704\n", " 20 0.714967 0.525195 0.605562 3711\n", "\n", "avg / total 0.527019 0.516991 0.518521 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.198488 0.789474 0.317221 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 0.912790 0.948894 0.930492 16358\n", " 20 0.725767 0.613589 0.664980 3856\n", "\n", "avg / total 0.848654 0.859963 0.852045 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.932757 0.955019 0.943756 16718\n", " 20 0.802417 0.726278 0.762452 4205\n", "\n", "avg / total 0.906562 0.909047 0.907319 20923\n", "\n", "Classification report for turbine 7, turbine category 11\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 0.882477 0.955556 0.917563 15795\n", " 20 0.761367 0.733603 0.747227 3949\n", "\n", "avg / total 0.809891 0.859819 0.833710 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.932652 0.955078 0.943732 16718\n", " 20 0.800691 0.716528 0.756275 4205\n", "\n", "avg / total 0.906131 0.907136 0.906058 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.932757 0.955019 0.943756 16718\n", " 20 0.802417 0.726278 0.762452 4205\n", "\n", "avg / total 0.906562 0.909047 0.907319 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 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 0.952777 0.972606 0.962589 18836\n", " 20 0.497345 0.620309 0.552063 1359\n", "\n", "avg / total 0.890045 0.915882 0.902432 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.968086 0.970208 0.969146 19166\n", " 20 0.670609 0.645418 0.657773 1757\n", "\n", "avg / total 0.943106 0.942934 0.942998 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.967963 0.971095 0.969526 19166\n", " 20 0.673156 0.649402 0.661066 1757\n", "\n", "avg / total 0.943207 0.944081 0.943624 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965280 0.913858 0.938865 19166\n", " 20 0.667794 0.561753 0.610201 1757\n", "\n", "avg / total 0.940298 0.884290 0.911266 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.320000 0.827586 0.461538 29\n", " 11 0.007890 0.111111 0.014733 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.007519 0.027778 0.011834 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.953081 0.871548 0.910493 18902\n", " 20 0.648916 0.615023 0.631516 1704\n", "\n", "avg / total 0.914339 0.838838 0.874663 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.967963 0.971095 0.969526 19166\n", " 20 0.673156 0.649402 0.661066 1757\n", "\n", "avg / total 0.943207 0.944081 0.943624 20923\n", "\n", "Classification report for turbine 7, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.967986 0.949703 0.958757 19166\n", " 20 0.684984 0.610131 0.645394 1757\n", "\n", "avg / total 0.944221 0.921187 0.932442 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.967963 0.971095 0.969526 19166\n", " 20 0.673156 0.649402 0.661066 1757\n", "\n", "avg / total 0.943207 0.944081 0.943624 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.080882 0.008209 0.014905 1340\n", " 11 0.063166 0.170082 0.092120 488\n", " 12 0.040956 0.076923 0.053452 468\n", " 13 0.022989 0.035354 0.027861 396\n", " 14 0.012195 0.013736 0.012920 364\n", " 15 0.028481 0.025000 0.026627 360\n", " 16 0.032491 0.025000 0.028257 360\n", " 17 0.006920 0.005556 0.006163 360\n", " 18 0.024752 0.013889 0.017794 360\n", " 19 0.752965 0.741747 0.747314 15237\n", " 20 0.414585 0.515966 0.459753 1190\n", "\n", "avg / total 0.581731 0.577833 0.576781 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.046729 0.101010 0.063898 99\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 0.941776 0.963218 0.952376 18623\n", " 20 0.637427 0.603692 0.620101 1625\n", "\n", "avg / total 0.887976 0.904698 0.896147 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.967963 0.971095 0.969526 19166\n", " 20 0.673156 0.649402 0.661066 1757\n", "\n", "avg / total 0.943207 0.944081 0.943624 20923\n", "\n", "Classification report for turbine 7, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 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 0.941096 0.959738 0.950326 18628\n", " 20 0.645846 0.623902 0.634684 1707\n", "\n", "avg / total 0.890560 0.905367 0.897867 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10 0.000000 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 0.967963 0.971095 0.969526 19166\n", " 20 0.671446 0.639727 0.655203 1757\n", "\n", "avg / total 0.943063 0.943268 0.943131 20923\n", "\n", "Classification report for turbine 7, turbine category 13\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 0.927346 0.971134 0.948735 18361\n", " 20 0.627139 0.641521 0.634248 1657\n", "\n", "avg / total 0.863459 0.903025 0.882793 20923\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 7, turbine category 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 0.965796 0.984385 0.975002 19276\n", " 20 0.728356 0.683818 0.705385 1341\n", "\n", "avg / total 0.936453 0.950724 0.943462 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.977958 0.984574 0.981254 19512\n", " 20 0.766876 0.692417 0.727747 1411\n", "\n", "avg / total 0.963723 0.964871 0.964158 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.977716 0.984881 0.981285 19512\n", " 20 0.767350 0.689582 0.726390 1411\n", "\n", "avg / total 0.963529 0.964967 0.964096 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977394 0.979397 0.978394 19512\n", " 20 0.788091 0.637845 0.705053 1411\n", "\n", "avg / total 0.964627 0.956364 0.959961 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.976604 0.881406 0.926566 19512\n", " 20 0.668187 0.415308 0.512238 1411\n", "\n", "avg / total 0.955805 0.849974 0.898625 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.977716 0.984881 0.981285 19512\n", " 20 0.767350 0.689582 0.726390 1411\n", "\n", "avg / total 0.963529 0.964967 0.964096 20923\n", "\n", "Classification report for turbine 7, turbine category 6\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 0.058824 0.013889 0.022472 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 0.924589 0.980616 0.951779 18417\n", " 20 0.748142 0.687927 0.716772 1317\n", "\n", "avg / total 0.861346 0.906562 0.883054 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.977716 0.984881 0.981285 19512\n", " 20 0.767350 0.689582 0.726390 1411\n", "\n", "avg / total 0.963529 0.964967 0.964096 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.173228 0.053140 0.081331 414\n", " 11 0.011966 0.194444 0.022544 108\n", " 12 0.009070 0.074074 0.016162 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.002639 0.009259 0.004107 108\n", " 15 0.003584 0.009259 0.005168 108\n", " 16 0.005076 0.009259 0.006557 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.933889 0.779532 0.849758 18683\n", " 20 0.512764 0.480249 0.495974 962\n", "\n", "avg / total 0.861078 0.720738 0.783478 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.313043 0.346154 0.328767 104\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.032258 0.009259 0.014388 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 0.936604 0.979227 0.957441 18678\n", " 20 0.690863 0.633516 0.660948 1277\n", "\n", "avg / total 0.879996 0.914592 0.896758 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.977716 0.984881 0.981285 19512\n", " 20 0.767350 0.689582 0.726390 1411\n", "\n", "avg / total 0.963529 0.964967 0.964096 20923\n", "\n", "Classification report for turbine 7, turbine category 11\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 0.949782 0.979155 0.964245 18949\n", " 20 0.746269 0.685921 0.714823 1385\n", "\n", "avg / total 0.909574 0.932180 0.920590 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision 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 0.977716 0.984881 0.981285 19512\n", " 20 0.766614 0.686747 0.724486 1411\n", "\n", "avg / total 0.963479 0.964776 0.963967 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977764 0.982575 0.980164 19512\n", " 20 0.766745 0.689582 0.726119 1411\n", "\n", "avg / total 0.963534 0.962816 0.963031 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 446\n", " 11 0.000000 0.000000 0.000000 392\n", " 12 0.000000 0.000000 0.000000 360\n", " 13 0.000000 0.000000 0.000000 327\n", " 14 0.000000 0.000000 0.000000 290\n", " 15 0.000000 0.000000 0.000000 280\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 224\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.758099 0.965151 0.849186 12511\n", " 20 0.519724 0.363875 0.428056 2281\n", "\n", "avg / total 0.606978 0.734115 0.659910 17579\n", "\n", "Classification report for turbine 8, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "Classification report for turbine 8, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "Classification report for turbine 8, turbine category 4\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 0.845403 0.955380 0.897033 14052\n", " 20 0.576025 0.282226 0.378838 3235\n", "\n", "avg / total 0.781788 0.815632 0.786771 17579\n", "\n", "Classification report for turbine 8, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.038806 0.011659 0.017931 1115\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 64\n", " 14 0.019108 0.416667 0.036541 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.831141 0.893973 0.861413 13572\n", " 20 0.687843 0.350240 0.464144 2504\n", "\n", "avg / total 0.742168 0.741680 0.732386 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.001330 0.002604 752\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.000000 0.000000 0.000000 111\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 104\n", " 19 0.814477 0.949671 0.876894 13531\n", " 20 0.429382 0.284342 0.342125 2395\n", "\n", "avg / total 0.688097 0.769782 0.721690 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.852703 0.932317 0.890734 13977\n", " 20 0.628897 0.281868 0.389268 2934\n", "\n", "avg / total 0.782946 0.788327 0.773190 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "Classification report for turbine 8, turbine category 11\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 0.760230 0.955940 0.846926 12710\n", " 20 0.629931 0.295969 0.402722 3399\n", "\n", "avg / total 0.671464 0.748393 0.690215 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "Classification report for turbine 8, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.848267 0.958837 0.900169 14139\n", " 20 0.635567 0.295058 0.403018 3440\n", "\n", "avg / total 0.806644 0.828944 0.802883 17579\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.823240 0.911853 0.865284 12672\n", " 20 0.882913 0.321174 0.471010 4907\n", "\n", "avg / total 0.839897 0.746971 0.755226 17579\n", "\n", "Classification report for turbine 8, turbine category 1\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 0.828500 0.971476 0.894310 12586\n", " 20 0.819213 0.491807 0.614628 4699\n", "\n", "avg / total 0.812161 0.827009 0.804592 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.833040 0.970170 0.896391 12672\n", " 20 0.866005 0.497860 0.632246 4907\n", "\n", "avg / total 0.842242 0.838330 0.822658 17579\n", "\n", "Classification report for turbine 8, turbine category 3\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 0.814948 0.969841 0.885673 12401\n", " 20 0.862460 0.498157 0.631538 4884\n", "\n", "avg / total 0.814519 0.822572 0.800254 17579\n", "\n", "Classification report for turbine 8, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.836235 0.966698 0.896746 12672\n", " 20 0.829676 0.323619 0.465621 4907\n", "\n", "avg / total 0.834404 0.787189 0.776402 17579\n", "\n", "Classification report for turbine 8, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.833040 0.970170 0.896391 12672\n", " 20 0.866005 0.497860 0.632246 4907\n", "\n", "avg / total 0.842242 0.838330 0.822658 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.021505 0.133333 0.037037 15\n", " 11 0.000000 0.000000 0.000000 46\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.500000 0.027778 0.052632 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.865899 0.954729 0.908147 12370\n", " 20 0.887505 0.494690 0.635279 4896\n", "\n", "avg / total 0.857541 0.809773 0.816119 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.833040 0.970170 0.896391 12672\n", " 20 0.866005 0.497860 0.632246 4907\n", "\n", "avg / total 0.842242 0.838330 0.822658 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.059654 0.483395 0.106202 271\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 0.000000 0.000000 117\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 0.071429 0.009259 0.016393 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.814740 0.948121 0.876384 11893\n", " 20 0.630513 0.195078 0.297967 4470\n", "\n", "avg / total 0.712895 0.698561 0.670419 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.014706 0.005917 0.008439 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 0.865757 0.948244 0.905125 12385\n", " 20 0.821414 0.438885 0.572097 4737\n", "\n", "avg / total 0.831443 0.786393 0.791935 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.833040 0.970170 0.896391 12672\n", " 20 0.866005 0.497860 0.632246 4907\n", "\n", "avg / total 0.842242 0.838330 0.822658 17579\n", "\n", "Classification report for turbine 8, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 24\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.018519 0.006944 0.010101 144\n", " 13 0.011111 0.013889 0.012346 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.080000 0.013889 0.023669 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.055556 0.006944 0.012346 144\n", " 18 0.004405 0.006944 0.005391 144\n", " 19 0.794359 0.930519 0.857065 11773\n", " 20 0.810547 0.537797 0.646585 4630\n", "\n", "avg / total 0.746871 0.765231 0.744815 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.833040 0.970170 0.896391 12672\n", " 20 0.866005 0.497860 0.632246 4907\n", "\n", "avg / total 0.842242 0.838330 0.822658 17579\n", "\n", "Classification report for turbine 8, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.833040 0.970170 0.896391 12672\n", " 20 0.866005 0.497860 0.632246 4907\n", "\n", "avg / total 0.842242 0.838330 0.822658 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 147\n", " 11 0.000000 0.000000 0.000000 86\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 0.803853 0.974012 0.880790 13237\n", " 20 0.645278 0.147850 0.240578 3605\n", "\n", "avg / total 0.737632 0.763752 0.712572 17579\n", "\n", "Classification report for turbine 8, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.838764 0.981622 0.904587 13821\n", " 20 0.827561 0.305216 0.445956 3758\n", "\n", "avg / total 0.836369 0.837021 0.806542 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.838791 0.982201 0.904849 13821\n", " 20 0.823656 0.305748 0.445954 3758\n", "\n", "avg / total 0.835556 0.837590 0.806748 17579\n", "\n", "Classification report for turbine 8, turbine category 3\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 0.820806 0.981304 0.893908 13532\n", " 20 0.743369 0.285204 0.412244 3636\n", "\n", "avg / total 0.785599 0.814381 0.773382 17579\n", "\n", "Classification report for turbine 8, turbine category 4\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 0.838776 0.981333 0.904471 13821\n", " 20 0.846210 0.306014 0.449482 3758\n", "\n", "avg / total 0.840365 0.836965 0.807205 17579\n", "\n", "Classification report for turbine 8, turbine category 5\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 0.786085 0.982849 0.873524 12944\n", " 20 0.749104 0.289474 0.417582 3610\n", "\n", "avg / total 0.732655 0.783150 0.728959 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.037267 0.041379 0.039216 290\n", " 11 0.142857 0.012500 0.022989 80\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 67\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.816079 0.961846 0.882987 13498\n", " 20 0.567588 0.220203 0.317304 3356\n", "\n", "avg / total 0.736248 0.781330 0.739328 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.838791 0.982201 0.904849 13821\n", " 20 0.823656 0.305748 0.445954 3758\n", "\n", "avg / total 0.835556 0.837590 0.806748 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.014706 0.642857 0.028754 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 0.815629 0.971160 0.886625 13488\n", " 20 0.708191 0.118538 0.203083 3501\n", "\n", "avg / total 0.766869 0.769270 0.720757 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.836131 0.976847 0.901028 13821\n", " 20 0.761677 0.169239 0.276943 3758\n", "\n", "avg / total 0.820214 0.804198 0.767612 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.838791 0.982201 0.904849 13821\n", " 20 0.823656 0.305748 0.445954 3758\n", "\n", "avg / total 0.835556 0.837590 0.806748 17579\n", "\n", "Classification report for turbine 8, turbine category 11\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 0.822210 0.965108 0.887946 13556\n", " 20 0.818376 0.308208 0.447779 3728\n", "\n", "avg / total 0.807599 0.809602 0.779698 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.838791 0.982201 0.904849 13821\n", " 20 0.823656 0.305748 0.445954 3758\n", "\n", "avg / total 0.835556 0.837590 0.806748 17579\n", "\n", "Classification report for turbine 8, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.838791 0.982201 0.904849 13821\n", " 20 0.823656 0.305748 0.445954 3758\n", "\n", "avg / total 0.835556 0.837590 0.806748 17579\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.242857 0.088542 0.129771 192\n", " 11 0.000000 0.000000 0.000000 301\n", " 12 0.066667 0.010417 0.018018 288\n", " 13 0.000000 0.000000 0.000000 277\n", " 14 0.000000 0.000000 0.000000 233\n", " 15 0.076923 0.009259 0.016529 216\n", " 16 0.000000 0.000000 0.000000 183\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.856200 0.984045 0.915682 13977\n", " 20 0.711491 0.562500 0.628284 1552\n", "\n", "avg / total 0.748267 0.833324 0.785440 17579\n", "\n", "Classification report for turbine 8, turbine category 1\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 0.954897 0.985442 0.969929 15662\n", " 20 0.849097 0.613459 0.712296 1917\n", "\n", "avg / total 0.943359 0.944877 0.941834 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.954298 0.986592 0.970176 15662\n", " 20 0.848594 0.613980 0.712470 1917\n", "\n", "avg / total 0.942771 0.945958 0.942073 17579\n", "\n", "Classification report for turbine 8, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.018519 0.023256 0.020619 43\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.938413 0.984800 0.961047 15395\n", " 20 0.812360 0.588775 0.682728 1853\n", "\n", "avg / total 0.907501 0.924569 0.913664 17579\n", "\n", "Classification report for turbine 8, turbine category 4\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 0.939922 0.987596 0.963169 15398\n", " 20 0.827106 0.628619 0.714331 1796\n", "\n", "avg / total 0.907811 0.929291 0.916652 17579\n", "\n", "Classification report for turbine 8, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.062500 0.105263 16\n", " 11 0.000000 0.000000 0.000000 129\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.900360 0.982609 0.939688 14778\n", " 20 0.842336 0.607368 0.705810 1900\n", "\n", "avg / total 0.848244 0.891746 0.866342 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.954853 0.983080 0.968761 15662\n", " 20 0.852821 0.544079 0.664331 1917\n", "\n", "avg / total 0.943726 0.935207 0.935563 17579\n", "\n", "Classification report for turbine 8, turbine category 7\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 0.938303 0.986623 0.961856 15399\n", " 20 0.746215 0.594828 0.661976 1740\n", "\n", "avg / total 0.895804 0.923147 0.908098 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.954994 0.982250 0.968430 15662\n", " 20 0.860068 0.525822 0.652638 1917\n", "\n", "avg / total 0.944642 0.932476 0.933993 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.954703 0.983719 0.968994 15662\n", " 20 0.858059 0.558164 0.676359 1917\n", "\n", "avg / total 0.944164 0.937312 0.937082 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.954298 0.986592 0.970176 15662\n", " 20 0.848594 0.613980 0.712470 1917\n", "\n", "avg / total 0.942771 0.945958 0.942073 17579\n", "\n", "Classification report for turbine 8, turbine category 11\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 0.000000 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 0.903420 0.973411 0.937110 14818\n", " 20 0.841429 0.627263 0.718731 1878\n", "\n", "avg / total 0.851418 0.887536 0.866709 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.954298 0.986592 0.970176 15662\n", " 20 0.848594 0.613980 0.712470 1917\n", "\n", "avg / total 0.942771 0.945958 0.942073 17579\n", "\n", "Classification report for turbine 8, turbine category 13\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 0.936574 0.986406 0.960844 15374\n", " 20 0.844989 0.615546 0.712246 1904\n", "\n", "avg / total 0.910617 0.929348 0.917466 17579\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 8, turbine category 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 0.015873 0.027778 0.020202 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.946411 0.975858 0.960909 15202\n", " 20 0.830701 0.631604 0.717599 2082\n", "\n", "avg / total 0.916858 0.918767 0.916008 17579\n", "\n", "Classification report for turbine 8, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.960503 0.985732 0.972954 15419\n", " 20 0.875071 0.710185 0.784053 2160\n", "\n", "avg / total 0.950006 0.951874 0.949743 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.960328 0.985926 0.972959 15419\n", " 20 0.875929 0.709259 0.783832 2160\n", "\n", "avg / total 0.949958 0.951931 0.949720 17579\n", "\n", "Classification report for turbine 8, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.960514 0.984435 0.972327 15419\n", " 20 0.875072 0.703704 0.780087 2160\n", "\n", "avg / total 0.950015 0.949940 0.948706 17579\n", "\n", "Classification report for turbine 8, turbine category 4\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 0.948301 0.984949 0.966278 15215\n", " 20 0.821909 0.656724 0.730090 2045\n", "\n", "avg / total 0.916389 0.928892 0.921267 17579\n", "\n", "Classification report for turbine 8, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.960479 0.983527 0.971866 15419\n", " 20 0.874929 0.709259 0.783431 2160\n", "\n", "avg / total 0.949967 0.949826 0.948712 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.011765 0.019802 85\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.000000 0.000000 0.000000 252\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 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 0.860893 0.985374 0.918937 13811\n", " 20 0.650289 0.674865 0.662349 1667\n", "\n", "avg / total 0.738332 0.838216 0.784872 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision 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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.959710 0.985602 0.972484 15419\n", " 20 0.875000 0.677315 0.763570 2160\n", "\n", "avg / total 0.949301 0.947722 0.946813 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.227273 0.036496 0.062893 137\n", " 11 0.000000 0.000000 0.000000 117\n", " 12 0.000000 0.000000 0.000000 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 0.925131 0.983781 0.953555 14859\n", " 20 0.788791 0.685641 0.733608 1950\n", "\n", "avg / total 0.871256 0.907901 0.887879 17579\n", "\n", "Classification report for turbine 8, turbine category 9\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 0.943050 0.985209 0.963669 15144\n", " 20 0.867793 0.695612 0.772221 2142\n", "\n", "avg / total 0.918162 0.933500 0.924279 17579\n", "\n", "Classification report for turbine 8, turbine category 10\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 0.942009 0.985657 0.963339 15129\n", " 20 0.801029 0.701904 0.748198 1996\n", "\n", "avg / total 0.901673 0.927982 0.914031 17579\n", "\n", "Classification report for turbine 8, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.045455 0.009259 0.015385 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 0.100000 0.009259 0.016949 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 0.910926 0.980402 0.944388 14593\n", " 20 0.861158 0.728483 0.789284 2103\n", "\n", "avg / total 0.860109 0.901132 0.878594 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.960328 0.985926 0.972959 15419\n", " 20 0.875929 0.709259 0.783832 2160\n", "\n", "avg / total 0.949958 0.951931 0.949720 17579\n", "\n", "Classification report for turbine 8, turbine category 13\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 0.942689 0.985598 0.963666 15137\n", " 20 0.872499 0.711090 0.783569 2146\n", "\n", "avg / total 0.918247 0.935491 0.925454 17579\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.926114 0.985559 0.954912 17589\n", " 20 0.866420 0.539625 0.665046 3041\n", "\n", "avg / total 0.917315 0.919825 0.912184 20630\n", "\n", "Classification report for turbine 9, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.998450 0.583069 0.736210 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 0.877689 0.987287 0.929268 15496\n", " 20 0.679413 0.564158 0.616445 2299\n", "\n", "avg / total 0.841891 0.866893 0.845537 20630\n", "\n", "Classification report for turbine 9, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.892257 0.982918 0.935396 16918\n", " 20 0.830928 0.549795 0.661741 2932\n", "\n", "avg / total 0.849806 0.884198 0.861137 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.419550 0.725478 0.531646 1621\n", " 11 0.022351 0.509091 0.042822 220\n", " 12 0.009062 0.111111 0.016757 180\n", " 13 0.013905 0.066667 0.023011 180\n", " 14 0.001447 0.005556 0.002296 180\n", " 15 0.009053 0.061111 0.015771 180\n", " 16 0.007143 0.011111 0.008696 180\n", " 17 0.000000 0.000000 0.000000 169\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.855554 0.367911 0.514551 16099\n", " 20 0.617978 0.074475 0.132931 1477\n", "\n", "avg / total 0.745450 0.357101 0.453868 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 38\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.018182 0.013889 0.015748 216\n", " 14 0.013274 0.027778 0.017964 216\n", " 15 0.047210 0.050926 0.048998 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 0.842807 0.911887 0.875987 15934\n", " 20 0.850771 0.527304 0.651075 2930\n", "\n", "avg / total 0.772615 0.780175 0.769922 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.926415 0.985616 0.955099 17589\n", " 20 0.868023 0.547188 0.671238 3041\n", "\n", "avg / total 0.917807 0.920989 0.913256 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 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 0.788429 0.915338 0.847157 10288\n", " 20 0.898112 0.792946 0.842259 9838\n", "\n", "avg / total 0.821473 0.834610 0.824125 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.826608 0.918931 0.870328 10744\n", " 20 0.899724 0.790512 0.841589 9886\n", "\n", "avg / total 0.861645 0.857392 0.856556 20630\n", "\n", "Classification report for turbine 9, turbine category 2\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 0.802411 0.916691 0.855752 10455\n", " 20 0.899033 0.790545 0.841306 9878\n", "\n", "avg / total 0.837123 0.843093 0.836515 20630\n", "\n", "Classification report for turbine 9, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.818182 0.088235 0.159292 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 0.800703 0.916427 0.854666 10434\n", " 20 0.891299 0.789937 0.837562 9778\n", "\n", "avg / total 0.831465 0.838342 0.830030 20630\n", "\n", "Classification report for turbine 9, turbine category 4\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 0.822505 0.918646 0.867921 10694\n", " 20 0.879116 0.791870 0.833215 9643\n", "\n", "avg / total 0.837285 0.846340 0.839372 20630\n", "\n", "Classification report for turbine 9, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.826608 0.918931 0.870328 10744\n", " 20 0.899724 0.790512 0.841589 9886\n", "\n", "avg / total 0.861645 0.857392 0.856556 20630\n", "\n", "Classification report for turbine 9, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.455823 0.630556 0.529138 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 0.801185 0.903213 0.849145 10177\n", " 20 0.868110 0.803771 0.834702 9229\n", "\n", "avg / total 0.791544 0.816142 0.801537 20630\n", "\n", "Classification report for turbine 9, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.826608 0.918931 0.870328 10744\n", " 20 0.899724 0.790512 0.841589 9886\n", "\n", "avg / total 0.861645 0.857392 0.856556 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.825959 0.913905 0.867709 10744\n", " 20 0.898510 0.780902 0.835588 9886\n", "\n", "avg / total 0.860726 0.850170 0.852317 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.872738 0.815339 0.843063 8697\n", " 11 0.002801 0.001828 0.002212 547\n", " 12 0.000000 0.000000 0.000000 350\n", " 13 0.013514 0.003472 0.005525 288\n", " 14 0.016393 0.003745 0.006098 267\n", " 15 0.000000 0.000000 0.000000 223\n", " 16 0.000000 0.000000 0.000000 214\n", " 17 0.054054 0.011111 0.018433 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.646971 0.885431 0.747647 7358\n", " 20 0.608155 0.378332 0.466472 2326\n", "\n", "avg / total 0.668188 0.702424 0.675040 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.826608 0.918931 0.870328 10744\n", " 20 0.899724 0.790512 0.841589 9886\n", "\n", "avg / total 0.861645 0.857392 0.856556 20630\n", "\n", "Classification report for turbine 9, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.830522 0.879840 0.854470 10744\n", " 20 0.902240 0.761784 0.826085 9886\n", "\n", "avg / total 0.864890 0.823267 0.840867 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.826608 0.918931 0.870328 10744\n", " 20 0.899724 0.790512 0.841589 9886\n", "\n", "avg / total 0.861645 0.857392 0.856556 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.826608 0.918931 0.870328 10744\n", " 20 0.899724 0.790512 0.841589 9886\n", "\n", "avg / total 0.861645 0.857392 0.856556 20630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.209302 0.043269 0.071713 208\n", " 11 0.000000 0.000000 0.000000 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 0.893640 0.978352 0.934079 16214\n", " 20 0.871026 0.650918 0.745056 3704\n", "\n", "avg / total 0.860848 0.886234 0.868626 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.926988 0.979877 0.952699 16896\n", " 20 0.877256 0.650777 0.747232 3734\n", "\n", "avg / total 0.917986 0.920310 0.915510 20630\n", "\n", "Classification report for turbine 9, turbine category 2\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 0.926744 0.975616 0.950552 16896\n", " 20 0.875991 0.650777 0.746773 3734\n", "\n", "avg / total 0.917558 0.916820 0.913668 20630\n", "\n", "Classification report for turbine 9, turbine category 3\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 0.912461 0.978001 0.944095 16637\n", " 20 0.868020 0.647202 0.741521 3699\n", "\n", "avg / total 0.891489 0.904750 0.894318 20630\n", "\n", "Classification report for turbine 9, turbine category 4\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 0.910470 0.979578 0.943761 16600\n", " 20 0.877536 0.648634 0.745919 3734\n", "\n", "avg / total 0.891446 0.905623 0.894411 20630\n", "\n", "Classification report for turbine 9, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.926988 0.979877 0.952699 16896\n", " 20 0.877256 0.650777 0.747232 3734\n", "\n", "avg / total 0.917986 0.920310 0.915510 20630\n", "\n", "Classification report for turbine 9, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 68\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.038462 0.013889 0.020408 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 0.901206 0.973162 0.935803 16432\n", " 20 0.834947 0.485369 0.613879 3554\n", "\n", "avg / total 0.861793 0.858798 0.851203 20630\n", "\n", "Classification report for turbine 9, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.926988 0.979877 0.952699 16896\n", " 20 0.877256 0.650777 0.747232 3734\n", "\n", "avg / total 0.917986 0.920310 0.915510 20630\n", "\n", "Classification report for turbine 9, turbine category 8\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 0.000000 0.000000 0.000000 77\n", " 19 0.903159 0.973539 0.937029 16477\n", " 20 0.819755 0.638047 0.717577 3564\n", "\n", "avg / total 0.862964 0.887785 0.872364 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.093208 0.618705 0.162009 417\n", " 11 0.005747 0.001992 0.002959 502\n", " 12 0.089655 0.031250 0.046346 416\n", " 13 0.083969 0.031250 0.045549 352\n", " 14 0.062069 0.031250 0.041570 288\n", " 15 0.000000 0.000000 0.000000 259\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 233\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.785772 0.887334 0.833470 14290\n", " 20 0.897196 0.225551 0.360479 3405\n", "\n", "avg / total 0.698503 0.666020 0.642465 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.926988 0.979877 0.952699 16896\n", " 20 0.877256 0.650777 0.747232 3734\n", "\n", "avg / total 0.917986 0.920310 0.915510 20630\n", "\n", "Classification report for turbine 9, turbine category 11\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 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.040816 0.018519 0.025478 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.879930 0.943723 0.910711 16028\n", " 20 0.872675 0.655914 0.748926 3720\n", "\n", "avg / total 0.841216 0.851575 0.842735 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.926988 0.979877 0.952699 16896\n", " 20 0.877256 0.650777 0.747232 3734\n", "\n", "avg / total 0.917986 0.920310 0.915510 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.926988 0.979877 0.952699 16896\n", " 20 0.877256 0.650777 0.747232 3734\n", "\n", "avg / total 0.917986 0.920310 0.915510 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.037736 0.033333 0.035398 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 0.945758 0.983973 0.964487 17720\n", " 20 0.865403 0.692191 0.769166 2638\n", "\n", "avg / total 0.923123 0.933786 0.926898 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.956317 0.986229 0.971043 17936\n", " 20 0.884201 0.700074 0.781438 2694\n", "\n", "avg / total 0.946900 0.948861 0.946283 20630\n", "\n", "Classification report for turbine 9, turbine category 2\n", " precision recall f1-score support\n", "\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.956232 0.985448 0.970621 17936\n", " 20 0.884146 0.699703 0.781185 2694\n", "\n", "avg / total 0.946819 0.948134 0.945883 20630\n", "\n", "Classification report for turbine 9, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956180 0.984222 0.969998 17936\n", " 20 0.883519 0.678545 0.767583 2694\n", "\n", "avg / total 0.946692 0.944304 0.943566 20630\n", "\n", "Classification report for turbine 9, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 53\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 0.917289 0.985757 0.950291 17202\n", " 20 0.830038 0.702111 0.760734 2511\n", "\n", "avg / total 0.865896 0.907416 0.884979 20630\n", "\n", "Classification report for turbine 9, turbine category 5\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 0.907607 0.985558 0.944978 17034\n", " 20 0.774027 0.699873 0.735085 2359\n", "\n", "avg / total 0.837911 0.893795 0.864315 20630\n", "\n", "Classification report for turbine 9, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956310 0.983608 0.969767 17936\n", " 20 0.882468 0.668894 0.760980 2694\n", "\n", "avg / total 0.946667 0.942511 0.942502 20630\n", "\n", "Classification report for turbine 9, turbine category 7\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 0.945991 0.986081 0.965620 17745\n", " 20 0.854196 0.710886 0.775980 2563\n", "\n", "avg / total 0.919822 0.936500 0.926988 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 67\n", " 19 0.930419 0.983096 0.956032 17451\n", " 20 0.728565 0.665513 0.695613 2311\n", "\n", "avg / total 0.868660 0.906156 0.886635 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.438946 0.816000 0.570829 1000\n", " 11 0.043732 0.014955 0.022288 1003\n", " 12 0.052288 0.009581 0.016194 835\n", " 13 0.053097 0.007895 0.013746 760\n", " 14 0.021622 0.005610 0.008909 713\n", " 15 0.303371 0.039474 0.069858 684\n", " 16 0.076923 0.013333 0.022727 675\n", " 17 0.045113 0.009788 0.016086 613\n", " 18 0.044118 0.005226 0.009346 574\n", " 19 0.667703 0.922697 0.774758 12341\n", " 20 0.505814 0.182263 0.267967 1432\n", "\n", "avg / total 0.477901 0.607950 0.516087 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.956317 0.986229 0.971043 17936\n", " 20 0.884201 0.700074 0.781438 2694\n", "\n", "avg / total 0.946900 0.948861 0.946283 20630\n", "\n", "Classification report for turbine 9, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.058824 0.041667 0.048780 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 0.928997 0.977439 0.952603 17375\n", " 20 0.872499 0.703037 0.778654 2667\n", "\n", "avg / total 0.895420 0.914251 0.903134 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.956317 0.986229 0.971043 17936\n", " 20 0.884201 0.700074 0.781438 2694\n", "\n", "avg / total 0.946900 0.948861 0.946283 20630\n", "\n", "Classification report for turbine 9, turbine category 13\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 0.820836 0.987191 0.896360 15380\n", " 20 0.742147 0.712421 0.726980 2222\n", "\n", "avg / total 0.691881 0.812700 0.746552 20630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 9, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.314286 0.423077 0.360656 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 0.958965 0.984607 0.971617 17540\n", " 20 0.897903 0.825091 0.859958 2750\n", "\n", "avg / total 0.935813 0.948182 0.941628 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.973990 0.987267 0.980583 17827\n", " 20 0.911328 0.832323 0.870035 2803\n", "\n", "avg / total 0.965476 0.966214 0.965563 20630\n", "\n", "Classification report for turbine 9, turbine category 2\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", " 19 0.974040 0.987098 0.980525 17827\n", " 20 0.911363 0.832679 0.870246 2803\n", "\n", "avg / total 0.965524 0.966117 0.965542 20630\n", "\n", "Classification report for turbine 9, turbine category 3\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 0.964851 0.987256 0.975925 17656\n", " 20 0.857546 0.802796 0.829268 2647\n", "\n", "avg / total 0.935789 0.947940 0.941639 20630\n", "\n", "Classification report for turbine 9, turbine category 4\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 0.942911 0.984005 0.963020 17255\n", " 20 0.906238 0.835141 0.869238 2766\n", "\n", "avg / total 0.910159 0.934998 0.922017 20630\n", "\n", "Classification report for turbine 9, turbine category 5\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 0.000000 0.000000 0.000000 167\n", " 16 0.166667 0.006944 0.013333 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.909975 0.983011 0.945084 16658\n", " 20 0.720810 0.809184 0.762445 2243\n", "\n", "avg / total 0.814306 0.881774 0.846112 20630\n", "\n", "Classification report for turbine 9, turbine category 6\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 0.000000 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 0.926070 0.978728 0.951672 16971\n", " 20 0.884600 0.815117 0.848438 2699\n", "\n", "avg / total 0.877551 0.911779 0.893880 20630\n", "\n", "Classification report for turbine 9, turbine category 7\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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974094 0.987098 0.980553 17827\n", " 20 0.910903 0.831609 0.869452 2803\n", "\n", "avg / total 0.965508 0.965972 0.965457 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973905 0.981881 0.977877 17827\n", " 20 0.908725 0.806279 0.854442 2803\n", "\n", "avg / total 0.965049 0.958022 0.961106 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.545090 0.616314 0.578518 1324\n", " 11 0.078431 0.038278 0.051447 1254\n", " 12 0.057851 0.012727 0.020864 1100\n", " 13 0.026316 0.003895 0.006785 1027\n", " 14 0.038835 0.008677 0.014184 922\n", " 15 0.030151 0.006674 0.010929 899\n", " 16 0.007937 0.002418 0.003707 827\n", " 17 0.039409 0.010336 0.016377 774\n", " 18 0.045918 0.012658 0.019846 711\n", " 19 0.570698 0.877829 0.691703 10428\n", " 20 0.607177 0.458944 0.522756 1364\n", "\n", "avg / total 0.379194 0.518420 0.428467 20630\n", "\n", "Classification report for turbine 9, turbine category 10\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 0.958605 0.987177 0.972682 17547\n", " 20 0.907813 0.833572 0.869110 2788\n", "\n", "avg / total 0.938033 0.952302 0.944776 20630\n", "\n", "Classification report for turbine 9, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 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 0.942503 0.973803 0.957897 17254\n", " 20 0.907176 0.834290 0.869208 2788\n", "\n", "avg / total 0.910865 0.927193 0.918609 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.973990 0.987267 0.980583 17827\n", " 20 0.911328 0.832323 0.870035 2803\n", "\n", "avg / total 0.965476 0.966214 0.965563 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974223 0.977338 0.975778 17827\n", " 20 0.909711 0.808776 0.856280 2803\n", "\n", "avg / total 0.965458 0.954435 0.959542 20630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.961392 0.866603 0.911540 19798\n", " 20 0.512522 0.579873 0.544121 2047\n", "\n", "avg / total 0.919330 0.839734 0.877110 21845\n", "\n", "Classification report for turbine 10, turbine category 1\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 0.942907 0.941360 0.942133 19509\n", " 20 0.510980 0.593428 0.549126 2039\n", "\n", "avg / total 0.889772 0.896086 0.892641 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.957232 0.941711 0.949408 19798\n", " 20 0.512669 0.593063 0.549943 2047\n", "\n", "avg / total 0.915574 0.909041 0.911976 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.016949 0.002037 0.003636 491\n", " 11 0.219512 0.017510 0.032432 514\n", " 12 0.066667 0.002667 0.005128 375\n", " 13 0.046512 0.006623 0.011594 302\n", " 14 0.081967 0.018868 0.030675 265\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 0.076923 0.003968 0.007547 252\n", " 19 0.835707 0.931259 0.880900 17326\n", " 20 0.340909 0.489130 0.401786 1564\n", "\n", "avg / total 0.696450 0.774502 0.728989 21845\n", "\n", "Classification report for turbine 10, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.014286 0.031250 0.019608 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 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.935128 0.845885 0.888270 19427\n", " 20 0.496919 0.559188 0.526218 2019\n", "\n", "avg / total 0.877568 0.803983 0.838612 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971227 0.908728 0.938938 19798\n", " 20 0.545330 0.581827 0.562987 2047\n", "\n", "avg / total 0.931318 0.878096 0.903710 21845\n", "\n", "Classification report for turbine 10, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.027027 0.023810 0.025316 42\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 0.912780 0.930250 0.921432 18810\n", " 20 0.453645 0.547529 0.496185 1841\n", "\n", "avg / total 0.824248 0.847196 0.835280 21845\n", "\n", "Classification report for turbine 10, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.957232 0.941711 0.949408 19798\n", " 20 0.512669 0.593063 0.549943 2047\n", "\n", "avg / total 0.915574 0.909041 0.911976 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.098404 0.166667 0.123746 222\n", " 11 0.093023 0.108499 0.100167 553\n", " 12 0.075949 0.055556 0.064171 540\n", " 13 0.061625 0.040892 0.049162 538\n", " 14 0.064103 0.059524 0.061728 504\n", " 15 0.019774 0.027778 0.023102 504\n", " 16 0.024055 0.014675 0.018229 477\n", " 17 0.012448 0.006410 0.008463 468\n", " 18 0.006211 0.002137 0.003180 468\n", " 19 0.784338 0.804649 0.794363 15833\n", " 20 0.403571 0.455121 0.427799 1738\n", "\n", "avg / total 0.610197 0.628748 0.618976 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.607576 0.530423 0.566384 756\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 0.927891 0.887928 0.907470 19202\n", " 20 0.371895 0.434020 0.400563 1311\n", "\n", "avg / total 0.858972 0.824903 0.841317 21845\n", "\n", "Classification report for turbine 10, turbine category 10\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", " 19 0.957195 0.939741 0.948388 19798\n", " 20 0.512442 0.593552 0.550023 2047\n", "\n", "avg / total 0.915519 0.907301 0.911059 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 360\n", " 15 0.037037 0.002778 0.005168 360\n", " 16 0.111111 0.002959 0.005764 338\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.835521 0.944648 0.886740 17181\n", " 20 0.479220 0.622247 0.541447 1816\n", "\n", "avg / total 0.699302 0.794781 0.742603 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.957232 0.941711 0.949408 19798\n", " 20 0.512669 0.593063 0.549943 2047\n", "\n", "avg / total 0.915574 0.909041 0.911976 21845\n", "\n", "Classification report for turbine 10, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.957232 0.941711 0.949408 19798\n", " 20 0.512669 0.593063 0.549943 2047\n", "\n", "avg / total 0.915574 0.909041 0.911976 21845\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.939221 0.961102 0.950035 18844\n", " 20 0.793893 0.450516 0.574830 3001\n", "\n", "avg / total 0.919256 0.890959 0.898491 21845\n", "\n", "Classification report for turbine 10, turbine category 1\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 0.918517 0.979242 0.947908 18499\n", " 20 0.809135 0.574207 0.671722 2931\n", "\n", "avg / total 0.886392 0.906294 0.892844 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.935195 0.981002 0.957551 18844\n", " 20 0.827719 0.573142 0.677299 3001\n", "\n", "avg / total 0.920430 0.924971 0.919051 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.935088 0.978508 0.956305 18844\n", " 20 0.820296 0.517161 0.634376 3001\n", "\n", "avg / total 0.919318 0.915129 0.912080 21845\n", "\n", "Classification report for turbine 10, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.936273 0.976916 0.956163 18844\n", " 20 0.802064 0.440187 0.568417 3001\n", "\n", "avg / total 0.917836 0.903182 0.902895 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.940345 0.974528 0.957131 18844\n", " 20 0.841093 0.553815 0.667872 3001\n", "\n", "avg / total 0.926710 0.916732 0.917394 21845\n", "\n", "Classification report for turbine 10, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.375912 0.301170 0.334416 342\n", " 11 0.000000 0.000000 0.000000 83\n", " 12 0.039216 0.083333 0.053333 72\n", " 13 0.043210 0.097222 0.059829 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 0.908602 0.956802 0.932079 18172\n", " 20 0.682940 0.453717 0.545216 2744\n", "\n", "avg / total 0.847773 0.858228 0.849454 21845\n", "\n", "Classification report for turbine 10, turbine category 7\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 0.915971 0.981089 0.947412 18455\n", " 20 0.809913 0.575385 0.672796 2925\n", "\n", "avg / total 0.882272 0.905882 0.890475 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.120000 0.206897 0.151899 145\n", " 11 0.033445 0.039062 0.036036 256\n", " 12 0.013699 0.007937 0.010050 252\n", " 13 0.006250 0.003968 0.004854 252\n", " 14 0.011905 0.003968 0.005952 252\n", " 15 0.012618 0.015873 0.014060 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.150538 0.056911 0.082596 246\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.852722 0.924870 0.887332 16984\n", " 20 0.748406 0.471512 0.578535 2738\n", "\n", "avg / total 0.760173 0.781003 0.765157 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.682320 0.412813 0.514405 1795\n", " 11 0.052632 0.014749 0.023041 339\n", " 12 0.041667 0.054422 0.047198 294\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.021277 0.003472 0.005970 288\n", " 15 0.053571 0.010417 0.017442 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 0.825514 0.956162 0.886048 16561\n", " 20 0.430839 0.336879 0.378109 1128\n", "\n", "avg / total 0.706511 0.777340 0.734819 21845\n", "\n", "Classification report for turbine 10, turbine category 10\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 0.935409 0.980630 0.957486 18844\n", " 20 0.827869 0.572143 0.676650 3001\n", "\n", "avg / total 0.920635 0.924514 0.918906 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.004132 0.013889 0.006369 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.906900 0.904572 0.905735 18307\n", " 20 0.813840 0.565910 0.667599 2951\n", "\n", "avg / total 0.869973 0.834562 0.849248 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.935195 0.981002 0.957551 18844\n", " 20 0.827719 0.573142 0.677299 3001\n", "\n", "avg / total 0.920430 0.924971 0.919051 21845\n", "\n", "Classification report for turbine 10, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.935195 0.981002 0.957551 18844\n", " 20 0.827719 0.573142 0.677299 3001\n", "\n", "avg / total 0.920430 0.924971 0.919051 21845\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.416667 0.139860 0.209424 143\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 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 0.772962 0.952808 0.853514 14282\n", " 20 0.796678 0.448569 0.573967 7058\n", "\n", "avg / total 0.765483 0.768780 0.744834 21845\n", "\n", "Classification report for turbine 10, turbine category 1\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 0.761907 0.955282 0.847707 14200\n", " 20 0.829872 0.455444 0.588121 7283\n", "\n", "avg / total 0.771941 0.772808 0.747114 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.778713 0.953097 0.857125 14562\n", " 20 0.830184 0.458465 0.590712 7283\n", "\n", "avg / total 0.795873 0.788190 0.768305 21845\n", "\n", "Classification report for turbine 10, turbine category 3\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 0.762156 0.949905 0.845736 14273\n", " 20 0.827423 0.455270 0.587359 7277\n", "\n", "avg / total 0.773606 0.772305 0.748245 21845\n", "\n", "Classification report for turbine 10, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 25\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.747658 0.953154 0.837992 13982\n", " 20 0.824019 0.436519 0.570708 7262\n", "\n", "avg / total 0.752473 0.755184 0.726083 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.778202 0.950762 0.855871 14562\n", " 20 0.806012 0.357133 0.494957 7283\n", "\n", "avg / total 0.787474 0.752850 0.735544 21845\n", "\n", "Classification report for turbine 10, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 636\n", " 11 0.000000 0.000000 0.000000 95\n", " 12 0.000000 0.000000 0.000000 45\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.757543 0.948143 0.842194 14193\n", " 20 0.793491 0.413664 0.543822 6660\n", "\n", "avg / total 0.734102 0.742138 0.712983 21845\n", "\n", "Classification report for turbine 10, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.778340 0.951518 0.856260 14562\n", " 20 0.830373 0.455719 0.588475 7283\n", "\n", "avg / total 0.795687 0.786221 0.766982 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.220807 0.679739 0.333333 153\n", " 11 0.000000 0.000000 0.000000 116\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.055556 0.009259 0.015873 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.005319 0.009259 0.006757 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 0.726084 0.925303 0.813677 13682\n", " 20 0.789214 0.313673 0.448922 7138\n", "\n", "avg / total 0.714491 0.686885 0.658759 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.002869 0.058140 0.005467 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 0.755018 0.933973 0.835015 14176\n", " 20 0.773926 0.226202 0.350083 7007\n", "\n", "avg / total 0.738214 0.678874 0.654185 21845\n", "\n", "Classification report for turbine 10, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.778700 0.953028 0.857090 14562\n", " 20 0.829978 0.458465 0.590660 7283\n", "\n", "avg / total 0.795796 0.788144 0.768264 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 24\n", " 11 0.162791 0.048611 0.074866 144\n", " 12 0.028571 0.006944 0.011173 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 0.011628 0.006944 0.008696 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.090452 0.250000 0.132841 144\n", " 19 0.749910 0.925254 0.828405 13566\n", " 20 0.824217 0.466704 0.595955 7103\n", "\n", "avg / total 0.735635 0.728405 0.709727 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.778713 0.953097 0.857125 14562\n", " 20 0.830184 0.458465 0.590712 7283\n", "\n", "avg / total 0.795873 0.788190 0.768305 21845\n", "\n", "Classification report for turbine 10, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.778713 0.953097 0.857125 14562\n", " 20 0.830184 0.458465 0.590712 7283\n", "\n", "avg / total 0.795873 0.788190 0.768305 21845\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988752 0.981809 0.985268 21219\n", " 20 0.572298 0.600639 0.586126 626\n", "\n", "avg / total 0.976818 0.970886 0.973830 21845\n", "\n", "Classification report for turbine 10, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988296 0.982940 0.985611 21219\n", " 20 0.541056 0.589457 0.564220 626\n", "\n", "avg / total 0.975480 0.971664 0.973535 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988233 0.985485 0.986857 21219\n", " 20 0.550365 0.602236 0.575133 626\n", "\n", "avg / total 0.975685 0.974502 0.975058 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988153 0.982704 0.985421 21219\n", " 20 0.528244 0.552716 0.540203 626\n", "\n", "avg / total 0.974973 0.970382 0.972663 21845\n", "\n", "Classification report for turbine 10, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.988195 0.982327 0.985252 21219\n", " 20 0.528653 0.589457 0.557402 626\n", "\n", "avg / total 0.975026 0.971069 0.972992 21845\n", "\n", "Classification report for turbine 10, turbine category 5\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 0.931000 0.984940 0.957211 19987\n", " 20 0.467456 0.580882 0.518033 544\n", "\n", "avg / total 0.863456 0.915633 0.888697 21845\n", "\n", "Classification report for turbine 10, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 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 0.973819 0.981688 0.977738 20915\n", " 20 0.496894 0.562390 0.527617 569\n", "\n", "avg / total 0.945304 0.954543 0.949856 21845\n", "\n", "Classification report for turbine 10, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.988363 0.984684 0.986520 21219\n", " 20 0.545052 0.589457 0.566385 626\n", "\n", "avg / total 0.975660 0.973358 0.974480 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.595420 0.709091 0.647303 110\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 124\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 84\n", " 18 0.045455 0.041667 0.043478 72\n", " 19 0.948836 0.968632 0.958632 20371\n", " 20 0.441652 0.484252 0.461972 508\n", "\n", "avg / total 0.898232 0.918242 0.908094 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987412 0.968519 0.977874 21219\n", " 20 0.533333 0.511182 0.522023 626\n", "\n", "avg / total 0.974399 0.955413 0.964811 21845\n", "\n", "Classification report for turbine 10, turbine category 10\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 0.988181 0.985108 0.986642 21219\n", " 20 0.545852 0.599042 0.571211 626\n", "\n", "avg / total 0.975506 0.974044 0.974737 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.200000 0.058824 0.090909 17\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 0.048780 0.018519 0.026846 108\n", " 19 0.948570 0.969731 0.959034 20351\n", " 20 0.540000 0.616639 0.575781 613\n", "\n", "avg / total 0.899246 0.920851 0.909805 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988233 0.985485 0.986857 21219\n", " 20 0.550365 0.602236 0.575133 626\n", "\n", "avg / total 0.975685 0.974502 0.975058 21845\n", "\n", "Classification report for turbine 10, turbine category 13\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 0.975803 0.985303 0.980530 20956\n", " 20 0.529927 0.617347 0.570306 588\n", "\n", "avg / total 0.950356 0.961822 0.955977 21845\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 10, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.992236 0.993451 0.992843 21225\n", " 20 0.820841 0.724194 0.769494 620\n", "\n", "avg / total 0.987371 0.985809 0.986504 21845\n", "\n", "Classification report for turbine 10, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.992101 0.994111 0.993105 21225\n", " 20 0.815884 0.729032 0.770017 620\n", "\n", "avg / total 0.987099 0.986587 0.986773 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.991970 0.995241 0.993603 21225\n", " 20 0.816364 0.724194 0.767521 620\n", "\n", "avg / total 0.986986 0.987549 0.987186 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.992008 0.994111 0.993058 21225\n", " 20 0.792812 0.604839 0.686185 620\n", "\n", "avg / total 0.986354 0.983062 0.984348 21845\n", "\n", "Classification report for turbine 10, turbine category 4\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 0.978570 0.994460 0.986451 20939\n", " 20 0.782288 0.703151 0.740611 603\n", "\n", "avg / total 0.959579 0.972625 0.965983 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.043478 0.062500 23\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 0.967126 0.989705 0.978285 20689\n", " 20 0.717902 0.712747 0.715315 557\n", "\n", "avg / total 0.934370 0.955550 0.944821 21845\n", "\n", "Classification report for turbine 10, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 85\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 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 0.545455 0.034682 0.065217 173\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.931044 0.990715 0.959953 19925\n", " 20 0.474790 0.515982 0.494530 438\n", "\n", "avg / total 0.863052 0.914260 0.886013 21845\n", "\n", "Classification report for turbine 10, turbine category 7\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", " 19 0.992155 0.995053 0.993602 21225\n", " 20 0.817360 0.729032 0.770673 620\n", "\n", "avg / total 0.987194 0.987503 0.987275 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.010309 0.021739 0.013986 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 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 0.967514 0.983774 0.975576 20707\n", " 20 0.689579 0.602713 0.643226 516\n", "\n", "avg / total 0.933422 0.946807 0.939977 21845\n", "\n", "Classification report for turbine 10, turbine category 9\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 0.978059 0.990112 0.984049 20935\n", " 20 0.776087 0.578606 0.662953 617\n", "\n", "avg / total 0.959236 0.965209 0.961781 21845\n", "\n", "Classification report for turbine 10, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.991970 0.995241 0.993603 21225\n", " 20 0.816364 0.724194 0.767521 620\n", "\n", "avg / total 0.986986 0.987549 0.987186 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.083333 0.125000 24\n", " 11 0.150000 0.041667 0.065217 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 0.034483 0.006944 0.011561 144\n", " 17 0.016667 0.006944 0.009804 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.938078 0.981804 0.959443 20059\n", " 20 0.791815 0.729508 0.759386 610\n", "\n", "avg / total 0.885094 0.922362 0.902914 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.991970 0.995241 0.993603 21225\n", " 20 0.816364 0.724194 0.767521 620\n", "\n", "avg / total 0.986986 0.987549 0.987186 21845\n", "\n", "Classification report for turbine 10, turbine category 13\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 0.982529 0.995053 0.988751 21024\n", " 20 0.659341 0.683112 0.671016 527\n", "\n", "avg / total 0.961509 0.974136 0.967779 21845\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 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 0.886624 0.980943 0.931402 16582\n", " 20 0.863876 0.540554 0.664998 3933\n", "\n", "avg / total 0.869881 0.883933 0.867974 20807\n", "\n", "Classification report for turbine 11, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.896611 0.975556 0.934419 16650\n", " 20 0.869618 0.515035 0.646926 4157\n", "\n", "avg / total 0.891218 0.883549 0.876981 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.889894 0.980541 0.933021 16650\n", " 20 0.868346 0.514073 0.645814 4157\n", "\n", "avg / total 0.885589 0.887346 0.875640 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.896695 0.961321 0.927884 16650\n", " 20 0.866962 0.470291 0.609794 4157\n", "\n", "avg / total 0.890754 0.863219 0.864333 20807\n", "\n", "Classification report for turbine 11, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.889894 0.980541 0.933021 16650\n", " 20 0.868346 0.514073 0.645814 4157\n", "\n", "avg / total 0.885589 0.887346 0.875640 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.889894 0.980541 0.933021 16650\n", " 20 0.868346 0.514073 0.645814 4157\n", "\n", "avg / total 0.885589 0.887346 0.875640 20807\n", "\n", "Classification report for turbine 11, turbine category 6\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 0.834897 0.981595 0.902323 15594\n", " 20 0.754179 0.571340 0.650149 3238\n", "\n", "avg / total 0.743087 0.824578 0.777431 20807\n", "\n", "Classification report for turbine 11, turbine category 7\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 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.878121 0.956073 0.915441 16368\n", " 20 0.878852 0.507310 0.643288 4104\n", "\n", "avg / total 0.864127 0.852165 0.847022 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.036161 0.382353 0.066074 136\n", " 11 0.006173 0.005556 0.005848 180\n", " 12 0.046296 0.027778 0.034722 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.037037 0.012346 0.018519 162\n", " 15 0.003390 0.006944 0.004556 144\n", " 16 0.004717 0.006944 0.005618 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.005917 0.006944 0.006390 144\n", " 19 0.833975 0.913396 0.871881 15415\n", " 20 0.796101 0.246355 0.376272 3978\n", "\n", "avg / total 0.771134 0.726823 0.718918 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.885297 0.310194 0.459416 2737\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.031250 0.003968 0.007042 252\n", " 16 0.032258 0.003968 0.007067 252\n", " 17 0.017241 0.003968 0.006452 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.785316 0.968324 0.867271 14680\n", " 20 0.268475 0.288210 0.277992 1374\n", "\n", "avg / total 0.689226 0.743163 0.690926 20807\n", "\n", "Classification report for turbine 11, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.891614 0.973814 0.930903 16650\n", " 20 0.879793 0.491220 0.630441 4157\n", "\n", "avg / total 0.889252 0.877397 0.870874 20807\n", "\n", "Classification report for turbine 11, turbine category 11\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 0.000000 0.000000 0.000000 273\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.066667 0.011905 0.020202 252\n", " 18 0.062500 0.004425 0.008264 226\n", " 19 0.789870 0.973767 0.872231 14638\n", " 20 0.842271 0.533867 0.653511 4001\n", "\n", "avg / total 0.719132 0.787908 0.739625 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.889894 0.980541 0.933021 16650\n", " 20 0.868346 0.514073 0.645814 4157\n", "\n", "avg / total 0.885589 0.887346 0.875640 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.889894 0.980541 0.933021 16650\n", " 20 0.868346 0.514073 0.645814 4157\n", "\n", "avg / total 0.885589 0.887346 0.875640 20807\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 11, turbine category 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 0.944635 0.964559 0.954493 18538\n", " 20 0.658940 0.610742 0.633926 1955\n", "\n", "avg / total 0.903536 0.916759 0.909969 20807\n", "\n", "Classification report for turbine 11, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.958021 0.964394 0.961197 18789\n", " 20 0.658894 0.602081 0.629208 2018\n", "\n", "avg / total 0.929009 0.929255 0.928998 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.957826 0.967002 0.962392 18789\n", " 20 0.662677 0.603568 0.631743 2018\n", "\n", "avg / total 0.929200 0.931754 0.930324 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.800000 0.047619 0.089888 252\n", " 11 0.000000 0.000000 0.000000 292\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 183\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 0.866346 0.960336 0.910922 17043\n", " 20 0.601985 0.609035 0.605489 1793\n", "\n", "avg / total 0.771187 0.839669 0.799401 20807\n", "\n", "Classification report for turbine 11, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.957826 0.967002 0.962392 18789\n", " 20 0.662677 0.603568 0.631743 2018\n", "\n", "avg / total 0.929200 0.931754 0.930324 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.957826 0.967002 0.962392 18789\n", " 20 0.662677 0.603568 0.631743 2018\n", "\n", "avg / total 0.929200 0.931754 0.930324 20807\n", "\n", "Classification report for turbine 11, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.961757 0.953004 0.957361 18789\n", " 20 0.546058 0.326065 0.408315 2018\n", "\n", "avg / total 0.921440 0.892200 0.904111 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.957952 0.951834 0.954883 18789\n", " 20 0.670166 0.601090 0.633751 2018\n", "\n", "avg / total 0.930040 0.917816 0.923737 20807\n", "\n", "Classification report for turbine 11, turbine category 8\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 0.945540 0.928062 0.936719 18502\n", " 20 0.639125 0.522603 0.575020 2013\n", "\n", "avg / total 0.902626 0.875811 0.888581 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.569640 0.200994 0.297143 1811\n", " 11 0.011299 0.019417 0.014286 103\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.022727 0.013889 0.017241 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.928673 0.955829 0.942055 17817\n", " 20 0.262222 0.515734 0.347672 572\n", "\n", "avg / total 0.852145 0.850291 0.842231 20807\n", "\n", "Classification report for turbine 11, turbine category 10\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 0.950502 0.967262 0.958808 18602\n", " 20 0.609290 0.583464 0.596097 1911\n", "\n", "avg / total 0.905733 0.918345 0.911948 20807\n", "\n", "Classification report for turbine 11, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.047619 0.083333 0.060606 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 0.000000 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 0.933341 0.941769 0.937536 18272\n", " 20 0.627109 0.591680 0.608879 1947\n", "\n", "avg / total 0.878337 0.882443 0.880322 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.957826 0.967002 0.962392 18789\n", " 20 0.662677 0.603568 0.631743 2018\n", "\n", "avg / total 0.929200 0.931754 0.930324 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.957826 0.967002 0.962392 18789\n", " 20 0.662677 0.603568 0.631743 2018\n", "\n", "avg / total 0.929200 0.931754 0.930324 20807\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.756947 0.972809 0.851409 13497\n", " 20 0.897917 0.418741 0.571135 7310\n", "\n", "avg / total 0.806473 0.778152 0.752942 20807\n", "\n", "Classification report for turbine 11, turbine category 1\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 0.007246 0.027778 0.011494 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.752184 0.973345 0.848592 13356\n", " 20 0.878599 0.413466 0.562310 7159\n", "\n", "avg / total 0.785136 0.767098 0.738203 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.757300 0.974216 0.852171 13497\n", " 20 0.898955 0.423529 0.575786 7310\n", "\n", "avg / total 0.807067 0.780747 0.755070 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.007519 0.166667 0.014388 6\n", " 11 0.142857 0.027778 0.046512 36\n", " 12 0.047619 0.027778 0.035088 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.740337 0.967000 0.838623 13212\n", " 20 0.895998 0.404739 0.557600 7301\n", "\n", "avg / total 0.784828 0.756188 0.728310 20807\n", "\n", "Classification report for turbine 11, turbine category 4\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 0.746588 0.974003 0.845266 13309\n", " 20 0.833333 0.413843 0.553040 6935\n", "\n", "avg / total 0.755299 0.760946 0.724995 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.757300 0.974216 0.852171 13497\n", " 20 0.898955 0.423529 0.575786 7310\n", "\n", "avg / total 0.807067 0.780747 0.755070 20807\n", "\n", "Classification report for turbine 11, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.754834 0.971772 0.849674 13497\n", " 20 0.902564 0.361149 0.515877 7310\n", "\n", "avg / total 0.806735 0.757245 0.732403 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.759638 0.970808 0.852339 13497\n", " 20 0.896613 0.412859 0.565380 7310\n", "\n", "avg / total 0.807761 0.774787 0.751523 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.129288 0.130319 0.129801 376\n", " 11 0.000000 0.000000 0.000000 183\n", " 12 0.018692 0.012987 0.015326 154\n", " 13 0.014706 0.006944 0.009434 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.125000 0.006944 0.013158 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 169\n", " 19 0.682886 0.951266 0.795038 12127\n", " 20 0.851107 0.352925 0.498951 7078\n", "\n", "avg / total 0.690975 0.677032 0.635720 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.003814 0.112500 0.007377 80\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 0.717839 0.926307 0.808857 12620\n", " 20 0.837857 0.166229 0.277419 7243\n", "\n", "avg / total 0.727064 0.620128 0.587192 20807\n", "\n", "Classification report for turbine 11, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.759823 0.967104 0.851024 13497\n", " 20 0.897505 0.408482 0.561436 7310\n", "\n", "avg / total 0.808194 0.770846 0.749285 20807\n", "\n", "Classification report for turbine 11, turbine category 11\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 0.080000 0.027778 0.041237 72\n", " 13 0.095238 0.027778 0.043011 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 0.741147 0.951740 0.833345 12930\n", " 20 0.894572 0.431943 0.582585 7288\n", "\n", "avg / total 0.774513 0.742923 0.722213 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.757300 0.974216 0.852171 13497\n", " 20 0.898955 0.423529 0.575786 7310\n", "\n", "avg / total 0.807067 0.780747 0.755070 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.757300 0.974216 0.852171 13497\n", " 20 0.898955 0.423529 0.575786 7310\n", "\n", "avg / total 0.807067 0.780747 0.755070 20807\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 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 0.942768 0.983326 0.962620 18712\n", " 20 0.751223 0.513092 0.609732 1795\n", "\n", "avg / total 0.912650 0.928582 0.918297 20807\n", "\n", "Classification report for turbine 11, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.956183 0.983261 0.969533 18998\n", " 20 0.752988 0.522388 0.616841 1809\n", "\n", "avg / total 0.938517 0.943192 0.938870 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.955910 0.983735 0.969623 18998\n", " 20 0.753981 0.523494 0.617945 1809\n", "\n", "avg / total 0.938354 0.943721 0.939047 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956580 0.976419 0.966397 18998\n", " 20 0.747039 0.488115 0.590438 1809\n", "\n", "avg / total 0.938362 0.933965 0.933711 20807\n", "\n", "Classification report for turbine 11, turbine category 4\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 0.939409 0.984184 0.961276 18652\n", " 20 0.716306 0.488372 0.580776 1763\n", "\n", "avg / total 0.902807 0.923631 0.910925 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.955910 0.983735 0.969623 18998\n", " 20 0.753981 0.523494 0.617945 1809\n", "\n", "avg / total 0.938354 0.943721 0.939047 20807\n", "\n", "Classification report for turbine 11, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.038095 0.043956 0.040816 91\n", " 11 0.250000 0.004425 0.008696 226\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 181\n", " 15 0.000000 0.000000 0.000000 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 0.886323 0.982517 0.931944 17617\n", " 20 0.673989 0.456276 0.544165 1681\n", "\n", "avg / total 0.807771 0.868986 0.833300 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956758 0.981788 0.969111 18998\n", " 20 0.761409 0.525705 0.621975 1809\n", "\n", "avg / total 0.939774 0.942135 0.938931 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.139456 0.207071 0.166667 198\n", " 11 0.000000 0.000000 0.000000 288\n", " 12 0.019608 0.003472 0.005900 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 263\n", " 19 0.844698 0.967574 0.901971 16746\n", " 20 0.665717 0.442551 0.531665 1584\n", "\n", "avg / total 0.732113 0.814437 0.768071 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.395143 0.188223 0.254986 951\n", " 11 0.000000 0.000000 0.000000 319\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 231\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.038462 0.004630 0.008264 216\n", " 18 0.025000 0.004630 0.007812 216\n", " 19 0.858362 0.970585 0.911030 16896\n", " 20 0.405992 0.437639 0.421222 898\n", "\n", "avg / total 0.733260 0.815735 0.769788 20807\n", "\n", "Classification report for turbine 11, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956964 0.980840 0.968755 18998\n", " 20 0.750000 0.504146 0.602975 1809\n", "\n", "avg / total 0.938970 0.939395 0.936953 20807\n", "\n", "Classification report for turbine 11, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.266667 0.307692 0.285714 13\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.037037 0.013889 0.020202 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 0.932864 0.972722 0.952376 18513\n", " 20 0.719522 0.529619 0.610135 1705\n", "\n", "avg / total 0.889269 0.909117 0.897620 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.955910 0.983735 0.969623 18998\n", " 20 0.753981 0.523494 0.617945 1809\n", "\n", "avg / total 0.938354 0.943721 0.939047 20807\n", "\n", "Classification report for turbine 11, turbine category 13\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 0.941077 0.983483 0.961813 18708\n", " 20 0.753185 0.527902 0.620735 1792\n", "\n", "avg / total 0.911010 0.929735 0.918246 20807\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 11, turbine category 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 0.962346 0.989962 0.975959 19027\n", " 20 0.859532 0.577528 0.690860 1780\n", "\n", "avg / total 0.953551 0.954679 0.951569 20807\n", "\n", "Classification report for turbine 11, turbine category 1\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", " 19 0.962161 0.990277 0.976017 19027\n", " 20 0.860152 0.573596 0.688237 1780\n", "\n", "avg / total 0.953434 0.954631 0.951398 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.962052 0.991328 0.976471 19027\n", " 20 0.862614 0.582022 0.695069 1780\n", "\n", "avg / total 0.953546 0.956313 0.952397 20807\n", "\n", "Classification report for turbine 11, turbine category 3\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 0.952913 0.985048 0.968714 18860\n", " 20 0.764961 0.541769 0.634304 1628\n", "\n", "avg / total 0.923598 0.935262 0.927697 20807\n", "\n", "Classification report for turbine 11, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.962526 0.989489 0.975821 19027\n", " 20 0.855679 0.562921 0.679092 1780\n", "\n", "avg / total 0.953385 0.952997 0.950436 20807\n", "\n", "Classification report for turbine 11, turbine category 5\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 0.868765 0.992773 0.926638 17157\n", " 20 0.384679 0.574627 0.460848 804\n", "\n", "avg / total 0.731229 0.840823 0.781893 20807\n", "\n", "Classification report for turbine 11, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 20\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.000000 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 1.000000 0.005556 0.011050 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.895506 0.989102 0.939980 17710\n", " 20 0.795883 0.566891 0.662148 1637\n", "\n", "avg / total 0.833483 0.886529 0.852260 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.961994 0.989751 0.975675 19027\n", " 20 0.857143 0.566292 0.682003 1780\n", "\n", "avg / total 0.953024 0.953525 0.950552 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.176991 0.112045 0.137221 357\n", " 11 0.023256 0.005348 0.008696 187\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 167\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.166667 0.020833 0.037037 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.893304 0.983839 0.936388 17573\n", " 20 0.733333 0.460993 0.566112 1551\n", "\n", "avg / total 0.813522 0.867400 0.835735 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.235474 0.500000 0.320166 154\n", " 11 0.023256 0.003086 0.005450 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 0.000000 0.000000 0.000000 324\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.835381 0.977433 0.900841 16484\n", " 20 0.801478 0.481294 0.601426 1577\n", "\n", "avg / total 0.724667 0.814582 0.761714 20807\n", "\n", "Classification report for turbine 11, turbine category 10\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 0.948363 0.990241 0.968849 18751\n", " 20 0.852007 0.580627 0.690613 1755\n", "\n", "avg / total 0.926516 0.941366 0.931366 20807\n", "\n", "Classification report for turbine 11, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.142857 0.052632 0.076923 19\n", " 11 0.041667 0.018519 0.025641 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 0.924192 0.987100 0.954611 18217\n", " 20 0.827160 0.588752 0.687885 1707\n", "\n", "avg / total 0.877358 0.912674 0.892420 20807\n", "\n", "Classification report for turbine 11, turbine category 12\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 0.939712 0.991230 0.964784 18587\n", " 20 0.829309 0.577057 0.680560 1726\n", "\n", "avg / total 0.908243 0.933340 0.918301 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\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 0.962045 0.991118 0.976365 19027\n", " 20 0.862614 0.582022 0.695069 1780\n", "\n", "avg / total 0.953539 0.956121 0.952301 20807\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 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 0.909451 0.969032 0.938296 18729\n", " 20 0.605248 0.397652 0.479965 2726\n", "\n", "avg / total 0.859108 0.884398 0.868246 21747\n", "\n", "Classification report for turbine 12, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 5\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 0.909164 0.968872 0.938069 18729\n", " 20 0.671060 0.388005 0.491707 3018\n", "\n", "avg / total 0.876120 0.888260 0.876124 21747\n", "\n", "Classification report for turbine 12, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 8\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 108\n", " 15 0.142857 0.009259 0.017391 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 0.872392 0.961833 0.914932 17869\n", " 20 0.651560 0.373482 0.474802 2964\n", "\n", "avg / total 0.806338 0.841265 0.816578 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.730878 0.202353 0.316953 1275\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.037267 0.027778 0.031830 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 187\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 0.834973 0.930788 0.880281 17237\n", " 20 0.559621 0.491667 0.523447 1680\n", "\n", "avg / total 0.748264 0.787879 0.757060 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.018182 0.034483 55\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 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.000000 0.000000 0.000000 297\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.806597 0.961467 0.877249 16583\n", " 20 0.539612 0.377519 0.444242 2580\n", "\n", "avg / total 0.679925 0.777992 0.721730 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.909451 0.969032 0.938296 18729\n", " 20 0.676159 0.401259 0.503639 3018\n", "\n", "avg / total 0.877075 0.890238 0.877976 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 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 0.842360 0.890423 0.865725 15861\n", " 20 0.636663 0.554006 0.592465 5592\n", "\n", "avg / total 0.778079 0.791879 0.783755 21747\n", "\n", "Classification report for turbine 12, turbine category 1\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 0.839099 0.888523 0.863104 15806\n", " 20 0.646507 0.573884 0.608035 5644\n", "\n", "avg / total 0.777656 0.794730 0.785118 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.856247 0.890456 0.873016 16094\n", " 20 0.648104 0.574385 0.609022 5653\n", "\n", "avg / total 0.802141 0.808295 0.804393 21747\n", "\n", "Classification report for turbine 12, turbine category 3\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 0.826432 0.890663 0.857347 15530\n", " 20 0.608184 0.570706 0.588849 5339\n", "\n", "avg / total 0.739485 0.776153 0.756815 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.856247 0.890456 0.873016 16094\n", " 20 0.648104 0.574385 0.609022 5653\n", "\n", "avg / total 0.802141 0.808295 0.804393 21747\n", "\n", "Classification report for turbine 12, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 19 0.856238 0.890394 0.872982 16094\n", " 20 0.649390 0.574031 0.609390 5653\n", "\n", "avg / total 0.802469 0.808157 0.804463 21747\n", "\n", "Classification report for turbine 12, turbine category 6\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 0.815021 0.939463 0.872828 14520\n", " 20 0.608383 0.577163 0.592362 5281\n", "\n", "avg / total 0.691910 0.767416 0.726617 21747\n", "\n", "Classification report for turbine 12, turbine category 7\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 0.855470 0.897230 0.875853 15958\n", " 20 0.626347 0.572314 0.598113 5483\n", "\n", "avg / total 0.785665 0.802685 0.793503 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.318182 0.005362 0.010546 2611\n", " 11 0.012346 0.001422 0.002551 703\n", " 12 0.285714 0.004167 0.008214 480\n", " 13 0.000000 0.000000 0.000000 426\n", " 14 0.000000 0.000000 0.000000 361\n", " 15 0.000000 0.000000 0.000000 296\n", " 16 0.000000 0.000000 0.000000 249\n", " 17 0.028571 0.009259 0.013986 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.711941 0.877061 0.785922 13405\n", " 20 0.280098 0.491379 0.356808 2784\n", "\n", "avg / total 0.519894 0.604405 0.531794 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.222566 0.349352 0.271906 1852\n", " 11 0.000000 0.000000 0.000000 374\n", " 12 0.000000 0.000000 0.000000 351\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 0.000000 0.000000 0.000000 303\n", " 18 0.000000 0.000000 0.000000 281\n", " 19 0.764782 0.865539 0.812047 14361\n", " 20 0.483622 0.342779 0.401199 2929\n", "\n", "avg / total 0.589127 0.647492 0.613440 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.856247 0.890456 0.873016 16094\n", " 20 0.648104 0.574385 0.609022 5653\n", "\n", "avg / total 0.802141 0.808295 0.804393 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.044944 0.333333 0.079208 24\n", " 11 0.009132 0.013889 0.011019 144\n", " 12 0.020548 0.020833 0.020690 144\n", " 13 0.041667 0.020833 0.027778 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 0.831978 0.868373 0.849786 15316\n", " 20 0.602966 0.549382 0.574928 5255\n", "\n", "avg / total 0.732171 0.745068 0.737896 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.856247 0.890456 0.873016 16094\n", " 20 0.648104 0.574385 0.609022 5653\n", "\n", "avg / total 0.802141 0.808295 0.804393 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.856247 0.890456 0.873016 16094\n", " 20 0.648104 0.574385 0.609022 5653\n", "\n", "avg / total 0.802141 0.808295 0.804393 21747\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.840431 0.955441 0.894253 16091\n", " 20 0.794444 0.480375 0.598722 5656\n", "\n", "avg / total 0.828471 0.831885 0.817391 21747\n", "\n", "Classification report for turbine 12, turbine category 1\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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.839242 0.954819 0.893308 16091\n", " 20 0.794023 0.479137 0.597640 5656\n", "\n", "avg / total 0.827481 0.831103 0.816410 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.839350 0.956560 0.894130 16091\n", " 20 0.794955 0.479137 0.597904 5656\n", "\n", "avg / total 0.827804 0.832391 0.817087 21747\n", "\n", "Classification report for turbine 12, turbine category 3\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 0.824975 0.954313 0.884943 15825\n", " 20 0.797097 0.478230 0.597801 5627\n", "\n", "avg / total 0.806571 0.818182 0.798641 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.839350 0.956560 0.894130 16091\n", " 20 0.794955 0.479137 0.597904 5656\n", "\n", "avg / total 0.827804 0.832391 0.817087 21747\n", "\n", "Classification report for turbine 12, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 19 0.839350 0.956560 0.894130 16091\n", " 20 0.792481 0.465877 0.586794 5656\n", "\n", "avg / total 0.827160 0.828942 0.814198 21747\n", "\n", "Classification report for turbine 12, turbine category 6\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 0.839089 0.952769 0.892323 16091\n", " 20 0.791952 0.469767 0.589724 5656\n", "\n", "avg / total 0.826830 0.827149 0.813622 21747\n", "\n", "Classification report for turbine 12, turbine category 7\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", " 19 0.839643 0.953763 0.893072 16091\n", " 20 0.787739 0.481612 0.597762 5656\n", "\n", "avg / total 0.826144 0.830965 0.816267 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.001116 0.005882 0.001876 170\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.065934 0.083333 0.073620 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 0.844684 0.916561 0.879156 15724\n", " 20 0.790090 0.332386 0.467921 5277\n", "\n", "avg / total 0.802688 0.743689 0.749468 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.002552 0.051546 0.004864 97\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 95\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 0.055556 0.013889 0.022222 72\n", " 19 0.822332 0.939343 0.876952 15398\n", " 20 0.724797 0.224153 0.342411 5581\n", "\n", "avg / total 0.768456 0.722904 0.708896 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.839350 0.956560 0.894130 16091\n", " 20 0.794955 0.479137 0.597904 5656\n", "\n", "avg / total 0.827804 0.832391 0.817087 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.004566 0.045455 0.008299 22\n", " 11 0.022222 0.027778 0.024691 144\n", " 12 0.005076 0.006944 0.005865 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.032258 0.006944 0.011429 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 0.779757 0.920498 0.844302 15031\n", " 20 0.762298 0.416637 0.538794 5542\n", "\n", "avg / total 0.733612 0.742723 0.721154 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.839350 0.956560 0.894130 16091\n", " 20 0.794955 0.479137 0.597904 5656\n", "\n", "avg / total 0.827804 0.832391 0.817087 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.839350 0.956560 0.894130 16091\n", " 20 0.794955 0.479137 0.597904 5656\n", "\n", "avg / total 0.827804 0.832391 0.817087 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956468 0.974910 0.965601 19968\n", " 20 0.638625 0.490725 0.554990 1779\n", "\n", "avg / total 0.930467 0.935301 0.932011 21747\n", "\n", "Classification report for turbine 12, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.956789 0.974710 0.965666 19968\n", " 20 0.646763 0.505340 0.567371 1779\n", "\n", "avg / total 0.931427 0.936313 0.933084 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.956819 0.975411 0.966025 19968\n", " 20 0.647017 0.505902 0.567823 1779\n", "\n", "avg / total 0.931475 0.937003 0.933451 21747\n", "\n", "Classification report for turbine 12, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.959931 0.971805 0.965831 19968\n", " 20 0.633624 0.449129 0.525658 1779\n", "\n", "avg / total 0.933237 0.929048 0.929823 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.956819 0.975411 0.966025 19968\n", " 20 0.647017 0.505902 0.567823 1779\n", "\n", "avg / total 0.931475 0.937003 0.933451 21747\n", "\n", "Classification report for turbine 12, turbine category 5\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 0.942673 0.975052 0.958589 19681\n", " 20 0.645652 0.502822 0.565355 1772\n", "\n", "avg / total 0.905727 0.923392 0.913588 21747\n", "\n", "Classification report for turbine 12, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.055556 0.029851 0.038835 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 0.934836 0.973294 0.953677 19471\n", " 20 0.564636 0.465401 0.510238 1633\n", "\n", "avg / total 0.879568 0.906470 0.892301 21747\n", "\n", "Classification report for turbine 12, turbine category 7\n", " precision 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", " 19 0.956648 0.975811 0.966134 19968\n", " 20 0.652269 0.500843 0.566614 1779\n", "\n", "avg / total 0.931748 0.936957 0.933452 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.024096 0.033058 0.027875 121\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.021277 0.027778 0.024096 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.946155 0.962991 0.954499 19725\n", " 20 0.528080 0.390577 0.449038 1613\n", "\n", "avg / total 0.897520 0.902653 0.899252 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.239203 0.161074 0.192513 447\n", " 11 0.000000 0.000000 0.000000 151\n", " 12 0.000000 0.000000 0.000000 115\n", " 13 0.031250 0.009259 0.014286 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 0.037037 0.009259 0.014815 108\n", " 19 0.913608 0.965468 0.938822 19026\n", " 20 0.448339 0.357353 0.397709 1360\n", "\n", "avg / total 0.832590 0.870419 0.850330 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.956819 0.975411 0.966025 19968\n", " 20 0.647017 0.505902 0.567823 1779\n", "\n", "avg / total 0.931475 0.937003 0.933451 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 20\n", " 11 0.025000 0.018519 0.021277 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.024390 0.009259 0.013423 108\n", " 14 0.050000 0.018519 0.027027 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.041667 0.009259 0.015152 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.922800 0.961050 0.941537 19204\n", " 20 0.617404 0.496082 0.550134 1659\n", "\n", "avg / total 0.862692 0.886789 0.873787 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.956819 0.975411 0.966025 19968\n", " 20 0.647017 0.505902 0.567823 1779\n", "\n", "avg / total 0.931475 0.937003 0.933451 21747\n", "\n", "Classification report for turbine 12, turbine category 13\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 0.944439 0.975245 0.959595 19713\n", " 20 0.641265 0.515309 0.571429 1731\n", "\n", "avg / total 0.907148 0.925047 0.915328 21747\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 12, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.968180 0.984248 0.976148 20125\n", " 20 0.755261 0.597411 0.667126 1622\n", "\n", "avg / total 0.952300 0.955396 0.953100 21747\n", "\n", "Classification report for turbine 12, turbine category 1\n", " precision recall f1-score support\n", "\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 0.968310 0.983851 0.976019 20125\n", " 20 0.752124 0.600493 0.667809 1622\n", "\n", "avg / total 0.952186 0.955258 0.953031 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.968231 0.984348 0.976223 20125\n", " 20 0.755245 0.599260 0.668271 1622\n", "\n", "avg / total 0.952345 0.955626 0.953254 21747\n", "\n", "Classification report for turbine 12, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.967859 0.983056 0.975398 20125\n", " 20 0.736981 0.514797 0.606171 1622\n", "\n", "avg / total 0.950639 0.948131 0.947859 21747\n", "\n", "Classification report for turbine 12, turbine category 4\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 0.939932 0.985094 0.961983 19522\n", " 20 0.570319 0.569876 0.570097 1288\n", "\n", "avg / total 0.877542 0.918058 0.897324 21747\n", "\n", "Classification report for turbine 12, turbine category 5\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 0.954574 0.984021 0.969074 19839\n", " 20 0.745921 0.598131 0.663900 1605\n", "\n", "avg / total 0.925875 0.941831 0.933049 21747\n", "\n", "Classification report for turbine 12, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 93\n", " 11 0.000000 0.000000 0.000000 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 0.925221 0.979991 0.951818 19241\n", " 20 0.691057 0.555556 0.615942 1530\n", "\n", "avg / total 0.867223 0.906148 0.885471 21747\n", "\n", "Classification report for turbine 12, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.968090 0.984398 0.976176 20125\n", " 20 0.761600 0.586930 0.662953 1622\n", "\n", "avg / total 0.952689 0.954752 0.952814 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.326923 0.209877 0.255639 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 0.038462 0.027778 0.032258 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.955124 0.971827 0.963403 19842\n", " 20 0.588957 0.489083 0.534394 1374\n", "\n", "avg / total 0.912385 0.919989 0.915684 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.194030 0.194030 0.194030 134\n", " 11 0.076923 0.019355 0.030928 155\n", " 12 0.018519 0.006944 0.010101 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 130\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 0.927293 0.970516 0.948412 19265\n", " 20 0.584987 0.504840 0.541966 1343\n", "\n", "avg / total 0.859453 0.892307 0.875122 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.968231 0.984348 0.976223 20125\n", " 20 0.755245 0.599260 0.668271 1622\n", "\n", "avg / total 0.952345 0.955626 0.953254 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.500000 0.040000 0.074074 25\n", " 11 0.029412 0.006944 0.011236 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 0.914582 0.975422 0.944023 19001\n", " 20 0.742169 0.588910 0.656716 1569\n", "\n", "avg / total 0.853413 0.894836 0.872361 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.968231 0.984348 0.976223 20125\n", " 20 0.755245 0.599260 0.668271 1622\n", "\n", "avg / total 0.952345 0.955626 0.953254 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.968458 0.984050 0.976192 20125\n", " 20 0.755229 0.601110 0.669413 1622\n", "\n", "avg / total 0.952554 0.955488 0.953311 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 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 0.939822 0.977597 0.958337 19953\n", " 20 0.555230 0.378414 0.450079 1501\n", "\n", "avg / total 0.897931 0.920319 0.907632 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.054545 0.375000 0.095238 16\n", " 11 0.002331 0.013889 0.003992 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 0.923436 0.918909 0.921167 19583\n", " 20 0.583746 0.359805 0.445200 1637\n", "\n", "avg / total 0.872927 0.852329 0.860527 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "Classification report for turbine 13, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "Classification report for turbine 13, turbine category 4\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 0.942710 0.969782 0.956054 19988\n", " 20 0.452941 0.301961 0.362353 1530\n", "\n", "avg / total 0.895648 0.909866 0.901523 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "Classification report for turbine 13, turbine category 8\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 0.000000 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 0.906807 0.976330 0.940285 19265\n", " 20 0.545098 0.355499 0.430341 1564\n", "\n", "avg / total 0.840005 0.887814 0.861345 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.627119 0.567291 0.595707 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 0.000000 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 0.912191 0.961819 0.936348 19355\n", " 20 0.219966 0.129741 0.163214 1002\n", "\n", "avg / total 0.836420 0.874702 0.854403 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "Classification report for turbine 13, turbine category 11\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 0.840556 0.980586 0.905187 17822\n", " 20 0.552400 0.386566 0.454839 1459\n", "\n", "avg / total 0.723746 0.827068 0.770028 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.948391 0.978949 0.963428 20142\n", " 20 0.584721 0.357485 0.443701 1670\n", "\n", "avg / total 0.920547 0.931368 0.923636 21812\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 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 0.772508 0.964260 0.857799 15305\n", " 20 0.780666 0.371688 0.503603 5171\n", "\n", "avg / total 0.727126 0.764717 0.721288 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 35\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 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 0.809336 0.961243 0.878773 15765\n", " 20 0.805603 0.343819 0.481949 5436\n", "\n", "avg / total 0.785734 0.780442 0.755260 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.824752 0.972489 0.892549 16357\n", " 20 0.821782 0.380385 0.520050 5455\n", "\n", "avg / total 0.824010 0.824409 0.799390 21812\n", "\n", "Classification report for turbine 13, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.824752 0.972489 0.892549 16357\n", " 20 0.821782 0.380385 0.520050 5455\n", "\n", "avg / total 0.824010 0.824409 0.799390 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.005208 0.013889 0.007576 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 0.788443 0.974692 0.871730 15608\n", " 20 0.395308 0.337746 0.364267 2644\n", "\n", "avg / total 0.612121 0.738447 0.667964 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.824752 0.972489 0.892549 16357\n", " 20 0.821782 0.380385 0.520050 5455\n", "\n", "avg / total 0.824010 0.824409 0.799390 21812\n", "\n", "Classification report for turbine 13, turbine category 6\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 0.761549 0.971557 0.853829 15118\n", " 20 0.792079 0.391313 0.523834 5111\n", "\n", "avg / total 0.713434 0.765083 0.714538 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.824752 0.972489 0.892549 16357\n", " 20 0.821782 0.380385 0.520050 5455\n", "\n", "avg / total 0.824010 0.824409 0.799390 21812\n", "\n", "Classification report for turbine 13, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.002976 0.008403 0.004396 119\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.809562 0.952117 0.875072 16060\n", " 20 0.713161 0.322523 0.444172 5057\n", "\n", "avg / total 0.761433 0.775857 0.747311 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.223492 0.247094 0.234701 1979\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.019608 0.009259 0.012579 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 0.030303 0.009259 0.014184 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.802069 0.908824 0.852116 15695\n", " 20 0.496779 0.188454 0.273251 3274\n", "\n", "avg / total 0.672227 0.704750 0.675589 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.824752 0.972489 0.892549 16357\n", " 20 0.821782 0.380385 0.520050 5455\n", "\n", "avg / total 0.824010 0.824409 0.799390 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.036585 0.041667 0.038961 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 0.799147 0.913470 0.852493 15798\n", " 20 0.822499 0.389421 0.528580 5426\n", "\n", "avg / total 0.783534 0.758619 0.749063 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.824752 0.972489 0.892549 16357\n", " 20 0.821782 0.380385 0.520050 5455\n", "\n", "avg / total 0.824010 0.824409 0.799390 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.824752 0.972489 0.892549 16357\n", " 20 0.821782 0.380385 0.520050 5455\n", "\n", "avg / total 0.824010 0.824409 0.799390 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.147059 0.036765 0.058824 272\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 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 0.746626 0.962468 0.840917 13162\n", " 20 0.855816 0.501906 0.632735 7344\n", "\n", "avg / total 0.740519 0.750229 0.721207 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.806623 0.952495 0.873511 14167\n", " 20 0.900145 0.568345 0.696761 7645\n", "\n", "avg / total 0.839402 0.817853 0.811561 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.805554 0.966471 0.878706 14167\n", " 20 0.901350 0.567691 0.696629 7645\n", "\n", "avg / total 0.839130 0.826701 0.814889 21812\n", "\n", "Classification report for turbine 13, turbine category 3\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 0.789375 0.966155 0.868864 13887\n", " 20 0.900935 0.568620 0.697203 7629\n", "\n", "avg / total 0.817682 0.814001 0.797033 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.828097 0.958213 0.888416 14167\n", " 20 0.871628 0.384565 0.533672 7645\n", "\n", "avg / total 0.843355 0.757152 0.764080 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.805554 0.966471 0.878706 14167\n", " 20 0.901350 0.567691 0.696629 7645\n", "\n", "avg / total 0.839130 0.826701 0.814889 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.120755 0.561404 0.198758 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 0.756382 0.964296 0.847778 13304\n", " 20 0.893529 0.538685 0.672149 7587\n", "\n", "avg / total 0.772464 0.777003 0.751410 21812\n", "\n", "Classification report for turbine 13, turbine category 7\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 0.805142 0.966864 0.878623 14154\n", " 20 0.863967 0.564757 0.683031 7366\n", "\n", "avg / total 0.814229 0.818128 0.800809 21812\n", "\n", "Classification report for turbine 13, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 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 0.773359 0.962489 0.857620 13596\n", " 20 0.893943 0.505247 0.645605 7624\n", "\n", "avg / total 0.794517 0.776545 0.760237 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.047898 0.213777 0.078261 421\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 0.757963 0.930805 0.835539 13498\n", " 20 0.870677 0.316523 0.464268 7317\n", "\n", "avg / total 0.762053 0.686319 0.674312 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.805554 0.966471 0.878706 14167\n", " 20 0.901350 0.567691 0.696629 7645\n", "\n", "avg / total 0.839130 0.826701 0.814889 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\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 0.190476 0.027778 0.048485 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 0.759171 0.951883 0.844675 13197\n", " 20 0.868294 0.554630 0.676890 7441\n", "\n", "avg / total 0.756793 0.765313 0.742293 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.805554 0.966471 0.878706 14167\n", " 20 0.901350 0.567691 0.696629 7645\n", "\n", "avg / total 0.839130 0.826701 0.814889 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.805554 0.966471 0.878706 14167\n", " 20 0.901350 0.567691 0.696629 7645\n", "\n", "avg / total 0.839130 0.826701 0.814889 21812\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.934703 0.965994 0.950091 18938\n", " 20 0.786902 0.526792 0.631096 2874\n", "\n", "avg / total 0.915228 0.908124 0.908059 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.936196 0.971592 0.953566 18938\n", " 20 0.766566 0.531315 0.627620 2874\n", "\n", "avg / total 0.913845 0.913580 0.910618 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.935003 0.976080 0.955100 18938\n", " 20 0.778159 0.552888 0.646461 2874\n", "\n", "avg / total 0.914336 0.920319 0.914433 21812\n", "\n", "Classification report for turbine 13, turbine category 3\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 0.892821 0.975549 0.932353 18077\n", " 20 0.749267 0.557455 0.639283 2750\n", "\n", "avg / total 0.834403 0.878782 0.853300 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.341709 0.051908 0.090126 1310\n", " 11 0.000000 0.000000 0.000000 354\n", " 12 0.000000 0.000000 0.000000 311\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 224\n", " 15 0.000000 0.000000 0.000000 186\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.841210 0.976654 0.903886 17005\n", " 20 0.378364 0.422699 0.399305 1630\n", "\n", "avg / total 0.704619 0.796121 0.739937 21812\n", "\n", "Classification report for turbine 13, turbine category 5\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 0.922559 0.975765 0.948417 18692\n", " 20 0.768854 0.555163 0.644764 2828\n", "\n", "avg / total 0.890281 0.908170 0.896350 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.012195 0.003546 0.005495 282\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 171\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 0.863569 0.970079 0.913731 17513\n", " 20 0.739938 0.527594 0.615979 2718\n", "\n", "avg / total 0.785727 0.844673 0.810469 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.935006 0.976133 0.955127 18938\n", " 20 0.777394 0.548017 0.642857 2874\n", "\n", "avg / total 0.914239 0.919723 0.913981 21812\n", "\n", "Classification report for turbine 13, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.208333 0.007267 0.014045 688\n", " 11 0.000000 0.000000 0.000000 477\n", " 12 0.000000 0.000000 0.000000 396\n", " 13 0.000000 0.000000 0.000000 396\n", " 14 0.000000 0.000000 0.000000 375\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.000000 0.000000 0.000000 360\n", " 18 0.000000 0.000000 0.000000 338\n", " 19 0.788886 0.971805 0.870844 15996\n", " 20 0.524378 0.489351 0.506259 2066\n", "\n", "avg / total 0.634775 0.759261 0.687035 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.058228 0.146965 0.083409 313\n", " 11 0.000000 0.000000 0.000000 224\n", " 12 0.000000 0.000000 0.000000 222\n", " 13 0.000000 0.000000 0.000000 237\n", " 14 0.000000 0.000000 0.000000 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 0.859807 0.963925 0.908894 17408\n", " 20 0.717236 0.401996 0.515221 2505\n", "\n", "avg / total 0.769413 0.817577 0.785749 21812\n", "\n", "Classification report for turbine 13, turbine category 10\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 0.922610 0.976393 0.948740 18681\n", " 20 0.774241 0.556886 0.647818 2839\n", "\n", "avg / total 0.890948 0.908720 0.896872 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.026316 0.052632 0.035088 19\n", " 11 0.016667 0.009259 0.011905 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 0.907129 0.961643 0.933591 18354\n", " 20 0.681818 0.541748 0.603765 2575\n", "\n", "avg / total 0.843912 0.873235 0.856949 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.935003 0.976080 0.955100 18938\n", " 20 0.778159 0.552888 0.646461 2874\n", "\n", "avg / total 0.914336 0.920319 0.914433 21812\n", "\n", "Classification report for turbine 13, turbine category 13\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 0.921750 0.975849 0.948028 18674\n", " 20 0.764936 0.550582 0.640295 2837\n", "\n", "avg / total 0.888634 0.907070 0.894920 21812\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 13, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.769231 0.571429 0.655738 35\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 0.000000 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 0.934478 0.979803 0.956604 19112\n", " 20 0.802747 0.615900 0.697019 2088\n", "\n", "avg / total 0.896882 0.918394 0.905966 21812\n", "\n", "Classification report for turbine 13, turbine category 1\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 0.960846 0.986046 0.973283 19636\n", " 20 0.845355 0.635570 0.725603 2176\n", "\n", "avg / total 0.949324 0.951082 0.948574 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.960795 0.987217 0.973827 19636\n", " 20 0.846577 0.636489 0.726653 2176\n", "\n", "avg / total 0.949400 0.952228 0.949168 21812\n", "\n", "Classification report for turbine 13, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 198\n", " 11 0.000000 0.000000 0.000000 97\n", " 12 0.000000 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 0.941223 0.983668 0.961978 19226\n", " 20 0.664842 0.596942 0.629065 1831\n", "\n", "avg / total 0.885443 0.917156 0.900734 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.010920 0.093333 0.019553 75\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 0.925850 0.977924 0.951175 18935\n", " 20 0.608604 0.351515 0.445640 1650\n", "\n", "avg / total 0.849807 0.875848 0.859493 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.960680 0.986708 0.973520 19636\n", " 20 0.848280 0.634651 0.726078 2176\n", "\n", "avg / total 0.949467 0.951586 0.948835 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 160\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 0.083333 0.005556 0.010417 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 0.895843 0.983493 0.937624 18295\n", " 20 0.768107 0.630673 0.692638 1917\n", "\n", "avg / total 0.819590 0.880387 0.847400 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.960795 0.987217 0.973827 19636\n", " 20 0.847613 0.636489 0.727034 2176\n", "\n", "avg / total 0.949504 0.952228 0.949207 21812\n", "\n", "Classification report for turbine 13, turbine category 8\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 0.033333 0.009259 0.014493 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 0.028571 0.009259 0.013986 108\n", " 18 0.100000 0.027778 0.043478 108\n", " 19 0.923980 0.974905 0.948760 18888\n", " 20 0.753395 0.515656 0.612257 2044\n", "\n", "avg / total 0.871519 0.892765 0.879305 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.504167 0.098135 0.164291 1233\n", " 11 0.076923 0.002740 0.005291 365\n", " 12 0.210843 0.114007 0.147992 307\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 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.062500 0.003968 0.007463 252\n", " 19 0.874553 0.974324 0.921747 17838\n", " 20 0.117898 0.298025 0.168957 557\n", "\n", "avg / total 0.751703 0.811663 0.769670 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\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", " 19 0.960787 0.987014 0.973724 19636\n", " 20 0.846577 0.636489 0.726653 2176\n", "\n", "avg / total 0.949393 0.952045 0.949076 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 1.000000 0.058824 0.111111 17\n", " 11 0.007576 0.009259 0.008333 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 0.013514 0.009259 0.010989 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.924157 0.977848 0.950245 18779\n", " 20 0.841173 0.639870 0.726841 2152\n", "\n", "avg / total 0.879526 0.905144 0.890005 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.960795 0.987217 0.973827 19636\n", " 20 0.846577 0.636489 0.726653 2176\n", "\n", "avg / total 0.949400 0.952228 0.949168 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.960787 0.987014 0.973724 19636\n", " 20 0.846577 0.636489 0.726653 2176\n", "\n", "avg / total 0.949393 0.952045 0.949076 21812\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973873 0.962213 0.968008 20880\n", " 20 0.584718 0.391982 0.469333 898\n", "\n", "avg / total 0.957826 0.938700 0.947445 21778\n", "\n", "Classification report for turbine 14, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.974532 0.987787 0.981115 20880\n", " 20 0.584691 0.399777 0.474868 898\n", "\n", "avg / total 0.958457 0.963541 0.960240 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.974532 0.987787 0.981115 20880\n", " 20 0.584691 0.399777 0.474868 898\n", "\n", "avg / total 0.958457 0.963541 0.960240 21778\n", "\n", "Classification report for turbine 14, turbine category 3\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 0.962457 0.970717 0.966569 20626\n", " 20 0.545918 0.377203 0.446143 851\n", "\n", "avg / total 0.932878 0.934108 0.932874 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.974532 0.987787 0.981115 20880\n", " 20 0.584691 0.399777 0.474868 898\n", "\n", "avg / total 0.958457 0.963541 0.960240 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.974532 0.987787 0.981115 20880\n", " 20 0.584691 0.399777 0.474868 898\n", "\n", "avg / total 0.958457 0.963541 0.960240 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974747 0.970546 0.972642 20880\n", " 20 0.579965 0.367483 0.449898 898\n", "\n", "avg / total 0.958469 0.945679 0.951087 21778\n", "\n", "Classification report for turbine 14, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.974532 0.987787 0.981115 20880\n", " 20 0.584691 0.399777 0.474868 898\n", "\n", "avg / total 0.958457 0.963541 0.960240 21778\n", "\n", "Classification report for turbine 14, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.036585 0.065934 164\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.028571 0.013889 0.018692 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 0.941873 0.973336 0.957346 20177\n", " 20 0.569282 0.396051 0.467123 861\n", "\n", "avg / total 0.897743 0.917761 0.905994 21778\n", "\n", "Classification report for turbine 14, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.974329 0.981561 0.977932 20880\n", " 20 0.582651 0.396437 0.471836 898\n", "\n", "avg / total 0.958178 0.957434 0.957063 21778\n", "\n", "Classification report for turbine 14, turbine category 10\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 0.962956 0.988265 0.975446 20622\n", " 20 0.557003 0.423792 0.481351 807\n", "\n", "avg / total 0.932481 0.951511 0.941505 21778\n", "\n", "Classification report for turbine 14, turbine category 11\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 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 0.857380 0.985352 0.916922 18364\n", " 20 0.519608 0.415144 0.461538 766\n", "\n", "avg / total 0.741250 0.845486 0.789416 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.974532 0.987787 0.981115 20880\n", " 20 0.584691 0.399777 0.474868 898\n", "\n", "avg / total 0.958457 0.963541 0.960240 21778\n", "\n", "Classification report for turbine 14, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.974532 0.987787 0.981115 20880\n", " 20 0.584691 0.399777 0.474868 898\n", "\n", "avg / total 0.958457 0.963541 0.960240 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.560976 0.244681 0.340741 94\n", " 11 0.192771 0.061069 0.092754 262\n", " 12 0.020408 0.005025 0.008065 199\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 146\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 0.921058 0.977648 0.948510 19596\n", " 20 0.467497 0.466207 0.466851 725\n", "\n", "avg / total 0.849264 0.897052 0.871678 21778\n", "\n", "Classification report for turbine 14, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.981203 0.986744 0.983966 20896\n", " 20 0.637435 0.552154 0.591738 882\n", "\n", "avg / total 0.967281 0.969143 0.968081 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.981203 0.986744 0.983966 20896\n", " 20 0.637435 0.552154 0.591738 882\n", "\n", "avg / total 0.967281 0.969143 0.968081 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981498 0.977412 0.979451 20896\n", " 20 0.627645 0.504535 0.559397 882\n", "\n", "avg / total 0.967167 0.958261 0.962439 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.981203 0.986744 0.983966 20896\n", " 20 0.637435 0.552154 0.591738 882\n", "\n", "avg / total 0.967281 0.969143 0.968081 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.981203 0.986744 0.983966 20896\n", " 20 0.637435 0.552154 0.591738 882\n", "\n", "avg / total 0.967281 0.969143 0.968081 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981107 0.979135 0.980120 20896\n", " 20 0.605337 0.488662 0.540778 882\n", "\n", "avg / total 0.965888 0.959271 0.962327 21778\n", "\n", "Classification report for turbine 14, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.981203 0.986744 0.983966 20896\n", " 20 0.637435 0.552154 0.591738 882\n", "\n", "avg / total 0.967281 0.969143 0.968081 21778\n", "\n", "Classification report for turbine 14, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981166 0.984782 0.982971 20896\n", " 20 0.644562 0.551020 0.594132 882\n", "\n", "avg / total 0.967534 0.967215 0.967223 21778\n", "\n", "Classification report for turbine 14, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.981123 0.984973 0.983044 20896\n", " 20 0.634817 0.549887 0.589307 882\n", "\n", "avg / total 0.967098 0.967352 0.967098 21778\n", "\n", "Classification report for turbine 14, turbine category 10\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 0.571429 0.037037 0.069565 108\n", " 19 0.935448 0.982535 0.958414 19926\n", " 20 0.467448 0.484480 0.475812 741\n", "\n", "avg / total 0.874637 0.915649 0.893445 21778\n", "\n", "Classification report for turbine 14, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.117647 0.117647 0.117647 17\n", " 11 0.032258 0.018519 0.023529 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.061856 0.055556 0.058537 108\n", " 14 0.020833 0.009259 0.012821 108\n", " 15 0.001475 0.009259 0.002545 108\n", " 16 0.037975 0.027778 0.032086 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.941144 0.929452 0.935261 20043\n", " 20 0.632353 0.553864 0.590512 854\n", "\n", "avg / total 0.891820 0.877812 0.884642 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.981203 0.986744 0.983966 20896\n", " 20 0.637435 0.552154 0.591738 882\n", "\n", "avg / total 0.967281 0.969143 0.968081 21778\n", "\n", "Classification report for turbine 14, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.981203 0.986744 0.983966 20896\n", " 20 0.637435 0.552154 0.591738 882\n", "\n", "avg / total 0.967281 0.969143 0.968081 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.030596 0.542857 0.057927 35\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.839543 0.976089 0.902681 17314\n", " 20 0.736096 0.163004 0.266904 4141\n", "\n", "avg / total 0.807470 0.807880 0.768496 21778\n", "\n", "Classification report for turbine 14, turbine category 1\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 0.852079 0.981995 0.912436 17551\n", " 20 0.686009 0.282228 0.399925 3770\n", "\n", "avg / total 0.805450 0.840252 0.804568 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.854650 0.981993 0.913907 17604\n", " 20 0.795616 0.295640 0.431092 4174\n", "\n", "avg / total 0.843335 0.850445 0.821370 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.142857 0.068966 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 0.826130 0.980975 0.896918 17030\n", " 20 0.786056 0.276575 0.409180 4158\n", "\n", "avg / total 0.796127 0.820002 0.779541 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.854650 0.981993 0.913907 17604\n", " 20 0.795616 0.295640 0.431092 4174\n", "\n", "avg / total 0.843335 0.850445 0.821370 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.854650 0.981993 0.913907 17604\n", " 20 0.795616 0.295640 0.431092 4174\n", "\n", "avg / total 0.843335 0.850445 0.821370 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.027149 0.005520 0.009174 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 0.825225 0.979370 0.895714 16869\n", " 20 0.736183 0.326898 0.452753 3056\n", "\n", "avg / total 0.743870 0.804757 0.757801 21778\n", "\n", "Classification report for turbine 14, turbine category 7\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 0.851535 0.981984 0.912119 17540\n", " 20 0.685364 0.290279 0.407827 3662\n", "\n", "avg / total 0.801071 0.839701 0.803197 21778\n", "\n", "Classification report for turbine 14, turbine category 8\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 0.839343 0.980867 0.904603 17300\n", " 20 0.784407 0.277525 0.409993 4169\n", "\n", "avg / total 0.816917 0.832308 0.797084 21778\n", "\n", "Classification report for turbine 14, turbine category 9\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 0.802536 0.980397 0.882595 16528\n", " 20 0.788633 0.312658 0.447788 3950\n", "\n", "avg / total 0.752108 0.800762 0.751047 21778\n", "\n", "Classification report for turbine 14, turbine category 10\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 0.000000 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 0.841680 0.979926 0.905557 17236\n", " 20 0.661926 0.264326 0.377790 3874\n", "\n", "avg / total 0.783888 0.822573 0.783899 21778\n", "\n", "Classification report for turbine 14, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.007692 0.047619 0.013245 21\n", " 11 0.027027 0.013889 0.018349 144\n", " 12 0.010000 0.006944 0.008197 144\n", " 13 0.009346 0.006944 0.007968 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.010989 0.006944 0.008511 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.034884 0.020833 0.026087 144\n", " 18 0.086957 0.013889 0.023952 144\n", " 19 0.822719 0.957203 0.884881 16964\n", " 20 0.770408 0.290305 0.421704 3641\n", "\n", "avg / total 0.770852 0.794655 0.760410 21778\n", "\n", "Classification report for turbine 14, turbine category 12\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 0.854650 0.987208 0.916159 17511\n", " 20 0.682785 0.267154 0.384044 3964\n", "\n", "avg / total 0.811476 0.842410 0.806557 21778\n", "\n", "Classification report for turbine 14, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.854650 0.981993 0.913907 17604\n", " 20 0.795616 0.295640 0.431092 4174\n", "\n", "avg / total 0.843335 0.850445 0.821370 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.975481 0.980579 0.978023 20854\n", " 20 0.558011 0.437229 0.490291 924\n", "\n", "avg / total 0.957768 0.957526 0.957330 21778\n", "\n", "Classification report for turbine 14, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.975577 0.984559 0.980048 20854\n", " 20 0.557637 0.418831 0.478368 924\n", "\n", "avg / total 0.957845 0.960557 0.958762 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.975625 0.984607 0.980095 20854\n", " 20 0.561475 0.444805 0.496377 924\n", "\n", "avg / total 0.958053 0.961704 0.959572 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.005000 0.009434 200\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.934450 0.983368 0.958286 19962\n", " 20 0.440725 0.420213 0.430225 752\n", "\n", "avg / total 0.872513 0.915924 0.893319 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.975625 0.984607 0.980095 20854\n", " 20 0.561475 0.444805 0.496377 924\n", "\n", "avg / total 0.958053 0.961704 0.959572 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.975625 0.984607 0.980095 20854\n", " 20 0.561475 0.444805 0.496377 924\n", "\n", "avg / total 0.958053 0.961704 0.959572 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.008547 0.047619 0.014493 21\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 107\n", " 14 0.000000 0.000000 0.000000 98\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 0.942395 0.980242 0.960946 20144\n", " 20 0.553719 0.370575 0.444003 904\n", "\n", "avg / total 0.894680 0.922123 0.907291 21778\n", "\n", "Classification report for turbine 14, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975577 0.984559 0.980048 20854\n", " 20 0.560232 0.417749 0.478611 924\n", "\n", "avg / total 0.957955 0.960511 0.958773 21778\n", "\n", "Classification report for turbine 14, turbine category 8\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 0.090909 0.013889 0.024096 72\n", " 19 0.950808 0.981402 0.965863 20325\n", " 20 0.538141 0.446490 0.488050 869\n", "\n", "avg / total 0.909145 0.933786 0.920976 21778\n", "\n", "Classification report for turbine 14, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.014925 0.029412 0.019802 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 0.058824 0.013889 0.022472 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.083333 0.013889 0.023810 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.949952 0.979351 0.964428 20292\n", " 20 0.548673 0.425143 0.479073 875\n", "\n", "avg / total 0.907671 0.929746 0.918053 21778\n", "\n", "Classification report for turbine 14, turbine category 10\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 0.961815 0.982396 0.971996 20563\n", " 20 0.557746 0.432314 0.487085 916\n", "\n", "avg / total 0.931614 0.945771 0.938256 21778\n", "\n", "Classification report for turbine 14, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 1.000000 0.076923 0.142857 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 0.032258 0.013889 0.019417 72\n", " 17 0.017544 0.013889 0.015504 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.949819 0.971550 0.960562 20281\n", " 20 0.580029 0.435022 0.497168 908\n", "\n", "avg / total 0.909475 0.923042 0.915463 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.975583 0.984799 0.980169 20854\n", " 20 0.567455 0.441558 0.496652 924\n", "\n", "avg / total 0.958267 0.961750 0.959655 21778\n", "\n", "Classification report for turbine 14, turbine category 13\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 0.961703 0.984484 0.972960 20559\n", " 20 0.560109 0.449069 0.498480 913\n", "\n", "avg / total 0.931354 0.948205 0.939397 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 14, turbine category 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", " 19 0.978330 0.989877 0.984069 20843\n", " 20 0.741085 0.511230 0.605063 935\n", "\n", "avg / total 0.968144 0.969327 0.967797 21778\n", "\n", "Classification report for turbine 14, turbine category 1\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 0.978238 0.992084 0.985112 20843\n", " 20 0.727425 0.465241 0.567515 935\n", "\n", "avg / total 0.967470 0.969465 0.967183 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.978378 0.992132 0.985207 20843\n", " 20 0.744548 0.511230 0.606214 935\n", "\n", "avg / total 0.968339 0.971485 0.968936 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978058 0.990165 0.984074 20843\n", " 20 0.728041 0.460963 0.564506 935\n", "\n", "avg / total 0.967324 0.967444 0.966061 21778\n", "\n", "Classification report for turbine 14, turbine category 4\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 0.971423 0.992076 0.981641 20696\n", " 20 0.542056 0.442186 0.487054 787\n", "\n", "avg / total 0.942748 0.958766 0.950471 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.978378 0.992132 0.985207 20843\n", " 20 0.744548 0.511230 0.606214 935\n", "\n", "avg / total 0.968339 0.971485 0.968936 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 240\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.062500 0.005556 0.010204 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 0.910384 0.989436 0.948265 19405\n", " 20 0.696970 0.564214 0.623604 693\n", "\n", "avg / total 0.833881 0.899623 0.864867 21778\n", "\n", "Classification report for turbine 14, turbine category 7\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 0.964990 0.992120 0.978367 20559\n", " 20 0.731164 0.461622 0.565938 925\n", "\n", "avg / total 0.942032 0.956194 0.947642 21778\n", "\n", "Classification report for turbine 14, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 160\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.951519 0.990626 0.970679 20268\n", " 20 0.518459 0.417313 0.462419 774\n", "\n", "avg / total 0.903971 0.936771 0.919810 21778\n", "\n", "Classification report for turbine 14, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 170\n", " 11 0.000000 0.000000 0.000000 78\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.950951 0.989389 0.969789 20262\n", " 20 0.472930 0.388743 0.426724 764\n", "\n", "avg / total 0.901345 0.934154 0.917251 21778\n", "\n", "Classification report for turbine 14, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978425 0.989973 0.984165 20843\n", " 20 0.745683 0.508021 0.604326 935\n", "\n", "avg / total 0.968432 0.969281 0.967857 21778\n", "\n", "Classification report for turbine 14, turbine category 11\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 0.950937 0.981249 0.965856 20266\n", " 20 0.744337 0.498375 0.597015 923\n", "\n", "avg / total 0.916462 0.934246 0.924101 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 19 0.978379 0.992180 0.985231 20843\n", " 20 0.744914 0.509091 0.604828 935\n", "\n", "avg / total 0.968356 0.971439 0.968899 21778\n", "\n", "Classification report for turbine 14, turbine category 13\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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978365 0.991508 0.984893 20843\n", " 20 0.744548 0.511230 0.606214 935\n", "\n", "avg / total 0.968326 0.970888 0.968635 21778\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 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 0.875269 0.941101 0.906992 15569\n", " 20 0.732063 0.501304 0.595097 4600\n", "\n", "avg / total 0.842608 0.840795 0.835857 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 242\n", " 11 0.031250 0.002778 0.005102 360\n", " 12 0.076923 0.002778 0.005362 360\n", " 13 0.000000 0.000000 0.000000 360\n", " 14 0.200000 0.002778 0.005479 360\n", " 15 0.045455 0.002778 0.005236 360\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.000000 0.000000 0.000000 360\n", " 18 0.000000 0.000000 0.000000 360\n", " 19 0.719856 0.938427 0.814737 12749\n", " 20 0.673625 0.533039 0.595142 4298\n", "\n", "avg / total 0.604888 0.706976 0.642205 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.875269 0.942000 0.907409 15569\n", " 20 0.735423 0.545652 0.626482 4600\n", "\n", "avg / total 0.843374 0.851604 0.843337 20169\n", "\n", "Classification report for turbine 15, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.875269 0.942000 0.907409 15569\n", " 20 0.735423 0.545652 0.626482 4600\n", "\n", "avg / total 0.843374 0.851604 0.843337 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.873784 0.911555 0.892270 15569\n", " 20 0.726234 0.470000 0.570674 4600\n", "\n", "avg / total 0.840132 0.810848 0.818923 20169\n", "\n", "Classification report for turbine 15, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.875269 0.942000 0.907409 15569\n", " 20 0.735423 0.545652 0.626482 4600\n", "\n", "avg / total 0.843374 0.851604 0.843337 20169\n", "\n", "Classification report for turbine 15, turbine category 6\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 0.817737 0.940103 0.874661 14575\n", " 20 0.643655 0.533609 0.583489 4106\n", "\n", "avg / total 0.721967 0.787991 0.750855 20169\n", "\n", "Classification report for turbine 15, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.875269 0.942000 0.907409 15569\n", " 20 0.735423 0.545652 0.626482 4600\n", "\n", "avg / total 0.843374 0.851604 0.843337 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.831384 0.478139 0.607117 1784\n", " 11 0.057464 0.057464 0.057464 1514\n", " 12 0.113924 0.006993 0.013177 1287\n", " 13 0.055556 0.003810 0.007130 1050\n", " 14 0.018692 0.002516 0.004435 795\n", " 15 0.014706 0.001876 0.003328 533\n", " 16 0.022901 0.006036 0.009554 497\n", " 17 0.000000 0.000000 0.000000 448\n", " 18 0.000000 0.000000 0.000000 401\n", " 19 0.539746 0.906175 0.676529 9134\n", " 20 0.400803 0.256420 0.312752 2726\n", "\n", "avg / total 0.388311 0.492588 0.408378 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.488934 0.109213 0.178545 2225\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.024793 0.016667 0.019934 180\n", " 13 0.043478 0.005556 0.009852 180\n", " 14 0.017857 0.005556 0.008475 180\n", " 15 0.022222 0.006061 0.009524 165\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 0.778421 0.925529 0.845625 14086\n", " 20 0.526125 0.522555 0.524334 2505\n", "\n", "avg / total 0.663882 0.723635 0.675822 20169\n", "\n", "Classification report for turbine 15, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.875269 0.942000 0.907409 15569\n", " 20 0.735423 0.545652 0.626482 4600\n", "\n", "avg / total 0.843374 0.851604 0.843337 20169\n", "\n", "Classification report for turbine 15, turbine category 11\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 0.807934 0.943491 0.870466 14334\n", " 20 0.685058 0.526352 0.595309 4364\n", "\n", "avg / total 0.722421 0.784422 0.747444 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.875269 0.942000 0.907409 15569\n", " 20 0.735423 0.545652 0.626482 4600\n", "\n", "avg / total 0.843374 0.851604 0.843337 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.875269 0.942000 0.907409 15569\n", " 20 0.735423 0.545652 0.626482 4600\n", "\n", "avg / total 0.843374 0.851604 0.843337 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.037559 0.166667 0.061303 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 0.877714 0.971042 0.922022 13157\n", " 20 0.922671 0.759391 0.833106 6442\n", "\n", "avg / total 0.867357 0.876394 0.867711 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.003322 0.015873 0.005495 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 0.015385 0.027778 0.019802 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.896365 0.941881 0.918560 13352\n", " 20 0.916698 0.762450 0.832489 6466\n", "\n", "avg / total 0.887322 0.868065 0.875033 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.911858 0.971171 0.940580 13667\n", " 20 0.929806 0.802676 0.861577 6502\n", "\n", "avg / total 0.917644 0.916853 0.915111 20169\n", "\n", "Classification report for turbine 15, turbine category 3\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 0.850508 0.969612 0.906163 12768\n", " 20 0.836629 0.791505 0.813442 5933\n", "\n", "avg / total 0.784521 0.846646 0.812933 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.206704 0.071775 0.106551 1031\n", " 11 0.000000 0.000000 0.000000 624\n", " 12 0.000000 0.000000 0.000000 504\n", " 13 0.139535 0.011905 0.021938 504\n", " 14 0.000000 0.000000 0.000000 474\n", " 15 0.157895 0.008043 0.015306 373\n", " 16 0.000000 0.000000 0.000000 335\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 267\n", " 19 0.742817 0.969302 0.841080 11043\n", " 20 0.698818 0.775709 0.735259 4726\n", "\n", "avg / total 0.587430 0.716595 0.639075 20169\n", "\n", "Classification report for turbine 15, turbine category 5\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 0.889324 0.971409 0.928556 13326\n", " 20 0.905933 0.806119 0.853116 6308\n", "\n", "avg / total 0.870928 0.893946 0.880331 20169\n", "\n", "Classification report for turbine 15, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.529412 0.004363 0.008654 2063\n", " 11 0.000000 0.000000 0.000000 150\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.047619 0.006944 0.012121 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.855138 0.958418 0.903837 12842\n", " 20 0.519278 0.672431 0.586013 4106\n", "\n", "avg / total 0.704689 0.747633 0.695763 20169\n", "\n", "Classification report for turbine 15, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.911858 0.971171 0.940580 13667\n", " 20 0.929806 0.802676 0.861577 6502\n", "\n", "avg / total 0.917644 0.916853 0.915111 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.119375 0.583955 0.198227 536\n", " 11 0.072855 0.095385 0.082612 650\n", " 12 0.046512 0.038664 0.042226 569\n", " 13 0.033149 0.025210 0.028640 476\n", " 14 0.014368 0.010870 0.012376 460\n", " 15 0.004149 0.002882 0.003401 347\n", " 16 0.004274 0.003086 0.003584 324\n", " 17 0.009615 0.006173 0.007519 324\n", " 18 0.007519 0.003086 0.004376 324\n", " 19 0.706706 0.787731 0.745022 10449\n", " 20 0.823279 0.439755 0.573288 5710\n", "\n", "avg / total 0.607559 0.553374 0.558664 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.003800 0.285714 0.007500 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 0.008929 0.027778 0.013514 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.902171 0.925887 0.913875 13466\n", " 20 0.904618 0.560682 0.692285 6394\n", "\n", "avg / total 0.889145 0.796272 0.829657 20169\n", "\n", "Classification report for turbine 15, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.911858 0.971171 0.940580 13667\n", " 20 0.929806 0.802676 0.861577 6502\n", "\n", "avg / total 0.917644 0.916853 0.915111 20169\n", "\n", "Classification report for turbine 15, turbine category 11\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 0.023810 0.027778 0.025641 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.898359 0.964256 0.930142 13401\n", " 20 0.926367 0.792864 0.854432 6474\n", "\n", "avg / total 0.894297 0.895235 0.892327 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.911858 0.971171 0.940580 13667\n", " 20 0.929806 0.802676 0.861577 6502\n", "\n", "avg / total 0.917644 0.916853 0.915111 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.911858 0.971171 0.940580 13667\n", " 20 0.929806 0.802676 0.861577 6502\n", "\n", "avg / total 0.917644 0.916853 0.915111 20169\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.058824 0.008493 0.014842 471\n", " 11 0.000000 0.000000 0.000000 307\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 226\n", " 15 0.000000 0.000000 0.000000 188\n", " 16 0.000000 0.000000 0.000000 173\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.709266 0.953450 0.813428 11665\n", " 20 0.796505 0.545770 0.647719 6347\n", "\n", "avg / total 0.662240 0.723387 0.674634 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.805300 0.919068 0.858431 13258\n", " 20 0.861232 0.544205 0.666962 6911\n", "\n", "avg / total 0.824466 0.790619 0.792823 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.806423 0.956479 0.875065 13258\n", " 20 0.870162 0.559543 0.681110 6911\n", "\n", "avg / total 0.828263 0.820467 0.808605 20169\n", "\n", "Classification report for turbine 15, turbine category 3\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 0.788192 0.943624 0.858933 13002\n", " 20 0.869932 0.555814 0.678270 6871\n", "\n", "avg / total 0.804471 0.797660 0.784781 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.071012 0.086187 0.077867 847\n", " 11 0.004695 0.001642 0.002433 609\n", " 12 0.000000 0.000000 0.000000 352\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 234\n", " 15 0.000000 0.000000 0.000000 144\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 0.733848 0.929796 0.820282 11666\n", " 20 0.665840 0.412891 0.509709 5849\n", "\n", "avg / total 0.620684 0.661213 0.625620 20169\n", "\n", "Classification report for turbine 15, turbine category 5\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 0.533333 0.112676 0.186047 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 0.781765 0.957677 0.860826 12830\n", " 20 0.838657 0.538070 0.655549 6685\n", "\n", "avg / total 0.779027 0.788339 0.766184 20169\n", "\n", "Classification report for turbine 15, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.032668 0.211765 0.056604 85\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 0.033333 0.009259 0.014493 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.757130 0.941980 0.839500 12513\n", " 20 0.820630 0.454301 0.584837 6707\n", "\n", "avg / total 0.742938 0.736427 0.715630 20169\n", "\n", "Classification report for turbine 15, turbine category 7\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 0.793704 0.957059 0.867761 13041\n", " 20 0.856211 0.558983 0.676384 6807\n", "\n", "avg / total 0.802168 0.807477 0.789361 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.043406 0.426230 0.078788 183\n", " 11 0.010067 0.021277 0.013667 282\n", " 12 0.015337 0.019841 0.017301 252\n", " 13 0.023810 0.015873 0.019048 252\n", " 14 0.017467 0.048387 0.025668 248\n", " 15 0.013605 0.009259 0.011019 216\n", " 16 0.000000 0.000000 0.000000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.013333 0.004630 0.006873 216\n", " 19 0.710341 0.824546 0.763195 11513\n", " 20 0.779719 0.312243 0.445917 6575\n", "\n", "avg / total 0.661193 0.577817 0.582886 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.290850 0.043907 0.076297 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 0.000000 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 0.759556 0.940777 0.840510 12377\n", " 20 0.691134 0.609116 0.647538 4761\n", "\n", "avg / total 0.658489 0.725519 0.676314 20169\n", "\n", "Classification report for turbine 15, turbine category 10\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 0.788998 0.955708 0.864388 12982\n", " 20 0.868362 0.560006 0.680900 6891\n", "\n", "avg / total 0.804535 0.806485 0.789011 20169\n", "\n", "Classification report for turbine 15, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.166667 0.200000 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 0.000000 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 0.780383 0.941831 0.853540 12756\n", " 20 0.857978 0.559414 0.677251 6825\n", "\n", "avg / total 0.784038 0.785066 0.769120 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.806423 0.956479 0.875065 13258\n", " 20 0.870162 0.559543 0.681110 6911\n", "\n", "avg / total 0.828263 0.820467 0.808605 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.806423 0.956479 0.875065 13258\n", " 20 0.870162 0.559543 0.681110 6911\n", "\n", "avg / total 0.828263 0.820467 0.808605 20169\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.903419 0.949132 0.925712 14921\n", " 20 0.844696 0.653963 0.737193 5248\n", "\n", "avg / total 0.888139 0.872329 0.876659 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.011905 0.020202 84\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.028169 0.055556 0.037383 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.894568 0.946663 0.919878 14699\n", " 20 0.824321 0.708709 0.762156 5098\n", "\n", "avg / total 0.860640 0.869205 0.863196 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.901920 0.957107 0.928695 14921\n", " 20 0.852364 0.704078 0.771157 5248\n", "\n", "avg / total 0.889026 0.891269 0.887703 20169\n", "\n", "Classification report for turbine 15, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.054795 0.266667 0.090909 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 0.885812 0.954555 0.918899 14677\n", " 20 0.837154 0.682729 0.752097 5188\n", "\n", "avg / total 0.859985 0.870445 0.862211 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.130990 0.109626 0.119360 748\n", " 11 0.009009 0.004115 0.005650 243\n", " 12 0.000000 0.000000 0.000000 203\n", " 13 0.000000 0.000000 0.000000 154\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 0.836801 0.934233 0.882837 13776\n", " 20 0.683077 0.564624 0.618228 4325\n", "\n", "avg / total 0.723003 0.763300 0.740069 20169\n", "\n", "Classification report for turbine 15, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.000957 0.001894 1045\n", " 11 0.000000 0.000000 0.000000 411\n", " 12 0.000000 0.000000 0.000000 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 0.818532 0.955085 0.881552 13559\n", " 20 0.619304 0.656428 0.637326 4037\n", "\n", "avg / total 0.678943 0.773514 0.720305 20169\n", "\n", "Classification report for turbine 15, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 133\n", " 11 0.000000 0.000000 0.000000 216\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 213\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.817743 0.951385 0.879516 13535\n", " 20 0.769153 0.634248 0.695216 4812\n", "\n", "avg / total 0.732278 0.789776 0.756093 20169\n", "\n", "Classification report for turbine 15, turbine category 7\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 0.901967 0.955767 0.928088 14921\n", " 20 0.852228 0.703316 0.770644 5248\n", "\n", "avg / total 0.889025 0.890079 0.887121 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.397094 0.298997 0.341134 1097\n", " 11 0.081081 0.019196 0.031042 1094\n", " 12 0.037383 0.008879 0.014350 901\n", " 13 0.055814 0.017366 0.026490 691\n", " 14 0.013825 0.005093 0.007444 589\n", " 15 0.012346 0.001972 0.003401 507\n", " 16 0.006803 0.002137 0.003252 468\n", " 17 0.018692 0.004556 0.007326 439\n", " 18 0.021053 0.004630 0.007590 432\n", " 19 0.647896 0.890419 0.750040 10531\n", " 20 0.559547 0.578363 0.568799 3420\n", "\n", "avg / total 0.464480 0.581734 0.510561 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.004535 0.105263 0.008696 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 0.901140 0.942984 0.921587 14838\n", " 20 0.810362 0.641322 0.716000 5024\n", "\n", "avg / total 0.864815 0.853587 0.856357 20169\n", "\n", "Classification report for turbine 15, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.902200 0.956437 0.928527 14921\n", " 20 0.852254 0.702363 0.770083 5248\n", "\n", "avg / total 0.889204 0.890327 0.887300 20169\n", "\n", "Classification report for turbine 15, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.909633 0.951210 0.929957 14921\n", " 20 0.852364 0.704078 0.771157 5248\n", "\n", "avg / total 0.894731 0.886906 0.888637 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.901920 0.957107 0.928695 14921\n", " 20 0.852364 0.704078 0.771157 5248\n", "\n", "avg / total 0.889026 0.891269 0.887703 20169\n", "\n", "Classification report for turbine 15, turbine category 13\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 0.884236 0.956418 0.918912 14639\n", " 20 0.849827 0.705342 0.770873 5223\n", "\n", "avg / total 0.861866 0.876841 0.866588 20169\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 15, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.222222 0.160804 0.186589 199\n", " 11 0.000000 0.000000 0.000000 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 0.000000 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 0.918094 0.953481 0.935453 15800\n", " 20 0.736279 0.793930 0.764019 3295\n", "\n", "avg / total 0.841695 0.878229 0.859474 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.120000 0.082192 0.097561 146\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 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 0.913057 0.950443 0.931375 15679\n", " 20 0.770293 0.804035 0.786802 3470\n", "\n", "avg / total 0.843188 0.877783 0.860106 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.961059 0.956296 0.958672 16543\n", " 20 0.805016 0.823221 0.814017 3626\n", "\n", "avg / total 0.933006 0.932371 0.932666 20169\n", "\n", "Classification report for turbine 15, turbine category 3\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 0.944438 0.953666 0.949029 16273\n", " 20 0.796190 0.813682 0.804841 3596\n", "\n", "avg / total 0.903958 0.914522 0.909205 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.140870 0.110959 0.124138 730\n", " 11 0.014599 0.004630 0.007030 432\n", " 12 0.025000 0.004630 0.007812 432\n", " 13 0.000000 0.000000 0.000000 432\n", " 14 0.046729 0.012019 0.019120 416\n", " 15 0.006536 0.002558 0.003676 391\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.000000 0.000000 0.000000 360\n", " 18 0.000000 0.000000 0.000000 360\n", " 19 0.805105 0.935551 0.865440 13856\n", " 20 0.512874 0.614167 0.558969 2400\n", "\n", "avg / total 0.621170 0.720313 0.666344 20169\n", "\n", "Classification report for turbine 15, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 396\n", " 11 0.000000 0.000000 0.000000 165\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 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 0.914523 0.949746 0.931802 15760\n", " 20 0.712172 0.785165 0.746889 3249\n", "\n", "avg / total 0.829329 0.868610 0.848423 20169\n", "\n", "Classification report for turbine 15, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.057034 0.054945 0.055970 273\n", " 11 0.317073 0.030093 0.054968 432\n", " 12 0.000000 0.000000 0.000000 432\n", " 13 0.000000 0.000000 0.000000 432\n", " 14 0.046512 0.004808 0.008715 416\n", " 15 0.000000 0.000000 0.000000 396\n", " 16 0.000000 0.000000 0.000000 396\n", " 17 0.000000 0.000000 0.000000 396\n", " 18 0.000000 0.000000 0.000000 394\n", " 19 0.807942 0.950547 0.873462 13892\n", " 20 0.575576 0.709594 0.635597 2710\n", "\n", "avg / total 0.642354 0.751549 0.689140 20169\n", "\n", "Classification report for turbine 15, turbine category 7\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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.961683 0.955812 0.958739 16543\n", " 20 0.805062 0.824600 0.814714 3626\n", "\n", "avg / total 0.933526 0.932223 0.932846 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.640990 0.380719 0.477704 1224\n", " 11 0.138947 0.060274 0.084076 1095\n", " 12 0.077419 0.028537 0.041703 841\n", " 13 0.095694 0.028209 0.043573 709\n", " 14 0.017751 0.004573 0.007273 656\n", " 15 0.047393 0.016340 0.024301 612\n", " 16 0.041176 0.012681 0.019391 552\n", " 17 0.013333 0.003839 0.005961 521\n", " 18 0.013889 0.004032 0.006250 496\n", " 19 0.650556 0.854572 0.738737 11167\n", " 20 0.536968 0.686411 0.602562 2296\n", "\n", "avg / total 0.478185 0.581040 0.516250 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.265766 0.590000 0.366460 100\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 0.926488 0.947464 0.936858 15989\n", " 20 0.781708 0.775685 0.778685 3504\n", "\n", "avg / total 0.871600 0.888790 0.879795 20169\n", "\n", "Classification report for turbine 15, turbine category 10\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 0.942824 0.955539 0.949139 16239\n", " 20 0.739072 0.820060 0.777462 3340\n", "\n", "avg / total 0.881502 0.905151 0.892944 20169\n", "\n", "Classification report for turbine 15, turbine category 11\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 0.945108 0.953531 0.949301 16269\n", " 20 0.798585 0.813644 0.806044 3606\n", "\n", "avg / total 0.905134 0.914621 0.909850 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.961059 0.956296 0.958672 16543\n", " 20 0.805016 0.823221 0.814017 3626\n", "\n", "avg / total 0.933006 0.932371 0.932666 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 19 0.961062 0.956356 0.958703 16543\n", " 20 0.805076 0.822394 0.813643 3626\n", "\n", "avg / total 0.933018 0.932272 0.932624 20169\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.886022 0.984404 0.932626 18210\n", " 20 0.817643 0.349269 0.489458 3556\n", "\n", "avg / total 0.874851 0.880640 0.860224 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 6\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 0.871232 0.985160 0.924700 17925\n", " 20 0.859339 0.315018 0.461031 3549\n", "\n", "avg / total 0.857605 0.862676 0.836693 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.001776 0.003490 563\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 0.819633 0.969933 0.888472 16829\n", " 20 0.698331 0.337678 0.455230 3222\n", "\n", "avg / total 0.739683 0.799963 0.754425 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.772532 0.448505 0.567525 2408\n", " 11 0.095238 0.003091 0.005988 647\n", " 12 0.057143 0.003306 0.006250 605\n", " 13 0.000000 0.000000 0.000000 576\n", " 14 0.000000 0.000000 0.000000 546\n", " 15 0.000000 0.000000 0.000000 511\n", " 16 0.000000 0.000000 0.000000 504\n", " 17 0.000000 0.000000 0.000000 504\n", " 18 0.000000 0.000000 0.000000 422\n", " 19 0.683010 0.980285 0.805082 13898\n", " 20 0.111111 0.014847 0.026194 1145\n", "\n", "avg / total 0.531845 0.676514 0.578576 21766\n", "\n", "Classification report for turbine 16, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 45\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.333333 0.003968 0.007843 252\n", " 13 0.014184 0.007937 0.010178 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 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 236\n", " 19 0.799710 0.977510 0.879716 16363\n", " 20 0.812657 0.386242 0.523617 3358\n", "\n", "avg / total 0.730595 0.794588 0.742334 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "Classification report for turbine 16, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.886257 0.984130 0.932633 18210\n", " 20 0.812945 0.353206 0.492452 3556\n", "\n", "avg / total 0.874280 0.881053 0.860719 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 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 0.839247 0.975093 0.902084 17465\n", " 20 0.573270 0.364224 0.445440 2320\n", "\n", "avg / total 0.734514 0.821235 0.771310 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.910901 0.972075 0.940494 19015\n", " 20 0.639756 0.342784 0.446391 2751\n", "\n", "avg / total 0.876631 0.892539 0.878044 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.910901 0.972075 0.940494 19015\n", " 20 0.639756 0.342784 0.446391 2751\n", "\n", "avg / total 0.876631 0.892539 0.878044 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.910901 0.972075 0.940494 19015\n", " 20 0.639756 0.342784 0.446391 2751\n", "\n", "avg / total 0.876631 0.892539 0.878044 21766\n", "\n", "Classification report for turbine 16, turbine category 4\n", " precision recall f1-score support\n", "\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 19 0.910757 0.971969 0.940368 19015\n", " 20 0.638530 0.340967 0.444550 2751\n", "\n", "avg / total 0.876351 0.892217 0.877702 21766\n", "\n", "Classification report for turbine 16, turbine category 5\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 0.899566 0.973131 0.934904 18758\n", " 20 0.597015 0.334220 0.428537 2633\n", "\n", "avg / total 0.847469 0.879077 0.857542 21766\n", "\n", "Classification report for turbine 16, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.909804 0.969708 0.938801 19015\n", " 20 0.620253 0.284987 0.390535 2751\n", "\n", "avg / total 0.873208 0.883166 0.869506 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.910901 0.972075 0.940494 19015\n", " 20 0.639756 0.342784 0.446391 2751\n", "\n", "avg / total 0.876631 0.892539 0.878044 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.048276 0.015556 0.023529 450\n", " 11 0.000000 0.000000 0.000000 223\n", " 12 0.034483 0.004630 0.008163 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 0.058824 0.009259 0.016000 216\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.827728 0.957833 0.888040 17241\n", " 20 0.563650 0.327350 0.414166 2340\n", "\n", "avg / total 0.718169 0.794358 0.748675 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.507958 0.534916 0.521088 1432\n", " 11 0.027915 0.026034 0.026941 653\n", " 12 0.017857 0.004902 0.007692 612\n", " 13 0.010695 0.003268 0.005006 612\n", " 14 0.004630 0.001634 0.002415 612\n", " 15 0.019391 0.012111 0.014909 578\n", " 16 0.025000 0.012153 0.016355 576\n", " 17 0.024691 0.007421 0.011412 539\n", " 18 0.021053 0.004274 0.007105 468\n", " 19 0.717440 0.887661 0.793525 14385\n", " 20 0.424084 0.124711 0.192742 1299\n", "\n", "avg / total 0.536891 0.631260 0.572718 21766\n", "\n", "Classification report for turbine 16, turbine category 10\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 0.899418 0.971728 0.934176 18782\n", " 20 0.637720 0.349183 0.451272 2692\n", "\n", "avg / total 0.854986 0.881696 0.861919 21766\n", "\n", "Classification report for turbine 16, turbine category 11\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 0.000000 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 0.875107 0.953103 0.912441 18210\n", " 20 0.621871 0.353293 0.450597 2672\n", "\n", "avg / total 0.808478 0.840761 0.818687 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.910901 0.972075 0.940494 19015\n", " 20 0.639756 0.342784 0.446391 2751\n", "\n", "avg / total 0.876631 0.892539 0.878044 21766\n", "\n", "Classification report for turbine 16, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.910901 0.972075 0.940494 19015\n", " 20 0.639756 0.342784 0.446391 2751\n", "\n", "avg / total 0.876631 0.892539 0.878044 21766\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.564786 0.845346 0.677156 8477\n", " 20 0.882540 0.520731 0.654993 13289\n", "\n", "avg / total 0.758787 0.647156 0.663624 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.556493 0.886634 0.683801 8477\n", " 20 0.883656 0.549251 0.677433 13289\n", "\n", "avg / total 0.756239 0.680649 0.679913 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.556493 0.886634 0.683801 8477\n", " 20 0.883656 0.549251 0.677433 13289\n", "\n", "avg / total 0.756239 0.680649 0.679913 21766\n", "\n", "Classification report for turbine 16, turbine category 3\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 0.556419 0.886621 0.683741 8476\n", " 20 0.879661 0.559784 0.684181 12980\n", "\n", "avg / total 0.741257 0.679087 0.674265 21766\n", "\n", "Classification report for turbine 16, turbine category 4\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 0.496705 0.875849 0.633911 7660\n", " 20 0.873783 0.531395 0.660875 13171\n", "\n", "avg / total 0.703545 0.629790 0.622997 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.562321 0.881326 0.686578 8477\n", " 20 0.883577 0.549402 0.677524 13289\n", "\n", "avg / total 0.758461 0.678673 0.681050 21766\n", "\n", "Classification report for turbine 16, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.157895 0.042806 0.067353 841\n", " 11 0.000000 0.000000 0.000000 131\n", " 12 0.067568 0.046296 0.054945 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 0.484322 0.870370 0.622340 7560\n", " 20 0.825428 0.497916 0.621145 12478\n", "\n", "avg / total 0.647857 0.589635 0.575122 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.556493 0.886634 0.683801 8477\n", " 20 0.883656 0.549251 0.677433 13289\n", "\n", "avg / total 0.756239 0.680649 0.679913 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.024331 0.191083 0.043165 157\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.031250 0.027778 0.029412 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 0.543558 0.837019 0.659099 8185\n", " 20 0.852926 0.503736 0.633392 12848\n", "\n", "avg / total 0.708145 0.613572 0.622137 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.002412 0.054839 0.004620 310\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.004717 0.013889 0.007042 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 75\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.002217 0.009259 0.003578 108\n", " 18 0.006601 0.018519 0.009732 108\n", " 19 0.602347 0.707878 0.650863 8048\n", " 20 0.932172 0.159893 0.272965 12721\n", "\n", "avg / total 0.767614 0.356152 0.400345 21766\n", "\n", "Classification report for turbine 16, turbine category 10\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 0.532879 0.882512 0.664512 8154\n", " 20 0.864390 0.550976 0.672983 12957\n", "\n", "avg / total 0.714187 0.658596 0.649557 21766\n", "\n", "Classification report for turbine 16, turbine category 11\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 0.560271 0.833513 0.670109 8331\n", " 20 0.876735 0.528763 0.659673 13142\n", "\n", "avg / total 0.743805 0.638289 0.654787 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.556493 0.886634 0.683801 8477\n", " 20 0.883656 0.549251 0.677433 13289\n", "\n", "avg / total 0.756239 0.680649 0.679913 21766\n", "\n", "Classification report for turbine 16, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.556493 0.886634 0.683801 8477\n", " 20 0.883656 0.549251 0.677433 13289\n", "\n", "avg / total 0.756239 0.680649 0.679913 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.952250 0.971562 0.961809 18145\n", " 20 0.895606 0.748688 0.815584 3621\n", "\n", "avg / total 0.942827 0.934485 0.937483 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.952093 0.981372 0.966511 18145\n", " 20 0.889651 0.752555 0.815380 3621\n", "\n", "avg / total 0.941705 0.943306 0.941369 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.952093 0.981372 0.966511 18145\n", " 20 0.889651 0.752555 0.815380 3621\n", "\n", "avg / total 0.941705 0.943306 0.941369 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.951890 0.981372 0.966406 18145\n", " 20 0.889506 0.751450 0.814671 3621\n", "\n", "avg / total 0.941512 0.943122 0.941163 21766\n", "\n", "Classification report for turbine 16, turbine category 4\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 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 159\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 39\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.896712 0.970490 0.932143 17113\n", " 20 0.788290 0.740752 0.763782 3217\n", "\n", "avg / total 0.821527 0.872508 0.845762 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.956061 0.979719 0.967745 18145\n", " 20 0.890252 0.761668 0.820955 3621\n", "\n", "avg / total 0.945113 0.943444 0.943325 21766\n", "\n", "Classification report for turbine 16, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.132492 0.213198 0.163424 197\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 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 0.924736 0.973992 0.948725 17610\n", " 20 0.854531 0.628792 0.724485 3494\n", "\n", "avg / total 0.886540 0.890885 0.885353 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.952093 0.981372 0.966511 18145\n", " 20 0.889651 0.752555 0.815380 3621\n", "\n", "avg / total 0.941705 0.943306 0.941369 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.959241 0.961091 0.960165 18145\n", " 20 0.882675 0.666943 0.759792 3621\n", "\n", "avg / total 0.946503 0.912157 0.926831 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.111037 0.433766 0.176813 385\n", " 11 0.000000 0.000000 0.000000 536\n", " 12 0.006944 0.001984 0.003086 504\n", " 13 0.030612 0.005952 0.009967 504\n", " 14 0.048780 0.008130 0.013937 492\n", " 15 0.010638 0.002151 0.003578 465\n", " 16 0.014388 0.004751 0.007143 421\n", " 17 0.013514 0.002326 0.003968 430\n", " 18 0.011765 0.002525 0.004158 396\n", " 19 0.758260 0.927864 0.834532 14445\n", " 20 0.796222 0.436324 0.563728 3188\n", "\n", "avg / total 0.624762 0.687954 0.640518 21766\n", "\n", "Classification report for turbine 16, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.952674 0.979609 0.965954 18145\n", " 20 0.886780 0.735432 0.804046 3621\n", "\n", "avg / total 0.941712 0.938987 0.939019 21766\n", "\n", "Classification report for turbine 16, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.055556 0.071429 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 0.030303 0.009259 0.014184 108\n", " 16 0.041667 0.009259 0.015152 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.911199 0.968873 0.939151 17316\n", " 20 0.879249 0.761211 0.815983 3568\n", "\n", "avg / total 0.869478 0.895709 0.881109 21766\n", "\n", "Classification report for turbine 16, turbine category 12\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 0.927338 0.981495 0.953648 17671\n", " 20 0.542932 0.749099 0.629567 2220\n", "\n", "avg / total 0.808247 0.873243 0.838443 21766\n", "\n", "Classification report for turbine 16, turbine category 13\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 0.917179 0.981462 0.948232 17478\n", " 20 0.874959 0.755994 0.811138 3545\n", "\n", "avg / total 0.878994 0.911238 0.893535 21766\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 16, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989241 0.988585 0.988913 21113\n", " 20 0.724786 0.649311 0.684976 653\n", "\n", "avg / total 0.981307 0.978407 0.979795 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.989278 0.991995 0.990635 21113\n", " 20 0.715966 0.652374 0.682692 653\n", "\n", "avg / total 0.981078 0.981806 0.981396 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.989278 0.991995 0.990635 21113\n", " 20 0.715966 0.652374 0.682692 653\n", "\n", "avg / total 0.981078 0.981806 0.981396 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.989278 0.991995 0.990635 21113\n", " 20 0.715966 0.652374 0.682692 653\n", "\n", "avg / total 0.981078 0.981806 0.981396 21766\n", "\n", "Classification report for turbine 16, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989262 0.990527 0.989894 21113\n", " 20 0.677543 0.540582 0.601363 653\n", "\n", "avg / total 0.979910 0.977028 0.978238 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989356 0.990575 0.989965 21113\n", " 20 0.716443 0.653905 0.683747 653\n", "\n", "avg / total 0.981169 0.980474 0.980778 21766\n", "\n", "Classification report for turbine 16, turbine category 6\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 0.041667 0.333333 0.074074 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 0.984305 0.988383 0.986340 21003\n", " 20 0.720721 0.617284 0.665004 648\n", "\n", "avg / total 0.971263 0.972158 0.971572 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.989278 0.991995 0.990635 21113\n", " 20 0.715966 0.652374 0.682692 653\n", "\n", "avg / total 0.981078 0.981806 0.981396 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989589 0.985933 0.987757 21113\n", " 20 0.710616 0.635528 0.670978 653\n", "\n", "avg / total 0.981219 0.975420 0.978254 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.694444 0.506329 0.585652 395\n", " 11 0.036458 0.011024 0.016929 635\n", " 12 0.006024 0.001634 0.002571 612\n", " 13 0.015267 0.003676 0.005926 544\n", " 14 0.006849 0.001946 0.003030 514\n", " 15 0.020134 0.005952 0.009188 504\n", " 16 0.029412 0.006024 0.010000 498\n", " 17 0.012821 0.004274 0.006410 468\n", " 18 0.011364 0.002252 0.003759 444\n", " 19 0.790672 0.935982 0.857212 16917\n", " 20 0.142857 0.195745 0.165171 235\n", "\n", "avg / total 0.632095 0.739686 0.680097 21766\n", "\n", "Classification report for turbine 16, turbine category 10\n", " precision 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", " 19 0.989276 0.991853 0.990563 21113\n", " 20 0.716695 0.650842 0.682183 653\n", "\n", "avg / total 0.981099 0.981623 0.981311 21766\n", "\n", "Classification report for turbine 16, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 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 0.962827 0.982279 0.972456 20541\n", " 20 0.700658 0.668760 0.684337 637\n", "\n", "avg / total 0.929144 0.946568 0.937753 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.989264 0.990669 0.989966 21113\n", " 20 0.719931 0.641654 0.678543 653\n", "\n", "avg / total 0.981183 0.980198 0.980623 21766\n", "\n", "Classification report for turbine 16, turbine category 13\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 0.976125 0.991595 0.983799 20822\n", " 20 0.708754 0.654743 0.680679 643\n", "\n", "avg / total 0.954728 0.967932 0.961240 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 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 0.944920 0.955086 0.949976 18591\n", " 20 0.684540 0.708468 0.696299 2775\n", "\n", "avg / total 0.898611 0.910400 0.904456 21663\n", "\n", "Classification report for turbine 17, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.956149 0.955133 0.955641 18811\n", " 20 0.706128 0.711080 0.708595 2852\n", "\n", "avg / total 0.923233 0.923002 0.923116 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.956149 0.955133 0.955641 18811\n", " 20 0.706128 0.711080 0.708595 2852\n", "\n", "avg / total 0.923233 0.923002 0.923116 21663\n", "\n", "Classification report for turbine 17, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.968750 0.231343 0.373494 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 0.940506 0.948275 0.944374 18521\n", " 20 0.672535 0.702206 0.687050 2720\n", "\n", "avg / total 0.894530 0.900337 0.895978 21663\n", "\n", "Classification report for turbine 17, turbine category 4\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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.955846 0.955186 0.955516 18811\n", " 20 0.702849 0.683380 0.692978 2852\n", "\n", "avg / total 0.922538 0.919402 0.920952 21663\n", "\n", "Classification report for turbine 17, turbine category 5\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 0.955815 0.947584 0.951682 18811\n", " 20 0.706128 0.711080 0.708595 2852\n", "\n", "avg / total 0.922943 0.916447 0.919679 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.074919 0.250000 0.115288 92\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.004926 0.006944 0.005764 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 0.009346 0.006944 0.007968 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.909855 0.913107 0.911478 17907\n", " 20 0.633851 0.666401 0.649719 2512\n", "\n", "avg / total 0.826014 0.833218 0.829364 21663\n", "\n", "Classification report for turbine 17, turbine category 7\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 0.942579 0.955598 0.949044 18535\n", " 20 0.663301 0.703471 0.682796 2708\n", "\n", "avg / total 0.889393 0.905553 0.897361 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.004032 0.005051 0.004484 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 0.000000 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 0.932527 0.944250 0.938352 18296\n", " 20 0.632703 0.593907 0.612691 2593\n", "\n", "avg / total 0.863358 0.868624 0.865886 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.634185 0.605645 0.619586 1311\n", " 11 0.028736 0.020243 0.023753 494\n", " 12 0.057018 0.028446 0.037956 457\n", " 13 0.044910 0.034722 0.039164 432\n", " 14 0.002967 0.002732 0.002845 366\n", " 15 0.000000 0.000000 0.000000 304\n", " 16 0.007299 0.006944 0.007117 288\n", " 17 0.035088 0.020833 0.026144 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.831200 0.867165 0.848802 16178\n", " 20 0.414871 0.474940 0.442878 1257\n", "\n", "avg / total 0.686563 0.713982 0.699696 21663\n", "\n", "Classification report for turbine 17, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.956149 0.955133 0.955641 18811\n", " 20 0.706128 0.711080 0.708595 2852\n", "\n", "avg / total 0.923233 0.923002 0.923116 21663\n", "\n", "Classification report for turbine 17, turbine category 11\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 0.860731 0.959995 0.907657 16848\n", " 20 0.605153 0.706217 0.651791 2461\n", "\n", "avg / total 0.738166 0.826848 0.779960 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.956149 0.955133 0.955641 18811\n", " 20 0.706128 0.711080 0.708595 2852\n", "\n", "avg / total 0.923233 0.923002 0.923116 21663\n", "\n", "Classification report for turbine 17, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.956149 0.955133 0.955641 18811\n", " 20 0.706128 0.711080 0.708595 2852\n", "\n", "avg / total 0.923233 0.923002 0.923116 21663\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 173\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 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 0.851457 0.944192 0.895430 15159\n", " 20 0.779549 0.660245 0.714954 5554\n", "\n", "avg / total 0.795682 0.829987 0.809891 21663\n", "\n", "Classification report for turbine 17, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.890150 0.941616 0.915160 15912\n", " 20 0.807700 0.678491 0.737479 5751\n", "\n", "avg / total 0.868261 0.871763 0.867990 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.890150 0.941616 0.915160 15912\n", " 20 0.807700 0.678491 0.737479 5751\n", "\n", "avg / total 0.868261 0.871763 0.867990 21663\n", "\n", "Classification report for turbine 17, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.888605 0.940395 0.913767 15888\n", " 20 0.750906 0.653076 0.698583 5396\n", "\n", "avg / total 0.838759 0.852375 0.844180 21663\n", "\n", "Classification report for turbine 17, turbine category 4\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 0.879905 0.940877 0.909370 15730\n", " 20 0.781290 0.648467 0.708709 5641\n", "\n", "avg / total 0.842365 0.852052 0.844861 21663\n", "\n", "Classification report for turbine 17, turbine category 5\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.890019 0.940359 0.914497 15912\n", " 20 0.807700 0.678491 0.737479 5751\n", "\n", "avg / total 0.868165 0.870840 0.867503 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.606567 0.390920 0.475433 2599\n", " 11 0.000000 0.000000 0.000000 1049\n", " 12 0.000000 0.000000 0.000000 877\n", " 13 0.032258 0.001212 0.002336 825\n", " 14 0.011364 0.001332 0.002384 751\n", " 15 0.000000 0.000000 0.000000 618\n", " 16 0.032258 0.001984 0.003738 504\n", " 17 0.000000 0.000000 0.000000 501\n", " 18 0.000000 0.000000 0.000000 448\n", " 19 0.636504 0.932578 0.756608 10590\n", " 20 0.358529 0.490521 0.414265 2901\n", "\n", "avg / total 0.434314 0.568619 0.482644 21663\n", "\n", "Classification report for turbine 17, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.889629 0.939668 0.913964 15912\n", " 20 0.811538 0.650669 0.722254 5751\n", "\n", "avg / total 0.868898 0.862946 0.863070 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.097222 0.150538 0.118143 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 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.853495 0.927452 0.888938 15245\n", " 20 0.774629 0.616406 0.686519 5498\n", "\n", "avg / total 0.798067 0.810414 0.800827 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.369360 0.406000 0.386814 2500\n", " 11 0.142415 0.043396 0.066522 1060\n", " 12 0.056140 0.017003 0.026101 941\n", " 13 0.014493 0.010297 0.012040 874\n", " 14 0.024691 0.005076 0.008421 788\n", " 15 0.029412 0.003279 0.005900 610\n", " 16 0.049383 0.006944 0.012177 576\n", " 17 0.017857 0.001736 0.003165 576\n", " 18 0.000000 0.000000 0.000000 549\n", " 19 0.638240 0.903414 0.748021 10985\n", " 20 0.386740 0.285844 0.328724 2204\n", "\n", "avg / total 0.419121 0.537829 0.463150 21663\n", "\n", "Classification report for turbine 17, turbine category 10\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 0.882129 0.941953 0.911060 15763\n", " 20 0.794659 0.698127 0.743272 5499\n", "\n", "avg / total 0.843597 0.862623 0.851604 21663\n", "\n", "Classification report for turbine 17, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.007194 0.013889 0.009479 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 0.882418 0.924901 0.903160 15433\n", " 20 0.793981 0.663949 0.723166 5642\n", "\n", "avg / total 0.835458 0.831879 0.831799 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.890150 0.941616 0.915160 15912\n", " 20 0.807700 0.678491 0.737479 5751\n", "\n", "avg / total 0.868261 0.871763 0.867990 21663\n", "\n", "Classification report for turbine 17, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.890150 0.941616 0.915160 15912\n", " 20 0.807700 0.678491 0.737479 5751\n", "\n", "avg / total 0.868261 0.871763 0.867990 21663\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.010976 0.040541 0.017274 222\n", " 11 0.000000 0.000000 0.000000 196\n", " 12 0.000000 0.000000 0.000000 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 0.763258 0.924307 0.836098 10635\n", " 20 0.901253 0.675758 0.772384 9900\n", "\n", "avg / total 0.786691 0.763006 0.763621 21663\n", "\n", "Classification report for turbine 17, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.751808 0.954355 0.841059 11217\n", " 20 0.931034 0.661689 0.773587 10446\n", "\n", "avg / total 0.838232 0.813230 0.808524 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.751808 0.954355 0.841059 11217\n", " 20 0.931034 0.661689 0.773587 10446\n", "\n", "avg / total 0.838232 0.813230 0.808524 21663\n", "\n", "Classification report for turbine 17, turbine category 3\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 0.733389 0.954176 0.829340 10955\n", " 20 0.923302 0.637738 0.754401 10382\n", "\n", "avg / total 0.813369 0.788164 0.780945 21663\n", "\n", "Classification report for turbine 17, turbine category 4\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", " 19 0.751703 0.954355 0.840993 11217\n", " 20 0.930922 0.657955 0.770991 10446\n", "\n", "avg / total 0.838123 0.811430 0.807238 21663\n", "\n", "Classification report for turbine 17, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.751808 0.954355 0.841059 11217\n", " 20 0.931034 0.661689 0.773587 10446\n", "\n", "avg / total 0.838232 0.813230 0.808524 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.024961 0.204604 0.044494 391\n", " 11 0.002028 0.006667 0.003110 150\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 0.006098 0.009259 0.007353 108\n", " 18 0.009009 0.009259 0.009132 108\n", " 19 0.770682 0.871698 0.818083 10826\n", " 20 0.787646 0.311426 0.446364 9540\n", "\n", "avg / total 0.732550 0.576605 0.606312 21663\n", "\n", "Classification report for turbine 17, turbine category 7\n", " precision 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.751528 0.953463 0.840538 11217\n", " 20 0.931784 0.660348 0.772928 10446\n", "\n", "avg / total 0.838449 0.812122 0.807936 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.016355 0.053435 0.025045 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 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.090909 0.006944 0.012903 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.690774 0.947740 0.799107 10199\n", " 20 0.904856 0.631470 0.743839 10181\n", "\n", "avg / total 0.751178 0.743341 0.726042 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.139900 0.276836 0.185870 1416\n", " 11 0.008568 0.011327 0.009756 618\n", " 12 0.011442 0.010707 0.011062 467\n", " 13 0.026936 0.023055 0.024845 347\n", " 14 0.013477 0.015432 0.014388 324\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.028037 0.009259 0.013921 324\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.005405 0.003086 0.003929 324\n", " 19 0.608664 0.869175 0.715958 8584\n", " 20 0.779689 0.378934 0.510003 8611\n", "\n", "avg / total 0.561878 0.514472 0.499971 21663\n", "\n", "Classification report for turbine 17, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.752073 0.954355 0.841224 11217\n", " 20 0.930890 0.639575 0.758214 10446\n", "\n", "avg / total 0.838299 0.802567 0.801196 21663\n", "\n", "Classification report for turbine 17, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.008772 0.090909 0.016000 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 0.000000 0.000000 0.000000 72\n", " 19 0.737724 0.935017 0.824736 10926\n", " 20 0.905447 0.663251 0.765653 10150\n", "\n", "avg / total 0.796324 0.782394 0.774713 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.751808 0.954355 0.841059 11217\n", " 20 0.931034 0.661689 0.773587 10446\n", "\n", "avg / total 0.838232 0.813230 0.808524 21663\n", "\n", "Classification report for turbine 17, turbine category 13\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 0.738746 0.954104 0.832726 11025\n", " 20 0.925647 0.665311 0.774179 10329\n", "\n", "avg / total 0.817323 0.802797 0.792933 21663\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.309091 0.049708 0.085642 342\n", " 11 0.000000 0.000000 0.000000 261\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.037037 0.004630 0.008230 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 222\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.885270 0.962471 0.922258 17453\n", " 20 0.583679 0.698562 0.635974 2017\n", "\n", "avg / total 0.772820 0.841296 0.803674 21663\n", "\n", "Classification report for turbine 17, turbine category 1\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 0.950939 0.965124 0.957979 18838\n", " 20 0.728381 0.731544 0.729959 2533\n", "\n", "avg / total 0.912098 0.924803 0.918404 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.964067 0.965532 0.964799 19090\n", " 20 0.741352 0.732997 0.737151 2573\n", "\n", "avg / total 0.937614 0.937913 0.937760 21663\n", "\n", "Classification report for turbine 17, turbine category 3\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 0.953156 0.964668 0.958877 18878\n", " 20 0.710462 0.703050 0.706737 2492\n", "\n", "avg / total 0.912346 0.921525 0.916903 21663\n", "\n", "Classification report for turbine 17, turbine category 4\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 0.964005 0.965217 0.964611 19090\n", " 20 0.736016 0.710843 0.723211 2573\n", "\n", "avg / total 0.936926 0.935004 0.935939 21663\n", "\n", "Classification report for turbine 17, turbine category 5\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", " 19 0.964050 0.965060 0.964555 19090\n", " 20 0.741352 0.732997 0.737151 2573\n", "\n", "avg / total 0.937600 0.937497 0.937545 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.142566 0.233333 0.176991 300\n", " 11 0.003876 0.003704 0.003788 270\n", " 12 0.000000 0.000000 0.000000 129\n", " 13 0.009434 0.009259 0.009346 108\n", " 14 0.000000 0.000000 0.000000 105\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 0.923697 0.933209 0.928429 18161\n", " 20 0.549708 0.479147 0.512008 2158\n", "\n", "avg / total 0.831204 0.833403 0.831890 21663\n", "\n", "Classification report for turbine 17, turbine category 7\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 35\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.950680 0.964911 0.957743 18838\n", " 20 0.727382 0.719319 0.723328 2526\n", "\n", "avg / total 0.911521 0.922956 0.917190 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.588235 0.047297 0.087555 1480\n", " 11 0.054545 0.003181 0.006012 943\n", " 12 0.043478 0.004854 0.008734 618\n", " 13 0.025641 0.001980 0.003676 505\n", " 14 0.000000 0.000000 0.000000 432\n", " 15 0.000000 0.000000 0.000000 432\n", " 16 0.000000 0.000000 0.000000 413\n", " 17 0.000000 0.000000 0.000000 396\n", " 18 0.000000 0.000000 0.000000 396\n", " 19 0.766899 0.957978 0.851855 15135\n", " 20 0.231915 0.596933 0.334048 913\n", "\n", "avg / total 0.589974 0.698010 0.615811 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.059206 0.460674 0.104926 178\n", " 11 0.002299 0.008065 0.003578 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 0.008772 0.009259 0.009009 108\n", " 16 0.000000 0.000000 0.000000 99\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.005181 0.013889 0.007547 72\n", " 19 0.924908 0.878863 0.901297 18219\n", " 20 0.566633 0.225780 0.322899 2467\n", "\n", "avg / total 0.842954 0.768776 0.795733 21663\n", "\n", "Classification report for turbine 17, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.963445 0.965060 0.964252 19090\n", " 20 0.740480 0.695297 0.717178 2573\n", "\n", "avg / total 0.936963 0.933019 0.934906 21663\n", "\n", "Classification report for turbine 17, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.076923 0.117647 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 0.937457 0.958968 0.948090 18522\n", " 20 0.737972 0.727273 0.732583 2552\n", "\n", "avg / total 0.888618 0.905646 0.896995 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.964067 0.965532 0.964799 19090\n", " 20 0.741352 0.732997 0.737151 2573\n", "\n", "avg / total 0.937614 0.937913 0.937760 21663\n", "\n", "Classification report for turbine 17, turbine category 13\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 0.948868 0.963558 0.956157 18797\n", " 20 0.738218 0.729550 0.733858 2555\n", "\n", "avg / total 0.910401 0.922125 0.916211 21663\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 17, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.065217 0.108434 0.081448 83\n", " 11 0.052632 0.027778 0.036364 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 66\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.945995 0.973785 0.959688 18348\n", " 20 0.829555 0.749451 0.787471 2734\n", "\n", "avg / total 0.906352 0.919863 0.912648 21663\n", "\n", "Classification report for turbine 17, turbine category 1\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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.970734 0.978912 0.974805 18873\n", " 20 0.849258 0.799642 0.823703 2790\n", "\n", "avg / total 0.955089 0.955823 0.955345 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.970737 0.979018 0.974860 18873\n", " 20 0.849372 0.800358 0.824137 2790\n", "\n", "avg / total 0.955106 0.956008 0.955448 21663\n", "\n", "Classification report for turbine 17, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.136986 0.220588 0.169014 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 0.959575 0.978347 0.968870 18658\n", " 20 0.748379 0.676172 0.710445 2560\n", "\n", "avg / total 0.915766 0.923926 0.919490 21663\n", "\n", "Classification report for turbine 17, turbine category 4\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 0.927749 0.978009 0.952217 18053\n", " 20 0.790094 0.762230 0.775912 2637\n", "\n", "avg / total 0.869323 0.907815 0.887986 21663\n", "\n", "Classification report for turbine 17, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 1.000000 0.001156 0.002309 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 0.851661 0.977201 0.910122 16580\n", " 20 0.584475 0.817021 0.681455 1880\n", "\n", "avg / total 0.742480 0.818862 0.755803 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.011673 0.092308 0.020725 65\n", " 11 0.012500 0.003968 0.006024 252\n", " 12 0.024390 0.007937 0.011976 252\n", " 13 0.022727 0.007937 0.011765 252\n", " 14 0.021978 0.007937 0.011662 252\n", " 15 0.012346 0.003968 0.006006 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 0.876495 0.949909 0.911727 17049\n", " 20 0.745339 0.599684 0.664625 2533\n", "\n", "avg / total 0.778089 0.818354 0.795865 21663\n", "\n", "Classification report for turbine 17, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 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 0.970576 0.978753 0.974647 18873\n", " 20 0.847893 0.793190 0.819630 2790\n", "\n", "avg / total 0.954775 0.954854 0.954682 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.044118 0.065934 0.052863 273\n", " 11 0.080321 0.049383 0.061162 405\n", " 12 0.108262 0.095960 0.101740 396\n", " 13 0.045455 0.021798 0.029466 367\n", " 14 0.080000 0.011111 0.019512 360\n", " 15 0.019048 0.005556 0.008602 360\n", " 16 0.023810 0.002778 0.004975 360\n", " 17 0.026316 0.003067 0.005495 326\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.840535 0.935778 0.885603 16256\n", " 20 0.643228 0.609571 0.625947 2236\n", "\n", "avg / total 0.704377 0.769376 0.733970 21663\n", "\n", "Classification report for turbine 17, turbine category 9\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 0.014493 0.027778 0.019048 36\n", " 19 0.955600 0.935349 0.945366 18592\n", " 20 0.812923 0.475351 0.599909 2779\n", "\n", "avg / total 0.924440 0.863777 0.888338 21663\n", "\n", "Classification report for turbine 17, turbine category 10\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 0.959034 0.979246 0.969034 18647\n", " 20 0.824568 0.789416 0.806609 2721\n", "\n", "avg / total 0.929084 0.942067 0.935437 21663\n", "\n", "Classification report for turbine 17, turbine category 11\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 0.200000 0.013889 0.025974 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.941804 0.974269 0.957762 18305\n", " 20 0.846037 0.801733 0.823289 2769\n", "\n", "avg / total 0.904621 0.925772 0.914619 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.970737 0.979018 0.974860 18873\n", " 20 0.849372 0.800358 0.824137 2790\n", "\n", "avg / total 0.955106 0.956008 0.955448 21663\n", "\n", "Classification report for turbine 17, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.970057 0.978435 0.974228 18873\n", " 20 0.847859 0.794982 0.820570 2790\n", "\n", "avg / total 0.954319 0.954808 0.954438 21663\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.958163 0.992749 0.975149 19309\n", " 20 0.898108 0.595847 0.716401 2071\n", "\n", "avg / total 0.952345 0.954303 0.950085 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.170940 0.530973 0.258621 113\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 0.017391 0.018519 0.017937 108\n", " 16 0.043478 0.009259 0.015267 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.913862 0.958670 0.935730 18437\n", " 20 0.849853 0.440488 0.580235 1966\n", "\n", "avg / total 0.867426 0.870159 0.861815 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.958163 0.992749 0.975149 19309\n", " 20 0.898108 0.595847 0.716401 2071\n", "\n", "avg / total 0.952345 0.954303 0.950085 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.044248 0.021739 0.029155 230\n", " 11 0.000000 0.000000 0.000000 107\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 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 0.918365 0.980347 0.948344 18521\n", " 20 0.873317 0.546581 0.672356 2018\n", "\n", "avg / total 0.878465 0.901076 0.885304 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.702532 0.209040 0.322206 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 0.953419 0.988950 0.970860 19186\n", " 20 0.593443 0.539493 0.565183 1342\n", "\n", "avg / total 0.910278 0.926520 0.914709 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 198\n", " 11 0.000000 0.000000 0.000000 92\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 64\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.071429 0.055556 0.062500 36\n", " 16 0.285714 0.055556 0.093023 36\n", " 17 0.500000 0.083333 0.142857 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.939360 0.989094 0.963586 18888\n", " 20 0.822416 0.599152 0.693252 1886\n", "\n", "avg / total 0.903862 0.926988 0.912929 21380\n", "\n", "Classification report for turbine 18, turbine category 6\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 0.840715 0.988487 0.908632 16937\n", " 20 0.516739 0.582445 0.547628 1219\n", "\n", "avg / total 0.695468 0.816277 0.751032 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.958449 0.961676 0.960060 19309\n", " 20 0.904459 0.548527 0.682898 2071\n", "\n", "avg / total 0.953220 0.921656 0.933212 21380\n", "\n", "Classification report for turbine 18, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.035714 0.021978 0.027211 91\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.037736 0.014925 0.021390 134\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 0.906081 0.983781 0.943334 18250\n", " 20 0.893162 0.512506 0.651293 2039\n", "\n", "avg / total 0.859001 0.888821 0.867595 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.038143 0.088803 0.053364 259\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.002604 0.008264 0.003960 121\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 0.016129 0.009259 0.011765 108\n", " 17 0.015873 0.009259 0.011696 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.908406 0.946140 0.926889 18344\n", " 20 0.770627 0.255470 0.383730 1828\n", "\n", "avg / total 0.845938 0.834846 0.828866 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.958163 0.992749 0.975149 19309\n", " 20 0.898108 0.595847 0.716401 2071\n", "\n", "avg / total 0.952345 0.954303 0.950085 21380\n", "\n", "Classification report for turbine 18, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.300000 0.069767 0.113208 43\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.117647 0.007937 0.014870 252\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 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 0.861215 0.985112 0.919006 17329\n", " 20 0.890102 0.613956 0.726679 1992\n", "\n", "avg / total 0.782957 0.855893 0.812985 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.958163 0.992749 0.975149 19309\n", " 20 0.898108 0.595847 0.716401 2071\n", "\n", "avg / total 0.952345 0.954303 0.950085 21380\n", "\n", "Classification report for turbine 18, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.958163 0.992749 0.975149 19309\n", " 20 0.898108 0.595847 0.716401 2071\n", "\n", "avg / total 0.952345 0.954303 0.950085 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.977342 0.973730 0.975533 20023\n", " 20 0.632425 0.666912 0.649211 1357\n", "\n", "avg / total 0.955450 0.954256 0.954821 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.051852 0.071429 0.060086 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 0.947679 0.961663 0.954620 19381\n", " 20 0.668289 0.621887 0.644253 1325\n", "\n", "avg / total 0.900726 0.910617 0.905567 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.977342 0.973730 0.975533 20023\n", " 20 0.632425 0.666912 0.649211 1357\n", "\n", "avg / total 0.955450 0.954256 0.954821 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.259740 0.357143 0.300752 112\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 0.953053 0.951241 0.952146 19463\n", " 20 0.535545 0.551668 0.543487 1229\n", "\n", "avg / total 0.899745 0.899532 0.899590 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977198 0.965290 0.971207 20023\n", " 20 0.649559 0.596905 0.622120 1357\n", "\n", "avg / total 0.956403 0.941908 0.949051 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977329 0.973131 0.975225 20023\n", " 20 0.703675 0.663228 0.682853 1357\n", "\n", "avg / total 0.959960 0.953461 0.956668 21380\n", "\n", "Classification report for turbine 18, turbine category 6\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 0.963209 0.968285 0.965740 19738\n", " 20 0.660522 0.637037 0.648567 1350\n", "\n", "avg / total 0.930942 0.934144 0.932523 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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", " 19 0.977886 0.965090 0.971446 20023\n", " 20 0.695951 0.671334 0.683421 1357\n", "\n", "avg / total 0.959991 0.946445 0.953165 21380\n", "\n", "Classification report for turbine 18, turbine category 8\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 0.020833 0.006944 0.010417 144\n", " 13 0.066667 0.006944 0.012579 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 0.919697 0.944792 0.932075 18874\n", " 20 0.622363 0.661435 0.641304 1338\n", "\n", "avg / total 0.851435 0.875538 0.863114 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.002903 0.019802 0.005063 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 0.000000 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 0.933634 0.940210 0.936910 19167\n", " 20 0.373541 0.231140 0.285573 1246\n", "\n", "avg / total 0.858779 0.856455 0.856599 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.977342 0.973730 0.975533 20023\n", " 20 0.632425 0.666912 0.649211 1357\n", "\n", "avg / total 0.955450 0.954256 0.954821 21380\n", "\n", "Classification report for turbine 18, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.013889 0.076923 0.023529 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 0.951145 0.950265 0.950705 19443\n", " 20 0.631757 0.693620 0.661245 1348\n", "\n", "avg / total 0.904813 0.907951 0.906278 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.977342 0.973730 0.975533 20023\n", " 20 0.632425 0.666912 0.649211 1357\n", "\n", "avg / total 0.955450 0.954256 0.954821 21380\n", "\n", "Classification report for turbine 18, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.977342 0.973730 0.975533 20023\n", " 20 0.632425 0.666912 0.649211 1357\n", "\n", "avg / total 0.955450 0.954256 0.954821 21380\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 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 0.798858 0.994876 0.886156 16587\n", " 20 0.724758 0.170462 0.276007 3074\n", "\n", "avg / total 0.723974 0.796352 0.727180 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.061224 0.375000 0.105263 32\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.136364 0.055556 0.078947 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 0.830956 0.978173 0.898575 17272\n", " 20 0.819113 0.149440 0.252765 3212\n", "\n", "avg / total 0.795133 0.813517 0.764451 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.871763 0.992997 0.928439 18135\n", " 20 0.824343 0.183667 0.300403 3245\n", "\n", "avg / total 0.864565 0.870159 0.833117 21380\n", "\n", "Classification report for turbine 18, turbine category 3\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 0.858237 0.991656 0.920135 17857\n", " 20 0.823529 0.182100 0.298250 3229\n", "\n", "avg / total 0.841193 0.855753 0.813559 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.006515 0.117647 0.012346 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 0.857965 0.986655 0.917821 17834\n", " 20 0.818000 0.126822 0.219597 3225\n", "\n", "avg / total 0.839060 0.842236 0.798729 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\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 0.871664 0.992501 0.928166 18135\n", " 20 0.822960 0.183359 0.299899 3245\n", "\n", "avg / total 0.864272 0.869691 0.832810 21380\n", "\n", "Classification report for turbine 18, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.097561 0.097561 0.097561 41\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 0.844174 0.988735 0.910754 17577\n", " 20 0.775837 0.167294 0.275239 3186\n", "\n", "avg / total 0.809815 0.837979 0.789954 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.872498 0.990130 0.927599 18135\n", " 20 0.826014 0.150693 0.254887 3245\n", "\n", "avg / total 0.865442 0.862722 0.825497 21380\n", "\n", "Classification report for turbine 18, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\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 167\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 0.813700 0.984730 0.891082 16961\n", " 20 0.815705 0.167159 0.277460 3045\n", "\n", "avg / total 0.761692 0.805005 0.746422 21380\n", "\n", "Classification report for turbine 18, turbine category 9\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 0.012048 0.027778 0.016807 36\n", " 13 0.012048 0.027778 0.016807 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.860553 0.975559 0.914455 17921\n", " 20 0.801667 0.152698 0.256533 3150\n", "\n", "avg / total 0.839480 0.840318 0.804361 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.871763 0.992997 0.928439 18135\n", " 20 0.824343 0.183667 0.300403 3245\n", "\n", "avg / total 0.864565 0.870159 0.833117 21380\n", "\n", "Classification report for turbine 18, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.400000 0.111111 0.173913 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 0.000000 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 0.831544 0.975725 0.897883 17302\n", " 20 0.779070 0.188673 0.303778 3196\n", "\n", "avg / total 0.789732 0.817914 0.772179 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.871763 0.992997 0.928439 18135\n", " 20 0.824343 0.183667 0.300403 3245\n", "\n", "avg / total 0.864565 0.870159 0.833117 21380\n", "\n", "Classification report for turbine 18, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.871763 0.992997 0.928439 18135\n", " 20 0.824343 0.183667 0.300403 3245\n", "\n", "avg / total 0.864565 0.870159 0.833117 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977861 0.989818 0.983803 20527\n", " 20 0.726930 0.452521 0.557803 853\n", "\n", "avg / total 0.967850 0.968382 0.966807 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977858 0.981049 0.979451 20527\n", " 20 0.697581 0.405627 0.512973 853\n", "\n", "avg / total 0.966675 0.958092 0.960840 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.977836 0.992985 0.985352 20527\n", " 20 0.730841 0.458382 0.563401 853\n", "\n", "avg / total 0.967982 0.971656 0.968518 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.425532 0.256410 0.320000 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 0.964482 0.990497 0.977317 20205\n", " 20 0.678937 0.410383 0.511556 809\n", "\n", "avg / total 0.938719 0.952526 0.944130 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.018519 0.045455 0.026316 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 0.959352 0.991213 0.975023 20144\n", " 20 0.688172 0.388350 0.496509 824\n", "\n", "avg / total 0.930433 0.948924 0.937818 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 13 0.000000 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 0.977830 0.992693 0.985205 20527\n", " 20 0.730841 0.458382 0.563401 853\n", "\n", "avg / total 0.967976 0.971375 0.968376 21380\n", "\n", "Classification report for turbine 18, turbine category 6\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 0.964165 0.987698 0.975790 20240\n", " 20 0.718563 0.426036 0.534918 845\n", "\n", "avg / total 0.941155 0.951871 0.944901 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision 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", " 19 0.977846 0.991280 0.984517 20527\n", " 20 0.727955 0.454865 0.559885 853\n", "\n", "avg / total 0.967876 0.969878 0.967576 21380\n", "\n", "Classification report for turbine 18, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.015000 0.028708 200\n", " 11 0.000000 0.000000 0.000000 415\n", " 12 0.065217 0.007772 0.013889 386\n", " 13 0.000000 0.000000 0.000000 301\n", " 14 0.000000 0.000000 0.000000 261\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.029412 0.003968 0.006993 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.000000 0.000000 0.000000 226\n", " 19 0.867569 0.983172 0.921760 18184\n", " 20 0.431862 0.345622 0.383959 651\n", "\n", "avg / total 0.755672 0.847053 0.796263 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977699 0.986749 0.982203 20527\n", " 20 0.654930 0.327081 0.436278 853\n", "\n", "avg / total 0.964822 0.960430 0.960423 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.977836 0.992985 0.985352 20527\n", " 20 0.730841 0.458382 0.563401 853\n", "\n", "avg / total 0.967982 0.971656 0.968518 21380\n", "\n", "Classification report for turbine 18, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.055556 0.071429 18\n", " 11 0.068966 0.018519 0.029197 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 0.939288 0.984522 0.961374 19706\n", " 20 0.676311 0.472222 0.556134 792\n", "\n", "avg / total 0.891230 0.925070 0.906910 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.977836 0.992985 0.985352 20527\n", " 20 0.730841 0.458382 0.563401 853\n", "\n", "avg / total 0.967982 0.971656 0.968518 21380\n", "\n", "Classification report for turbine 18, turbine category 13\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 0.964356 0.992887 0.978414 20246\n", " 20 0.715888 0.460890 0.560761 831\n", "\n", "avg / total 0.941032 0.958138 0.948314 21380\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 18, turbine category 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 0.790187 0.993822 0.880382 15378\n", " 20 0.964215 0.339933 0.502656 5707\n", "\n", "avg / total 0.825737 0.805566 0.767408 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.874576 0.988127 0.927891 15666\n", " 20 0.963994 0.351418 0.515070 5714\n", "\n", "avg / total 0.898474 0.817961 0.817561 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.805277 0.995468 0.890329 15666\n", " 20 0.964747 0.340042 0.502847 5714\n", "\n", "avg / total 0.847897 0.820299 0.786771 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.655172 0.003217 0.006402 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 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.768463 0.991643 0.865904 14837\n", " 20 0.059435 0.344828 0.101394 348\n", "\n", "avg / total 0.715270 0.694668 0.604327 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.804853 0.993042 0.889098 15666\n", " 20 0.968553 0.323416 0.484912 5714\n", "\n", "avg / total 0.848603 0.814079 0.781076 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.805415 0.995021 0.890234 15666\n", " 20 0.962004 0.305740 0.464011 5714\n", "\n", "avg / total 0.847265 0.810804 0.776322 21380\n", "\n", "Classification report for turbine 18, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.806326 0.992595 0.889817 15666\n", " 20 0.965440 0.303115 0.461375 5714\n", "\n", "avg / total 0.848851 0.808326 0.775312 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.804995 0.993681 0.889441 15666\n", " 20 0.966533 0.338642 0.501555 5714\n", "\n", "avg / total 0.848168 0.818616 0.785775 21380\n", "\n", "Classification report for turbine 18, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 52\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 0.129032 0.055556 0.077670 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 0.775462 0.978730 0.865319 15092\n", " 20 0.941860 0.329152 0.487824 5660\n", "\n", "avg / total 0.797170 0.778204 0.740228 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.803582 0.991063 0.887530 15666\n", " 20 0.913097 0.130557 0.228449 5714\n", "\n", "avg / total 0.832851 0.761085 0.711384 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.805277 0.995468 0.890329 15666\n", " 20 0.964747 0.340042 0.502847 5714\n", "\n", "avg / total 0.847897 0.820299 0.786771 21380\n", "\n", "Classification report for turbine 18, turbine category 11\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 0.791634 0.986930 0.878560 15379\n", " 20 0.959745 0.342622 0.504972 5706\n", "\n", "avg / total 0.825577 0.801356 0.766733 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.805277 0.995468 0.890329 15666\n", " 20 0.964747 0.340042 0.502847 5714\n", "\n", "avg / total 0.847897 0.820299 0.786771 21380\n", "\n", "Classification report for turbine 18, turbine category 13\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 0.805277 0.995468 0.890329 15666\n", " 20 0.965209 0.339867 0.502718 5714\n", "\n", "avg / total 0.848020 0.820253 0.786736 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982300 0.964394 0.973265 21120\n", " 20 0.429698 0.468481 0.448252 698\n", "\n", "avg / total 0.964622 0.948529 0.956469 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982378 0.974006 0.978174 21120\n", " 20 0.436340 0.471347 0.453168 698\n", "\n", "avg / total 0.964909 0.957925 0.961378 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.982477 0.979593 0.981033 21120\n", " 20 0.432895 0.471347 0.451303 698\n", "\n", "avg / total 0.964895 0.963333 0.964086 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 11 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 0.982477 0.979593 0.981033 21120\n", " 20 0.434610 0.471347 0.452234 698\n", "\n", "avg / total 0.964950 0.963333 0.964115 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.982849 0.971402 0.977092 21120\n", " 20 0.355805 0.136103 0.196891 698\n", "\n", "avg / total 0.962789 0.944679 0.952132 21818\n", "\n", "Classification report for turbine 19, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.982477 0.979593 0.981033 21120\n", " 20 0.432895 0.471347 0.451303 698\n", "\n", "avg / total 0.964895 0.963333 0.964086 21818\n", "\n", "Classification report for turbine 19, turbine category 6\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 0.956169 0.979519 0.967703 20556\n", " 20 0.413158 0.467958 0.438854 671\n", "\n", "avg / total 0.913568 0.937254 0.925226 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.982477 0.979593 0.981033 21120\n", " 20 0.432895 0.471347 0.451303 698\n", "\n", "avg / total 0.964895 0.963333 0.964086 21818\n", "\n", "Classification report for turbine 19, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.025641 0.041667 78\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 128\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.002421 0.009259 0.003839 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.938526 0.943737 0.941124 20173\n", " 20 0.392761 0.452859 0.420675 647\n", "\n", "avg / total 0.879821 0.886149 0.882810 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.185714 0.106122 0.135065 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 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970289 0.953790 0.961969 20818\n", " 20 0.164425 0.235546 0.193662 467\n", "\n", "avg / total 0.931422 0.916308 0.923540 21818\n", "\n", "Classification report for turbine 19, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.982477 0.979593 0.981033 21120\n", " 20 0.432895 0.471347 0.451303 698\n", "\n", "avg / total 0.964895 0.963333 0.964086 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 52\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 0.050000 0.003472 0.006494 288\n", " 15 0.000000 0.000000 0.000000 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 0.883691 0.974136 0.926712 18945\n", " 20 0.408971 0.500000 0.449927 620\n", "\n", "avg / total 0.779608 0.860116 0.817553 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.982477 0.979593 0.981033 21120\n", " 20 0.432895 0.471347 0.451303 698\n", "\n", "avg / total 0.964895 0.963333 0.964086 21818\n", "\n", "Classification report for turbine 19, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.982477 0.979593 0.981033 21120\n", " 20 0.432895 0.471347 0.451303 698\n", "\n", "avg / total 0.964895 0.963333 0.964086 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.583333 0.087500 0.152174 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 0.909230 0.973505 0.940270 18305\n", " 20 0.703170 0.681882 0.692362 2147\n", "\n", "avg / total 0.836305 0.884499 0.858121 21818\n", "\n", "Classification report for turbine 19, turbine category 1\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 0.960803 0.978158 0.969403 19321\n", " 20 0.820732 0.691229 0.750435 2497\n", "\n", "avg / total 0.944773 0.945320 0.944343 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.960934 0.980281 0.970511 19321\n", " 20 0.819260 0.691630 0.750054 2497\n", "\n", "avg / total 0.944719 0.947245 0.945280 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.947539 0.981553 0.964246 19027\n", " 20 0.662868 0.691431 0.676848 2019\n", "\n", "avg / total 0.887669 0.919974 0.903532 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 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 0.960691 0.972724 0.966670 19321\n", " 20 0.870202 0.499399 0.634606 2497\n", "\n", "avg / total 0.950335 0.918553 0.928666 21818\n", "\n", "Classification report for turbine 19, turbine category 5\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 0.946829 0.979993 0.963125 19043\n", " 20 0.801233 0.696782 0.745366 2424\n", "\n", "avg / total 0.915421 0.932762 0.923438 21818\n", "\n", "Classification report for turbine 19, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 1363\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 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.933604 0.982518 0.957437 18705\n", " 20 0.336817 0.523247 0.409827 1355\n", "\n", "avg / total 0.821315 0.874828 0.846282 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.960934 0.980281 0.970511 19321\n", " 20 0.819260 0.691630 0.750054 2497\n", "\n", "avg / total 0.944719 0.947245 0.945280 21818\n", "\n", "Classification report for turbine 19, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 43\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 0.052632 0.006944 0.012270 144\n", " 15 0.076923 0.006944 0.012739 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.066667 0.013889 0.022989 144\n", " 19 0.919073 0.972384 0.944977 18395\n", " 20 0.739110 0.692998 0.715312 2228\n", "\n", "avg / total 0.851652 0.890778 0.870083 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000894 0.002747 0.001350 364\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 0.166667 0.006944 0.013333 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 0.908868 0.972689 0.939696 18271\n", " 20 0.526608 0.233875 0.323900 2031\n", "\n", "avg / total 0.811247 0.836419 0.817189 21818\n", "\n", "Classification report for turbine 19, turbine category 10\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 0.933130 0.979966 0.955975 18768\n", " 20 0.780835 0.703118 0.739942 2341\n", "\n", "avg / total 0.886466 0.918416 0.901730 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.062500 0.064516 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 0.027778 0.009259 0.013889 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 0.920614 0.961884 0.940796 18470\n", " 20 0.806602 0.702998 0.751245 2468\n", "\n", "avg / total 0.870771 0.893895 0.881525 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.960934 0.980281 0.970511 19321\n", " 20 0.819260 0.691630 0.750054 2497\n", "\n", "avg / total 0.944719 0.947245 0.945280 21818\n", "\n", "Classification report for turbine 19, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.960934 0.980281 0.970511 19321\n", " 20 0.819260 0.691630 0.750054 2497\n", "\n", "avg / total 0.944719 0.947245 0.945280 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 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 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 0.819170 0.983182 0.893713 15638\n", " 20 0.840278 0.435747 0.573889 5276\n", "\n", "avg / total 0.790333 0.810065 0.779344 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.174603 0.081481 0.111111 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 0.800330 0.982955 0.882291 15312\n", " 20 0.902489 0.482062 0.628443 5491\n", "\n", "avg / total 0.789888 0.811669 0.778046 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.846984 0.984007 0.910368 16195\n", " 20 0.913753 0.487996 0.636216 5623\n", "\n", "avg / total 0.864192 0.856174 0.839713 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.817229 0.983354 0.892628 15619\n", " 20 0.916003 0.450739 0.604179 5613\n", "\n", "avg / total 0.820690 0.819919 0.794445 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.000000 0.000000 0.000000 71\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.818520 0.982922 0.893219 15693\n", " 20 0.902663 0.337192 0.490979 5528\n", "\n", "avg / total 0.817442 0.792419 0.766863 21818\n", "\n", "Classification report for turbine 19, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 14 0.000000 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 0.846959 0.983822 0.910275 16195\n", " 20 0.914439 0.486573 0.635171 5623\n", "\n", "avg / total 0.864350 0.855670 0.839374 21818\n", "\n", "Classification report for turbine 19, turbine category 6\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 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 0.817514 0.982219 0.892330 15635\n", " 20 0.915053 0.483049 0.632308 5575\n", "\n", "avg / total 0.819656 0.827299 0.801022 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.846984 0.984007 0.910368 16195\n", " 20 0.913753 0.487996 0.636216 5623\n", "\n", "avg / total 0.864192 0.856174 0.839713 21818\n", "\n", "Classification report for turbine 19, turbine category 8\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 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.818414 0.958426 0.882904 15683\n", " 20 0.849527 0.364173 0.509804 5426\n", "\n", "avg / total 0.799557 0.779494 0.761425 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.384868 0.268041 0.316003 873\n", " 11 0.000000 0.000000 0.000000 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 0.083333 0.006944 0.012821 288\n", " 16 0.000000 0.000000 0.000000 288\n", " 17 0.000000 0.000000 0.000000 286\n", " 18 0.000000 0.000000 0.000000 247\n", " 19 0.713964 0.945629 0.813627 13739\n", " 20 0.873667 0.446635 0.591092 4769\n", "\n", "avg / total 0.657056 0.703914 0.654364 21818\n", "\n", "Classification report for turbine 19, turbine category 10\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 0.115756 0.250000 0.158242 144\n", " 19 0.791222 0.979249 0.875251 15132\n", " 20 0.879207 0.438456 0.585117 5362\n", "\n", "avg / total 0.765595 0.788569 0.751878 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\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 0.030303 0.009259 0.014184 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 0.018182 0.009259 0.012270 108\n", " 19 0.809954 0.964467 0.880483 15338\n", " 20 0.896114 0.417533 0.569647 5578\n", "\n", "avg / total 0.798737 0.784857 0.764745 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.846984 0.984007 0.910368 16195\n", " 20 0.913753 0.487996 0.636216 5623\n", "\n", "avg / total 0.864192 0.856174 0.839713 21818\n", "\n", "Classification report for turbine 19, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.846984 0.984007 0.910368 16195\n", " 20 0.913753 0.487996 0.636216 5623\n", "\n", "avg / total 0.864192 0.856174 0.839713 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 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 0.000000 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 0.946712 0.983686 0.964845 19921\n", " 20 0.757906 0.570139 0.650749 1219\n", "\n", "avg / total 0.906744 0.930012 0.917313 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975458 0.986349 0.980873 20511\n", " 20 0.780172 0.553940 0.647875 1307\n", "\n", "avg / total 0.963760 0.960446 0.960925 21818\n", "\n", "Classification report for turbine 19, turbine category 2\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 0.970368 0.990393 0.980278 20401\n", " 20 0.799197 0.609962 0.691873 1305\n", "\n", "avg / total 0.955148 0.962554 0.957996 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975316 0.986300 0.980777 20511\n", " 20 0.803077 0.599082 0.686240 1307\n", "\n", "avg / total 0.964998 0.963104 0.963133 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.098361 0.130435 0.112150 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 0.954881 0.987721 0.971023 20034\n", " 20 0.312500 0.309343 0.310914 792\n", "\n", "avg / total 0.888976 0.919287 0.903857 21818\n", "\n", "Classification report for turbine 19, turbine category 5\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", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975448 0.989810 0.982577 20511\n", " 20 0.800000 0.609028 0.691573 1307\n", "\n", "avg / total 0.964938 0.967000 0.965144 21818\n", "\n", "Classification report for turbine 19, turbine category 6\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 0.971093 0.985915 0.978448 20376\n", " 20 0.700102 0.603707 0.648341 1133\n", "\n", "avg / total 0.943267 0.952104 0.947448 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.975459 0.990249 0.982798 20511\n", " 20 0.799197 0.609028 0.691272 1307\n", "\n", "avg / total 0.964900 0.967412 0.965334 21818\n", "\n", "Classification report for turbine 19, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.233010 0.057971 0.092843 414\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.031746 0.007937 0.012698 252\n", " 13 0.023529 0.007937 0.011869 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 0.885413 0.976391 0.928679 18637\n", " 20 0.457763 0.436819 0.447046 918\n", "\n", "avg / total 0.780642 0.853699 0.814135 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975641 0.968553 0.972084 20511\n", " 20 0.830986 0.541699 0.655859 1307\n", "\n", "avg / total 0.966975 0.942983 0.953141 21818\n", "\n", "Classification report for turbine 19, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.975127 0.982448 0.978774 20511\n", " 20 0.802672 0.597552 0.685088 1307\n", "\n", "avg / total 0.964796 0.959391 0.961181 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.066667 0.083333 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 0.100000 0.005556 0.010526 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.910290 0.977830 0.942852 19125\n", " 20 0.757515 0.618152 0.680774 1223\n", "\n", "avg / total 0.841373 0.891924 0.864838 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.975459 0.990249 0.982798 20511\n", " 20 0.799197 0.609028 0.691272 1307\n", "\n", "avg / total 0.964900 0.967412 0.965334 21818\n", "\n", "Classification report for turbine 19, turbine category 13\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 0.963452 0.990227 0.976656 20259\n", " 20 0.777108 0.616242 0.687389 1256\n", "\n", "avg / total 0.939345 0.954945 0.946440 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 19, turbine category 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 0.031250 0.027778 0.029412 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.973250 0.990890 0.981991 20966\n", " 20 0.720222 0.466786 0.566449 557\n", "\n", "avg / total 0.953683 0.964158 0.958153 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.142857 0.133333 0.137931 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 0.961135 0.992361 0.976499 20684\n", " 20 0.705570 0.489871 0.578261 543\n", "\n", "avg / total 0.928838 0.953066 0.940231 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 17\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 32\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978668 0.994686 0.986612 21078\n", " 20 0.683673 0.489945 0.570820 547\n", "\n", "avg / total 0.962615 0.973233 0.967460 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986886 0.991390 0.989133 21255\n", " 20 0.728000 0.484902 0.582090 563\n", "\n", "avg / total 0.980206 0.978321 0.978630 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.177215 0.304348 0.224000 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 0.974130 0.987507 0.980773 20972\n", " 20 0.626168 0.392578 0.482593 512\n", "\n", "avg / total 0.951425 0.959070 0.954540 21818\n", "\n", "Classification report for turbine 19, turbine category 5\n", " precision recall f1-score support\n", "\n", " 12 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 0.986927 0.994495 0.990697 21255\n", " 20 0.721228 0.500888 0.591195 563\n", "\n", "avg / total 0.980071 0.981758 0.980388 21818\n", "\n", "Classification report for turbine 19, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.855856 0.195072 0.317726 487\n", " 11 0.000000 0.000000 0.000000 379\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 360\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.000000 0.000000 0.000000 360\n", " 18 0.000000 0.000000 0.000000 360\n", " 19 0.845091 0.992603 0.912926 18115\n", " 20 0.354571 0.403785 0.377581 317\n", "\n", "avg / total 0.725915 0.834357 0.770560 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.986932 0.994872 0.990886 21255\n", " 20 0.721939 0.502664 0.592670 563\n", "\n", "avg / total 0.980094 0.982171 0.980610 21818\n", "\n", "Classification report for turbine 19, turbine category 8\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 0.974413 0.976968 0.975689 20971\n", " 20 0.679887 0.432432 0.528634 555\n", "\n", "avg / total 0.953880 0.950041 0.951259 21818\n", "\n", "Classification report for turbine 19, turbine category 9\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 0.973749 0.979738 0.976734 20975\n", " 20 0.705882 0.436364 0.539326 550\n", "\n", "avg / total 0.953920 0.952883 0.952591 21818\n", "\n", "Classification report for turbine 19, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986941 0.992049 0.989489 21255\n", " 20 0.722798 0.495560 0.587987 563\n", "\n", "avg / total 0.980125 0.979237 0.979128 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.041667 0.071429 24\n", " 11 0.055556 0.006944 0.012346 144\n", " 12 0.029412 0.006944 0.011236 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 0.934411 0.982999 0.958089 20116\n", " 20 0.633971 0.503802 0.561441 526\n", "\n", "avg / total 0.877638 0.918599 0.897119 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.986932 0.994872 0.990886 21255\n", " 20 0.721939 0.502664 0.592670 563\n", "\n", "avg / total 0.980094 0.982171 0.980610 21818\n", "\n", "Classification report for turbine 19, turbine category 13\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 0.973381 0.994133 0.983648 20966\n", " 20 0.712435 0.492832 0.582627 558\n", "\n", "avg / total 0.953591 0.967916 0.960137 21818\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.960705 0.983275 0.971859 20687\n", " 20 0.543529 0.216495 0.309651 1067\n", "\n", "avg / total 0.940243 0.945665 0.939378 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.426752 0.527559 0.471831 127\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.045455 0.006944 0.012048 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 0.910210 0.982718 0.945075 19558\n", " 20 0.394118 0.146129 0.213206 917\n", "\n", "avg / total 0.837733 0.892801 0.861495 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.960675 0.990767 0.975489 20687\n", " 20 0.544153 0.213683 0.306864 1067\n", "\n", "avg / total 0.940245 0.952652 0.942694 21754\n", "\n", "Classification report for turbine 20, turbine category 3\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 0.947129 0.990685 0.968418 20397\n", " 20 0.517900 0.205882 0.294637 1054\n", "\n", "avg / total 0.913141 0.938862 0.922284 21754\n", "\n", "Classification report for turbine 20, turbine category 4\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 0.948037 0.990203 0.968662 20415\n", " 20 0.535714 0.216554 0.308430 1039\n", "\n", "avg / total 0.915270 0.939597 0.923770 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.960675 0.990767 0.975489 20687\n", " 20 0.544153 0.213683 0.306864 1067\n", "\n", "avg / total 0.940245 0.952652 0.942694 21754\n", "\n", "Classification report for turbine 20, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.163265 0.081633 0.108844 98\n", " 11 0.000000 0.000000 0.000000 89\n", " 12 0.044444 0.027778 0.034188 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 0.938575 0.981951 0.959773 20167\n", " 20 0.491686 0.213402 0.297628 970\n", "\n", "avg / total 0.892911 0.920291 0.903630 21754\n", "\n", "Classification report for turbine 20, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.960675 0.990767 0.975489 20687\n", " 20 0.544153 0.213683 0.306864 1067\n", "\n", "avg / total 0.940245 0.952652 0.942694 21754\n", "\n", "Classification report for turbine 20, turbine category 8\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 0.058824 0.055556 0.057143 36\n", " 19 0.945904 0.979382 0.962352 20371\n", " 20 0.509852 0.194915 0.282016 1062\n", "\n", "avg / total 0.910756 0.926726 0.915033 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.032787 0.010526 0.015936 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 0.920977 0.990068 0.954274 19835\n", " 20 0.551532 0.228902 0.323529 865\n", "\n", "avg / total 0.861951 0.911924 0.883097 21754\n", "\n", "Classification report for turbine 20, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.960675 0.990767 0.975489 20687\n", " 20 0.544153 0.213683 0.306864 1067\n", "\n", "avg / total 0.940245 0.952652 0.942694 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.038462 0.068966 52\n", " 11 0.058824 0.010417 0.017699 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 0.041667 0.003472 0.006410 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.032258 0.003472 0.006270 288\n", " 19 0.864585 0.984069 0.920466 18517\n", " 20 0.492958 0.238365 0.321347 881\n", "\n", "avg / total 0.758453 0.847614 0.797081 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.960675 0.990767 0.975489 20687\n", " 20 0.544153 0.213683 0.306864 1067\n", "\n", "avg / total 0.940245 0.952652 0.942694 21754\n", "\n", "Classification report for turbine 20, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.960675 0.990767 0.975489 20687\n", " 20 0.544153 0.213683 0.306864 1067\n", "\n", "avg / total 0.940245 0.952652 0.942694 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.004831 0.090909 0.009174 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 0.834828 0.969303 0.897054 16712\n", " 20 0.784152 0.340080 0.474412 4743\n", "\n", "avg / total 0.812307 0.818838 0.792581 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.044843 0.144928 0.068493 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 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.050000 0.083333 0.062500 36\n", " 19 0.842392 0.954886 0.895119 16669\n", " 20 0.804547 0.389171 0.524590 4728\n", "\n", "avg / total 0.820568 0.816861 0.800219 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.849361 0.974232 0.907522 16998\n", " 20 0.805937 0.382464 0.518751 4756\n", "\n", "avg / total 0.839868 0.844856 0.822526 21754\n", "\n", "Classification report for turbine 20, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\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 0.848769 0.973703 0.906954 16998\n", " 20 0.803315 0.376997 0.513165 4756\n", "\n", "avg / total 0.838832 0.843247 0.820861 21754\n", "\n", "Classification report for turbine 20, turbine category 4\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 0.833701 0.972111 0.897602 16709\n", " 20 0.803930 0.382247 0.518135 4709\n", "\n", "avg / total 0.814380 0.829411 0.801596 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.849361 0.974232 0.907522 16998\n", " 20 0.805937 0.382464 0.518751 4756\n", "\n", "avg / total 0.839868 0.844856 0.822526 21754\n", "\n", "Classification report for turbine 20, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.053571 0.004983 0.009119 602\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.854496 0.966421 0.907018 16796\n", " 20 0.677138 0.381514 0.488050 4068\n", "\n", "avg / total 0.787853 0.817643 0.791816 21754\n", "\n", "Classification report for turbine 20, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.849361 0.974232 0.907522 16998\n", " 20 0.805937 0.382464 0.518751 4756\n", "\n", "avg / total 0.839868 0.844856 0.822526 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.019048 0.018349 0.018692 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 0.849076 0.966307 0.903907 16977\n", " 20 0.745841 0.380391 0.503824 4243\n", "\n", "avg / total 0.808194 0.828399 0.803778 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.923913 0.277081 0.426312 3988\n", " 11 0.000000 0.000000 0.000000 532\n", " 12 0.000000 0.000000 0.000000 401\n", " 13 0.000000 0.000000 0.000000 344\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 239\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.725916 0.977056 0.832968 14383\n", " 20 0.236431 0.299185 0.264132 859\n", "\n", "avg / total 0.658661 0.708605 0.639312 21754\n", "\n", "Classification report for turbine 20, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.849361 0.974232 0.907522 16998\n", " 20 0.805937 0.382464 0.518751 4756\n", "\n", "avg / total 0.839868 0.844856 0.822526 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.142857 0.083333 0.105263 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 0.052830 0.388889 0.093023 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 0.828542 0.914412 0.869362 16451\n", " 20 0.807890 0.399576 0.534696 4715\n", "\n", "avg / total 0.801924 0.779443 0.773693 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.849361 0.974232 0.907522 16998\n", " 20 0.805937 0.382464 0.518751 4756\n", "\n", "avg / total 0.839868 0.844856 0.822526 21754\n", "\n", "Classification report for turbine 20, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.849361 0.974232 0.907522 16998\n", " 20 0.805937 0.382464 0.518751 4756\n", "\n", "avg / total 0.839868 0.844856 0.822526 21754\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 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 0.858250 0.958976 0.905821 15942\n", " 20 0.807158 0.626624 0.705525 5003\n", "\n", "avg / total 0.814582 0.846879 0.826071 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.168831 0.236364 0.196970 55\n", " 11 0.000000 0.000000 0.000000 271\n", " 12 0.014493 0.003968 0.006231 252\n", " 13 0.000000 0.000000 0.000000 250\n", " 14 0.000000 0.000000 0.000000 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 0.830040 0.937950 0.880702 15407\n", " 20 0.773028 0.636497 0.698150 4773\n", "\n", "avg / total 0.758069 0.804588 0.777496 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.892511 0.960572 0.925292 16562\n", " 20 0.833800 0.630971 0.718342 5192\n", "\n", "avg / total 0.878498 0.881907 0.875899 21754\n", "\n", "Classification report for turbine 20, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.892418 0.960150 0.925046 16562\n", " 20 0.833461 0.629430 0.717217 5192\n", "\n", "avg / total 0.878347 0.881217 0.875444 21754\n", "\n", "Classification report for turbine 20, turbine category 4\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 0.891588 0.958240 0.923713 16547\n", " 20 0.778768 0.622380 0.691847 4915\n", "\n", "avg / total 0.854130 0.869495 0.858928 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.892511 0.960572 0.925292 16562\n", " 20 0.833800 0.630971 0.718342 5192\n", "\n", "avg / total 0.878498 0.881907 0.875899 21754\n", "\n", "Classification report for turbine 20, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.003135 0.083333 0.006042 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 0.142857 0.019802 0.034783 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 0.863582 0.947139 0.903433 16061\n", " 20 0.800923 0.562855 0.661110 4932\n", "\n", "avg / total 0.819831 0.827020 0.817055 21754\n", "\n", "Classification report for turbine 20, turbine category 7\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 0.841403 0.959933 0.896768 15624\n", " 20 0.754136 0.640510 0.692694 4626\n", "\n", "avg / total 0.764673 0.825641 0.791372 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.220000 0.039391 0.066819 1117\n", " 11 0.000000 0.000000 0.000000 258\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 202\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.011299 0.022222 0.014981 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 173\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.815778 0.954255 0.879600 15193\n", " 20 0.634165 0.422398 0.507060 3911\n", "\n", "avg / total 0.695141 0.744599 0.709028 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.122300 0.659498 0.206336 558\n", " 11 0.000000 0.000000 0.000000 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 0.000000 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 0.866632 0.936974 0.900431 15930\n", " 20 0.670232 0.172358 0.274202 4363\n", "\n", "avg / total 0.772176 0.737611 0.719654 21754\n", "\n", "Classification report for turbine 20, turbine category 10\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 0.877195 0.960206 0.916825 16284\n", " 20 0.832782 0.632148 0.718726 5176\n", "\n", "avg / total 0.854773 0.869173 0.857300 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.076923 0.095238 13\n", " 11 0.041667 0.013889 0.020833 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 0.023810 0.013889 0.017544 72\n", " 19 0.860856 0.935107 0.896446 16011\n", " 20 0.828937 0.615832 0.706668 5154\n", "\n", "avg / total 0.830277 0.834283 0.827396 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.892511 0.960572 0.925292 16562\n", " 20 0.833800 0.630971 0.718342 5192\n", "\n", "avg / total 0.878498 0.881907 0.875899 21754\n", "\n", "Classification report for turbine 20, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.892511 0.960572 0.925292 16562\n", " 20 0.833800 0.630971 0.718342 5192\n", "\n", "avg / total 0.878498 0.881907 0.875899 21754\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 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 0.914174 0.988249 0.949769 19487\n", " 20 0.694079 0.214105 0.327259 1971\n", "\n", "avg / total 0.881794 0.904661 0.880444 21754\n", "\n", "Classification report for turbine 20, turbine category 1\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 0.922339 0.984170 0.952252 19646\n", " 20 0.681282 0.222835 0.335827 1813\n", "\n", "avg / total 0.889742 0.907373 0.887965 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.926872 0.990747 0.957746 19778\n", " 20 0.701468 0.217611 0.332175 1976\n", "\n", "avg / total 0.906398 0.920520 0.900923 21754\n", "\n", "Classification report for turbine 20, turbine category 3\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 0.914790 0.990472 0.951128 19521\n", " 20 0.663948 0.210336 0.319466 1935\n", "\n", "avg / total 0.879946 0.907511 0.881913 21754\n", "\n", "Classification report for turbine 20, turbine category 4\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", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.927060 0.990292 0.957634 19778\n", " 20 0.691792 0.209008 0.321026 1976\n", "\n", "avg / total 0.905690 0.919325 0.899808 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.926872 0.990747 0.957746 19778\n", " 20 0.701468 0.217611 0.332175 1976\n", "\n", "avg / total 0.906398 0.920520 0.900923 21754\n", "\n", "Classification report for turbine 20, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 22\n", " 11 0.000000 0.000000 0.000000 123\n", " 12 0.066667 0.009259 0.016260 108\n", " 13 0.050000 0.009259 0.015625 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 0.895701 0.987445 0.939338 19116\n", " 20 0.604317 0.176935 0.273727 1899\n", "\n", "avg / total 0.840416 0.883240 0.849482 21754\n", "\n", "Classification report for turbine 20, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 89\n", " 11 0.000000 0.000000 0.000000 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 0.912355 0.990195 0.949682 19480\n", " 20 0.484740 0.145788 0.224159 1852\n", "\n", "avg / total 0.858252 0.899099 0.869493 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.926488 0.981343 0.953127 19778\n", " 20 0.697856 0.181174 0.287666 1976\n", "\n", "avg / total 0.905721 0.908660 0.892681 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.928015 0.981646 0.954077 19778\n", " 20 0.648810 0.110324 0.188581 1976\n", "\n", "avg / total 0.902654 0.902501 0.884545 21754\n", "\n", "Classification report for turbine 20, turbine category 10\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", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.926797 0.988371 0.956594 19778\n", " 20 0.698697 0.217105 0.331274 1976\n", "\n", "avg / total 0.906078 0.918314 0.899794 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 1.000000 0.062500 0.117647 16\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.028571 0.009259 0.013986 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 0.892842 0.982272 0.935424 19009\n", " 20 0.681747 0.234316 0.348763 1865\n", "\n", "avg / total 0.839504 0.878505 0.847445 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.926872 0.990747 0.957746 19778\n", " 20 0.701468 0.217611 0.332175 1976\n", "\n", "avg / total 0.906398 0.920520 0.900923 21754\n", "\n", "Classification report for turbine 20, turbine category 13\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 0.914337 0.991180 0.951209 19502\n", " 20 0.681892 0.214689 0.326562 1947\n", "\n", "avg / total 0.880714 0.907787 0.881967 21754\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 20, turbine category 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 0.764227 0.988148 0.861881 15778\n", " 20 0.891220 0.201866 0.329172 5682\n", "\n", "avg / total 0.787069 0.769422 0.711093 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.519231 0.337500 0.409091 160\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.200000 0.009259 0.017699 108\n", " 14 0.250000 0.009259 0.017857 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 0.735372 0.987346 0.842931 15173\n", " 20 0.818718 0.174735 0.288002 5557\n", "\n", "avg / total 0.728100 0.735865 0.664683 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.765336 0.991452 0.863842 15793\n", " 20 0.895753 0.194598 0.319735 5961\n", "\n", "avg / total 0.801072 0.773099 0.714747 21754\n", "\n", "Classification report for turbine 20, turbine category 3\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 0.750465 0.990251 0.853843 15489\n", " 20 0.548762 0.132697 0.213715 5343\n", "\n", "avg / total 0.669118 0.737657 0.660432 21754\n", "\n", "Classification report for turbine 20, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.765290 0.991199 0.863717 15793\n", " 20 0.895349 0.193759 0.318577 5961\n", "\n", "avg / total 0.800928 0.772685 0.714338 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.765336 0.991452 0.863842 15793\n", " 20 0.895753 0.194598 0.319735 5961\n", "\n", "avg / total 0.801072 0.773099 0.714747 21754\n", "\n", "Classification report for turbine 20, turbine category 6\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 0.000000 0.000000 0.000000 108\n", " 16 0.058824 0.009259 0.016000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.735121 0.988008 0.843008 15177\n", " 20 0.867717 0.193299 0.316167 5701\n", "\n", "avg / total 0.740560 0.740002 0.671073 21754\n", "\n", "Classification report for turbine 20, turbine category 7\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 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.713915 0.990499 0.829766 14736\n", " 20 0.854902 0.191935 0.313489 5679\n", "\n", "avg / total 0.706778 0.721063 0.643915 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.764533 0.986830 0.861573 15793\n", " 20 0.899529 0.192250 0.316793 5961\n", "\n", "avg / total 0.801524 0.769100 0.712294 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.044834 0.261364 0.076539 88\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 0.746388 0.985531 0.849449 15412\n", " 20 0.760546 0.107961 0.189081 5678\n", "\n", "avg / total 0.727483 0.727452 0.651469 21754\n", "\n", "Classification report for turbine 20, turbine category 10\n", " precision recall f1-score support\n", "\n", " 13 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.765333 0.990819 0.863600 15793\n", " 20 0.894615 0.195101 0.320342 5961\n", "\n", "avg / total 0.800759 0.772777 0.714737 21754\n", "\n", "Classification report for turbine 20, turbine category 11\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 0.000000 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 0.729053 0.985928 0.838253 15065\n", " 20 0.882962 0.191009 0.314075 5806\n", "\n", "avg / total 0.740538 0.733750 0.664328 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.765336 0.991452 0.863842 15793\n", " 20 0.895753 0.194598 0.319735 5961\n", "\n", "avg / total 0.801072 0.773099 0.714747 21754\n", "\n", "Classification report for turbine 20, turbine category 13\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", " 19 0.765184 0.989996 0.863192 15793\n", " 20 0.897138 0.194598 0.319824 5961\n", "\n", "avg / total 0.801342 0.772042 0.714299 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 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 0.958044 0.986569 0.972097 15114\n", " 20 0.611855 0.430686 0.505529 743\n", "\n", "avg / total 0.928358 0.946789 0.936650 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.972372 0.986764 0.979515 15337\n", " 20 0.611855 0.426667 0.502749 750\n", "\n", "avg / total 0.955564 0.960651 0.957288 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.972372 0.986764 0.979515 15337\n", " 20 0.611855 0.426667 0.502749 750\n", "\n", "avg / total 0.955564 0.960651 0.957288 16087\n", "\n", "Classification report for turbine 21, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.972154 0.985656 0.978858 15337\n", " 20 0.635575 0.390667 0.483898 750\n", "\n", "avg / total 0.956463 0.957916 0.955783 16087\n", "\n", "Classification report for turbine 21, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.972365 0.986503 0.979383 15337\n", " 20 0.612284 0.425333 0.501967 750\n", "\n", "avg / total 0.955578 0.960341 0.957125 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.972372 0.986764 0.979515 15337\n", " 20 0.611855 0.426667 0.502749 750\n", "\n", "avg / total 0.955564 0.960651 0.957288 16087\n", "\n", "Classification report for turbine 21, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973149 0.975941 0.974543 15337\n", " 20 0.612284 0.425333 0.501967 750\n", "\n", "avg / total 0.956325 0.950270 0.952510 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.972372 0.986764 0.979515 15337\n", " 20 0.611855 0.426667 0.502749 750\n", "\n", "avg / total 0.955564 0.960651 0.957288 16087\n", "\n", "Classification report for turbine 21, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.407507 0.888889 0.558824 171\n", " 11 0.005236 0.011364 0.007168 88\n", " 12 0.000000 0.000000 0.000000 78\n", " 13 0.009662 0.024390 0.013841 82\n", " 14 0.011494 0.027027 0.016129 74\n", " 15 0.047619 0.037975 0.042254 79\n", " 16 0.000000 0.000000 0.000000 76\n", " 17 0.000000 0.000000 0.000000 78\n", " 18 0.000000 0.000000 0.000000 82\n", " 19 0.941546 0.916270 0.928736 14714\n", " 20 0.424658 0.164602 0.237245 565\n", "\n", "avg / total 0.880798 0.853795 0.864134 16087\n", "\n", "Classification report for turbine 21, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.972372 0.986764 0.979515 15337\n", " 20 0.611855 0.426667 0.502749 750\n", "\n", "avg / total 0.955564 0.960651 0.957288 16087\n", "\n", "Classification report for turbine 21, turbine category 10\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 0.943520 0.986430 0.964498 14886\n", " 20 0.608863 0.468148 0.529313 675\n", "\n", "avg / total 0.898627 0.932430 0.914702 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.058824 0.080000 17\n", " 11 0.000000 0.000000 0.000000 101\n", " 12 0.006944 0.009709 0.008097 103\n", " 13 0.012500 0.019417 0.015209 103\n", " 14 0.000000 0.000000 0.000000 116\n", " 15 0.000000 0.000000 0.000000 105\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.095745 0.082569 0.088670 109\n", " 18 0.000000 0.000000 0.000000 112\n", " 19 0.922552 0.932542 0.927520 14498\n", " 20 0.602434 0.414226 0.490909 717\n", "\n", "avg / total 0.859182 0.859700 0.858619 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.972372 0.986764 0.979515 15337\n", " 20 0.611855 0.426667 0.502749 750\n", "\n", "avg / total 0.955564 0.960651 0.957288 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.972372 0.986764 0.979515 15337\n", " 20 0.611855 0.426667 0.502749 750\n", "\n", "avg / total 0.955564 0.960651 0.957288 16087\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 0\n", " precision recall f1-score support\n", "\n", " 13 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.961213 0.987560 0.974209 14630\n", " 20 0.829222 0.599863 0.696137 1457\n", "\n", "avg / total 0.949259 0.952446 0.949024 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.961283 0.987697 0.974311 14630\n", " 20 0.829384 0.600549 0.696656 1457\n", "\n", "avg / total 0.949337 0.952633 0.949163 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.961283 0.987697 0.974311 14630\n", " 20 0.829384 0.600549 0.696656 1457\n", "\n", "avg / total 0.949337 0.952633 0.949163 16087\n", "\n", "Classification report for turbine 21, turbine category 3\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 0.960745 0.987688 0.974030 14620\n", " 20 0.640950 0.536424 0.584047 1208\n", "\n", "avg / total 0.921263 0.937900 0.929064 16087\n", "\n", "Classification report for turbine 21, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.961277 0.987560 0.974241 14630\n", " 20 0.829384 0.600549 0.696656 1457\n", "\n", "avg / total 0.949332 0.952508 0.949100 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.961283 0.987697 0.974311 14630\n", " 20 0.829384 0.600549 0.696656 1457\n", "\n", "avg / total 0.949337 0.952633 0.949163 16087\n", "\n", "Classification report for turbine 21, turbine category 6\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 0.000000 0.000000 0.000000 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 0.937262 0.984368 0.960238 14266\n", " 20 0.576560 0.564292 0.570360 1081\n", "\n", "avg / total 0.869910 0.910860 0.889868 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.961283 0.987697 0.974311 14630\n", " 20 0.829384 0.600549 0.696656 1457\n", "\n", "avg / total 0.949337 0.952633 0.949163 16087\n", "\n", "Classification report for turbine 21, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 8\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.000000 0.000000 0.000000 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 0.948836 0.961146 0.954951 14413\n", " 20 0.743704 0.346207 0.472471 1450\n", "\n", "avg / total 0.917134 0.892335 0.898166 16087\n", "\n", "Classification report for turbine 21, turbine category 9\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 0.900346 0.987595 0.941954 13704\n", " 20 0.482464 0.563053 0.519653 904\n", "\n", "avg / total 0.794088 0.872941 0.831622 16087\n", "\n", "Classification report for turbine 21, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.051502 0.324324 0.088889 37\n", " 11 0.000000 0.000000 0.000000 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 0.935241 0.981321 0.957727 14187\n", " 20 0.787097 0.522111 0.627787 1402\n", "\n", "avg / total 0.893497 0.911668 0.899529 16087\n", "\n", "Classification report for turbine 21, turbine category 11\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 0.933772 0.957267 0.945374 14228\n", " 20 0.834630 0.600840 0.698697 1428\n", "\n", "avg / total 0.899954 0.899981 0.898149 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.961283 0.987697 0.974311 14630\n", " 20 0.829384 0.600549 0.696656 1457\n", "\n", "avg / total 0.949337 0.952633 0.949163 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.961283 0.987697 0.974311 14630\n", " 20 0.829384 0.600549 0.696656 1457\n", "\n", "avg / total 0.949337 0.952633 0.949163 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.866161 0.991464 0.924587 13590\n", " 20 0.787476 0.166199 0.274471 2497\n", "\n", "avg / total 0.853948 0.863368 0.823677 16087\n", "\n", "Classification report for turbine 21, turbine category 1\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 0.851138 0.991539 0.915989 13355\n", " 20 0.724008 0.158855 0.260544 2411\n", "\n", "avg / total 0.815101 0.846957 0.799478 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.866178 0.991611 0.924660 13590\n", " 20 0.784499 0.166199 0.274289 2497\n", "\n", "avg / total 0.853500 0.863492 0.823711 16087\n", "\n", "Classification report for turbine 21, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.263158 0.454545 0.333333 11\n", " 11 0.000000 0.000000 0.000000 62\n", " 12 0.000000 0.000000 0.000000 52\n", " 13 0.000000 0.000000 0.000000 55\n", " 14 0.000000 0.000000 0.000000 49\n", " 15 0.000000 0.000000 0.000000 53\n", " 16 0.000000 0.000000 0.000000 54\n", " 17 0.000000 0.000000 0.000000 56\n", " 18 0.000000 0.000000 0.000000 51\n", " 19 0.838905 0.991114 0.908679 13167\n", " 20 0.777336 0.157852 0.262416 2477\n", "\n", "avg / total 0.806503 0.835830 0.784376 16087\n", "\n", "Classification report for turbine 21, turbine category 4\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 0.857483 0.991452 0.919614 13454\n", " 20 0.722117 0.158440 0.259864 2411\n", "\n", "avg / total 0.825362 0.852925 0.808045 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.866178 0.991611 0.924660 13590\n", " 20 0.784499 0.166199 0.274289 2497\n", "\n", "avg / total 0.853500 0.863492 0.823711 16087\n", "\n", "Classification report for turbine 21, turbine category 6\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 0.854668 0.988559 0.916750 13373\n", " 20 0.784133 0.171648 0.281643 2476\n", "\n", "avg / total 0.831167 0.848200 0.805436 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.866178 0.991611 0.924660 13590\n", " 20 0.784499 0.166199 0.274289 2497\n", "\n", "avg / total 0.853500 0.863492 0.823711 16087\n", "\n", "Classification report for turbine 21, turbine category 8\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 0.000000 0.000000 0.000000 57\n", " 14 0.000000 0.000000 0.000000 51\n", " 15 0.000000 0.000000 0.000000 61\n", " 16 0.000000 0.000000 0.000000 56\n", " 17 0.000000 0.000000 0.000000 55\n", " 18 0.000000 0.000000 0.000000 57\n", " 19 0.849130 0.957434 0.900036 13203\n", " 20 0.793680 0.174857 0.286577 2442\n", "\n", "avg / total 0.817382 0.812333 0.782184 16087\n", "\n", "Classification report for turbine 21, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.868978 0.988742 0.924999 13590\n", " 20 0.796820 0.180617 0.294483 2497\n", "\n", "avg / total 0.857777 0.863306 0.827131 16087\n", "\n", "Classification report for turbine 21, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.000000 0.000000 0.000000 24\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 34\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.859905 0.988402 0.919687 13364\n", " 20 0.778731 0.183065 0.296441 2480\n", "\n", "avg / total 0.834402 0.849319 0.809714 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.000000 0.000000 0.000000 101\n", " 12 0.000000 0.000000 0.000000 115\n", " 13 0.000000 0.000000 0.000000 110\n", " 14 0.000000 0.000000 0.000000 116\n", " 15 0.000000 0.000000 0.000000 111\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.000000 0.000000 0.000000 106\n", " 18 0.000000 0.000000 0.000000 87\n", " 19 0.817254 0.980231 0.891354 12747\n", " 20 0.770916 0.156744 0.260518 2469\n", "\n", "avg / total 0.765894 0.800771 0.746274 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.866178 0.991611 0.924660 13590\n", " 20 0.784499 0.166199 0.274289 2497\n", "\n", "avg / total 0.853500 0.863492 0.823711 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.866178 0.991611 0.924660 13590\n", " 20 0.784499 0.166199 0.274289 2497\n", "\n", "avg / total 0.853500 0.863492 0.823711 16087\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.969646 0.990475 0.979950 15223\n", " 20 0.731343 0.453704 0.560000 864\n", "\n", "avg / total 0.956848 0.961646 0.957395 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969566 0.989884 0.979620 15223\n", " 20 0.731569 0.447917 0.555635 864\n", "\n", "avg / total 0.956784 0.960776 0.956848 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.969646 0.990475 0.979950 15223\n", " 20 0.729981 0.453704 0.559600 864\n", "\n", "avg / total 0.956774 0.961646 0.957374 16087\n", "\n", "Classification report for turbine 21, turbine category 3\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 0.000000 0.000000 0.000000 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 0.915722 0.989357 0.951117 14376\n", " 20 0.656642 0.328733 0.438127 797\n", "\n", "avg / total 0.850859 0.900416 0.871663 16087\n", "\n", "Classification report for turbine 21, turbine category 4\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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969582 0.990409 0.979885 15223\n", " 20 0.722114 0.427083 0.536727 864\n", "\n", "avg / total 0.956291 0.960154 0.956084 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.969646 0.990475 0.979950 15223\n", " 20 0.729981 0.453704 0.559600 864\n", "\n", "avg / total 0.956774 0.961646 0.957374 16087\n", "\n", "Classification report for turbine 21, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 115\n", " 11 0.000000 0.000000 0.000000 35\n", " 12 0.000000 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 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.953628 0.990090 0.971517 14934\n", " 20 0.661157 0.423280 0.516129 756\n", "\n", "avg / total 0.916349 0.939019 0.926141 16087\n", "\n", "Classification report for turbine 21, turbine category 7\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 0.953441 0.990381 0.971560 14970\n", " 20 0.629423 0.463649 0.533965 729\n", "\n", "avg / total 0.915761 0.942624 0.928297 16087\n", "\n", "Classification report for turbine 21, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.376812 0.149425 0.213992 174\n", " 11 0.145455 0.067797 0.092486 118\n", " 12 0.000000 0.000000 0.000000 52\n", " 13 0.000000 0.000000 0.000000 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 0.959050 0.985266 0.971981 14999\n", " 20 0.410596 0.283537 0.335437 656\n", "\n", "avg / total 0.916073 0.932306 0.922915 16087\n", "\n", "Classification report for turbine 21, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 45\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.953054 0.988282 0.970348 14934\n", " 20 0.602381 0.308537 0.408065 820\n", "\n", "avg / total 0.915451 0.933176 0.921601 16087\n", "\n", "Classification report for turbine 21, turbine category 10\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 0.969851 0.988964 0.979314 15223\n", " 20 0.732075 0.449074 0.556671 864\n", "\n", "avg / total 0.957081 0.959968 0.956615 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 1.000000 0.045455 0.086957 22\n", " 11 0.000000 0.000000 0.000000 115\n", " 12 0.000000 0.000000 0.000000 118\n", " 13 0.000000 0.000000 0.000000 119\n", " 14 0.000000 0.000000 0.000000 107\n", " 15 0.055556 0.009009 0.015504 111\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 116\n", " 18 0.000000 0.000000 0.000000 119\n", " 19 0.915329 0.985435 0.949089 14349\n", " 20 0.684211 0.453300 0.545318 803\n", "\n", "avg / total 0.852343 0.901722 0.873998 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.969646 0.990475 0.979950 15223\n", " 20 0.729981 0.453704 0.559600 864\n", "\n", "avg / total 0.956774 0.961646 0.957374 16087\n", "\n", "Classification report for turbine 21, turbine category 13\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 0.956334 0.990410 0.973074 15015\n", " 20 0.718808 0.454653 0.556999 849\n", "\n", "avg / total 0.930542 0.948406 0.937626 16087\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 21, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.972996 0.993458 0.983120 14979\n", " 20 0.876419 0.627256 0.731194 1108\n", "\n", "avg / total 0.966344 0.968235 0.965769 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973058 0.993391 0.983119 14979\n", " 20 0.876106 0.625451 0.729858 1108\n", "\n", "avg / total 0.966380 0.968049 0.965676 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.972996 0.993458 0.983120 14979\n", " 20 0.876419 0.627256 0.731194 1108\n", "\n", "avg / total 0.966344 0.968235 0.965769 16087\n", "\n", "Classification report for turbine 21, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 5\n", " 11 0.000000 0.000000 0.000000 20\n", " 12 0.000000 0.000000 0.000000 23\n", " 13 0.000000 0.000000 0.000000 33\n", " 14 0.000000 0.000000 0.000000 35\n", " 15 0.000000 0.000000 0.000000 34\n", " 16 0.000000 0.000000 0.000000 33\n", " 17 0.250000 0.055556 0.090909 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.968097 0.991346 0.979584 14907\n", " 20 0.648819 0.445405 0.528205 925\n", "\n", "avg / total 0.934952 0.944365 0.938305 16087\n", "\n", "Classification report for turbine 21, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 19 0.973060 0.993458 0.983153 14979\n", " 20 0.874840 0.618231 0.724484 1108\n", "\n", "avg / total 0.966295 0.967614 0.965337 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.972996 0.993458 0.983120 14979\n", " 20 0.876419 0.627256 0.731194 1108\n", "\n", "avg / total 0.966344 0.968235 0.965769 16087\n", "\n", "Classification report for turbine 21, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.170213 0.045198 0.071429 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 0.000000 0.000000 0.000000 135\n", " 19 0.894585 0.991931 0.940747 13757\n", " 20 0.747573 0.591658 0.660539 911\n", "\n", "avg / total 0.809223 0.882265 0.842683 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 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 0.972994 0.993391 0.983087 14979\n", " 20 0.872751 0.612816 0.720042 1108\n", "\n", "avg / total 0.966090 0.967178 0.964969 16087\n", "\n", "Classification report for turbine 21, turbine category 8\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 0.039216 0.027778 0.032520 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 0.936638 0.989731 0.962453 14413\n", " 20 0.856655 0.459286 0.597975 1093\n", "\n", "avg / total 0.897552 0.918070 0.903075 16087\n", "\n", "Classification report for turbine 21, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.523364 0.121739 0.197531 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 0.000000 0.000000 0.000000 107\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.920528 0.992149 0.954997 14138\n", " 20 0.433855 0.526770 0.475819 579\n", "\n", "avg / total 0.839583 0.894387 0.862070 16087\n", "\n", "Classification report for turbine 21, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.086957 0.102564 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 0.954355 0.992035 0.972830 14690\n", " 20 0.859173 0.612339 0.715054 1086\n", "\n", "avg / total 0.929658 0.947349 0.936768 16087\n", "\n", "Classification report for turbine 21, turbine category 11\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 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.956183 0.985915 0.970822 14697\n", " 20 0.873737 0.631387 0.733051 1096\n", "\n", "avg / total 0.933091 0.943743 0.936880 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.972996 0.993458 0.983120 14979\n", " 20 0.876419 0.627256 0.731194 1108\n", "\n", "avg / total 0.966344 0.968235 0.965769 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.972996 0.993458 0.983120 14979\n", " 20 0.876419 0.627256 0.731194 1108\n", "\n", "avg / total 0.966344 0.968235 0.965769 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 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 0.929579 0.955163 0.942198 14207\n", " 20 0.607283 0.723754 0.660423 1705\n", "\n", "avg / total 0.856401 0.890198 0.872629 16630\n", "\n", "Classification report for turbine 22, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.965386 0.943122 0.954124 14786\n", " 20 0.662431 0.650217 0.656267 1844\n", "\n", "avg / total 0.931793 0.910643 0.921096 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.966091 0.953808 0.959910 14786\n", " 20 0.663878 0.731562 0.696078 1844\n", "\n", "avg / total 0.932581 0.929164 0.930655 16630\n", "\n", "Classification report for turbine 22, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.971099 0.933992 0.952184 14786\n", " 20 0.705751 0.685466 0.695461 1844\n", "\n", "avg / total 0.941676 0.906434 0.923717 16630\n", "\n", "Classification report for turbine 22, turbine category 4\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 0.957928 0.953745 0.955832 14658\n", " 20 0.565153 0.713396 0.630680 1605\n", "\n", "avg / total 0.898880 0.909501 0.903357 16630\n", "\n", "Classification report for turbine 22, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.966091 0.953808 0.959910 14786\n", " 20 0.663878 0.731562 0.696078 1844\n", "\n", "avg / total 0.932581 0.929164 0.930655 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.701068 0.673504 0.687010 585\n", " 11 0.000000 0.000000 0.000000 146\n", " 12 0.000000 0.000000 0.000000 131\n", " 13 0.000000 0.000000 0.000000 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 0.913444 0.953874 0.933221 13940\n", " 20 0.454980 0.579496 0.509744 1151\n", "\n", "avg / total 0.821841 0.863379 0.841715 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.966091 0.953808 0.959910 14786\n", " 20 0.663878 0.731562 0.696078 1844\n", "\n", "avg / total 0.932581 0.929164 0.930655 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.189069 0.296296 0.230839 432\n", " 11 0.062315 0.087500 0.072790 240\n", " 12 0.048193 0.020408 0.028674 196\n", " 13 0.000000 0.000000 0.000000 181\n", " 14 0.000000 0.000000 0.000000 157\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.011364 0.008333 0.009615 120\n", " 17 0.000000 0.000000 0.000000 115\n", " 18 0.000000 0.000000 0.000000 105\n", " 19 0.908398 0.901396 0.904884 13752\n", " 20 0.498580 0.573529 0.533435 1224\n", "\n", "avg / total 0.794347 0.796873 0.795000 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.096241 0.450704 0.158612 142\n", " 11 0.081967 0.062500 0.070922 160\n", " 12 0.033981 0.047297 0.039548 148\n", " 13 0.069231 0.066176 0.067669 136\n", " 14 0.006024 0.008130 0.006920 123\n", " 15 0.000000 0.000000 0.000000 111\n", " 16 0.027778 0.008850 0.013423 113\n", " 17 0.000000 0.000000 0.000000 117\n", " 18 0.000000 0.000000 0.000000 115\n", " 19 0.922356 0.930353 0.926337 13956\n", " 20 0.666984 0.464546 0.547656 1509\n", "\n", "avg / total 0.837281 0.828443 0.830166 16630\n", "\n", "Classification report for turbine 22, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 101\n", " 11 0.000000 0.000000 0.000000 84\n", " 12 0.000000 0.000000 0.000000 60\n", " 13 0.000000 0.000000 0.000000 58\n", " 14 0.000000 0.000000 0.000000 62\n", " 15 0.000000 0.000000 0.000000 58\n", " 16 0.000000 0.000000 0.000000 66\n", " 17 0.000000 0.000000 0.000000 55\n", " 18 0.000000 0.000000 0.000000 57\n", " 19 0.933833 0.942999 0.938394 14263\n", " 20 0.640020 0.729898 0.682011 1766\n", "\n", "avg / total 0.868884 0.886290 0.877255 16630\n", "\n", "Classification report for turbine 22, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 20\n", " 11 0.000000 0.000000 0.000000 112\n", " 12 0.000000 0.000000 0.000000 101\n", " 13 0.000000 0.000000 0.000000 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 0.914746 0.949504 0.931801 14001\n", " 20 0.610811 0.729460 0.664884 1704\n", "\n", "avg / total 0.832723 0.874143 0.852622 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.966091 0.953808 0.959910 14786\n", " 20 0.663878 0.731562 0.696078 1844\n", "\n", "avg / total 0.932581 0.929164 0.930655 16630\n", "\n", "Classification report for turbine 22, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.966091 0.953808 0.959910 14786\n", " 20 0.663878 0.731562 0.696078 1844\n", "\n", "avg / total 0.932581 0.929164 0.930655 16630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 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 0.967858 0.978001 0.972903 15364\n", " 20 0.736791 0.594787 0.658217 1266\n", "\n", "avg / total 0.950268 0.948827 0.948947 16630\n", "\n", "Classification report for turbine 22, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 2\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 28\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 28\n", " 15 0.000000 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 0.955933 0.981752 0.968671 15180\n", " 20 0.679570 0.515918 0.586543 1225\n", "\n", "avg / total 0.922642 0.934155 0.927417 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.967639 0.982817 0.975169 15364\n", " 20 0.742439 0.601106 0.664339 1266\n", "\n", "avg / total 0.950495 0.953758 0.951506 16630\n", "\n", "Classification report for turbine 22, turbine category 3\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 0.953899 0.978211 0.965902 15145\n", " 20 0.760234 0.515055 0.614077 1262\n", "\n", "avg / total 0.926411 0.929946 0.926250 16630\n", "\n", "Classification report for turbine 22, turbine category 4\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 0.000000 0.000000 0.000000 32\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 30\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 29\n", " 19 0.953409 0.979533 0.966294 15146\n", " 20 0.684211 0.469880 0.557143 1245\n", "\n", "avg / total 0.919554 0.927300 0.921776 16630\n", "\n", "Classification report for turbine 22, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.967639 0.982817 0.975169 15364\n", " 20 0.742439 0.601106 0.664339 1266\n", "\n", "avg / total 0.950495 0.953758 0.951506 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.124031 0.516129 0.200000 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 0.958051 0.958303 0.958177 15205\n", " 20 0.719873 0.569398 0.635854 1196\n", "\n", "avg / total 0.927960 0.918100 0.922175 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.967639 0.982817 0.975169 15364\n", " 20 0.742439 0.601106 0.664339 1266\n", "\n", "avg / total 0.950495 0.953758 0.951506 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.967868 0.968498 0.968183 15364\n", " 20 0.704809 0.335703 0.454789 1266\n", "\n", "avg / total 0.947842 0.920325 0.929099 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.250794 0.253205 0.251994 312\n", " 11 0.011194 0.008427 0.009615 356\n", " 12 0.000000 0.000000 0.000000 265\n", " 13 0.000000 0.000000 0.000000 190\n", " 14 0.000000 0.000000 0.000000 129\n", " 15 0.000000 0.000000 0.000000 112\n", " 16 0.000000 0.000000 0.000000 112\n", " 17 0.000000 0.000000 0.000000 119\n", " 18 0.000000 0.000000 0.000000 112\n", " 19 0.874264 0.921972 0.897485 13854\n", " 20 0.606918 0.361085 0.452786 1069\n", "\n", "avg / total 0.772284 0.796212 0.781709 16630\n", "\n", "Classification report for turbine 22, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.030418 0.055749 263\n", " 11 0.000000 0.000000 0.000000 246\n", " 12 0.000000 0.000000 0.000000 243\n", " 13 0.000000 0.000000 0.000000 234\n", " 14 0.050000 0.003876 0.007194 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 0.851514 0.978368 0.910544 13452\n", " 20 0.517341 0.545178 0.530895 985\n", "\n", "avg / total 0.725479 0.824233 0.768977 16630\n", "\n", "Classification report for turbine 22, turbine category 11\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 0.952629 0.954957 0.953791 15141\n", " 20 0.739901 0.596979 0.660801 1258\n", "\n", "avg / total 0.923304 0.914612 0.918379 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.967639 0.982817 0.975169 15364\n", " 20 0.742439 0.601106 0.664339 1266\n", "\n", "avg / total 0.950495 0.953758 0.951506 16630\n", "\n", "Classification report for turbine 22, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.967639 0.982817 0.975169 15364\n", " 20 0.742439 0.601106 0.664339 1266\n", "\n", "avg / total 0.950495 0.953758 0.951506 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 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 0.909860 0.983382 0.945193 14442\n", " 20 0.823402 0.347349 0.488589 2188\n", "\n", "avg / total 0.898484 0.899699 0.885118 16630\n", "\n", "Classification report for turbine 22, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.907441 0.972788 0.938979 14442\n", " 20 0.835556 0.343693 0.487047 2188\n", "\n", "avg / total 0.897983 0.890018 0.879518 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.908594 0.989752 0.947438 14442\n", " 20 0.835189 0.342779 0.486066 2188\n", "\n", "avg / total 0.898936 0.904630 0.886736 16630\n", "\n", "Classification report for turbine 22, turbine category 3\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 0.892564 0.986547 0.937205 14198\n", " 20 0.820322 0.302975 0.442513 2185\n", "\n", "avg / total 0.869815 0.882081 0.858288 16630\n", "\n", "Classification report for turbine 22, turbine category 4\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 0.908697 0.988229 0.946796 14442\n", " 20 0.835754 0.341865 0.485242 2188\n", "\n", "avg / total 0.899100 0.903187 0.886069 16630\n", "\n", "Classification report for turbine 22, turbine category 5\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 0.886791 0.989924 0.935524 14093\n", " 20 0.749443 0.321088 0.449566 2096\n", "\n", "avg / total 0.845964 0.879375 0.849467 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.911376 0.984074 0.946331 14442\n", " 20 0.796073 0.240859 0.369825 2188\n", "\n", "avg / total 0.896206 0.886290 0.870480 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.908594 0.989752 0.947438 14442\n", " 20 0.835189 0.342779 0.486066 2188\n", "\n", "avg / total 0.898936 0.904630 0.886736 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.906707 0.965033 0.934961 14442\n", " 20 0.818436 0.267824 0.403581 2188\n", "\n", "avg / total 0.895094 0.873301 0.865048 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.076305 0.730769 0.138182 52\n", " 11 0.000000 0.000000 0.000000 54\n", " 12 0.041667 0.018519 0.025641 54\n", " 13 0.000000 0.000000 0.000000 62\n", " 14 0.000000 0.000000 0.000000 56\n", " 15 0.000000 0.000000 0.000000 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 0.888541 0.952412 0.919368 13995\n", " 20 0.829752 0.236235 0.367766 2125\n", "\n", "avg / total 0.854153 0.834035 0.821204 16630\n", "\n", "Classification report for turbine 22, turbine category 10\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 0.935218 0.956919 0.945944 14136\n", " 20 0.829630 0.359963 0.502081 2178\n", "\n", "avg / total 0.903619 0.860553 0.869838 16630\n", "\n", "Classification report for turbine 22, turbine category 11\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 0.000000 0.000000 0.000000 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 0.869999 0.983645 0.923338 13818\n", " 20 0.778993 0.336484 0.469967 2116\n", "\n", "avg / total 0.822008 0.860132 0.827008 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.908594 0.989752 0.947438 14442\n", " 20 0.835189 0.342779 0.486066 2188\n", "\n", "avg / total 0.898936 0.904630 0.886736 16630\n", "\n", "Classification report for turbine 22, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.908594 0.989752 0.947438 14442\n", " 20 0.835189 0.342779 0.486066 2188\n", "\n", "avg / total 0.898936 0.904630 0.886736 16630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 0\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.974054 0.992465 0.983173 15925\n", " 20 0.756831 0.392908 0.517274 705\n", "\n", "avg / total 0.964845 0.967048 0.963422 16630\n", "\n", "Classification report for turbine 22, turbine category 1\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 0.973982 0.994349 0.984060 15925\n", " 20 0.779330 0.395745 0.524929 705\n", "\n", "avg / total 0.965730 0.968972 0.964596 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.973935 0.994851 0.984282 15925\n", " 20 0.774105 0.398582 0.526217 705\n", "\n", "avg / total 0.965464 0.969573 0.964863 16630\n", "\n", "Classification report for turbine 22, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.028986 0.102564 0.045198 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 0.959663 0.991752 0.975444 15641\n", " 20 0.637736 0.255287 0.364617 662\n", "\n", "avg / total 0.928046 0.943175 0.932054 16630\n", "\n", "Classification report for turbine 22, turbine category 4\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 0.250000 0.057143 0.093023 35\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.957379 0.993417 0.975065 15647\n", " 20 0.769444 0.400289 0.526616 692\n", "\n", "avg / total 0.933332 0.951473 0.939538 16630\n", "\n", "Classification report for turbine 22, turbine category 5\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 0.974219 0.994223 0.984119 15925\n", " 20 0.771978 0.398582 0.525725 705\n", "\n", "avg / total 0.965645 0.968972 0.964686 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.973976 0.991774 0.982795 15925\n", " 20 0.698182 0.272340 0.391837 705\n", "\n", "avg / total 0.962284 0.961275 0.957742 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.973935 0.994851 0.984282 15925\n", " 20 0.774105 0.398582 0.526217 705\n", "\n", "avg / total 0.965464 0.969573 0.964863 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 247\n", " 11 0.035714 0.017544 0.023529 57\n", " 12 0.000000 0.000000 0.000000 53\n", " 13 0.000000 0.000000 0.000000 55\n", " 14 0.000000 0.000000 0.000000 46\n", " 15 0.000000 0.000000 0.000000 45\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 20\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.961755 0.989793 0.975573 15676\n", " 20 0.439474 0.455041 0.447122 367\n", "\n", "avg / total 0.916404 0.943115 0.929556 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.070423 0.074627 0.072464 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 0.960966 0.982309 0.971520 15714\n", " 20 0.666667 0.269231 0.383562 572\n", "\n", "avg / total 0.931533 0.938064 0.931785 16630\n", "\n", "Classification report for turbine 22, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.234043 0.511628 0.321168 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 0.000000 0.000000 0.000000 36\n", " 18 0.048780 0.055556 0.051948 36\n", " 19 0.948543 0.985155 0.966502 15493\n", " 20 0.700000 0.302083 0.422037 672\n", "\n", "avg / total 0.912687 0.931449 0.918419 16630\n", "\n", "Classification report for turbine 22, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.153846 0.023256 0.040404 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 0.931111 0.990136 0.959717 15207\n", " 20 0.723404 0.395924 0.511759 687\n", "\n", "avg / total 0.882118 0.921888 0.898946 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.973935 0.994851 0.984282 15925\n", " 20 0.774105 0.398582 0.526217 705\n", "\n", "avg / total 0.965464 0.969573 0.964863 16630\n", "\n", "Classification report for turbine 22, turbine category 13\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 0.961763 0.994849 0.978026 15726\n", " 20 0.760331 0.397122 0.521739 695\n", "\n", "avg / total 0.941258 0.957366 0.946666 16630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 22, turbine category 0\n", " precision recall f1-score support\n", "\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 0.987054 0.993823 0.990427 16188\n", " 20 0.716511 0.520362 0.602883 442\n", "\n", "avg / total 0.979864 0.981239 0.980127 16630\n", "\n", "Classification report for turbine 22, turbine category 1\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 0.972594 0.994483 0.983417 15951\n", " 20 0.560897 0.448718 0.498575 390\n", "\n", "avg / total 0.946037 0.964402 0.954956 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.987063 0.994502 0.990769 16188\n", " 20 0.721875 0.522624 0.606299 442\n", "\n", "avg / total 0.980015 0.981960 0.980550 16630\n", "\n", "Classification report for turbine 22, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.986982 0.992896 0.989930 16188\n", " 20 0.701031 0.461538 0.556617 442\n", "\n", "avg / total 0.979382 0.978773 0.978413 16630\n", "\n", "Classification report for turbine 22, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.940000 0.559524 0.701493 84\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 70\n", " 13 0.000000 0.000000 0.000000 71\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 71\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 70\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.952577 0.993084 0.972409 15615\n", " 20 0.561404 0.443213 0.495356 361\n", "\n", "avg / total 0.911372 0.944919 0.927355 16630\n", "\n", "Classification report for turbine 22, turbine category 5\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", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.987113 0.993699 0.990395 16188\n", " 20 0.728707 0.522624 0.608696 442\n", "\n", "avg / total 0.980245 0.981179 0.980250 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 34\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 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 0.951676 0.993335 0.972059 15603\n", " 20 0.696370 0.504785 0.585298 418\n", "\n", "avg / total 0.910408 0.944678 0.926741 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.987063 0.994502 0.990769 16188\n", " 20 0.721875 0.522624 0.606299 442\n", "\n", "avg / total 0.980015 0.981960 0.980550 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987010 0.990363 0.988684 16188\n", " 20 0.690196 0.398190 0.505022 442\n", "\n", "avg / total 0.979121 0.974624 0.975829 16630\n", "\n", "Classification report for turbine 22, turbine category 9\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 35\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 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 0.969830 0.988492 0.979072 15902\n", " 20 0.674510 0.391800 0.495677 439\n", "\n", "avg / total 0.945180 0.955562 0.949297 16630\n", "\n", "Classification report for turbine 22, turbine category 10\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 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 0.000000 0.000000 0.000000 36\n", " 19 0.970272 0.987296 0.978710 15901\n", " 20 0.744479 0.538813 0.625166 438\n", "\n", "avg / total 0.947347 0.958208 0.952273 16630\n", "\n", "Classification report for turbine 22, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.987292 0.983815 0.985550 16188\n", " 20 0.721362 0.527149 0.609150 442\n", "\n", "avg / total 0.980224 0.971678 0.975546 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.987063 0.994502 0.990769 16188\n", " 20 0.721875 0.522624 0.606299 442\n", "\n", "avg / total 0.980015 0.981960 0.980550 16630\n", "\n", "Classification report for turbine 22, turbine category 13\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", " 19 0.987058 0.994131 0.990582 16188\n", " 20 0.721875 0.522624 0.606299 442\n", "\n", "avg / total 0.980010 0.981600 0.980369 16630\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.961124 0.972700 0.966877 14945\n", " 20 0.621451 0.491681 0.549001 1202\n", "\n", "avg / total 0.935838 0.936892 0.935770 16147\n", "\n", "Classification report for turbine 23, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.792115 0.410781 0.541004 538\n", " 11 0.006329 0.004167 0.005025 240\n", " 12 0.110000 0.068750 0.084615 160\n", " 13 0.021739 0.022388 0.022059 134\n", " 14 0.009259 0.008621 0.008929 116\n", " 15 0.061728 0.054945 0.058140 91\n", " 16 0.000000 0.000000 0.000000 81\n", " 17 0.030769 0.034483 0.032520 58\n", " 18 0.000000 0.000000 0.000000 52\n", " 19 0.912077 0.940962 0.926294 13957\n", " 20 0.343103 0.276389 0.306154 720\n", "\n", "avg / total 0.831954 0.840775 0.833944 16147\n", "\n", "Classification report for turbine 23, turbine category 9\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 0.949113 0.966320 0.957639 14727\n", " 20 0.469388 0.311111 0.374201 1035\n", "\n", "avg / total 0.895733 0.901282 0.897408 16147\n", "\n", "Classification report for turbine 23, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.133333 0.190476 0.156863 21\n", " 11 0.006211 0.008403 0.007143 119\n", " 12 0.027397 0.036036 0.031128 111\n", " 13 0.011628 0.008696 0.009950 115\n", " 14 0.010417 0.008850 0.009569 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 0.914240 0.941056 0.927454 14115\n", " 20 0.585340 0.508182 0.544039 1100\n", "\n", "avg / total 0.839628 0.857930 0.848411 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.962153 0.974707 0.968390 14945\n", " 20 0.624628 0.523295 0.569488 1202\n", "\n", "avg / total 0.937027 0.941104 0.938695 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.865157 0.977608 0.917951 11879\n", " 20 0.902349 0.575914 0.703089 4268\n", "\n", "avg / total 0.874988 0.871431 0.861159 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.865157 0.977608 0.917951 11879\n", " 20 0.902349 0.575914 0.703089 4268\n", "\n", "avg / total 0.874988 0.871431 0.861159 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.865157 0.977608 0.917951 11879\n", " 20 0.902349 0.575914 0.703089 4268\n", "\n", "avg / total 0.874988 0.871431 0.861159 16147\n", "\n", "Classification report for turbine 23, turbine category 3\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 0.795053 0.976574 0.876514 10928\n", " 20 0.883260 0.586543 0.704952 4102\n", "\n", "avg / total 0.762462 0.809934 0.772296 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.865157 0.977608 0.917951 11879\n", " 20 0.902349 0.575914 0.703089 4268\n", "\n", "avg / total 0.874988 0.871431 0.861159 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.865332 0.978534 0.918458 11879\n", " 20 0.907256 0.547798 0.683126 4268\n", "\n", "avg / total 0.876413 0.864681 0.856255 16147\n", "\n", "Classification report for turbine 23, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.865157 0.977608 0.917951 11879\n", " 20 0.902349 0.575914 0.703089 4268\n", "\n", "avg / total 0.874988 0.871431 0.861159 16147\n", "\n", "Classification report for turbine 23, turbine category 7\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 0.851598 0.977259 0.910111 11697\n", " 20 0.877386 0.574796 0.694566 4158\n", "\n", "avg / total 0.842839 0.855948 0.838148 16147\n", "\n", "Classification report for turbine 23, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.001730 0.200000 0.003431 5\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.033333 0.058824 0.042553 34\n", " 13 0.000000 0.000000 0.000000 34\n", " 14 0.000000 0.000000 0.000000 32\n", " 15 0.000000 0.000000 0.000000 22\n", " 16 0.000000 0.000000 0.000000 26\n", " 17 0.000000 0.000000 0.000000 25\n", " 18 0.000000 0.000000 0.000000 25\n", " 19 0.847169 0.959227 0.899722 11650\n", " 20 0.873437 0.393293 0.542367 4264\n", "\n", "avg / total 0.841952 0.796123 0.792462 16147\n", "\n", "Classification report for turbine 23, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.826389 0.143937 0.245171 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 0.000000 0.000000 0.000000 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 0.839672 0.951192 0.891960 11535\n", " 20 0.298081 0.576471 0.392967 1105\n", "\n", "avg / total 0.789488 0.748436 0.714298 16147\n", "\n", "Classification report for turbine 23, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.055556 0.080645 0.065789 62\n", " 11 0.000000 0.000000 0.000000 102\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 91\n", " 14 0.000000 0.000000 0.000000 99\n", " 15 0.000000 0.000000 0.000000 99\n", " 16 0.000000 0.000000 0.000000 101\n", " 17 0.000000 0.000000 0.000000 113\n", " 18 0.000000 0.000000 0.000000 111\n", " 19 0.805111 0.976242 0.882456 11070\n", " 20 0.879605 0.552613 0.678781 4191\n", "\n", "avg / total 0.780482 0.813030 0.781423 16147\n", "\n", "Classification report for turbine 23, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 7\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.000000 0.000000 0.000000 31\n", " 13 0.000000 0.000000 0.000000 23\n", " 14 0.000000 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 0.845900 0.965045 0.901553 11672\n", " 20 0.891198 0.512899 0.651087 4264\n", "\n", "avg / total 0.846808 0.833034 0.823630 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.865157 0.977608 0.917951 11879\n", " 20 0.902349 0.575914 0.703089 4268\n", "\n", "avg / total 0.874988 0.871431 0.861159 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.865157 0.977608 0.917951 11879\n", " 20 0.902349 0.575914 0.703089 4268\n", "\n", "avg / total 0.874988 0.871431 0.861159 16147\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.884794 0.982742 0.931200 13559\n", " 20 0.784729 0.329598 0.464218 2588\n", "\n", "avg / total 0.868756 0.878058 0.856353 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.884794 0.982742 0.931200 13559\n", " 20 0.784729 0.329598 0.464218 2588\n", "\n", "avg / total 0.868756 0.878058 0.856353 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.884794 0.982742 0.931200 13559\n", " 20 0.784729 0.329598 0.464218 2588\n", "\n", "avg / total 0.868756 0.878058 0.856353 16147\n", "\n", "Classification report for turbine 23, turbine category 3\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 0.000000 0.000000 0.000000 110\n", " 14 0.000000 0.000000 0.000000 104\n", " 15 0.000000 0.000000 0.000000 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 0.834287 0.980677 0.901579 12783\n", " 20 0.604927 0.280101 0.382905 2367\n", "\n", "avg / total 0.749152 0.817427 0.769878 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.884794 0.982742 0.931200 13559\n", " 20 0.784729 0.329598 0.464218 2588\n", "\n", "avg / total 0.868756 0.878058 0.856353 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.884787 0.982668 0.931162 13559\n", " 20 0.784729 0.329598 0.464218 2588\n", "\n", "avg / total 0.868749 0.877996 0.856322 16147\n", "\n", "Classification report for turbine 23, turbine category 6\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 0.857371 0.982200 0.915550 13146\n", " 20 0.780129 0.330218 0.464022 2568\n", "\n", "avg / total 0.822095 0.852171 0.819188 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.884728 0.982668 0.931130 13559\n", " 20 0.767138 0.272411 0.402053 2588\n", "\n", "avg / total 0.865881 0.868830 0.846331 16147\n", "\n", "Classification report for turbine 23, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 4\n", " 11 0.000000 0.000000 0.000000 24\n", " 12 0.000000 0.000000 0.000000 22\n", " 13 0.000000 0.000000 0.000000 26\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 26\n", " 16 0.000000 0.000000 0.000000 30\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 21\n", " 19 0.883101 0.946982 0.913926 13354\n", " 20 0.777436 0.293457 0.426082 2583\n", "\n", "avg / total 0.854712 0.830123 0.824001 16147\n", "\n", "Classification report for turbine 23, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 44\n", " 11 0.000000 0.000000 0.000000 25\n", " 12 0.000000 0.000000 0.000000 22\n", " 13 0.000000 0.000000 0.000000 23\n", " 14 0.000000 0.000000 0.000000 22\n", " 15 0.000000 0.000000 0.000000 31\n", " 16 0.000000 0.000000 0.000000 17\n", " 17 0.000000 0.000000 0.000000 21\n", " 18 0.000000 0.000000 0.000000 23\n", " 19 0.869738 0.963963 0.914430 13375\n", " 20 0.676590 0.196541 0.304599 2544\n", "\n", "avg / total 0.827026 0.829442 0.805437 16147\n", "\n", "Classification report for turbine 23, turbine category 10\n", " precision 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", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.884700 0.981267 0.930485 13559\n", " 20 0.782369 0.329212 0.463421 2588\n", "\n", "avg / total 0.868298 0.876757 0.855625 16147\n", "\n", "Classification report for turbine 23, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 16\n", " 11 0.000000 0.000000 0.000000 89\n", " 12 0.027027 0.012987 0.017544 77\n", " 13 0.041667 0.011905 0.018519 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 0.854611 0.972566 0.909781 12940\n", " 20 0.769737 0.320297 0.452361 2557\n", "\n", "avg / total 0.807114 0.830247 0.800902 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.884794 0.982742 0.931200 13559\n", " 20 0.784729 0.329598 0.464218 2588\n", "\n", "avg / total 0.868756 0.878058 0.856353 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.884794 0.982742 0.931200 13559\n", " 20 0.784729 0.329598 0.464218 2588\n", "\n", "avg / total 0.868756 0.878058 0.856353 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.988546 0.991258 0.989900 15672\n", " 20 0.682870 0.621053 0.650496 475\n", "\n", "avg / total 0.979554 0.980368 0.979916 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.988546 0.991258 0.989900 15672\n", " 20 0.682870 0.621053 0.650496 475\n", "\n", "avg / total 0.979554 0.980368 0.979916 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988546 0.991258 0.989900 15672\n", " 20 0.682870 0.621053 0.650496 475\n", "\n", "avg / total 0.979554 0.980368 0.979916 16147\n", "\n", "Classification report for turbine 23, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 67\n", " 16 0.000000 0.000000 0.000000 66\n", " 17 0.000000 0.000000 0.000000 64\n", " 18 0.000000 0.000000 0.000000 63\n", " 19 0.956538 0.985776 0.970937 15115\n", " 20 0.450135 0.418546 0.433766 399\n", "\n", "avg / total 0.906526 0.933115 0.919600 16147\n", "\n", "Classification report for turbine 23, turbine category 4\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 0.977983 0.991229 0.984561 15505\n", " 20 0.393519 0.507463 0.443286 335\n", "\n", "avg / total 0.947263 0.962346 0.954612 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 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 0.988482 0.991131 0.989804 15672\n", " 20 0.681395 0.616842 0.647514 475\n", "\n", "avg / total 0.979448 0.980120 0.979735 16147\n", "\n", "Classification report for turbine 23, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.988542 0.990875 0.989707 15672\n", " 20 0.683721 0.618947 0.649724 475\n", "\n", "avg / total 0.979575 0.979934 0.979706 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\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", " 19 0.988543 0.991003 0.989772 15672\n", " 20 0.682870 0.621053 0.650496 475\n", "\n", "avg / total 0.979551 0.980120 0.979791 16147\n", "\n", "Classification report for turbine 23, turbine category 8\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 0.971178 0.984738 0.977911 15398\n", " 20 0.640000 0.519481 0.573477 462\n", "\n", "avg / total 0.944440 0.953923 0.948958 16147\n", "\n", "Classification report for turbine 23, turbine category 9\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 0.988145 0.989216 0.988680 15672\n", " 20 0.656151 0.437895 0.525253 475\n", "\n", "avg / total 0.978378 0.972998 0.975047 16147\n", "\n", "Classification report for turbine 23, turbine category 10\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 34\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970543 0.989277 0.979820 15387\n", " 20 0.668192 0.621277 0.643881 470\n", "\n", "avg / total 0.944312 0.960798 0.952444 16147\n", "\n", "Classification report for turbine 23, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 1.000000 0.111111 0.200000 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 0.000000 0.000000 0.000000 104\n", " 18 0.000000 0.000000 0.000000 102\n", " 19 0.940020 0.985835 0.962383 14896\n", " 20 0.651163 0.634921 0.642939 441\n", "\n", "avg / total 0.886091 0.926921 0.905604 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988546 0.991258 0.989900 15672\n", " 20 0.682870 0.621053 0.650496 475\n", "\n", "avg / total 0.979554 0.980368 0.979916 16147\n", "\n", "Classification report for turbine 23, turbine category 13\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 0.975056 0.991395 0.983157 15456\n", " 20 0.673611 0.628510 0.650279 463\n", "\n", "avg / total 0.952644 0.966991 0.959730 16147\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 23, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.977273 0.993059 0.985102 15415\n", " 20 0.778468 0.513661 0.618930 732\n", "\n", "avg / total 0.968260 0.971326 0.968503 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.977273 0.993059 0.985102 15415\n", " 20 0.778468 0.513661 0.618930 732\n", "\n", "avg / total 0.968260 0.971326 0.968503 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.977273 0.993059 0.985102 15415\n", " 20 0.778468 0.513661 0.618930 732\n", "\n", "avg / total 0.968260 0.971326 0.968503 16147\n", "\n", "Classification report for turbine 23, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977718 0.990594 0.984114 15415\n", " 20 0.753304 0.467213 0.576728 732\n", "\n", "avg / total 0.967545 0.966867 0.965645 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\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", " 19 0.977205 0.992799 0.984940 15415\n", " 20 0.767391 0.482240 0.592282 732\n", "\n", "avg / total 0.967693 0.969654 0.967140 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.977273 0.993059 0.985102 15415\n", " 20 0.778468 0.513661 0.618930 732\n", "\n", "avg / total 0.968260 0.971326 0.968503 16147\n", "\n", "Classification report for turbine 23, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 11\n", " 11 0.000000 0.000000 0.000000 107\n", " 12 0.000000 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 0.000000 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 0.923195 0.992859 0.956761 14564\n", " 20 0.768116 0.522535 0.621961 710\n", "\n", "avg / total 0.866463 0.918499 0.890311 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 19 0.977337 0.993124 0.985167 15415\n", " 20 0.785417 0.515027 0.622112 732\n", "\n", "avg / total 0.968636 0.971450 0.968708 16147\n", "\n", "Classification report for turbine 23, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978846 0.981576 0.980209 15415\n", " 20 0.752941 0.437158 0.553155 732\n", "\n", "avg / total 0.968605 0.956896 0.960849 16147\n", "\n", "Classification report for turbine 23, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.127660 0.054795 0.076677 219\n", " 11 0.000000 0.000000 0.000000 287\n", " 12 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 287\n", " 19 0.831234 0.990248 0.903800 13126\n", " 20 0.350975 0.248521 0.290993 507\n", "\n", "avg / total 0.688467 0.813526 0.744882 16147\n", "\n", "Classification report for turbine 23, turbine category 10\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", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977313 0.992086 0.984644 15415\n", " 20 0.780083 0.513661 0.619440 732\n", "\n", "avg / total 0.968372 0.970397 0.968088 16147\n", "\n", "Classification report for turbine 23, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 71\n", " 12 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 72\n", " 19 0.943137 0.989774 0.965893 14864\n", " 20 0.773585 0.529412 0.628620 697\n", "\n", "avg / total 0.901591 0.933982 0.916281 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.977273 0.993059 0.985102 15415\n", " 20 0.778468 0.513661 0.618930 732\n", "\n", "avg / total 0.968260 0.971326 0.968503 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 13 0.000000 0.000000 0.000000 0\n", " 19 0.977270 0.992929 0.985037 15415\n", " 20 0.776860 0.513661 0.618421 732\n", "\n", "avg / total 0.968185 0.971202 0.968417 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.940167 0.991505 0.965154 16244\n", " 20 0.650633 0.200468 0.306500 1282\n", "\n", "avg / total 0.918988 0.933641 0.916974 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.940167 0.991505 0.965154 16244\n", " 20 0.650633 0.200468 0.306500 1282\n", "\n", "avg / total 0.918988 0.933641 0.916974 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.940167 0.991505 0.965154 16244\n", " 20 0.650633 0.200468 0.306500 1282\n", "\n", "avg / total 0.918988 0.933641 0.916974 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.933333 0.084337 0.154696 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 0.000000 0.000000 0.000000 148\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 147\n", " 19 0.875727 0.985395 0.927330 15132\n", " 20 0.471053 0.176355 0.256631 1015\n", "\n", "avg / total 0.792226 0.861805 0.816987 17526\n", "\n", "Classification report for turbine 24, turbine category 4\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 0.939847 0.985902 0.962324 16244\n", " 20 0.644501 0.196568 0.301255 1282\n", "\n", "avg / total 0.918243 0.928164 0.913968 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.940167 0.991505 0.965154 16244\n", " 20 0.650633 0.200468 0.306500 1282\n", "\n", "avg / total 0.918988 0.933641 0.916974 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 306\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.041667 0.084746 0.055866 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 0.914393 0.985022 0.948394 15756\n", " 20 0.566038 0.138632 0.222717 1082\n", "\n", "avg / total 0.857132 0.894385 0.866551 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.940167 0.991505 0.965154 16244\n", " 20 0.650633 0.200468 0.306500 1282\n", "\n", "avg / total 0.918988 0.933641 0.916974 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.201571 0.316872 0.246400 243\n", " 11 0.008065 0.006711 0.007326 149\n", " 12 0.133333 0.013699 0.024845 146\n", " 13 0.000000 0.000000 0.000000 148\n", " 14 0.000000 0.000000 0.000000 151\n", " 15 0.000000 0.000000 0.000000 155\n", " 16 0.000000 0.000000 0.000000 155\n", " 17 0.000000 0.000000 0.000000 158\n", " 18 0.000000 0.000000 0.000000 143\n", " 19 0.868523 0.966021 0.914681 14921\n", " 20 0.558952 0.110631 0.184704 1157\n", "\n", "avg / total 0.780303 0.834303 0.794605 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.001340 0.002625 746\n", " 11 0.000000 0.000000 0.000000 333\n", " 12 0.000000 0.000000 0.000000 189\n", " 13 0.000000 0.000000 0.000000 181\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.000000 0.000000 0.000000 174\n", " 16 0.000000 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 0.843818 0.967729 0.901535 14471\n", " 20 0.404467 0.224518 0.288751 726\n", "\n", "avg / total 0.716145 0.808399 0.756460 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.121622 0.068182 0.087379 132\n", " 11 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 147\n", " 17 0.000000 0.000000 0.000000 143\n", " 18 0.000000 0.000000 0.000000 141\n", " 19 0.867543 0.979355 0.920064 14967\n", " 20 0.565432 0.192114 0.286788 1192\n", "\n", "avg / total 0.780244 0.849937 0.805887 17526\n", "\n", "Classification report for turbine 24, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.035714 0.027778 0.031250 36\n", " 11 0.017094 0.009174 0.011940 218\n", " 12 0.014085 0.004950 0.007326 202\n", " 13 0.017241 0.004695 0.007380 213\n", " 14 0.000000 0.000000 0.000000 218\n", " 15 0.000000 0.000000 0.000000 217\n", " 16 0.018519 0.004545 0.007299 220\n", " 17 0.000000 0.000000 0.000000 195\n", " 18 0.000000 0.000000 0.000000 186\n", " 19 0.855832 0.956850 0.903526 14716\n", " 20 0.563910 0.203620 0.299202 1105\n", "\n", "avg / total 0.755058 0.816615 0.778004 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.940167 0.991505 0.965154 16244\n", " 20 0.650633 0.200468 0.306500 1282\n", "\n", "avg / total 0.918988 0.933641 0.916974 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.940167 0.991505 0.965154 16244\n", " 20 0.650633 0.200468 0.306500 1282\n", "\n", "avg / total 0.918988 0.933641 0.916974 17526\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 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 0.779463 0.985845 0.870590 11727\n", " 20 0.902004 0.439899 0.591385 5524\n", "\n", "avg / total 0.805856 0.798300 0.768927 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.787419 0.985902 0.875553 11846\n", " 20 0.938010 0.444894 0.603535 5680\n", "\n", "avg / total 0.836224 0.810567 0.787395 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.787419 0.985902 0.875553 11846\n", " 20 0.938010 0.444894 0.603535 5680\n", "\n", "avg / total 0.836224 0.810567 0.787395 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.630769 0.017714 0.034461 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 0.651179 0.984447 0.783860 9709\n", " 20 0.398305 0.596998 0.477819 1732\n", "\n", "avg / total 0.566700 0.609038 0.490563 17526\n", "\n", "Classification report for turbine 24, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 26\n", " 11 0.000000 0.000000 0.000000 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 0.758082 0.985380 0.856914 11423\n", " 20 0.921064 0.395046 0.552937 5612\n", "\n", "avg / total 0.789032 0.768744 0.735571 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.787419 0.985902 0.875553 11846\n", " 20 0.938010 0.444894 0.603535 5680\n", "\n", "avg / total 0.836224 0.810567 0.787395 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.196809 0.046717 0.075510 792\n", " 11 0.010638 0.010526 0.010582 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 0.000000 0.000000 0.000000 97\n", " 17 0.000000 0.000000 0.000000 99\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.776115 0.966646 0.860966 11483\n", " 20 0.744148 0.403204 0.523019 4494\n", "\n", "avg / total 0.708274 0.738902 0.701685 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.787419 0.985902 0.875553 11846\n", " 20 0.938010 0.444894 0.603535 5680\n", "\n", "avg / total 0.836224 0.810567 0.787395 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.002757 0.160000 0.005420 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 0.000000 0.000000 0.000000 92\n", " 17 0.000000 0.000000 0.000000 96\n", " 18 0.000000 0.000000 0.000000 82\n", " 19 0.777012 0.966763 0.861564 11433\n", " 20 0.855235 0.228932 0.361181 5316\n", "\n", "avg / total 0.766295 0.700331 0.671598 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.056473 0.192308 0.087307 338\n", " 11 0.023041 0.156250 0.040161 64\n", " 12 0.001828 0.016667 0.003295 60\n", " 13 0.000000 0.000000 0.000000 63\n", " 14 0.000000 0.000000 0.000000 59\n", " 15 0.000000 0.000000 0.000000 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 0.792750 0.954434 0.866111 11434\n", " 20 0.862047 0.252706 0.390838 5267\n", "\n", "avg / total 0.777438 0.702956 0.684351 17526\n", "\n", "Classification report for turbine 24, turbine category 10\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 0.000000 0.000000 0.000000 87\n", " 15 0.000000 0.000000 0.000000 100\n", " 16 0.000000 0.000000 0.000000 84\n", " 17 0.000000 0.000000 0.000000 95\n", " 18 0.000000 0.000000 0.000000 96\n", " 19 0.760822 0.964933 0.850807 11093\n", " 20 0.921178 0.378470 0.536512 5620\n", "\n", "avg / total 0.776949 0.732112 0.710555 17526\n", "\n", "Classification report for turbine 24, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 10\n", " 11 0.000000 0.000000 0.000000 60\n", " 12 0.000000 0.000000 0.000000 57\n", " 13 0.016667 0.016393 0.016529 61\n", " 14 0.000000 0.000000 0.000000 64\n", " 15 0.000000 0.000000 0.000000 67\n", " 16 0.000000 0.000000 0.000000 67\n", " 17 0.000000 0.000000 0.000000 67\n", " 18 0.000000 0.000000 0.000000 63\n", " 19 0.772188 0.972534 0.860858 11505\n", " 20 0.893626 0.369301 0.522622 5505\n", "\n", "avg / total 0.787655 0.754479 0.729329 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.787419 0.985902 0.875553 11846\n", " 20 0.938010 0.444894 0.603535 5680\n", "\n", "avg / total 0.836224 0.810567 0.787395 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.787419 0.985902 0.875553 11846\n", " 20 0.938010 0.444894 0.603535 5680\n", "\n", "avg / total 0.836224 0.810567 0.787395 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.604431 0.972697 0.745568 7545\n", " 20 0.962292 0.516481 0.672187 9981\n", "\n", "avg / total 0.808232 0.712884 0.703778 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.604644 0.973360 0.745925 7545\n", " 20 0.962639 0.518886 0.674305 9981\n", "\n", "avg / total 0.808521 0.714538 0.705137 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.604644 0.973360 0.745925 7545\n", " 20 0.962639 0.518886 0.674305 9981\n", "\n", "avg / total 0.808521 0.714538 0.705137 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.973640 0.177661 0.300491 13098\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.000000 0.000000 0.000000 57\n", " 13 0.000000 0.000000 0.000000 54\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 28\n", " 17 0.000000 0.000000 0.000000 34\n", " 18 0.000000 0.000000 0.000000 27\n", " 19 0.359319 0.988855 0.527105 3948\n", " 20 0.016708 0.357143 0.031923 168\n", "\n", "avg / total 0.808749 0.358952 0.343615 17526\n", "\n", "Classification report for turbine 24, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 19 0.604350 0.972167 0.745351 7545\n", " 20 0.961546 0.518585 0.673783 9981\n", "\n", "avg / total 0.807772 0.713854 0.704593 17526\n", "\n", "Classification report for turbine 24, turbine category 5\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 0.519595 0.969730 0.676638 6508\n", " 20 0.948327 0.516658 0.668895 9875\n", "\n", "avg / total 0.727277 0.651204 0.628147 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.602564 0.971769 0.743875 7545\n", " 20 0.949391 0.358982 0.520974 9981\n", "\n", "avg / total 0.800081 0.622789 0.616934 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.604644 0.973360 0.745925 7545\n", " 20 0.962639 0.518886 0.674305 9981\n", "\n", "avg / total 0.808521 0.714538 0.705137 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.005454 0.080882 0.010218 136\n", " 11 0.000000 0.000000 0.000000 78\n", " 12 0.077778 0.070000 0.073684 100\n", " 13 0.000000 0.000000 0.000000 95\n", " 14 0.000000 0.000000 0.000000 84\n", " 15 0.000000 0.000000 0.000000 85\n", " 16 0.000000 0.000000 0.000000 95\n", " 17 0.000000 0.000000 0.000000 95\n", " 18 0.000000 0.000000 0.000000 66\n", " 19 0.557996 0.905849 0.690593 7095\n", " 20 0.880989 0.300823 0.448501 9597\n", "\n", "avg / total 0.708796 0.532466 0.525663 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.606638 0.944732 0.738844 7545\n", " 20 0.959836 0.445346 0.608404 9981\n", "\n", "avg / total 0.807783 0.660333 0.664559 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.607341 0.958383 0.743509 7545\n", " 20 0.960919 0.519788 0.674642 9981\n", "\n", "avg / total 0.808702 0.708604 0.704290 17526\n", "\n", "Classification report for turbine 24, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.612395 0.952154 0.745383 7545\n", " 20 0.962608 0.513275 0.669542 9981\n", "\n", "avg / total 0.811840 0.702214 0.702192 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.604644 0.973360 0.745925 7545\n", " 20 0.962639 0.518886 0.674305 9981\n", "\n", "avg / total 0.808521 0.714538 0.705137 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.604644 0.973360 0.745925 7545\n", " 20 0.962639 0.518886 0.674305 9981\n", "\n", "avg / total 0.808521 0.714538 0.705137 17526\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 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", " 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 0.985483 0.989044 0.987260 16885\n", " 20 0.689594 0.609984 0.647351 641\n", "\n", "avg / total 0.974661 0.975180 0.974828 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.985493 0.989695 0.987589 16885\n", " 20 0.694200 0.616225 0.652893 641\n", "\n", "avg / total 0.974839 0.976036 0.975348 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.985493 0.989695 0.987589 16885\n", " 20 0.694200 0.616225 0.652893 641\n", "\n", "avg / total 0.974839 0.976036 0.975348 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.011962 0.057471 0.019802 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 0.000000 0.000000 0.000000 132\n", " 19 0.919455 0.971773 0.944890 15694\n", " 20 0.592105 0.303541 0.401338 593\n", "\n", "avg / total 0.843438 0.880749 0.859798 17526\n", "\n", "Classification report for turbine 24, turbine category 4\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 0.971976 0.987625 0.979738 16646\n", " 20 0.601054 0.587629 0.594266 582\n", "\n", "avg / total 0.943132 0.957549 0.950278 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.100000 0.090909 10\n", " 11 0.000000 0.000000 0.000000 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 0.972892 0.988301 0.980536 16668\n", " 20 0.653025 0.607616 0.629503 604\n", "\n", "avg / total 0.947816 0.960915 0.954279 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.012987 0.027027 0.017544 37\n", " 11 0.000000 0.000000 0.000000 98\n", " 12 0.000000 0.000000 0.000000 98\n", " 13 0.000000 0.000000 0.000000 92\n", " 14 0.000000 0.000000 0.000000 100\n", " 15 0.000000 0.000000 0.000000 92\n", " 16 0.000000 0.000000 0.000000 98\n", " 17 0.000000 0.000000 0.000000 95\n", " 18 0.000000 0.000000 0.000000 95\n", " 19 0.942338 0.986686 0.964003 16149\n", " 20 0.598765 0.508741 0.550095 572\n", "\n", "avg / total 0.887869 0.925824 0.906253 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.985493 0.989695 0.987589 16885\n", " 20 0.694200 0.616225 0.652893 641\n", "\n", "avg / total 0.974839 0.976036 0.975348 17526\n", "\n", "Classification report for turbine 24, turbine category 8\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 0.038462 0.027778 0.032258 36\n", " 19 0.970935 0.966613 0.968769 16623\n", " 20 0.702811 0.555556 0.620567 630\n", "\n", "avg / total 0.946252 0.936837 0.941228 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.986485 0.976962 0.981700 16885\n", " 20 0.689655 0.499220 0.579186 641\n", "\n", "avg / total 0.975629 0.959489 0.966979 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 98\n", " 11 0.026316 0.009346 0.013793 107\n", " 12 0.000000 0.000000 0.000000 82\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.043478 0.013889 0.021053 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 0.949324 0.980021 0.964428 16267\n", " 20 0.569395 0.590406 0.579710 542\n", "\n", "avg / total 0.899076 0.927993 0.913246 17526\n", "\n", "Classification report for turbine 24, turbine category 11\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 0.000000 0.000000 0.000000 29\n", " 18 0.000000 0.000000 0.000000 28\n", " 19 0.972010 0.973531 0.972770 16623\n", " 20 0.692718 0.611285 0.649459 638\n", "\n", "avg / total 0.947146 0.945624 0.946292 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.985493 0.989695 0.987589 16885\n", " 20 0.694200 0.616225 0.652893 641\n", "\n", "avg / total 0.974839 0.976036 0.975348 17526\n", "\n", "Classification report for turbine 24, turbine category 13\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 0.971870 0.989552 0.980631 16654\n", " 20 0.681898 0.619808 0.649372 626\n", "\n", "avg / total 0.947871 0.962456 0.955035 17526\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 24, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\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 0.971068 0.993544 0.982177 16418\n", " 20 0.857741 0.555054 0.673973 1108\n", "\n", "avg / total 0.963903 0.965822 0.962692 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.970851 0.994031 0.982304 16418\n", " 20 0.863128 0.557762 0.677632 1108\n", "\n", "avg / total 0.964040 0.966450 0.963043 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.970851 0.994031 0.982304 16418\n", " 20 0.863128 0.557762 0.677632 1108\n", "\n", "avg / total 0.964040 0.966450 0.963043 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.972007 0.983433 0.977686 16418\n", " 20 0.863049 0.301444 0.446823 1108\n", "\n", "avg / total 0.965118 0.940317 0.944125 17526\n", "\n", "Classification report for turbine 24, turbine category 4\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 0.938531 0.992692 0.964852 15873\n", " 20 0.830295 0.553789 0.664422 1069\n", "\n", "avg / total 0.900656 0.932843 0.914377 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.200000 0.100000 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 0.000000 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 30\n", " 19 0.956096 0.991525 0.973488 16165\n", " 20 0.826531 0.529412 0.645418 1071\n", "\n", "avg / total 0.932396 0.946993 0.937389 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.530864 0.083495 0.144295 515\n", " 11 0.000000 0.000000 0.000000 561\n", " 12 0.000000 0.000000 0.000000 534\n", " 13 0.000000 0.000000 0.000000 536\n", " 14 0.000000 0.000000 0.000000 496\n", " 15 0.000000 0.000000 0.000000 498\n", " 16 0.000000 0.000000 0.000000 501\n", " 17 0.583333 0.027833 0.053131 503\n", " 18 0.200000 0.001992 0.003945 502\n", " 19 0.731329 0.991428 0.841744 12366\n", " 20 0.294309 0.352140 0.320638 514\n", "\n", "avg / total 0.562713 0.713169 0.609199 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.970851 0.994031 0.982304 16418\n", " 20 0.863128 0.557762 0.677632 1108\n", "\n", "avg / total 0.964040 0.966450 0.963043 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.050000 0.013889 0.021739 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 0.944705 0.982953 0.963450 15956\n", " 20 0.786020 0.572170 0.662260 963\n", "\n", "avg / total 0.903472 0.926395 0.913621 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 127\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 107\n", " 13 0.142857 0.009434 0.017699 106\n", " 14 0.000000 0.000000 0.000000 104\n", " 15 0.000000 0.000000 0.000000 105\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.000000 0.000000 0.000000 107\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.925875 0.989008 0.956401 15648\n", " 20 0.760174 0.581111 0.658690 900\n", "\n", "avg / total 0.866563 0.912929 0.887850 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.006369 0.011299 157\n", " 11 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 97\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 107\n", " 19 0.918988 0.989571 0.952974 15533\n", " 20 0.735502 0.526849 0.613932 987\n", "\n", "avg / total 0.856353 0.906767 0.879281 17526\n", "\n", "Classification report for turbine 24, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 19\n", " 11 0.025641 0.009346 0.013699 107\n", " 12 0.000000 0.000000 0.000000 107\n", " 13 0.058824 0.010309 0.017544 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 0.928494 0.985939 0.956355 15646\n", " 20 0.761644 0.542969 0.633979 1024\n", "\n", "avg / total 0.873878 0.912016 0.890990 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.970851 0.994031 0.982304 16418\n", " 20 0.863128 0.557762 0.677632 1108\n", "\n", "avg / total 0.964040 0.966450 0.963043 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.000000 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", " 19 0.970939 0.993056 0.981873 16418\n", " 20 0.862745 0.555957 0.676180 1108\n", "\n", "avg / total 0.964099 0.965423 0.962547 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.977787 0.975991 0.976888 16327\n", " 20 0.534994 0.554736 0.544686 813\n", "\n", "avg / total 0.956784 0.956009 0.956388 17140\n", "\n", "Classification report for turbine 25, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977737 0.976419 0.977078 16327\n", " 20 0.547355 0.547355 0.547355 813\n", "\n", "avg / total 0.957323 0.956068 0.956695 17140\n", "\n", "Classification report for turbine 25, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.977787 0.975991 0.976888 16327\n", " 20 0.534994 0.554736 0.544686 813\n", "\n", "avg / total 0.956784 0.956009 0.956388 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.978194 0.972622 0.975400 16327\n", " 20 0.535885 0.551046 0.543360 813\n", "\n", "avg / total 0.957214 0.952625 0.954907 17140\n", "\n", "Classification report for turbine 25, turbine category 4\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 0.977904 0.973112 0.975502 16327\n", " 20 0.522406 0.544895 0.533414 813\n", "\n", "avg / total 0.956298 0.952800 0.954532 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.977787 0.975991 0.976888 16327\n", " 20 0.534994 0.554736 0.544686 813\n", "\n", "avg / total 0.956784 0.956009 0.956388 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.979482 0.915171 0.946235 16327\n", " 20 0.452450 0.193112 0.270690 813\n", "\n", "avg / total 0.954483 0.880922 0.914192 17140\n", "\n", "Classification report for turbine 25, turbine category 7\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", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.977731 0.973480 0.975601 16327\n", " 20 0.538922 0.553506 0.546117 813\n", "\n", "avg / total 0.956917 0.953559 0.955229 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.208333 0.106383 0.140845 188\n", " 11 0.000000 0.000000 0.000000 147\n", " 12 0.000000 0.000000 0.000000 148\n", " 13 0.031250 0.013072 0.018433 153\n", " 14 0.000000 0.000000 0.000000 143\n", " 15 0.020000 0.006623 0.009950 151\n", " 16 0.043478 0.014815 0.022099 135\n", " 17 0.000000 0.000000 0.000000 146\n", " 18 0.000000 0.000000 0.000000 131\n", " 19 0.906879 0.966161 0.935582 15160\n", " 20 0.361266 0.304075 0.330213 638\n", "\n", "avg / total 0.818647 0.867328 0.841767 17140\n", "\n", "Classification report for turbine 25, turbine category 9\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 0.961947 0.975660 0.968755 16064\n", " 20 0.284698 0.421793 0.339943 569\n", "\n", "avg / total 0.911010 0.928413 0.919224 17140\n", "\n", "Classification report for turbine 25, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.979256 0.962822 0.970970 16327\n", " 20 0.539100 0.559656 0.549185 813\n", "\n", "avg / total 0.958378 0.943699 0.950963 17140\n", "\n", "Classification report for turbine 25, turbine category 11\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 0.000000 0.000000 0.000000 122\n", " 14 0.000000 0.000000 0.000000 129\n", " 15 0.000000 0.000000 0.000000 128\n", " 16 0.000000 0.000000 0.000000 129\n", " 17 0.000000 0.000000 0.000000 115\n", " 18 0.000000 0.000000 0.000000 126\n", " 19 0.926953 0.943829 0.935315 15435\n", " 20 0.430095 0.514894 0.468689 705\n", "\n", "avg / total 0.852435 0.871120 0.861553 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.977787 0.975991 0.976888 16327\n", " 20 0.534994 0.554736 0.544686 813\n", "\n", "avg / total 0.956784 0.956009 0.956388 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.977787 0.975991 0.976888 16327\n", " 20 0.534994 0.554736 0.544686 813\n", "\n", "avg / total 0.956784 0.956009 0.956388 17140\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.963616 0.989898 0.976581 15839\n", " 20 0.815880 0.544965 0.653456 1301\n", "\n", "avg / total 0.952402 0.956126 0.952054 17140\n", "\n", "Classification report for turbine 25, turbine category 1\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 0.948986 0.992607 0.970306 15555\n", " 20 0.734954 0.584715 0.651282 1086\n", "\n", "avg / total 0.907797 0.937865 0.921844 17140\n", "\n", "Classification report for turbine 25, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.963616 0.989898 0.976581 15839\n", " 20 0.815880 0.544965 0.653456 1301\n", "\n", "avg / total 0.952402 0.956126 0.952054 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 92\n", " 11 0.000000 0.000000 0.000000 96\n", " 12 0.000000 0.000000 0.000000 85\n", " 13 0.000000 0.000000 0.000000 99\n", " 14 0.000000 0.000000 0.000000 89\n", " 15 0.000000 0.000000 0.000000 85\n", " 16 0.000000 0.000000 0.000000 89\n", " 17 0.000000 0.000000 0.000000 89\n", " 18 0.000000 0.000000 0.000000 87\n", " 19 0.934301 0.991643 0.962118 15316\n", " 20 0.688581 0.589339 0.635106 1013\n", "\n", "avg / total 0.875571 0.920945 0.897268 17140\n", "\n", "Classification report for turbine 25, turbine category 4\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", " 19 0.967864 0.988762 0.978201 15839\n", " 20 0.822870 0.564181 0.669403 1301\n", "\n", "avg / total 0.956858 0.956534 0.954762 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.963616 0.989898 0.976581 15839\n", " 20 0.815880 0.544965 0.653456 1301\n", "\n", "avg / total 0.952402 0.956126 0.952054 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.969146 0.969758 0.969452 15839\n", " 20 0.719192 0.273636 0.396437 1301\n", "\n", "avg / total 0.950174 0.916919 0.925958 17140\n", "\n", "Classification report for turbine 25, turbine category 7\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", " 19 0.963607 0.989646 0.976453 15839\n", " 20 0.816820 0.544965 0.653757 1301\n", "\n", "avg / total 0.952466 0.955893 0.951959 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 243\n", " 11 0.000000 0.000000 0.000000 54\n", " 12 0.000000 0.000000 0.000000 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 0.935820 0.980427 0.957604 15378\n", " 20 0.545918 0.398140 0.460463 1075\n", "\n", "avg / total 0.873857 0.904609 0.888042 17140\n", "\n", "Classification report for turbine 25, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 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 0.963527 0.987373 0.975304 15839\n", " 20 0.806974 0.498078 0.615970 1301\n", "\n", "avg / total 0.951644 0.950233 0.948029 17140\n", "\n", "Classification report for turbine 25, turbine category 10\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 0.950856 0.988666 0.969393 15617\n", " 20 0.812135 0.546740 0.653521 1273\n", "\n", "avg / total 0.926684 0.941424 0.931793 17140\n", "\n", "Classification report for turbine 25, turbine category 11\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 0.040000 0.072727 0.051613 55\n", " 17 0.061224 0.050000 0.055046 60\n", " 18 0.000000 0.000000 0.000000 58\n", " 19 0.938990 0.976000 0.957137 15375\n", " 20 0.819137 0.546304 0.655462 1285\n", "\n", "avg / total 0.904051 0.916861 0.908075 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.963616 0.989898 0.976581 15839\n", " 20 0.815880 0.544965 0.653456 1301\n", "\n", "avg / total 0.952402 0.956126 0.952054 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.963616 0.989898 0.976581 15839\n", " 20 0.815880 0.544965 0.653456 1301\n", "\n", "avg / total 0.952402 0.956126 0.952054 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.892879 0.984407 0.936412 14750\n", " 20 0.738041 0.271130 0.396573 2390\n", "\n", "avg / total 0.871288 0.884947 0.861137 17140\n", "\n", "Classification report for turbine 25, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.892694 0.982508 0.935451 14750\n", " 20 0.730216 0.254812 0.377792 2390\n", "\n", "avg / total 0.870038 0.881039 0.857691 17140\n", "\n", "Classification report for turbine 25, turbine category 2\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 0.878428 0.984154 0.928291 14515\n", " 20 0.724374 0.267452 0.390663 2378\n", "\n", "avg / total 0.844396 0.870537 0.840323 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 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 0.892699 0.981424 0.934961 14750\n", " 20 0.734884 0.264435 0.388923 2390\n", "\n", "avg / total 0.870693 0.881447 0.858821 17140\n", "\n", "Classification report for turbine 25, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 19 0.892824 0.984407 0.936382 14750\n", " 20 0.737084 0.268619 0.393744 2390\n", "\n", "avg / total 0.871108 0.884597 0.860716 17140\n", "\n", "Classification report for turbine 25, turbine category 5\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 0.874247 0.984148 0.925948 14446\n", " 20 0.566059 0.222371 0.319306 2235\n", "\n", "avg / total 0.810648 0.858460 0.822047 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.018519 0.290323 0.034816 31\n", " 11 0.000000 0.000000 0.000000 99\n", " 12 0.000000 0.000000 0.000000 81\n", " 13 0.000000 0.000000 0.000000 92\n", " 14 0.000000 0.000000 0.000000 79\n", " 15 0.000000 0.000000 0.000000 90\n", " 16 0.000000 0.000000 0.000000 91\n", " 17 0.000000 0.000000 0.000000 93\n", " 18 0.000000 0.000000 0.000000 89\n", " 19 0.845921 0.956754 0.897931 14036\n", " 20 0.710526 0.114455 0.197152 2359\n", "\n", "avg / total 0.790552 0.799767 0.762515 17140\n", "\n", "Classification report for turbine 25, turbine category 7\n", " precision 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 0.892822 0.983254 0.935859 14750\n", " 20 0.737201 0.271130 0.396452 2390\n", "\n", "avg / total 0.871122 0.883956 0.860644 17140\n", "\n", "Classification report for turbine 25, turbine category 8\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 0.879334 0.978910 0.926454 14509\n", " 20 0.712159 0.240671 0.359762 2385\n", "\n", "avg / total 0.843451 0.862135 0.834303 17140\n", "\n", "Classification report for turbine 25, turbine category 9\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 0.877932 0.983315 0.927640 14504\n", " 20 0.731034 0.267677 0.391867 2376\n", "\n", "avg / total 0.844251 0.869195 0.839298 17140\n", "\n", "Classification report for turbine 25, turbine category 10\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 0.876525 0.982934 0.926685 14473\n", " 20 0.725537 0.255785 0.378227 2377\n", "\n", "avg / total 0.840755 0.865461 0.834945 17140\n", "\n", "Classification report for turbine 25, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 6\n", " 11 0.000000 0.000000 0.000000 27\n", " 12 0.000000 0.000000 0.000000 28\n", " 13 0.000000 0.000000 0.000000 31\n", " 14 0.000000 0.000000 0.000000 30\n", " 15 0.000000 0.000000 0.000000 30\n", " 16 0.000000 0.000000 0.000000 29\n", " 17 0.041667 0.032258 0.036364 31\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.878758 0.976646 0.925120 14516\n", " 20 0.733258 0.270746 0.395470 2386\n", "\n", "avg / total 0.846376 0.864877 0.838609 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.892879 0.984407 0.936412 14750\n", " 20 0.738041 0.271130 0.396573 2390\n", "\n", "avg / total 0.871288 0.884947 0.861137 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.892879 0.984407 0.936412 14750\n", " 20 0.738041 0.271130 0.396573 2390\n", "\n", "avg / total 0.871288 0.884947 0.861137 17140\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.960365 0.990780 0.975335 14967\n", " 20 0.918776 0.718362 0.806302 2173\n", "\n", "avg / total 0.955093 0.956243 0.953905 17140\n", "\n", "Classification report for turbine 25, turbine category 1\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 0.909256 0.986460 0.946286 14180\n", " 20 0.471789 0.571636 0.516935 1375\n", "\n", "avg / total 0.790080 0.861960 0.824336 17140\n", "\n", "Classification report for turbine 25, turbine category 2\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 0.942102 0.990738 0.965808 14683\n", " 20 0.912839 0.717261 0.803317 2161\n", "\n", "avg / total 0.922143 0.939148 0.928642 17140\n", "\n", "Classification report for turbine 25, turbine category 3\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 0.941483 0.985286 0.962887 14680\n", " 20 0.901720 0.687910 0.780436 2134\n", "\n", "avg / total 0.918625 0.929522 0.921857 17140\n", "\n", "Classification report for turbine 25, turbine category 4\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 0.932176 0.990910 0.960646 14522\n", " 20 0.906416 0.726073 0.806283 2121\n", "\n", "avg / total 0.901958 0.929405 0.913689 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.960300 0.990713 0.975270 14967\n", " 20 0.882653 0.477681 0.619887 2173\n", "\n", "avg / total 0.950456 0.925671 0.930214 17140\n", "\n", "Classification report for turbine 25, turbine category 6\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 0.071429 0.028571 0.040816 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 0.945994 0.983302 0.964287 14732\n", " 20 0.905072 0.657845 0.761905 2116\n", "\n", "avg / total 0.924971 0.926429 0.922958 17140\n", "\n", "Classification report for turbine 25, turbine category 7\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 0.949028 0.990603 0.969370 14792\n", " 20 0.857563 0.708313 0.775825 2057\n", "\n", "avg / total 0.921939 0.939907 0.929685 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.007937 0.022727 0.011765 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 0.928790 0.986655 0.956848 14462\n", " 20 0.913588 0.651152 0.760362 2127\n", "\n", "avg / total 0.897066 0.913361 0.901736 17140\n", "\n", "Classification report for turbine 25, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.241379 0.027451 0.049296 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 0.000000 0.000000 0.000000 143\n", " 17 0.000000 0.000000 0.000000 154\n", " 18 0.000000 0.000000 0.000000 150\n", " 19 0.874700 0.989643 0.928628 13614\n", " 20 0.801357 0.758319 0.779244 1713\n", "\n", "avg / total 0.782030 0.862660 0.816939 17140\n", "\n", "Classification report for turbine 25, turbine category 10\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 0.922887 0.989069 0.954833 14363\n", " 20 0.898923 0.720863 0.800106 2085\n", "\n", "avg / total 0.882712 0.916511 0.897461 17140\n", "\n", "Classification report for turbine 25, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 14\n", " 11 0.000000 0.000000 0.000000 56\n", " 12 0.000000 0.000000 0.000000 60\n", " 13 0.000000 0.000000 0.000000 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 0.922825 0.981292 0.951161 14379\n", " 20 0.887900 0.715583 0.792483 2092\n", "\n", "avg / total 0.882543 0.910560 0.894669 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.960365 0.990780 0.975335 14967\n", " 20 0.918776 0.718362 0.806302 2173\n", "\n", "avg / total 0.955093 0.956243 0.953905 17140\n", "\n", "Classification report for turbine 25, turbine category 13\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 0.881096 0.991112 0.932872 13727\n", " 20 0.802237 0.750551 0.775533 1816\n", "\n", "avg / total 0.790645 0.873279 0.829282 17140\n", "\n", "------------------------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Classification report for turbine 25, turbine category 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 0.963038 0.994710 0.978618 15690\n", " 20 0.865096 0.715678 0.783325 1129\n", "\n", "avg / total 0.938551 0.957701 0.947427 17140\n", "\n", "Classification report for turbine 25, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978405 0.992343 0.985325 15934\n", " 20 0.897277 0.601161 0.719960 1206\n", "\n", "avg / total 0.972697 0.964819 0.966653 17140\n", "\n", "Classification report for turbine 25, turbine category 2\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\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 0.978118 0.993097 0.985551 15934\n", " 20 0.910944 0.703980 0.794200 1206\n", "\n", "avg / total 0.973392 0.972754 0.972087 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.000000 0.000000 0.000000 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 0.948147 0.991908 0.969534 15448\n", " 20 0.831351 0.738713 0.782299 1041\n", "\n", "avg / total 0.905041 0.938856 0.921338 17140\n", "\n", "Classification report for turbine 25, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 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 0.978451 0.994540 0.986430 15934\n", " 20 0.908791 0.685738 0.781664 1206\n", "\n", "avg / total 0.973550 0.972812 0.972022 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.000000 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 0.978085 0.994352 0.986151 15934\n", " 20 0.910064 0.704809 0.794393 1206\n", "\n", "avg / total 0.973299 0.973979 0.972659 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.032609 0.063830 0.043165 47\n", " 11 0.000000 0.000000 0.000000 215\n", " 12 0.000000 0.000000 0.000000 215\n", " 13 0.000000 0.000000 0.000000 214\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 213\n", " 16 0.000000 0.000000 0.000000 215\n", " 17 0.000000 0.000000 0.000000 210\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.875860 0.991306 0.930014 14263\n", " 20 0.868145 0.666667 0.754181 1116\n", "\n", "avg / total 0.785459 0.868495 0.823132 17140\n", "\n", "Classification report for turbine 25, turbine category 7\n", " precision recall f1-score support\n", "\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 19 0.978215 0.994791 0.986434 15934\n", " 20 0.910944 0.703980 0.794200 1206\n", "\n", "avg / total 0.973482 0.974329 0.972908 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.068966 0.004975 0.009281 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 0.000000 0.000000 0.000000 176\n", " 16 0.000000 0.000000 0.000000 179\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 163\n", " 19 0.881383 0.991080 0.933018 14350\n", " 20 0.580328 0.625442 0.602041 849\n", "\n", "avg / total 0.768277 0.860852 0.811183 17140\n", "\n", "Classification report for turbine 25, turbine category 9\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 0.960669 0.991308 0.975748 15646\n", " 20 0.904393 0.582363 0.708502 1202\n", "\n", "avg / total 0.940356 0.945741 0.940383 17140\n", "\n", "Classification report for turbine 25, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978422 0.993159 0.985736 15934\n", " 20 0.914530 0.621061 0.739753 1206\n", "\n", "avg / total 0.973927 0.966978 0.968428 17140\n", "\n", "Classification report for turbine 25, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 12\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 60\n", " 14 0.000000 0.000000 0.000000 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 0.965889 0.991989 0.978765 15728\n", " 20 0.759179 0.698113 0.727367 1007\n", "\n", "avg / total 0.930921 0.951284 0.940868 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.978095 0.994791 0.986372 15934\n", " 20 0.911135 0.705638 0.795327 1206\n", "\n", "avg / total 0.973383 0.974446 0.972930 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 0\n", " 11 0.000000 0.000000 0.000000 0\n", " 12 0.000000 0.000000 0.000000 0\n", " 13 0.000000 0.000000 0.000000 0\n", " 14 0.000000 0.000000 0.000000 0\n", " 15 0.000000 0.000000 0.000000 0\n", " 16 0.000000 0.000000 0.000000 0\n", " 17 0.000000 0.000000 0.000000 0\n", " 18 0.000000 0.000000 0.000000 0\n", " 19 0.978191 0.993661 0.985866 15934\n", " 20 0.909392 0.682421 0.779725 1206\n", "\n", "avg / total 0.973350 0.971762 0.971361 17140\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\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", " dfx.reset_index(drop=True, inplace=True) # reset index\n", "\n", " # assigning value to first cell if it's not 0\n", " if dfx.loc[0, \"mins\"] == 0:\n", " dfx.set_value(0, \"mins\", 0)\n", " else:\n", " dfx.set_value(0, \"mins\", 999999999)\n", "\n", " # 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", " dfx = dfx.sort_values(by=\"timestamp\") # sort in ascending order\n", " dfx.reset_index(drop=True, inplace=True) # reset index\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", " def f11(c): # > 48 hours - label as normal (9999)\n", " if c[\"hours\"] > 48:\n", " return 9999\n", " else:\n", " return c[\"hours\"]\n", "\n", " dfx[\"hours\"] = dfx.apply(f11, axis=1)\n", "\n", " # filter out curtailment - curtailed when turbine is pitching outside\n", " # 0 deg <= normal <= 3.5 deg\n", " def f22(\n", " c,\n", " ):\n", " if (\n", " 0 <= c[\"pitch\"] <= 3.5\n", " or c[\"hours\"] != 9999\n", " or (\n", " (c[\"pitch\"] > 3.5 or c[\"pitch\"] < 0)\n", " and (\n", " c[\"ap_av\"] <= (0.1 * dfx[\"ap_av\"].max())\n", " or c[\"ap_av\"] >= (0.9 * dfx[\"ap_av\"].max())\n", " )\n", " )\n", " ):\n", " return \"normal\"\n", " else:\n", " return \"curtailed\"\n", "\n", " dfx[\"curtailment\"] = dfx.apply(f22, axis=1)\n", "\n", " def f3(\n", " c,\n", " ):\n", " if c[\"hours\"] == 9999 and (\n", " (\n", " 3 < c[\"ws_av\"] < 25\n", " and (\n", " c[\"ap_av\"] <= 0\n", " or c[\"runtime\"] < 600\n", " or c[\"EnvironmentalCategory_id\"] > 1\n", " or c[\"GridCategory_id\"] > 1\n", " or c[\"InfrastructureCategory_id\"] > 1\n", " or c[\"AvailabilityCategory_id\"] == 2\n", " or 12 <= c[\"TurbineCategory_id\"] <= 15\n", " or 21 <= c[\"TurbineCategory_id\"] <= 22\n", " )\n", " )\n", " or (c[\"ws_av\"] < 3 and c[\"ap_av\"] > 100)\n", " ):\n", " return \"unusual\"\n", " else:\n", " return \"normal\"\n", "\n", " dfx[\"unusual\"] = dfx.apply(f3, axis=1)\n", "\n", " def f4(c): # round to 6 hour intervals\n", " if c[\"hours\"] == 0:\n", " return 10\n", " elif 1 <= c[\"hours\"] <= 6:\n", " return 11\n", " elif 7 <= c[\"hours\"] <= 12:\n", " return 12\n", " elif 13 <= c[\"hours\"] <= 18:\n", " return 13\n", " elif 19 <= c[\"hours\"] <= 24:\n", " return 14\n", " elif 25 <= c[\"hours\"] <= 30:\n", " return 15\n", " elif 31 <= c[\"hours\"] <= 36:\n", " return 16\n", " elif 37 <= c[\"hours\"] <= 42:\n", " return 17\n", " elif 43 <= c[\"hours\"] <= 48:\n", " return 18\n", " else:\n", " return 19\n", "\n", " dfx[\"hours6\"] = dfx.apply(f4, axis=1)\n", "\n", " def f5(c): # change label for unusual and curtailed data (20)\n", " if c[\"unusual\"] == \"unusual\" or c[\"curtailment\"] == \"curtailed\":\n", " return 20\n", " else:\n", " return c[\"hours6\"]\n", "\n", " dfx[\"hours_%s\" % y] = dfx.apply(f5, axis=1)\n", "\n", " dfx = dfx.drop(\"hours6\", axis=1) # drop unnecessary columns\n", " dfx = dfx.drop(\"hours\", axis=1)\n", " dfx = dfx.drop(\"mins\", axis=1)\n", " dfx = dfx.drop(\"curtailment\", axis=1)\n", " dfx = dfx.drop(\"unusual\", axis=1)\n", "\n", " # separate features from classes for classification\n", " features = [\n", " \"ap_av\",\n", " \"ws_av\",\n", " \"wd_av\",\n", " \"pitch\",\n", " \"ap_max\",\n", " \"ap_dev\",\n", " \"reactive_power\",\n", " \"rs_av\",\n", " \"gen_sp\",\n", " \"nac_pos\",\n", " ]\n", " classes = [col for col in dfx.columns if \"hours\" in col]\n", " list6 = features + classes # list of columns to copy into new df\n", " df2 = dfx[list6].copy()\n", " df2 = df2.dropna() # drop NaNs\n", " X = df2[features]\n", " X = preprocessing.normalize(X) # normalise features to values b/w 0 and 1\n", " Y = df2[classes]\n", " Y = Y.as_matrix() # convert from pd dataframe to np array\n", " # cross validation using time series split\n", " tscv = TimeSeriesSplit(n_splits=5)\n", "\n", " knn = KNeighborsClassifier(weights=\"distance\", n_jobs=-1)\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 = Y[train_index], Y[test_index]\n", " knn1 = knn.fit(X_train, Y_train) # fit to classifier and predict\n", " Yp = knn1.predict(X_test)\n", " for m in list4:\n", " Yt = Y_test[:, m]\n", " Ypr = Yp[:, m]\n", " print(\n", " \"Classification report for turbine %s, turbine category %s\"\n", " % (x, m)\n", " )\n", " print(classification_report(Yt, Ypr, 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": { 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