{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Results for decision tree 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.tree import DecisionTreeClassifier" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# import data\n", "df = pd.read_csv(\"data/SCADA_downtime_merged.csv\", skip_blank_lines=True)\n", "\n", "# list of turbines to plot\n", "list1 = list(df[\"turbine_id\"].unique())\n", "# sort turbines in ascending order\n", "list1 = sorted(list1, key=int)\n", "# list of categories\n", "list2 = list(df[\"TurbineCategory_id\"].unique())\n", "# remove NaN from list\n", "list2 = [g for g in list2 if g >= 0]\n", "# sort categories in ascending order\n", "list2 = sorted(list2, key=int)\n", "# categories to remove\n", "list2 = [m for m in list2 if m not in (1, 12, 13, 14, 15, 17, 21, 22)]\n", "list4 = list(range(0, 14))" ] }, { "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 0.988177 0.983815 0.985991 16311\n", " 20 0.763441 0.816092 0.788889 1044\n", "\n", "avg / total 0.974658 0.973725 0.974134 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 0.970318 0.983644 0.976936 16019\n", " 20 0.763441 0.816874 0.789254 1043\n", "\n", "avg / total 0.941504 0.957015 0.949163 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988177 0.983815 0.985991 16311\n", " 20 0.763441 0.816092 0.788889 1044\n", "\n", "avg / total 0.974658 0.973725 0.974134 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.106481 0.348485 0.163121 66\n", " 11.0 0.012500 0.158879 0.023177 107\n", " 12.0 0.011236 0.069444 0.019342 72\n", " 13.0 0.002994 0.016949 0.005089 59\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.981564 0.742128 0.845216 16070\n", " 20.0 0.633752 0.359837 0.459038 981\n", "\n", "avg / total 0.945249 0.710170 0.809443 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.584507 0.525316 0.553333 316\n", " 11 0.130125 0.100690 0.113530 725\n", " 12 0.107425 0.100890 0.104055 674\n", " 13 0.045918 0.030354 0.036548 593\n", " 14 0.025586 0.020979 0.023055 572\n", " 15 0.019802 0.011111 0.014235 540\n", " 16 0.050336 0.029354 0.037083 511\n", " 17 0.025157 0.017544 0.020672 456\n", " 18 0.045627 0.027778 0.034532 432\n", " 19 0.752696 0.825421 0.787383 12006\n", " 20 0.413174 0.520755 0.460768 530\n", "\n", "avg / total 0.559883 0.608701 0.582579 17355\n", "\n", "Classification report for turbine 1, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.988177 0.983815 0.985991 16311\n", " 20 0.763441 0.816092 0.788889 1044\n", "\n", "avg / total 0.974658 0.973725 0.974134 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 0.963462 0.979633 0.971480 15908\n", " 20 0.743154 0.779980 0.761122 1009\n", "\n", "avg / total 0.926338 0.943302 0.934732 17355\n", "\n", "Classification report for turbine 1, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988810 0.904727 0.944902 16311\n", " 20.0 0.783109 0.781609 0.782359 1044\n", "\n", "avg / total 0.976436 0.897321 0.935124 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.205984 0.252113 0.226726 710\n", " 11 0.288566 0.346694 0.314970 2919\n", " 12 0.123452 0.171858 0.143688 1798\n", " 13 0.078994 0.131232 0.098623 1364\n", " 14 0.088682 0.093250 0.090909 1126\n", " 15 0.077189 0.071505 0.074238 937\n", " 16 0.042398 0.036896 0.039456 786\n", " 17 0.071525 0.071525 0.071525 741\n", " 18 0.039617 0.043155 0.041311 672\n", " 19 0.544271 0.344090 0.421626 6074\n", " 20 0.136646 0.096491 0.113111 228\n", "\n", "avg / total 0.284671 0.234745 0.250285 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.988177 0.983815 0.985991 16311\n", " 20 0.763441 0.816092 0.788889 1044\n", "\n", "avg / total 0.974658 0.973725 0.974134 17355\n", "\n", "Classification report for turbine 1, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.988177 0.983815 0.985991 16311\n", " 20 0.763441 0.816092 0.788889 1044\n", "\n", "avg / total 0.974658 0.973725 0.974134 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 0.887370 0.984760 0.933532 14633\n", " 20 0.739247 0.826653 0.780511 998\n", "\n", "avg / total 0.790703 0.877845 0.831998 17355\n", "\n", "Classification report for turbine 1, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988177 0.983815 0.985991 16311\n", " 20 0.763441 0.816092 0.788889 1044\n", "\n", "avg / total 0.974658 0.973725 0.974134 17355\n", "\n", "Classification report for turbine 1, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.988177 0.983815 0.985991 16311\n", " 20 0.763441 0.816092 0.788889 1044\n", "\n", "avg / total 0.974658 0.973725 0.974134 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 0.978140 0.991574 0.984811 15072\n", " 20 0.938825 0.853701 0.894242 2283\n", "\n", "avg / total 0.972968 0.973437 0.972897 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 0.160000 0.025806 0.044444 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 0.926600 0.981767 0.953386 14260\n", " 20 0.642582 0.873608 0.740494 1527\n", "\n", "avg / total 0.819322 0.883780 0.848914 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.978140 0.991574 0.984811 15072\n", " 20 0.938825 0.853701 0.894242 2283\n", "\n", "avg / total 0.972968 0.973437 0.972897 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976948 0.939159 0.957681 15072\n", " 20.0 0.933333 0.711345 0.807358 2283\n", "\n", "avg / total 0.971211 0.909190 0.937906 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.158363 0.816514 0.265276 109\n", " 11 0.024457 0.102273 0.039474 88\n", " 12 0.015337 0.069444 0.025126 72\n", " 13 0.005391 0.027778 0.009029 72\n", " 14 0.010033 0.041667 0.016173 72\n", " 15 0.008949 0.055556 0.015414 72\n", " 16 0.002427 0.013889 0.004132 72\n", " 17 0.006006 0.027778 0.009877 72\n", " 18 0.008721 0.041667 0.014423 72\n", " 19 0.949608 0.827922 0.884600 14476\n", " 20 0.912736 0.533058 0.673043 2178\n", "\n", "avg / total 0.907979 0.764275 0.824576 17355\n", "\n", "Classification report for turbine 1, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.978140 0.991574 0.984811 15072\n", " 20 0.938825 0.853701 0.894242 2283\n", "\n", "avg / total 0.972968 0.973437 0.972897 17355\n", "\n", "Classification report for turbine 1, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.004464 0.008333 224\n", " 11 0.000000 0.000000 0.000000 260\n", " 12 0.088235 0.013274 0.023077 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 0.878339 0.987790 0.929855 13514\n", " 20 0.825616 0.829703 0.827654 2020\n", "\n", "avg / total 0.781997 0.865975 0.820801 17355\n", "\n", "Classification report for turbine 1, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.006757 0.012500 0.008772 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 0.958376 0.955128 0.956749 14753\n", " 20 0.764368 0.772032 0.768181 1895\n", "\n", "avg / total 0.898181 0.896283 0.897224 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.049872 0.317073 0.086188 123\n", " 11 0.116835 0.243094 0.157819 905\n", " 12 0.058351 0.148501 0.083782 734\n", " 13 0.028093 0.068513 0.039847 686\n", " 14 0.036013 0.069132 0.047357 622\n", " 15 0.035211 0.049020 0.040984 612\n", " 16 0.036471 0.052721 0.043115 588\n", " 17 0.038702 0.053819 0.045025 576\n", " 18 0.060440 0.062619 0.061510 527\n", " 19 0.742419 0.456257 0.565180 10196\n", " 20 0.775000 0.277716 0.408904 1786\n", "\n", "avg / total 0.532836 0.330222 0.396046 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 0.862491 0.991573 0.922538 13290\n", " 20 0.466281 0.818259 0.594047 1183\n", "\n", "avg / total 0.692257 0.815097 0.746949 17355\n", "\n", "Classification report for turbine 1, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.978140 0.991574 0.984811 15072\n", " 20 0.938825 0.853701 0.894242 2283\n", "\n", "avg / total 0.972968 0.973437 0.972897 17355\n", "\n", "Classification report for turbine 1, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.004444 0.083333 0.008439 12\n", " 11 0.013245 0.027778 0.017937 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 0.006289 0.013889 0.008658 72\n", " 17 0.009091 0.027778 0.013699 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.948039 0.904118 0.925558 14570\n", " 20 0.900053 0.778789 0.835041 2197\n", "\n", "avg / total 0.909966 0.857966 0.882914 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 0.948819 0.991451 0.969667 14622\n", " 20 0.741329 0.887032 0.807662 1735\n", "\n", "avg / total 0.873514 0.923999 0.897710 17355\n", "\n", "Classification report for turbine 1, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.978140 0.991574 0.984811 15072\n", " 20 0.938825 0.853701 0.894242 2283\n", "\n", "avg / total 0.972968 0.973437 0.972897 17355\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 1, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.960669 0.932859 0.946560 9845\n", " 20 0.915202 0.949933 0.932244 7510\n", "\n", "avg / total 0.940994 0.940248 0.940365 17355\n", "\n", "Classification report for turbine 1, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.959987 0.889487 0.923393 9845\n", " 20.0 0.929003 0.676032 0.782582 7510\n", "\n", "avg / total 0.946579 0.797119 0.862460 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.960669 0.932859 0.946560 9845\n", " 20 0.915202 0.949933 0.932244 7510\n", "\n", "avg / total 0.940994 0.940248 0.940365 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.960429 0.919553 0.939546 9845\n", " 20.0 0.929097 0.856724 0.891444 7510\n", "\n", "avg / total 0.946871 0.892365 0.918731 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.050980 0.509804 0.092692 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 0.032609 0.083333 0.046875 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.934994 0.904285 0.919383 9591\n", " 20 0.919584 0.847462 0.882051 7408\n", "\n", "avg / total 0.909454 0.863152 0.884958 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 0.927929 0.931339 0.929631 9525\n", " 20 0.877999 0.954134 0.914484 7173\n", "\n", "avg / total 0.872164 0.905503 0.888178 17355\n", "\n", "Classification report for turbine 1, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.007005 0.013143 0.009139 913\n", " 11 0.000000 0.000000 0.000000 80\n", " 12 0.022727 0.013889 0.017241 72\n", " 13 0.025000 0.013889 0.017857 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 0.009259 0.013889 0.011111 72\n", " 19 0.836796 0.896230 0.865494 8673\n", " 20 0.875063 0.729158 0.795475 7185\n", "\n", "avg / total 0.781064 0.750619 0.762523 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 0.007407 0.006944 0.007168 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 0.861498 0.915566 0.887709 8859\n", " 20 0.901580 0.903776 0.902676 7389\n", "\n", "avg / total 0.823673 0.852204 0.837518 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.019645 0.140000 0.034454 150\n", " 11 0.045028 0.063830 0.052805 376\n", " 12 0.047736 0.111111 0.066781 351\n", " 13 0.036667 0.033951 0.035256 324\n", " 14 0.017857 0.012346 0.014599 324\n", " 15 0.014851 0.009259 0.011407 324\n", " 16 0.024691 0.032362 0.028011 309\n", " 17 0.024570 0.035211 0.028944 284\n", " 18 0.032500 0.051587 0.039877 252\n", " 19 0.786583 0.706059 0.744149 7971\n", " 20 0.876091 0.765172 0.816883 6690\n", "\n", "avg / total 0.703705 0.627024 0.662161 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.068433 0.837838 0.126531 37\n", " 11.0 0.000456 0.027778 0.000896 36\n", " 12.0 0.051282 0.055556 0.053333 36\n", " 13.0 0.000000 0.000000 0.000000 36\n", " 14.0 0.000000 0.000000 0.000000 36\n", " 15.0 0.000000 0.000000 0.000000 36\n", " 16.0 0.000000 0.000000 0.000000 36\n", " 17.0 0.000000 0.000000 0.000000 15\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.935085 0.873427 0.903205 9615\n", " 20.0 0.922621 0.646279 0.760113 7472\n", "\n", "avg / total 0.915532 0.764103 0.828033 17355\n", "\n", "Classification report for turbine 1, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.960669 0.932859 0.946560 9845\n", " 20 0.915202 0.949933 0.932244 7510\n", "\n", "avg / total 0.940994 0.940248 0.940365 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 0.015385 0.009259 0.011561 108\n", " 19 0.871928 0.877465 0.874688 8977\n", " 20 0.917954 0.895783 0.906733 7494\n", "\n", "avg / total 0.847486 0.840738 0.844044 17355\n", "\n", "Classification report for turbine 1, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.966574 0.881158 0.921892 9845\n", " 20.0 0.916269 0.919441 0.917852 7510\n", "\n", "avg / total 0.944805 0.897724 0.920144 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 0.746757 0.992769 0.852367 7191\n", " 20 0.155741 0.866524 0.264028 1401\n", "\n", "avg / total 0.321989 0.481302 0.374490 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 0.988891 0.989837 0.989364 13579\n", " 20 0.963327 0.960011 0.961666 3776\n", "\n", "avg / total 0.983329 0.983348 0.983337 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 84\n", " 11 0.016260 0.055556 0.025157 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.027778 0.027778 0.027778 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.969362 0.963966 0.966657 13293\n", " 20 0.941710 0.928184 0.934898 3690\n", "\n", "avg / total 0.942796 0.935869 0.939294 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988891 0.989837 0.989364 13579\n", " 20 0.963327 0.960011 0.961666 3776\n", "\n", "avg / total 0.983329 0.983348 0.983337 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 123\n", " 11 0.028302 0.009772 0.014528 307\n", " 12 0.006098 0.003968 0.004808 252\n", " 13 0.005155 0.003968 0.004484 252\n", " 14 0.038835 0.015873 0.022535 252\n", " 15 0.013514 0.004292 0.006515 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 0.873266 0.956750 0.913104 11977\n", " 20 0.854871 0.755490 0.802114 3415\n", "\n", "avg / total 0.772282 0.809507 0.788791 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.193467 0.706422 0.303748 109\n", " 11 0.005076 0.027778 0.008584 72\n", " 12 0.009709 0.027778 0.014388 72\n", " 13 0.008850 0.027778 0.013423 72\n", " 14 0.002169 0.013889 0.003752 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.006803 0.014925 0.009346 67\n", " 17 0.009346 0.055556 0.016000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971013 0.894068 0.930953 13301\n", " 20 0.885813 0.668601 0.762031 3446\n", "\n", "avg / total 0.921446 0.822990 0.866942 17355\n", "\n", "Classification report for turbine 1, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.011765 0.037037 0.017857 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 0.058824 0.018519 0.028169 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 0.933654 0.985018 0.958648 12815\n", " 20 0.934485 0.934229 0.934357 3649\n", "\n", "avg / total 0.886279 0.923941 0.904527 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 0.008772 0.027778 0.013333 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966796 0.935234 0.950753 13294\n", " 20 0.926073 0.894534 0.910031 3641\n", "\n", "avg / total 0.934874 0.904120 0.919229 17355\n", "\n", "Classification report for turbine 1, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988668 0.950880 0.969406 13579\n", " 20.0 0.964597 0.938030 0.951128 3776\n", "\n", "avg / total 0.983431 0.948084 0.965429 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.124468 0.214679 0.157576 545\n", " 11 0.155356 0.170567 0.162606 1624\n", " 12 0.073820 0.091251 0.081615 1063\n", " 13 0.052792 0.059091 0.055764 880\n", " 14 0.027866 0.053191 0.036573 658\n", " 15 0.037607 0.068643 0.048592 641\n", " 16 0.063584 0.076389 0.069401 576\n", " 17 0.044968 0.038745 0.041625 542\n", " 18 0.016064 0.016427 0.016244 487\n", " 19 0.675087 0.565450 0.615424 8602\n", " 20 0.570335 0.343120 0.428469 1737\n", "\n", "avg / total 0.423745 0.354653 0.383150 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.419431 0.312721 0.358300 566\n", " 11 0.005650 0.003968 0.004662 252\n", " 12 0.084746 0.059524 0.069930 252\n", " 13 0.006734 0.007937 0.007286 252\n", " 14 0.063063 0.027778 0.038567 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.055556 0.023810 0.033333 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.854437 0.930657 0.890920 11681\n", " 20 0.823003 0.833118 0.828030 3092\n", "\n", "avg / total 0.738529 0.786805 0.761086 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 0.974765 0.989691 0.982171 13387\n", " 20 0.935158 0.962001 0.948390 3658\n", "\n", "avg / total 0.949005 0.966177 0.957507 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 0.005988 0.006944 0.006431 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 0.009804 0.006944 0.008130 144\n", " 16 0.014388 0.013889 0.014134 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.009346 0.006944 0.007968 144\n", " 19 0.916561 0.922985 0.919762 12556\n", " 20 0.927872 0.941193 0.934485 3622\n", "\n", "avg / total 0.857089 0.864477 0.860761 17355\n", "\n", "Classification report for turbine 1, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988797 0.981516 0.985143 13579\n", " 20.0 0.963646 0.954714 0.959159 3776\n", "\n", "avg / total 0.983325 0.975684 0.979490 17355\n", "\n", "Classification report for turbine 1, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.053333 0.063492 0.057971 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 0.964458 0.980868 0.972594 13224\n", " 20 0.825262 0.899383 0.860730 3240\n", "\n", "avg / total 0.889925 0.916451 0.902830 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 0.983598 0.989500 0.986540 14000\n", " 20 0.955060 0.931148 0.942952 3355\n", "\n", "avg / total 0.978081 0.978220 0.978114 17355\n", "\n", "Classification report for turbine 1, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.117647 0.056338 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 0.027027 0.013889 0.018349 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.957642 0.970929 0.964240 13622\n", " 20 0.892701 0.911465 0.901986 3140\n", "\n", "avg / total 0.913320 0.927168 0.920161 17355\n", "\n", "Classification report for turbine 1, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.983598 0.989500 0.986540 14000\n", " 20 0.955060 0.931148 0.942952 3355\n", "\n", "avg / total 0.978081 0.978220 0.978114 17355\n", "\n", "Classification report for turbine 1, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.137405 0.193548 0.160714 93\n", " 11 0.010989 0.069767 0.018987 43\n", " 12 0.018519 0.111111 0.031746 36\n", " 13 0.005848 0.027778 0.009662 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.007407 0.027778 0.011696 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.019417 0.055556 0.028777 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.962886 0.914471 0.938054 13703\n", " 20 0.933715 0.850184 0.889994 3264\n", "\n", "avg / total 0.936743 0.883607 0.909122 17355\n", "\n", "Classification report for turbine 1, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.055944 0.355556 0.096677 45\n", " 11 0.005587 0.041667 0.009852 72\n", " 12 0.011628 0.041667 0.018182 72\n", " 13 0.012712 0.041667 0.019481 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.005208 0.013889 0.007576 72\n", " 16 0.011450 0.041667 0.017964 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.955818 0.867065 0.909281 13548\n", " 20 0.907246 0.785938 0.842247 3186\n", "\n", "avg / total 0.913038 0.822818 0.864993 17355\n", "\n", "Classification report for turbine 1, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.983718 0.975286 0.979484 14000\n", " 20.0 0.955219 0.921908 0.938268 3355\n", "\n", "avg / total 0.978208 0.964967 0.971516 17355\n", "\n", "Classification report for turbine 1, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.070064 0.079710 0.074576 138\n", " 11 0.081481 0.033951 0.047930 324\n", " 12 0.014925 0.003086 0.005115 324\n", " 13 0.054545 0.009259 0.015831 324\n", " 14 0.052083 0.015432 0.023810 324\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.017241 0.003086 0.005236 324\n", " 17 0.024390 0.006173 0.009852 324\n", " 18 0.043478 0.006579 0.011429 304\n", " 19 0.805235 0.955338 0.873888 11464\n", " 20 0.911531 0.864822 0.887563 3181\n", "\n", "avg / total 0.704866 0.791645 0.742741 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 0.968962 0.965445 0.967200 13775\n", " 20 0.936607 0.917504 0.926957 3285\n", "\n", "avg / total 0.946367 0.939960 0.943142 17355\n", "\n", "Classification report for turbine 1, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.177143 0.194969 0.185629 795\n", " 11 0.244200 0.299133 0.268889 2076\n", " 12 0.082307 0.099686 0.090167 1274\n", " 13 0.073150 0.083415 0.077946 1019\n", " 14 0.063263 0.071970 0.067336 792\n", " 15 0.044776 0.052050 0.048140 634\n", " 16 0.050336 0.056180 0.053097 534\n", " 17 0.023121 0.024641 0.023857 487\n", " 18 0.011390 0.011521 0.011455 434\n", " 19 0.602192 0.508960 0.551665 8203\n", " 20 0.304426 0.304426 0.304426 1107\n", "\n", "avg / total 0.358718 0.324806 0.339452 17355\n", "\n", "Classification report for turbine 1, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.443272 0.217335 0.291667 773\n", " 11 0.057522 0.017833 0.027225 729\n", " 12 0.023810 0.008299 0.012308 482\n", " 13 0.031414 0.017143 0.022181 350\n", " 14 0.034014 0.016502 0.022222 303\n", " 15 0.000000 0.000000 0.000000 250\n", " 16 0.006329 0.004630 0.005348 216\n", " 17 0.028369 0.018519 0.022409 216\n", " 18 0.029703 0.013889 0.018927 216\n", " 19 0.823603 0.903964 0.861914 11704\n", " 20 0.664106 0.898866 0.763855 2116\n", "\n", "avg / total 0.661248 0.730971 0.690290 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 0.142857 0.009259 0.017391 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.923609 0.985477 0.953541 13152\n", " 20 0.928131 0.923573 0.925846 3258\n", "\n", "avg / total 0.875055 0.920254 0.896528 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 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 0.008621 0.027778 0.013158 36\n", " 19 0.965832 0.925950 0.945471 13707\n", " 20 0.954927 0.916194 0.935160 3353\n", "\n", "avg / total 0.947326 0.908384 0.927435 17355\n", "\n", "Classification report for turbine 1, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.983611 0.986000 0.984804 14000\n", " 20.0 0.955747 0.926975 0.941141 3355\n", "\n", "avg / total 0.978225 0.974589 0.976363 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 0.963356 0.973751 0.968526 13715\n", " 20 0.957065 0.892174 0.923481 3348\n", "\n", "avg / total 0.945934 0.941631 0.943540 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 0.967215 0.949882 0.958470 16461\n", " 20 0.940916 0.816786 0.874468 3646\n", "\n", "avg / total 0.948670 0.912496 0.929736 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 0.968709 0.989187 0.978841 16462\n", " 20 0.946503 0.932217 0.939306 3644\n", "\n", "avg / total 0.950828 0.964802 0.957719 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.984890 0.988713 0.986798 16745\n", " 20 0.947339 0.930487 0.938837 3654\n", "\n", "avg / total 0.978164 0.978283 0.978207 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.163303 0.635714 0.259854 280\n", " 11 0.007863 0.069182 0.014121 159\n", " 12 0.003824 0.013889 0.005997 144\n", " 13 0.012802 0.062500 0.021251 144\n", " 14 0.014477 0.090278 0.024952 144\n", " 15 0.008427 0.020833 0.012000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.017094 0.138889 0.030441 144\n", " 19 0.913175 0.695627 0.789692 15573\n", " 20 0.937615 0.453685 0.611488 3379\n", "\n", "avg / total 0.855150 0.617775 0.708502 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.681102 0.070555 0.127864 2452\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.111111 0.041667 0.060606 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 0.947847 0.978003 0.962689 16093\n", " 20 0.294492 0.761346 0.424705 1278\n", "\n", "avg / total 0.848479 0.827884 0.801667 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 0.969569 0.986701 0.978060 16468\n", " 20 0.794635 0.922777 0.853926 3082\n", "\n", "avg / total 0.918963 0.936075 0.918793 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 0.956429 0.987827 0.971874 16266\n", " 20 0.890384 0.930560 0.910029 3413\n", "\n", "avg / total 0.911621 0.943380 0.927224 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 0.959236 0.968756 0.963972 16323\n", " 20 0.899494 0.879616 0.889444 3439\n", "\n", "avg / total 0.919210 0.923477 0.921306 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.984753 0.894834 0.937643 16745\n", " 20.0 0.911182 0.466065 0.616694 3654\n", "\n", "avg / total 0.971574 0.818030 0.880152 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.984890 0.988713 0.986798 16745\n", " 20 0.947339 0.930487 0.938837 3654\n", "\n", "avg / total 0.978164 0.978283 0.978207 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.984890 0.988713 0.986798 16745\n", " 20 0.947339 0.930487 0.938837 3654\n", "\n", "avg / total 0.978164 0.978283 0.978207 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 0.052632 0.003472 0.006515 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.000000 0.000000 0.000000 288\n", " 15 0.020833 0.007353 0.010870 272\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.008547 0.003968 0.005420 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.865179 0.967094 0.913302 14678\n", " 20 0.910343 0.928612 0.919387 3488\n", "\n", "avg / total 0.779321 0.854846 0.814671 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.984890 0.988713 0.986798 16745\n", " 20 0.947339 0.930487 0.938837 3654\n", "\n", "avg / total 0.978164 0.978283 0.978207 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.984890 0.988713 0.986798 16745\n", " 20 0.947339 0.930487 0.938837 3654\n", "\n", "avg / total 0.978164 0.978283 0.978207 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 0.955792 0.979429 0.967466 17549\n", " 20 0.857895 0.808751 0.832598 2217\n", "\n", "avg / total 0.915493 0.930487 0.922787 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 0.100000 0.004630 0.008850 216\n", " 15 0.052632 0.004630 0.008511 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 0.904506 0.982955 0.942100 16603\n", " 20 0.658709 0.890616 0.757306 1673\n", "\n", "avg / total 0.791828 0.873180 0.829080 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.985827 0.987843 0.986834 18096\n", " 20 0.902913 0.888406 0.895601 2303\n", "\n", "avg / total 0.976466 0.976617 0.976534 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.034409 0.165803 0.056990 193\n", " 11 0.004149 0.002525 0.003140 396\n", " 12 0.005319 0.002525 0.003425 396\n", " 13 0.000000 0.000000 0.000000 396\n", " 14 0.007380 0.005333 0.006192 375\n", " 15 0.029240 0.015432 0.020202 324\n", " 16 0.006897 0.003378 0.004535 296\n", " 17 0.006667 0.003472 0.004566 288\n", " 18 0.001664 0.003472 0.002250 288\n", " 19 0.848163 0.882037 0.864768 15649\n", " 20 0.710737 0.493326 0.582403 1798\n", "\n", "avg / total 0.714637 0.722290 0.716000 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.005556 0.008850 0.006826 452\n", " 11 0.090909 0.013746 0.023881 291\n", " 12 0.000000 0.000000 0.000000 184\n", " 13 0.025000 0.006944 0.010870 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 0.020408 0.009259 0.012739 108\n", " 19 0.919286 0.936205 0.927669 16898\n", " 20 0.655206 0.767007 0.706712 1764\n", "\n", "avg / total 0.819876 0.842345 0.830206 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.985691 0.978338 0.982001 18096\n", " 20.0 0.906506 0.719931 0.802517 2303\n", "\n", "avg / total 0.976751 0.949164 0.961737 20399\n", "\n", "Classification report for turbine 2, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.043860 0.009294 0.015337 538\n", " 11 0.012658 0.004098 0.006192 244\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.074074 0.009259 0.016461 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 0.913726 0.970219 0.941125 16789\n", " 20 0.628664 0.823278 0.712929 1641\n", "\n", "avg / total 0.804690 0.865140 0.832580 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 0.969705 0.977010 0.973344 17790\n", " 20 0.733616 0.819810 0.774322 1898\n", "\n", "avg / total 0.913940 0.928330 0.920900 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.985750 0.967175 0.976374 18096\n", " 20.0 0.903587 0.874946 0.889036 2303\n", "\n", "avg / total 0.976474 0.956763 0.966514 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 0.887663 0.987061 0.934727 16307\n", " 20 0.571050 0.885089 0.694206 1462\n", "\n", "avg / total 0.750527 0.852493 0.796976 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.985827 0.987843 0.986834 18096\n", " 20 0.902913 0.888406 0.895601 2303\n", "\n", "avg / total 0.976466 0.976617 0.976534 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.037037 0.080000 0.050633 25\n", " 11 0.054726 0.076389 0.063768 144\n", " 12 0.019139 0.027778 0.022663 144\n", " 13 0.005814 0.006944 0.006329 144\n", " 14 0.025237 0.055556 0.034707 144\n", " 15 0.008039 0.034722 0.013055 144\n", " 16 0.010622 0.048611 0.017435 144\n", " 17 0.002451 0.006944 0.003623 144\n", " 18 0.008086 0.020833 0.011650 144\n", " 19 0.932070 0.844413 0.886079 17013\n", " 20 0.865180 0.772748 0.816356 2209\n", "\n", "avg / total 0.872039 0.789990 0.828688 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.985827 0.987843 0.986834 18096\n", " 20 0.902913 0.888406 0.895601 2303\n", "\n", "avg / total 0.976466 0.976617 0.976534 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.985827 0.987843 0.986834 18096\n", " 20 0.902913 0.888406 0.895601 2303\n", "\n", "avg / total 0.976466 0.976617 0.976534 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 151\n", " 11 0.014085 0.005556 0.007968 180\n", " 12 0.033333 0.013423 0.019139 149\n", " 13 0.022727 0.006944 0.010638 144\n", " 14 0.010989 0.006944 0.008511 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 0.925656 0.945031 0.935243 15718\n", " 20 0.881301 0.937176 0.908380 3470\n", "\n", "avg / total 0.863764 0.887838 0.875498 20399\n", "\n", "Classification report for turbine 2, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.023256 0.350000 0.043614 20\n", " 11 0.075881 0.777778 0.138272 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.989958 0.922408 0.954990 16780\n", " 20 0.841146 0.780429 0.809651 3311\n", "\n", "avg / total 0.951014 0.887151 0.917267 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990314 0.980872 0.985571 16782\n", " 20 0.915012 0.955488 0.934812 3617\n", "\n", "avg / total 0.976962 0.976371 0.976570 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.256198 0.346645 0.294637 626\n", " 11 0.063613 0.044883 0.052632 557\n", " 12 0.030864 0.021231 0.025157 471\n", " 13 0.014388 0.013129 0.013730 457\n", " 14 0.028814 0.043257 0.034588 393\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.022624 0.015198 0.018182 329\n", " 17 0.020548 0.019544 0.020033 307\n", " 18 0.017123 0.017361 0.017241 288\n", " 19 0.832289 0.839443 0.835850 14076\n", " 20 0.672862 0.642604 0.657385 2535\n", "\n", "avg / total 0.670029 0.673366 0.671331 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990013 0.939161 0.963917 16782\n", " 20.0 0.910518 0.753940 0.824864 3617\n", "\n", "avg / total 0.975917 0.906319 0.939261 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990297 0.973066 0.981606 16782\n", " 20.0 0.910026 0.880840 0.895195 3617\n", "\n", "avg / total 0.976064 0.956714 0.966284 20399\n", "\n", "Classification report for turbine 2, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990022 0.951913 0.970594 16782\n", " 20.0 0.908402 0.828034 0.866358 3617\n", "\n", "avg / total 0.975550 0.929948 0.952111 20399\n", "\n", "Classification report for turbine 2, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990375 0.962639 0.976310 16782\n", " 20.0 0.895695 0.707492 0.790547 3617\n", "\n", "avg / total 0.973587 0.917398 0.943372 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 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.032258 0.027778 0.029851 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.972559 0.958639 0.965549 16489\n", " 20 0.913812 0.929737 0.921706 3615\n", "\n", "avg / total 0.948140 0.939703 0.943869 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.094891 0.123028 0.107143 317\n", " 11 0.000000 0.000000 0.000000 112\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.048193 0.037037 0.041885 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.009434 0.009259 0.009346 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 0.944570 0.944038 0.944304 15993\n", " 20 0.811121 0.810618 0.810870 3221\n", "\n", "avg / total 0.870407 0.870288 0.870315 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990314 0.980872 0.985571 16782\n", " 20 0.915012 0.955488 0.934812 3617\n", "\n", "avg / total 0.976962 0.976371 0.976570 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.014925 0.052632 0.023256 19\n", " 11 0.040404 0.074074 0.052288 108\n", " 12 0.005000 0.009259 0.006494 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.015464 0.027778 0.019868 108\n", " 16 0.021429 0.027778 0.024194 108\n", " 17 0.012987 0.027778 0.017699 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.944065 0.902586 0.922860 15932\n", " 20 0.910011 0.902902 0.906443 3584\n", "\n", "avg / total 0.897735 0.864503 0.880688 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990314 0.980872 0.985571 16782\n", " 20 0.915012 0.955488 0.934812 3617\n", "\n", "avg / total 0.976962 0.976371 0.976570 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.990314 0.980872 0.985571 16782\n", " 20 0.915012 0.955488 0.934812 3617\n", "\n", "avg / total 0.976962 0.976371 0.976570 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 0.011583 0.035714 0.017493 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 0.018018 0.055556 0.027211 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.958172 0.953595 0.955878 16119\n", " 20 0.952327 0.859631 0.903608 3904\n", "\n", "avg / total 0.939472 0.918280 0.928376 20399\n", "\n", "Classification report for turbine 2, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976695 0.951843 0.964109 16467\n", " 20.0 0.956461 0.865972 0.908970 3932\n", "\n", "avg / total 0.972795 0.935291 0.953481 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.977523 0.990405 0.983922 16467\n", " 20 0.957470 0.904629 0.930299 3932\n", "\n", "avg / total 0.973658 0.973871 0.973586 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.156580 0.399510 0.224983 408\n", " 11 0.018824 0.020151 0.019465 397\n", " 12 0.021077 0.022727 0.021871 396\n", " 13 0.013333 0.012626 0.012970 396\n", " 14 0.021084 0.018041 0.019444 388\n", " 15 0.013043 0.009967 0.011299 301\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.010989 0.011905 0.011429 252\n", " 18 0.000000 0.000000 0.000000 229\n", " 19 0.833928 0.845411 0.839631 14089\n", " 20 0.778698 0.599818 0.677652 3291\n", "\n", "avg / total 0.706494 0.690377 0.695468 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.044395 0.171674 0.070547 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 0.957843 0.947942 0.952867 16155\n", " 20 0.849050 0.679041 0.754588 3421\n", "\n", "avg / total 0.901461 0.866562 0.881977 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.977529 0.988037 0.982755 16467\n", " 20.0 0.955971 0.844863 0.896989 3932\n", "\n", "avg / total 0.973374 0.960439 0.966223 20399\n", "\n", "Classification report for turbine 2, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.019868 0.230769 0.036585 26\n", " 11 0.007143 0.013889 0.009434 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 0.961232 0.969007 0.965104 16197\n", " 20 0.873766 0.811389 0.841423 3600\n", "\n", "avg / total 0.917480 0.912937 0.914875 20399\n", "\n", "Classification report for turbine 2, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.166667 0.200000 24\n", " 11 0.100000 0.050000 0.066667 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 0.961215 0.980859 0.970938 16196\n", " 20 0.947457 0.872138 0.908238 3887\n", "\n", "avg / total 0.944193 0.945242 0.944316 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.076271 0.014446 0.024291 623\n", " 11 0.051471 0.017722 0.026365 395\n", " 12 0.024096 0.006557 0.010309 305\n", " 13 0.018182 0.004505 0.007220 222\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.030303 0.005556 0.009390 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.038462 0.005556 0.009709 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.888807 0.968748 0.927057 14943\n", " 20 0.729978 0.871803 0.794612 3011\n", "\n", "avg / total 0.763323 0.839355 0.798045 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.088353 0.068536 0.077193 321\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.025424 0.020833 0.022901 144\n", " 13 0.021978 0.013889 0.017021 144\n", " 14 0.006897 0.006944 0.006920 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 0.016129 0.018519 0.017241 108\n", " 19 0.918387 0.935686 0.926956 15502\n", " 20 0.860000 0.836246 0.847957 3548\n", "\n", "avg / total 0.849357 0.857983 0.853552 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 0.976624 0.990396 0.983462 16452\n", " 20 0.879946 0.897337 0.888557 3643\n", "\n", "avg / total 0.944805 0.959018 0.951857 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.003745 0.055556 0.007018 18\n", " 11 0.038627 0.083333 0.052786 108\n", " 12 0.015707 0.027778 0.020067 108\n", " 13 0.013158 0.018519 0.015385 108\n", " 14 0.011696 0.018519 0.014337 108\n", " 15 0.010753 0.018519 0.013605 108\n", " 16 0.005000 0.009259 0.006494 108\n", " 17 0.003509 0.009259 0.005089 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.935157 0.906426 0.920567 15656\n", " 20 0.944043 0.812743 0.873486 3861\n", "\n", "avg / total 0.896929 0.850532 0.872536 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.977523 0.990405 0.983922 16467\n", " 20 0.957470 0.904629 0.930299 3932\n", "\n", "avg / total 0.973658 0.973871 0.973586 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 0.960141 0.990233 0.974955 16177\n", " 20 0.951817 0.904117 0.927354 3911\n", "\n", "avg / total 0.943907 0.958625 0.950965 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 0.008889 0.250000 0.017167 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 0.971760 0.952916 0.962246 13614\n", " 20 0.951479 0.936816 0.944091 6489\n", "\n", "avg / total 0.951212 0.934065 0.942515 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 86\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.011905 0.013889 0.012821 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.956586 0.962299 0.959434 13395\n", " 20 0.931675 0.909492 0.920450 6342\n", "\n", "avg / total 0.917840 0.914702 0.916223 20399\n", "\n", "Classification report for turbine 2, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.986139 0.982787 0.984460 13827\n", " 20 0.964043 0.970937 0.967478 6572\n", "\n", "avg / total 0.979020 0.978970 0.978989 20399\n", "\n", "Classification report for turbine 2, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.034989 0.584906 0.066028 53\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.034739 0.194444 0.058947 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 0.967548 0.857396 0.909148 13527\n", " 20 0.928476 0.779753 0.847641 6243\n", "\n", "avg / total 0.925970 0.809402 0.862670 20399\n", "\n", "Classification report for turbine 2, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986208 0.951544 0.968566 13827\n", " 20.0 0.941268 0.551126 0.695202 6572\n", "\n", "avg / total 0.971730 0.822540 0.880495 20399\n", "\n", "Classification report for turbine 2, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986103 0.980184 0.983134 13827\n", " 20.0 0.949116 0.596013 0.732218 6572\n", "\n", "avg / total 0.974187 0.856415 0.902296 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 0.127660 0.041667 0.062827 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 0.921152 0.961112 0.940708 12909\n", " 20 0.931341 0.911895 0.921515 6322\n", "\n", "avg / total 0.872468 0.891122 0.881341 20399\n", "\n", "Classification report for turbine 2, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986151 0.973313 0.979690 13827\n", " 20.0 0.963360 0.916159 0.939167 6572\n", "\n", "avg / total 0.978808 0.954900 0.966635 20399\n", "\n", "Classification report for turbine 2, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.326316 0.037304 0.066955 831\n", " 11 0.000000 0.000000 0.000000 432\n", " 12 0.014925 0.002597 0.004425 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 0.811070 0.957800 0.878349 11398\n", " 20 0.827070 0.953442 0.885772 5563\n", "\n", "avg / total 0.692312 0.796755 0.735149 20399\n", "\n", "Classification report for turbine 2, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.629139 0.087638 0.153846 4336\n", " 11 0.039130 0.013997 0.020619 643\n", " 12 0.027624 0.009259 0.013870 540\n", " 13 0.018750 0.005976 0.009063 502\n", " 14 0.023529 0.009259 0.013289 432\n", " 15 0.041096 0.013889 0.020761 432\n", " 16 0.000000 0.000000 0.000000 432\n", " 17 0.067416 0.014778 0.024242 406\n", " 18 0.030120 0.013263 0.018416 377\n", " 19 0.764479 0.914938 0.832968 10604\n", " 20 0.233010 0.807080 0.361618 1695\n", "\n", "avg / total 0.556182 0.563165 0.498535 20399\n", "\n", "Classification report for turbine 2, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986139 0.982787 0.984460 13827\n", " 20.0 0.964531 0.959982 0.962251 6572\n", "\n", "avg / total 0.979178 0.975440 0.977305 20399\n", "\n", "Classification report for turbine 2, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.064516 0.166667 0.093023 12\n", " 11 0.129032 0.111111 0.119403 72\n", " 12 0.011494 0.013889 0.012579 72\n", " 13 0.011905 0.013889 0.012821 72\n", " 14 0.017241 0.027778 0.021277 72\n", " 15 0.009132 0.027778 0.013746 72\n", " 16 0.008850 0.013889 0.010811 72\n", " 17 0.021277 0.041667 0.028169 72\n", " 18 0.006061 0.013889 0.008439 72\n", " 19 0.953230 0.927949 0.940420 13310\n", " 20 0.957659 0.946316 0.951954 6501\n", "\n", "avg / total 0.927961 0.908084 0.917845 20399\n", "\n", "Classification report for turbine 2, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.986139 0.982787 0.984460 13827\n", " 20 0.964043 0.970937 0.967478 6572\n", "\n", "avg / total 0.979020 0.978970 0.978989 20399\n", "\n", "Classification report for turbine 2, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10 0.153846 0.071429 0.097561 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 0.946314 0.978754 0.962261 13273\n", " 20 0.940088 0.969195 0.954419 6395\n", "\n", "avg / total 0.910873 0.940879 0.925588 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 0.946055 0.956889 0.951441 16678\n", " 20 0.835109 0.932099 0.880942 4374\n", "\n", "avg / total 0.893341 0.921153 0.906688 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 0.911317 0.956627 0.933422 16070\n", " 20 0.808480 0.935530 0.867377 4219\n", "\n", "avg / total 0.830115 0.888235 0.857871 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.982157 0.957411 0.969626 17305\n", " 20 0.849037 0.932299 0.888722 4446\n", "\n", "avg / total 0.954946 0.952278 0.953089 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 0.015152 0.013889 0.014493 72\n", " 12 0.055556 0.055556 0.055556 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.027027 0.013889 0.018349 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.953395 0.945773 0.949569 16763\n", " 20 0.833540 0.928029 0.878250 4349\n", "\n", "avg / total 0.901745 0.914717 0.907705 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.982942 0.922392 0.951705 17305\n", " 20.0 0.843299 0.853351 0.848295 4446\n", "\n", "avg / total 0.954398 0.908280 0.930568 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 0.957457 0.946200 0.951795 16840\n", " 20 0.758932 0.926780 0.834500 3988\n", "\n", "avg / total 0.880428 0.902487 0.889900 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 0.015228 0.004950 0.007472 606\n", " 12 0.025714 0.016667 0.020225 540\n", " 13 0.001337 0.001866 0.001558 536\n", " 14 0.013245 0.004357 0.006557 459\n", " 15 0.014925 0.002469 0.004237 405\n", " 16 0.010638 0.002525 0.004082 396\n", " 17 0.003876 0.002597 0.003110 385\n", " 18 0.206897 0.018809 0.034483 319\n", " 19 0.837197 0.874992 0.855677 14775\n", " 20 0.635882 0.852687 0.728496 3238\n", "\n", "avg / total 0.668302 0.722404 0.691294 21751\n", "\n", "Classification report for turbine 3, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.009202 0.021127 0.012821 142\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.029921 0.087963 0.044653 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 0.030702 0.077778 0.044025 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.896680 0.868634 0.882434 15826\n", " 20 0.784931 0.812213 0.798339 4143\n", "\n", "avg / total 0.802543 0.788378 0.795012 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.754959 0.774232 0.764474 2507\n", " 11 0.124060 0.259685 0.167906 1652\n", " 12 0.051084 0.120242 0.071705 1156\n", " 13 0.035730 0.106080 0.053455 773\n", " 14 0.021963 0.056042 0.031558 571\n", " 15 0.015130 0.052109 0.023451 403\n", " 16 0.021390 0.037975 0.027366 316\n", " 17 0.010870 0.053279 0.018056 244\n", " 18 0.003901 0.013889 0.006091 216\n", " 19 0.709448 0.272223 0.393468 12082\n", " 20 0.410587 0.156745 0.226877 1831\n", "\n", "avg / total 0.530391 0.287251 0.346157 21751\n", "\n", "Classification report for turbine 3, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.982157 0.957411 0.969626 17305\n", " 20 0.849037 0.932299 0.888722 4446\n", "\n", "avg / total 0.954946 0.952278 0.953089 21751\n", "\n", "Classification report for turbine 3, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.982157 0.957411 0.969626 17305\n", " 20 0.849037 0.932299 0.888722 4446\n", "\n", "avg / total 0.954946 0.952278 0.953089 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 54\n", " 11 0.018868 0.003086 0.005305 324\n", " 12 0.000000 0.000000 0.000000 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.005495 0.003086 0.003953 324\n", " 15 0.000000 0.000000 0.000000 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.034483 0.003086 0.005666 324\n", " 18 0.000000 0.000000 0.000000 287\n", " 19 0.863994 0.937960 0.899459 15232\n", " 20 0.744332 0.906905 0.817616 3910\n", "\n", "avg / total 0.739725 0.820008 0.777080 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.982157 0.957411 0.969626 17305\n", " 20 0.849037 0.932299 0.888722 4446\n", "\n", "avg / total 0.954946 0.952278 0.953089 21751\n", "\n", "Classification report for turbine 3, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.982157 0.957411 0.969626 17305\n", " 20 0.849037 0.932299 0.888722 4446\n", "\n", "avg / total 0.954946 0.952278 0.953089 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 0.051282 0.055556 0.053333 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.974154 0.959423 0.966732 18385\n", " 20 0.900192 0.926572 0.913192 3037\n", "\n", "avg / total 0.949177 0.940417 0.944722 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 0.977165 0.896595 0.935148 18471\n", " 20 0.892323 0.918313 0.905131 2987\n", "\n", "avg / total 0.952351 0.887499 0.918429 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.989299 0.985695 0.987494 18665\n", " 20 0.915346 0.935515 0.925321 3086\n", "\n", "avg / total 0.978807 0.978576 0.978673 21751\n", "\n", "Classification report for turbine 3, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989188 0.970533 0.979772 18665\n", " 20.0 0.915837 0.923850 0.919826 3086\n", "\n", "avg / total 0.978781 0.963910 0.971267 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.014493 0.040816 0.021390 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 0.959035 0.981821 0.970294 18098\n", " 20 0.898947 0.901915 0.900429 3028\n", "\n", "avg / total 0.923145 0.942577 0.932736 21751\n", "\n", "Classification report for turbine 3, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.397849 0.207865 0.273063 178\n", " 11 0.000000 0.000000 0.000000 41\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970744 0.953403 0.961995 18306\n", " 20 0.897308 0.907868 0.902557 2974\n", "\n", "avg / total 0.942938 0.928233 0.935272 21751\n", "\n", "Classification report for turbine 3, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.021739 0.250000 0.040000 4\n", " 11 0.050955 0.222222 0.082902 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.982186 0.963954 0.972985 18532\n", " 20 0.866766 0.795695 0.829711 2927\n", "\n", "avg / total 0.953557 0.928785 0.940787 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 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977887 0.890543 0.932174 18473\n", " 20 0.886317 0.859296 0.872597 2985\n", "\n", "avg / total 0.952148 0.874259 0.911441 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.031721 0.512821 0.059746 78\n", " 11 0.005658 0.013889 0.008040 288\n", " 12 0.004751 0.013889 0.007080 288\n", " 13 0.007286 0.014760 0.009756 271\n", " 14 0.010504 0.019841 0.013736 252\n", " 15 0.012384 0.015873 0.013913 252\n", " 16 0.007968 0.007937 0.007952 252\n", " 17 0.009615 0.007937 0.008696 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.895001 0.829923 0.861234 16957\n", " 20 0.815700 0.366424 0.505686 2609\n", "\n", "avg / total 0.796393 0.693945 0.733121 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 0.842770 0.984980 0.908343 15912\n", " 20 0.456563 0.900000 0.605806 1600\n", "\n", "avg / total 0.650116 0.786768 0.709063 21751\n", "\n", "Classification report for turbine 3, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.989299 0.985695 0.987494 18665\n", " 20 0.915346 0.935515 0.925321 3086\n", "\n", "avg / total 0.978807 0.978576 0.978673 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 0.003984 0.027778 0.006969 36\n", " 12 0.021277 0.138889 0.036900 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.014957 0.194444 0.027778 36\n", " 16 0.005814 0.055556 0.010526 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.975436 0.872803 0.921270 18381\n", " 20 0.914833 0.838101 0.874788 3076\n", "\n", "avg / total 0.953757 0.856788 0.902380 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.989299 0.985695 0.987494 18665\n", " 20 0.915346 0.935515 0.925321 3086\n", "\n", "avg / total 0.978807 0.978576 0.978673 21751\n", "\n", "Classification report for turbine 3, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.989299 0.985695 0.987494 18665\n", " 20 0.915346 0.935515 0.925321 3086\n", "\n", "avg / total 0.978807 0.978576 0.978673 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.981079 0.944893 0.962646 15969\n", " 20.0 0.954950 0.945866 0.950387 5782\n", "\n", "avg / total 0.974134 0.945152 0.959387 21751\n", "\n", "Classification report for turbine 3, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.980735 0.924479 0.951776 15969\n", " 20.0 0.957407 0.886371 0.920521 5782\n", "\n", "avg / total 0.974534 0.914349 0.943468 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.981752 0.983781 0.982766 15969\n", " 20 0.954949 0.949498 0.952216 5782\n", "\n", "avg / total 0.974627 0.974668 0.974645 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 0.964162 0.956300 0.960215 15698\n", " 20 0.956150 0.931573 0.943702 5758\n", "\n", "avg / total 0.948964 0.936785 0.942820 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.981590 0.968251 0.974875 15969\n", " 20.0 0.953651 0.871844 0.910914 5782\n", "\n", "avg / total 0.974163 0.942623 0.957872 21751\n", "\n", "Classification report for turbine 3, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.981737 0.952658 0.966979 15969\n", " 20.0 0.941121 0.696645 0.800636 5782\n", "\n", "avg / total 0.970940 0.884603 0.922761 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 0.936954 0.963803 0.950189 15250\n", " 20 0.945936 0.885051 0.914481 5733\n", "\n", "avg / total 0.906239 0.909016 0.907228 21751\n", "\n", "Classification report for turbine 3, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.220000 0.112821 0.149153 195\n", " 11 0.000000 0.000000 0.000000 153\n", " 12 0.000000 0.000000 0.000000 103\n", " 13 0.006536 0.013889 0.008889 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.011765 0.013889 0.012739 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.026786 0.041667 0.032609 72\n", " 19 0.944158 0.942562 0.943359 15373\n", " 20 0.909466 0.882985 0.896030 5495\n", "\n", "avg / total 0.899187 0.890488 0.894623 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 0.002591 0.013889 0.004367 72\n", " 12 0.009488 0.069444 0.016694 72\n", " 13 0.016393 0.055556 0.025316 72\n", " 14 0.004946 0.069444 0.009234 72\n", " 15 0.004464 0.013889 0.006757 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.006494 0.013889 0.008850 72\n", " 18 0.006173 0.013889 0.008547 72\n", " 19 0.951359 0.883617 0.916238 15406\n", " 20 0.939545 0.523438 0.672316 5760\n", "\n", "avg / total 0.922811 0.765298 0.827265 21751\n", "\n", "Classification report for turbine 3, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.040000 0.028529 0.033304 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 0.962614 0.913508 0.937418 15643\n", " 20 0.802895 0.866420 0.833449 4866\n", "\n", "avg / total 0.873141 0.851685 0.861651 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 0.972441 0.983690 0.978033 15819\n", " 20 0.922247 0.950350 0.936088 5579\n", "\n", "avg / total 0.943785 0.959174 0.951402 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 0.006250 0.009259 0.007463 108\n", " 12 0.008000 0.009259 0.008584 108\n", " 13 0.022727 0.018519 0.020408 108\n", " 14 0.011236 0.009259 0.010152 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.005556 0.009259 0.006944 108\n", " 18 0.005952 0.018519 0.009009 108\n", " 19 0.932073 0.937488 0.934773 15149\n", " 20 0.938407 0.735397 0.824591 5718\n", "\n", "avg / total 0.896154 0.846628 0.868127 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.981752 0.983781 0.982766 15969\n", " 20 0.954949 0.949498 0.952216 5782\n", "\n", "avg / total 0.974627 0.974668 0.974645 21751\n", "\n", "Classification report for turbine 3, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.981752 0.983781 0.982766 15969\n", " 20 0.954949 0.949498 0.952216 5782\n", "\n", "avg / total 0.974627 0.974668 0.974645 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 0.083333 0.041667 0.055556 72\n", " 12 0.176471 0.125000 0.146341 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.023810 0.013889 0.017544 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.968295 0.979749 0.973988 19950\n", " 20 0.813077 0.900341 0.854487 1174\n", "\n", "avg / total 0.932944 0.947818 0.940188 21751\n", "\n", "Classification report for turbine 3, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994646 0.969328 0.981824 20507\n", " 20.0 0.864275 0.890675 0.877276 1244\n", "\n", "avg / total 0.987190 0.964829 0.975844 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994618 0.991369 0.992991 20507\n", " 20 0.864989 0.911576 0.887671 1244\n", "\n", "avg / total 0.987205 0.986805 0.986967 21751\n", "\n", "Classification report for turbine 3, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.052632 0.076923 0.062500 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 0.982523 0.976800 0.979653 20259\n", " 20 0.835019 0.900924 0.866721 1191\n", "\n", "avg / total 0.960881 0.959174 0.959950 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994559 0.980446 0.987452 20507\n", " 20.0 0.862177 0.885048 0.873463 1244\n", "\n", "avg / total 0.986987 0.974990 0.980932 21751\n", "\n", "Classification report for turbine 3, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995041 0.978446 0.986674 20507\n", " 20.0 0.867910 0.897910 0.882655 1244\n", "\n", "avg / total 0.987770 0.973840 0.980725 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 0.028037 0.041667 0.033520 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 0.957294 0.968593 0.962911 19741\n", " 20 0.834653 0.780428 0.806630 1216\n", "\n", "avg / total 0.915586 0.922854 0.919135 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 0.954376 0.947542 0.950947 19692\n", " 20 0.820724 0.845047 0.832708 1181\n", "\n", "avg / total 0.908595 0.903729 0.906141 21751\n", "\n", "Classification report for turbine 3, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.642066 0.450777 0.529680 386\n", " 11 0.008982 0.020833 0.012552 144\n", " 12 0.008621 0.013889 0.010638 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 0.013216 0.027778 0.017910 108\n", " 19 0.940931 0.920968 0.930843 19372\n", " 20 0.650519 0.642369 0.646418 878\n", "\n", "avg / total 0.875853 0.854535 0.864768 21751\n", "\n", "Classification report for turbine 3, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.052980 0.142857 0.077295 56\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.034783 0.046512 0.039801 86\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.031250 0.027778 0.029412 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.958055 0.945866 0.951922 19729\n", " 20 0.837288 0.826087 0.831650 1196\n", "\n", "avg / total 0.915461 0.904050 0.909661 21751\n", "\n", "Classification report for turbine 3, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994610 0.989857 0.992228 20507\n", " 20.0 0.864472 0.907556 0.885490 1244\n", "\n", "avg / total 0.987167 0.985150 0.986123 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 0.005435 0.027778 0.009091 36\n", " 19 0.980534 0.926523 0.952764 20224\n", " 20 0.861514 0.868506 0.864996 1232\n", "\n", "avg / total 0.960503 0.910717 0.934885 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.994618 0.991369 0.992991 20507\n", " 20 0.864989 0.911576 0.887671 1244\n", "\n", "avg / total 0.987205 0.986805 0.986967 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 0.981262 0.991644 0.986426 20226\n", " 20 0.846682 0.910582 0.877470 1219\n", "\n", "avg / total 0.959915 0.973151 0.966442 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990780 0.978093 0.984396 19446\n", " 20.0 0.945861 0.917137 0.931278 2305\n", "\n", "avg / total 0.986020 0.971633 0.978767 21751\n", "\n", "Classification report for turbine 3, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990828 0.983236 0.987017 19446\n", " 20.0 0.944963 0.878959 0.910766 2305\n", "\n", "avg / total 0.985967 0.972185 0.978937 21751\n", "\n", "Classification report for turbine 3, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990822 0.993726 0.992272 19446\n", " 20 0.945730 0.922343 0.933890 2305\n", "\n", "avg / total 0.986043 0.986162 0.986085 21751\n", "\n", "Classification report for turbine 3, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990766 0.982104 0.986416 19446\n", " 20.0 0.945030 0.895011 0.919340 2305\n", "\n", "avg / total 0.985919 0.972875 0.979308 21751\n", "\n", "Classification report for turbine 3, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.017544 0.025316 57\n", " 11 0.333333 0.083333 0.133333 108\n", " 12 0.030303 0.009259 0.014184 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 0.948000 0.986393 0.966815 18593\n", " 20 0.916592 0.913724 0.915156 2237\n", "\n", "avg / total 0.906553 0.937658 0.921363 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 0.984671 0.983703 0.984187 19329\n", " 20 0.868480 0.918868 0.892964 2120\n", "\n", "avg / total 0.959675 0.963726 0.961631 21751\n", "\n", "Classification report for turbine 3, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.146341 0.043165 0.066667 139\n", " 11 0.028846 0.013889 0.018750 216\n", " 12 0.008621 0.004630 0.006024 216\n", " 13 0.000000 0.000000 0.000000 201\n", " 14 0.033898 0.050000 0.040404 160\n", " 15 0.017094 0.027778 0.021164 144\n", " 16 0.006098 0.006944 0.006494 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.026667 0.041667 0.032520 144\n", " 19 0.924030 0.931593 0.927796 18083\n", " 20 0.887911 0.887500 0.887705 2160\n", "\n", "avg / total 0.858267 0.863960 0.860859 21751\n", "\n", "Classification report for turbine 3, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.039370 0.046729 0.042735 107\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.012048 0.013889 0.012903 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.011905 0.013889 0.012821 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.966900 0.960379 0.963629 18980\n", " 20 0.856042 0.851533 0.853782 2088\n", "\n", "avg / total 0.926170 0.920096 0.923120 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 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.007605 0.055556 0.013378 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.004184 0.027778 0.007273 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976784 0.919710 0.947388 19168\n", " 20 0.925214 0.567001 0.703112 2291\n", "\n", "avg / total 0.958259 0.870351 0.908975 21751\n", "\n", "Classification report for turbine 3, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.003040 0.050000 0.005731 20\n", " 11 0.004386 0.006944 0.005376 144\n", " 12 0.013605 0.013889 0.013746 144\n", " 13 0.010000 0.015385 0.012121 130\n", " 14 0.011407 0.027778 0.016173 108\n", " 15 0.003731 0.009259 0.005319 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.013793 0.018519 0.015810 108\n", " 18 0.015564 0.037037 0.021918 108\n", " 19 0.944812 0.908988 0.926554 18514\n", " 20 0.919836 0.792386 0.851367 2259\n", "\n", "avg / total 0.900139 0.856742 0.877583 21751\n", "\n", "Classification report for turbine 3, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990814 0.992852 0.991832 19446\n", " 20.0 0.946030 0.920174 0.932923 2305\n", "\n", "avg / total 0.986068 0.985150 0.985589 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 0.008475 0.027778 0.012987 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.015464 0.083333 0.026087 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977967 0.940602 0.958921 19159\n", " 20 0.946085 0.878155 0.910855 2298\n", "\n", "avg / total 0.961420 0.921475 0.940946 21751\n", "\n", "Classification report for turbine 3, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990822 0.993726 0.992272 19446\n", " 20 0.945730 0.922343 0.933890 2305\n", "\n", "avg / total 0.986043 0.986162 0.986085 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 0.200000 0.027778 0.048780 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970931 0.992024 0.981364 19057\n", " 20 0.923899 0.920621 0.922257 2255\n", "\n", "avg / total 0.946790 0.964645 0.955510 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 0.027027 0.100000 0.042553 50\n", " 11 0.018692 0.166667 0.033613 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.018018 0.166667 0.032520 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.968309 0.728054 0.831168 17794\n", " 20 0.877803 0.835980 0.856381 3652\n", "\n", "avg / total 0.938234 0.735632 0.822706 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 0.944067 0.981655 0.962494 17280\n", " 20 0.871593 0.917264 0.893846 3626\n", "\n", "avg / total 0.893953 0.931372 0.912274 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.983025 0.981441 0.982233 17997\n", " 20 0.912474 0.919461 0.915954 3787\n", "\n", "avg / total 0.970760 0.970667 0.970711 21784\n", "\n", "Classification report for turbine 4, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 5\n", " 19.0 0.980148 0.831481 0.899714 17992\n", " 20.0 0.911488 0.894640 0.902985 3787\n", "\n", "avg / total 0.967987 0.842270 0.900076 21784\n", "\n", "Classification report for turbine 4, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.983025 0.981441 0.982233 17997\n", " 20 0.912474 0.919461 0.915954 3787\n", "\n", "avg / total 0.970760 0.970667 0.970711 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.005618 0.013889 0.008000 72\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 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 0.931951 0.969583 0.950395 17063\n", " 20 0.804231 0.848512 0.825778 3360\n", "\n", "avg / total 0.854045 0.890378 0.871822 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.182405 0.455645 0.260519 496\n", " 11 0.034483 0.020045 0.025352 449\n", " 12 0.004902 0.002703 0.003484 370\n", " 13 0.000000 0.000000 0.000000 307\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.021505 0.007937 0.011594 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.000000 0.000000 0.000000 252\n", " 18 0.007519 0.004115 0.005319 243\n", " 19 0.876643 0.929277 0.902193 16006\n", " 20 0.712551 0.605852 0.654884 2905\n", "\n", "avg / total 0.744424 0.774559 0.756933 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 0.955866 0.981653 0.968588 17496\n", " 20 0.889937 0.919329 0.904394 3694\n", "\n", "avg / total 0.918622 0.944317 0.931291 21784\n", "\n", "Classification report for turbine 4, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.454545 0.299517 0.361095 1035\n", " 11 0.067210 0.052215 0.058771 632\n", " 12 0.026316 0.020492 0.023041 488\n", " 13 0.024217 0.036325 0.029060 468\n", " 14 0.022642 0.026966 0.024615 445\n", " 15 0.015464 0.013889 0.014634 432\n", " 16 0.027897 0.030093 0.028953 432\n", " 17 0.049793 0.027778 0.035661 432\n", " 18 0.023411 0.016204 0.019152 432\n", " 19 0.811958 0.811519 0.811738 14776\n", " 20 0.546704 0.701175 0.614379 2212\n", "\n", "avg / total 0.633692 0.640929 0.635441 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.066667 0.009756 0.017021 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 0.950343 0.979718 0.964807 17405\n", " 20 0.785059 0.883728 0.831477 3294\n", "\n", "avg / total 0.878643 0.916498 0.896752 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.983025 0.981441 0.982233 17997\n", " 20 0.912474 0.919461 0.915954 3787\n", "\n", "avg / total 0.970760 0.970667 0.970711 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 57\n", " 11 0.152672 0.061728 0.087912 324\n", " 12 0.016393 0.003086 0.005195 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.027523 0.009259 0.013857 324\n", " 15 0.054299 0.037037 0.044037 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.000000 0.000000 0.000000 319\n", " 18 0.038314 0.034722 0.036430 288\n", " 19 0.867481 0.935809 0.900351 15781\n", " 20 0.826599 0.909867 0.866237 3395\n", "\n", "avg / total 0.761492 0.821842 0.789971 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.983025 0.981441 0.982233 17997\n", " 20 0.912474 0.919461 0.915954 3787\n", "\n", "avg / total 0.970760 0.970667 0.970711 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.983025 0.981441 0.982233 17997\n", " 20 0.912474 0.919461 0.915954 3787\n", "\n", "avg / total 0.970760 0.970667 0.970711 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 0.075862 0.068323 0.071895 161\n", " 12 0.006897 0.006944 0.006920 144\n", " 13 0.004016 0.006944 0.005089 144\n", " 14 0.007299 0.006944 0.007117 144\n", " 15 0.009091 0.006944 0.007874 144\n", " 16 0.008547 0.006944 0.007663 144\n", " 17 0.027972 0.027778 0.027875 144\n", " 18 0.035398 0.027778 0.031128 144\n", " 19 0.921302 0.908569 0.914891 14109\n", " 20 0.921301 0.905232 0.913196 6479\n", "\n", "avg / total 0.871936 0.858795 0.865308 21784\n", "\n", "Classification report for turbine 4, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.983919 0.926837 0.954525 15117\n", " 20.0 0.932500 0.951102 0.941709 6667\n", "\n", "avg / total 0.968182 0.934264 0.950603 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.983547 0.968843 0.976140 15117\n", " 20 0.931670 0.963252 0.947198 6667\n", "\n", "avg / total 0.967670 0.967132 0.967282 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 0.014085 0.032258 0.019608 31\n", " 19 0.965006 0.942561 0.953651 14833\n", " 20 0.928949 0.846687 0.885912 6640\n", "\n", "avg / total 0.940258 0.899927 0.919417 21784\n", "\n", "Classification report for turbine 4, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.983547 0.968843 0.976140 15117\n", " 20 0.931670 0.963252 0.947198 6667\n", "\n", "avg / total 0.967670 0.967132 0.967282 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.984156 0.936826 0.959908 15117\n", " 20.0 0.931294 0.890505 0.910443 6667\n", "\n", "avg / total 0.967977 0.922650 0.944769 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.004843 0.235294 0.009490 17\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.004000 0.013889 0.006211 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 0.003497 0.013889 0.005587 72\n", " 19 0.965898 0.838097 0.897470 14836\n", " 20 0.880337 0.804563 0.840747 6355\n", "\n", "avg / total 0.914672 0.805775 0.856538 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.983461 0.940134 0.961310 15117\n", " 20.0 0.932993 0.960702 0.946645 6667\n", "\n", "avg / total 0.968016 0.946429 0.956821 21784\n", "\n", "Classification report for turbine 4, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.984211 0.754581 0.854233 15117\n", " 20.0 0.921224 0.613919 0.736814 6667\n", "\n", "avg / total 0.964934 0.711531 0.818297 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.633333 0.011047 0.021714 5160\n", " 11 0.013453 0.013575 0.013514 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 0.012821 0.005556 0.007752 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.888889 0.952802 0.919737 13560\n", " 20 0.213053 0.894469 0.344136 1573\n", "\n", "avg / total 0.718956 0.660485 0.602708 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.983547 0.968843 0.976140 15117\n", " 20 0.931670 0.963252 0.947198 6667\n", "\n", "avg / total 0.967670 0.967132 0.967282 21784\n", "\n", "Classification report for turbine 4, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.040000 0.285714 0.070175 7\n", " 11 0.010152 0.055556 0.017167 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970134 0.906548 0.937264 14906\n", " 20 0.922001 0.901413 0.911591 6583\n", "\n", "avg / total 0.942481 0.892903 0.916864 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.983547 0.968843 0.976140 15117\n", " 20 0.931670 0.963252 0.947198 6667\n", "\n", "avg / total 0.967670 0.967132 0.967282 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.983547 0.968843 0.976140 15117\n", " 20 0.931670 0.963252 0.947198 6667\n", "\n", "avg / total 0.967670 0.967132 0.967282 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 0.016043 0.027778 0.020339 108\n", " 12 0.014925 0.027778 0.019417 108\n", " 13 0.006369 0.009259 0.007547 108\n", " 14 0.011278 0.027778 0.016043 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.009901 0.018519 0.012903 108\n", " 18 0.029851 0.037037 0.033058 108\n", " 19 0.954011 0.928655 0.941162 17044\n", " 20 0.868638 0.895358 0.881796 3641\n", "\n", "avg / total 0.892050 0.876974 0.884300 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 0.388889 0.194444 0.259259 36\n", " 12 0.133333 0.055556 0.078431 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.975941 0.971942 0.973938 17571\n", " 20 0.929982 0.948483 0.939141 3921\n", "\n", "avg / total 0.955450 0.955105 0.955178 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988409 0.987353 0.987881 17791\n", " 20 0.943918 0.948410 0.946159 3993\n", "\n", "avg / total 0.980254 0.980215 0.980233 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 0.973755 0.956919 0.965263 17525\n", " 20 0.937913 0.929166 0.933519 3967\n", "\n", "avg / total 0.954175 0.939038 0.946544 21784\n", "\n", "Classification report for turbine 4, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.988409 0.987353 0.987881 17791\n", " 20 0.943918 0.948410 0.946159 3993\n", "\n", "avg / total 0.980254 0.980215 0.980233 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.028249 0.172414 0.048544 29\n", " 11 0.013889 0.013889 0.013889 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.017241 0.013889 0.015385 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.025000 0.013889 0.017857 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.958128 0.971653 0.964843 17215\n", " 20 0.939878 0.891271 0.914929 3964\n", "\n", "avg / total 0.928420 0.930408 0.929184 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.174317 0.937500 0.293974 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 0.000000 0.000000 0.000000 108\n", " 16 0.007353 0.010753 0.008734 93\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.961447 0.890496 0.924612 16803\n", " 20 0.916154 0.804583 0.856751 3884\n", "\n", "avg / total 0.907547 0.844152 0.870307 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.080000 0.007752 0.014134 258\n", " 11 0.000000 0.000000 0.000000 322\n", " 12 0.076923 0.003472 0.006645 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 0.891916 0.976337 0.932220 16059\n", " 20 0.870618 0.943169 0.905443 3660\n", "\n", "avg / total 0.805754 0.878351 0.839607 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 0.004854 0.027778 0.008264 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978196 0.909690 0.942700 17606\n", " 20 0.892613 0.792051 0.839331 3799\n", "\n", "avg / total 0.946260 0.873393 0.908285 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.038793 0.496063 0.071959 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 0.005618 0.009259 0.006993 108\n", " 15 0.019737 0.027778 0.023077 108\n", " 16 0.008889 0.018519 0.012012 108\n", " 17 0.007092 0.009259 0.008032 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.948594 0.918702 0.933409 17073\n", " 20 0.832841 0.532667 0.649761 3704\n", "\n", "avg / total 0.885493 0.813808 0.842699 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.988409 0.987353 0.987881 17791\n", " 20 0.943918 0.948410 0.946159 3993\n", "\n", "avg / total 0.980254 0.980215 0.980233 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 0.006329 0.013889 0.008696 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.007092 0.013889 0.009390 72\n", " 14 0.005435 0.013889 0.007812 72\n", " 15 0.005714 0.013889 0.008097 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.956501 0.942995 0.949700 17209\n", " 20 0.946781 0.914723 0.930476 3987\n", "\n", "avg / total 0.928985 0.912550 0.920659 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988409 0.987353 0.987881 17791\n", " 20 0.943918 0.948410 0.946159 3993\n", "\n", "avg / total 0.980254 0.980215 0.980233 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.988409 0.987353 0.987881 17791\n", " 20 0.943918 0.948410 0.946159 3993\n", "\n", "avg / total 0.980254 0.980215 0.980233 21784\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 4, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993384 0.931917 0.961669 20622\n", " 20.0 0.836252 0.821859 0.828993 1162\n", "\n", "avg / total 0.985002 0.926047 0.954592 21784\n", "\n", "Classification report for turbine 4, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993554 0.971681 0.982496 20622\n", " 20.0 0.812350 0.871773 0.841013 1162\n", "\n", "avg / total 0.983888 0.966351 0.974949 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.993567 0.988556 0.991055 20622\n", " 20 0.813586 0.886403 0.848435 1162\n", "\n", "avg / total 0.983966 0.983107 0.983447 21784\n", "\n", "Classification report for turbine 4, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.043478 0.000352 0.000699 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 0.025000 0.013889 0.017857 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 0.807963 0.961231 0.877958 16869\n", " 20 0.496013 0.874824 0.633079 711\n", "\n", "avg / total 0.647685 0.773044 0.700741 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 0.982698 0.988673 0.985677 20394\n", " 20 0.519747 0.852332 0.645731 772\n", "\n", "avg / total 0.938413 0.955793 0.945666 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993643 0.977839 0.985678 20622\n", " 20.0 0.813701 0.838210 0.825774 1162\n", "\n", "avg / total 0.984045 0.970391 0.977148 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 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 0.013605 0.055556 0.021858 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.014706 0.055556 0.023256 36\n", " 18 0.008403 0.027778 0.012903 36\n", " 19 0.979599 0.937632 0.958156 20331\n", " 20 0.769634 0.793165 0.781222 1112\n", "\n", "avg / total 0.953607 0.915810 0.934222 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993455 0.934778 0.963224 20622\n", " 20.0 0.803824 0.832186 0.817759 1162\n", "\n", "avg / total 0.983340 0.929306 0.955465 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 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 0.008197 0.009259 0.008696 108\n", " 18 0.007874 0.009259 0.008511 108\n", " 19 0.954395 0.947403 0.950886 19792\n", " 20 0.780465 0.754496 0.767261 1112\n", "\n", "avg / total 0.907042 0.899376 0.903185 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.170732 0.339394 0.227181 165\n", " 11 0.036364 0.022346 0.027682 179\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.010526 0.005556 0.007273 180\n", " 14 0.019231 0.011111 0.014085 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.032787 0.022222 0.026490 180\n", " 18 0.014085 0.005556 0.007968 180\n", " 19 0.925766 0.949304 0.937387 19193\n", " 20 0.650933 0.600811 0.624868 987\n", "\n", "avg / total 0.847373 0.866737 0.856615 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.993567 0.988556 0.991055 20622\n", " 20 0.813586 0.886403 0.848435 1162\n", "\n", "avg / total 0.983966 0.983107 0.983447 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 0.018349 0.018519 0.018433 108\n", " 12 0.020408 0.018519 0.019417 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 0.953941 0.941509 0.947684 19798\n", " 20 0.783211 0.871260 0.824893 1103\n", "\n", "avg / total 0.906821 0.899972 0.903241 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.993567 0.988556 0.991055 20622\n", " 20 0.813586 0.886403 0.848435 1162\n", "\n", "avg / total 0.983966 0.983107 0.983447 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 0.962375 0.988783 0.975400 19970\n", " 20 0.748025 0.880930 0.809056 1075\n", "\n", "avg / total 0.919149 0.949917 0.934102 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996830 0.957466 0.976751 20360\n", " 20.0 0.915869 0.940309 0.927928 1424\n", "\n", "avg / total 0.991537 0.956344 0.973560 21784\n", "\n", "Classification report for turbine 4, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996926 0.987672 0.992278 20360\n", " 20.0 0.914576 0.947331 0.930666 1424\n", "\n", "avg / total 0.991543 0.985035 0.988250 21784\n", "\n", "Classification report for turbine 4, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.996945 0.993664 0.995302 20360\n", " 20 0.913481 0.956461 0.934477 1424\n", "\n", "avg / total 0.991489 0.991232 0.991326 21784\n", "\n", "Classification report for turbine 4, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996838 0.944450 0.969937 20360\n", " 20.0 0.895222 0.750000 0.816202 1424\n", "\n", "avg / total 0.990195 0.931739 0.959887 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 0.955218 0.989543 0.972077 19508\n", " 20 0.811615 0.894614 0.851095 1281\n", "\n", "avg / total 0.903143 0.938762 0.920563 21784\n", "\n", "Classification report for turbine 4, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996925 0.987230 0.992054 20360\n", " 20.0 0.913194 0.923455 0.918296 1424\n", "\n", "avg / total 0.991452 0.983061 0.987232 21784\n", "\n", "Classification report for turbine 4, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.000000 0.000000 0.000000 17\n", " 11 0.006993 0.006944 0.006969 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 0.010204 0.006944 0.008264 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 0.943107 0.947218 0.945158 19268\n", " 20 0.860689 0.798070 0.828197 1347\n", "\n", "avg / total 0.887514 0.887257 0.887306 21784\n", "\n", "Classification report for turbine 4, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996948 0.962672 0.979510 20360\n", " 20.0 0.915243 0.940309 0.927607 1424\n", "\n", "avg / total 0.991607 0.961210 0.976117 21784\n", "\n", "Classification report for turbine 4, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.997099 0.945530 0.970630 20360\n", " 20.0 0.925406 0.879916 0.902088 1424\n", "\n", "avg / total 0.992413 0.941241 0.966150 21784\n", "\n", "Classification report for turbine 4, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.577670 0.103478 0.175516 1150\n", " 11 0.006579 0.003623 0.004673 552\n", " 12 0.000000 0.000000 0.000000 540\n", " 13 0.019608 0.005639 0.008759 532\n", " 14 0.027027 0.007937 0.012270 504\n", " 15 0.097403 0.029762 0.045593 504\n", " 16 0.017544 0.004202 0.006780 476\n", " 17 0.046512 0.008547 0.014440 468\n", " 18 0.015707 0.006881 0.009569 436\n", " 19 0.799730 0.942840 0.865408 16340\n", " 20 0.186538 0.687943 0.293495 282\n", "\n", "avg / total 0.638003 0.723100 0.664522 21784\n", "\n", "Classification report for turbine 4, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.996945 0.993664 0.995302 20360\n", " 20 0.913481 0.956461 0.934477 1424\n", "\n", "avg / total 0.991489 0.991232 0.991326 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 30\n", " 11 0.008475 0.005556 0.006711 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.011765 0.005556 0.007547 180\n", " 15 0.027273 0.016667 0.020690 180\n", " 16 0.009434 0.005556 0.006993 180\n", " 17 0.014815 0.011111 0.012698 180\n", " 18 0.000000 0.000000 0.000000 176\n", " 19 0.941243 0.952277 0.946728 19194\n", " 20 0.724490 0.947509 0.821126 1124\n", "\n", "avg / total 0.867309 0.888313 0.876986 21784\n", "\n", "Classification report for turbine 4, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.996945 0.993664 0.995302 20360\n", " 20 0.913481 0.956461 0.934477 1424\n", "\n", "avg / total 0.991489 0.991232 0.991326 21784\n", "\n", "Classification report for turbine 4, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996969 0.985363 0.991132 20360\n", " 20.0 0.913073 0.951545 0.931912 1424\n", "\n", "avg / total 0.991484 0.983153 0.987261 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 0.978167 0.970654 0.974396 18878\n", " 20 0.792992 0.908025 0.846619 1620\n", "\n", "avg / total 0.950182 0.952324 0.950936 20786\n", "\n", "Classification report for turbine 5, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.011364 0.033898 0.017021 59\n", " 11 0.016517 0.061111 0.026005 180\n", " 12 0.005714 0.016667 0.008511 180\n", " 13 0.007407 0.005556 0.006349 180\n", " 14 0.014184 0.011111 0.012461 180\n", " 15 0.002737 0.027778 0.004983 180\n", " 16 0.008584 0.055556 0.014870 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.014493 0.005556 0.008032 180\n", " 19 0.914587 0.734157 0.814499 17721\n", " 20 0.769788 0.881865 0.822024 1566\n", "\n", "avg / total 0.838357 0.694025 0.757080 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.991863 0.980416 0.986106 19148\n", " 20 0.798279 0.905983 0.848727 1638\n", "\n", "avg / total 0.976608 0.974550 0.975280 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 0.976964 0.980331 0.978645 18862\n", " 20 0.786982 0.905882 0.842257 1615\n", "\n", "avg / total 0.947680 0.959973 0.953499 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991859 0.960727 0.976045 19148\n", " 20.0 0.795417 0.890110 0.840104 1638\n", "\n", "avg / total 0.976378 0.955162 0.965332 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.991863 0.980416 0.986106 19148\n", " 20 0.798279 0.905983 0.848727 1638\n", "\n", "avg / total 0.976608 0.974550 0.975280 20786\n", "\n", "Classification report for turbine 5, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.104167 0.002576 0.005028 1941\n", " 11 0.055556 0.003968 0.007407 252\n", " 12 0.000000 0.000000 0.000000 265\n", " 13 0.000000 0.000000 0.000000 273\n", " 14 0.023438 0.013889 0.017442 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.005495 0.005405 0.005450 185\n", " 17 0.008696 0.006135 0.007194 163\n", " 18 0.011029 0.020833 0.014423 144\n", " 19 0.825343 0.897872 0.860081 16068\n", " 20 0.507667 0.872060 0.641745 1063\n", "\n", "avg / total 0.674807 0.739344 0.698624 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.083333 0.058824 84\n", " 11 0.005199 0.029126 0.008824 103\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.100000 0.027778 0.043478 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 0.969425 0.824575 0.891153 18726\n", " 20 0.743969 0.890420 0.810633 1524\n", "\n", "avg / total 0.928453 0.808717 0.862701 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.147436 0.110048 0.126027 627\n", " 11 0.034091 0.004144 0.007389 724\n", " 12 0.056000 0.012302 0.020173 569\n", " 13 0.032189 0.028517 0.030242 526\n", " 14 0.066946 0.032129 0.043419 498\n", " 15 0.088235 0.006410 0.011952 468\n", " 16 0.014286 0.004425 0.006757 452\n", " 17 0.078947 0.006944 0.012766 432\n", " 18 0.000000 0.000000 0.000000 397\n", " 19 0.778268 0.922247 0.844162 14919\n", " 20 0.576000 0.735945 0.646223 1174\n", "\n", "avg / total 0.604653 0.709179 0.649488 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.331595 0.506257 0.400720 879\n", " 11 0.024064 0.016334 0.019459 551\n", " 12 0.050279 0.018480 0.027027 487\n", " 13 0.015464 0.006410 0.009063 468\n", " 14 0.032578 0.049145 0.039182 468\n", " 15 0.022989 0.004577 0.007634 437\n", " 16 0.020710 0.019444 0.020057 360\n", " 17 0.006780 0.005814 0.006260 344\n", " 18 0.023697 0.052083 0.032573 288\n", " 19 0.810187 0.830614 0.820273 15627\n", " 20 0.228525 0.160775 0.188755 877\n", "\n", "avg / total 0.636946 0.656018 0.644892 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.991863 0.980416 0.986106 19148\n", " 20 0.798279 0.905983 0.848727 1638\n", "\n", "avg / total 0.976608 0.974550 0.975280 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 0.923192 0.973616 0.947734 17814\n", " 20 0.780527 0.920685 0.844833 1576\n", "\n", "avg / total 0.850373 0.904214 0.876281 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.991863 0.980416 0.986106 19148\n", " 20 0.798279 0.905983 0.848727 1638\n", "\n", "avg / total 0.976608 0.974550 0.975280 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.991863 0.980416 0.986106 19148\n", " 20 0.798279 0.905983 0.848727 1638\n", "\n", "avg / total 0.976608 0.974550 0.975280 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 0.962136 0.974933 0.968492 17593\n", " 20 0.875573 0.925829 0.900000 2683\n", "\n", "avg / total 0.927356 0.944674 0.935889 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 0.008734 0.013889 0.010724 144\n", " 13 0.026882 0.034722 0.030303 144\n", " 14 0.030928 0.062500 0.041379 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.013841 0.027778 0.018476 144\n", " 17 0.009901 0.013889 0.011561 144\n", " 18 0.006803 0.006944 0.006873 144\n", " 19 0.923233 0.889581 0.906095 16845\n", " 20 0.854631 0.746162 0.796722 2671\n", "\n", "avg / total 0.858682 0.817906 0.837506 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.989563 0.980370 0.984945 18085\n", " 20 0.876264 0.930766 0.902693 2701\n", "\n", "avg / total 0.974840 0.973925 0.974257 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 0.066667 0.055556 0.060606 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.974338 0.953805 0.963962 17794\n", " 20 0.642006 0.912307 0.753653 2007\n", "\n", "avg / total 0.896194 0.904695 0.898081 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989587 0.977440 0.983476 18085\n", " 20.0 0.869677 0.877083 0.873364 2701\n", "\n", "avg / total 0.974006 0.964399 0.969168 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.989563 0.980370 0.984945 18085\n", " 20 0.876264 0.930766 0.902693 2701\n", "\n", "avg / total 0.974840 0.973925 0.974257 20786\n", "\n", "Classification report for turbine 5, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.012270 0.025316 0.016529 79\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.004219 0.013889 0.006472 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 0.964757 0.927742 0.945887 17645\n", " 20 0.802646 0.903057 0.849896 2486\n", "\n", "avg / total 0.915029 0.895699 0.904686 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989710 0.962621 0.975978 18085\n", " 20.0 0.875180 0.900777 0.887794 2701\n", "\n", "avg / total 0.974828 0.954585 0.964519 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.263215 0.419966 0.323607 581\n", " 11 0.027778 0.058419 0.037652 291\n", " 12 0.009501 0.013889 0.011283 288\n", " 13 0.007246 0.010417 0.008547 288\n", " 14 0.009709 0.010417 0.010050 288\n", " 15 0.030000 0.041667 0.034884 288\n", " 16 0.005068 0.010417 0.006818 288\n", " 17 0.012730 0.031250 0.018090 288\n", " 18 0.000000 0.000000 0.000000 245\n", " 19 0.866328 0.766304 0.813252 15824\n", " 20 0.797872 0.743977 0.769983 2117\n", "\n", "avg / total 0.749556 0.673338 0.708350 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.204826 0.344214 0.256827 1011\n", " 11 0.025719 0.027070 0.026377 628\n", " 12 0.052288 0.048485 0.050314 495\n", " 13 0.038724 0.042607 0.040573 399\n", " 14 0.017217 0.033803 0.022814 355\n", " 15 0.013514 0.015432 0.014409 324\n", " 16 0.016304 0.018519 0.017341 324\n", " 17 0.010714 0.009259 0.009934 324\n", " 18 0.015873 0.012346 0.013889 324\n", " 19 0.844136 0.812830 0.828187 14965\n", " 20 0.645526 0.453879 0.532999 1637\n", "\n", "avg / total 0.672480 0.641922 0.654756 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.989563 0.980370 0.984945 18085\n", " 20 0.876264 0.930766 0.902693 2701\n", "\n", "avg / total 0.974840 0.973925 0.974257 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 0.000000 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 0.956636 0.936468 0.946445 17503\n", " 20 0.874605 0.924276 0.898755 2694\n", "\n", "avg / total 0.918897 0.908352 0.913445 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.989563 0.980370 0.984945 18085\n", " 20 0.876264 0.930766 0.902693 2701\n", "\n", "avg / total 0.974840 0.973925 0.974257 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.989563 0.980370 0.984945 18085\n", " 20 0.876264 0.930766 0.902693 2701\n", "\n", "avg / total 0.974840 0.973925 0.974257 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 0.036585 0.024194 0.029126 124\n", " 14 0.035088 0.021978 0.027027 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 0.959319 0.960245 0.959782 17608\n", " 20 0.846777 0.905116 0.874975 2424\n", "\n", "avg / total 0.911768 0.919224 0.915369 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 0.006579 0.027778 0.010638 36\n", " 14 0.073446 0.361111 0.122066 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976914 0.901009 0.937428 17941\n", " 20 0.896499 0.915521 0.905910 2545\n", "\n", "avg / total 0.953107 0.890455 0.920269 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990782 0.985288 0.988027 18217\n", " 20 0.899625 0.934994 0.916969 2569\n", "\n", "avg / total 0.979515 0.979072 0.979245 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 0.028571 0.055556 0.037736 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.013889 0.027778 0.018519 36\n", " 19 0.975004 0.961573 0.968242 17930\n", " 20 0.897048 0.925059 0.910838 2562\n", "\n", "avg / total 0.951679 0.943616 0.947569 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990777 0.984794 0.987777 18217\n", " 20.0 0.899625 0.934994 0.916969 2569\n", "\n", "avg / total 0.979511 0.978639 0.979025 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.990782 0.985288 0.988027 18217\n", " 20 0.899625 0.934994 0.916969 2569\n", "\n", "avg / total 0.979515 0.979072 0.979245 20786\n", "\n", "Classification report for turbine 5, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.042654 0.219512 0.071429 41\n", " 11 0.011905 0.009259 0.010417 108\n", " 12 0.006289 0.009259 0.007491 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 0.951036 0.937225 0.944080 17491\n", " 20 0.884046 0.874604 0.879300 2528\n", "\n", "avg / total 0.907974 0.895555 0.901599 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991058 0.973486 0.982194 18217\n", " 20.0 0.897674 0.901518 0.899592 2569\n", "\n", "avg / total 0.979517 0.964592 0.971985 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.054898 0.293103 0.092475 174\n", " 11 0.008264 0.020833 0.011834 144\n", " 12 0.002193 0.006944 0.003333 144\n", " 13 0.019663 0.048611 0.028000 144\n", " 14 0.013514 0.041667 0.020408 144\n", " 15 0.005952 0.013889 0.008333 144\n", " 16 0.006696 0.020833 0.010135 144\n", " 17 0.008310 0.020833 0.011881 144\n", " 18 0.020906 0.041667 0.027842 144\n", " 19 0.931370 0.824622 0.874751 17066\n", " 20 0.908608 0.643693 0.753545 2394\n", "\n", "avg / total 0.870385 0.755124 0.806606 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.159520 0.509589 0.242978 365\n", " 11 0.003876 0.009259 0.005464 216\n", " 12 0.017668 0.023148 0.020040 216\n", " 13 0.007463 0.009524 0.008368 210\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.018634 0.033333 0.023904 180\n", " 16 0.003802 0.005556 0.004515 180\n", " 17 0.013289 0.022222 0.016632 180\n", " 18 0.008811 0.013423 0.010638 149\n", " 19 0.911263 0.836139 0.872086 16691\n", " 20 0.807845 0.640379 0.714429 2219\n", "\n", "avg / total 0.821452 0.749784 0.781630 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990782 0.985288 0.988027 18217\n", " 20 0.899625 0.934994 0.916969 2569\n", "\n", "avg / total 0.979515 0.979072 0.979245 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 0.000000 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 0.959038 0.945547 0.952245 17630\n", " 20 0.902783 0.922118 0.912348 2568\n", "\n", "avg / total 0.924959 0.915905 0.920379 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990782 0.985288 0.988027 18217\n", " 20 0.899625 0.934994 0.916969 2569\n", "\n", "avg / total 0.979515 0.979072 0.979245 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.990782 0.985288 0.988027 18217\n", " 20 0.899625 0.934994 0.916969 2569\n", "\n", "avg / total 0.979515 0.979072 0.979245 20786\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 5, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990730 0.972450 0.981505 19673\n", " 20.0 0.869607 0.814915 0.841373 1113\n", "\n", "avg / total 0.984245 0.964014 0.974001 20786\n", "\n", "Classification report for turbine 5, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.005988 0.040000 0.010417 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 0.017094 0.055556 0.026144 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.005682 0.027778 0.009434 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.007937 0.027778 0.012346 36\n", " 19 0.976256 0.927237 0.951116 19378\n", " 20 0.860352 0.804566 0.831524 1095\n", "\n", "avg / total 0.955510 0.907053 0.930589 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990720 0.993036 0.991877 19673\n", " 20 0.871603 0.835580 0.853211 1113\n", "\n", "avg / total 0.984341 0.984605 0.984452 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 0.977287 0.970843 0.974054 19412\n", " 20 0.846154 0.805375 0.825261 1079\n", "\n", "avg / total 0.956610 0.948475 0.952506 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990711 0.992070 0.991390 19673\n", " 20.0 0.870633 0.828392 0.848987 1113\n", "\n", "avg / total 0.984281 0.983306 0.983765 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.990720 0.993036 0.991877 19673\n", " 20 0.871603 0.835580 0.853211 1113\n", "\n", "avg / total 0.984341 0.984605 0.984452 20786\n", "\n", "Classification report for turbine 5, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.076336 0.058140 0.066007 172\n", " 11 0.023810 0.009646 0.013730 311\n", " 12 0.019231 0.016043 0.017493 187\n", " 13 0.006289 0.005988 0.006135 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 0.026316 0.020833 0.023256 144\n", " 18 0.000000 0.000000 0.000000 112\n", " 19 0.922161 0.937960 0.929994 18327\n", " 20 0.703863 0.702355 0.703108 934\n", "\n", "avg / total 0.846090 0.859521 0.852687 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990737 0.984090 0.987402 19673\n", " 20.0 0.876081 0.819407 0.846797 1113\n", "\n", "avg / total 0.984598 0.975272 0.979874 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.229759 0.231788 0.230769 453\n", " 11 0.036585 0.023006 0.028249 652\n", " 12 0.026936 0.015414 0.019608 519\n", " 13 0.051205 0.036325 0.042500 468\n", " 14 0.024155 0.023148 0.023641 432\n", " 15 0.016901 0.014742 0.015748 407\n", " 16 0.017123 0.012626 0.014535 396\n", " 17 0.027864 0.024725 0.026201 364\n", " 18 0.028571 0.024096 0.026144 332\n", " 19 0.801377 0.856021 0.827798 15912\n", " 20 0.686804 0.507638 0.583784 851\n", "\n", "avg / total 0.651668 0.684884 0.666907 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.171186 0.320635 0.223204 315\n", " 11 0.009592 0.012500 0.010855 320\n", " 12 0.003300 0.004274 0.003724 234\n", " 13 0.014837 0.023148 0.018083 216\n", " 14 0.004149 0.005495 0.004728 182\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.014134 0.022222 0.017279 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.007092 0.011111 0.008658 180\n", " 19 0.899586 0.864238 0.881558 17840\n", " 20 0.806697 0.552659 0.655941 959\n", "\n", "avg / total 0.812459 0.772924 0.790923 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990720 0.993036 0.991877 19673\n", " 20 0.871603 0.835580 0.853211 1113\n", "\n", "avg / total 0.984341 0.984605 0.984452 20786\n", "\n", "Classification report for turbine 5, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.027778 0.045455 0.034483 22\n", " 11 0.033333 0.020833 0.025641 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.023256 0.013889 0.017391 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.010638 0.006944 0.008403 144\n", " 17 0.007812 0.006944 0.007353 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.934948 0.947559 0.941211 18535\n", " 20 0.848544 0.811513 0.829616 1077\n", "\n", "avg / total 0.878214 0.887376 0.882713 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990720 0.993036 0.991877 19673\n", " 20 0.871603 0.835580 0.853211 1113\n", "\n", "avg / total 0.984341 0.984605 0.984452 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 0.976064 0.992984 0.984451 19383\n", " 20 0.862231 0.834089 0.847926 1103\n", "\n", "avg / total 0.955936 0.970220 0.962998 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 0.976491 0.983644 0.980054 19931\n", " 20 0.786325 0.793103 0.789700 464\n", "\n", "avg / total 0.953877 0.960887 0.957369 20786\n", "\n", "Classification report for turbine 5, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995372 0.952798 0.973620 20317\n", " 20.0 0.801724 0.793177 0.797428 469\n", "\n", "avg / total 0.991003 0.949197 0.969645 20786\n", "\n", "Classification report for turbine 5, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.995422 0.995275 0.995348 20317\n", " 20 0.796610 0.801706 0.799150 469\n", "\n", "avg / total 0.990936 0.990907 0.990921 20786\n", "\n", "Classification report for turbine 5, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995341 0.977900 0.986544 20317\n", " 20.0 0.807175 0.767591 0.786885 469\n", "\n", "avg / total 0.991095 0.973155 0.982039 20786\n", "\n", "Classification report for turbine 5, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995415 0.993749 0.994581 20317\n", " 20.0 0.796610 0.801706 0.799150 469\n", "\n", "avg / total 0.990929 0.989416 0.990172 20786\n", "\n", "Classification report for turbine 5, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.995422 0.995275 0.995348 20317\n", " 20 0.796610 0.801706 0.799150 469\n", "\n", "avg / total 0.990936 0.990907 0.990921 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 0.005376 0.006944 0.006061 144\n", " 13 0.005128 0.006944 0.005900 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.006536 0.006944 0.006734 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.007576 0.006944 0.007246 144\n", " 18 0.016949 0.013889 0.015267 144\n", " 19 0.939893 0.933625 0.936749 19194\n", " 20 0.735714 0.741007 0.738351 417\n", "\n", "avg / total 0.882954 0.877273 0.880101 20786\n", "\n", "Classification report for turbine 5, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995442 0.988926 0.992173 20317\n", " 20.0 0.796178 0.799574 0.797872 469\n", "\n", "avg / total 0.990946 0.984653 0.987789 20786\n", "\n", "Classification report for turbine 5, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.525253 0.411067 0.461197 253\n", " 11 0.014778 0.033333 0.020478 180\n", " 12 0.005000 0.011173 0.006908 179\n", " 13 0.002681 0.006944 0.003868 144\n", " 14 0.011820 0.034722 0.017637 144\n", " 15 0.011364 0.034722 0.017123 144\n", " 16 0.003868 0.013889 0.006051 144\n", " 17 0.006042 0.013889 0.008421 144\n", " 18 0.010135 0.020833 0.013636 144\n", " 19 0.932498 0.838625 0.883074 18993\n", " 20 0.616822 0.624606 0.620690 317\n", "\n", "avg / total 0.868350 0.782065 0.822678 20786\n", "\n", "Classification report for turbine 5, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.005263 0.250000 0.010309 4\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.005970 0.055556 0.010782 36\n", " 13 0.003534 0.027778 0.006270 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.023715 0.166667 0.041522 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.011236 0.083333 0.019802 36\n", " 19 0.982260 0.884529 0.930836 20031\n", " 20 0.780220 0.613391 0.686820 463\n", "\n", "avg / total 0.964039 0.866689 0.912462 20786\n", "\n", "Classification report for turbine 5, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.995422 0.995275 0.995348 20317\n", " 20 0.796610 0.801706 0.799150 469\n", "\n", "avg / total 0.990936 0.990907 0.990921 20786\n", "\n", "Classification report for turbine 5, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995629 0.952995 0.973846 20317\n", " 20.0 0.794311 0.773987 0.784017 469\n", "\n", "avg / total 0.991087 0.948956 0.969563 20786\n", "\n", "Classification report for turbine 5, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.995422 0.995275 0.995348 20317\n", " 20 0.796610 0.801706 0.799150 469\n", "\n", "avg / total 0.990936 0.990907 0.990921 20786\n", "\n", "Classification report for turbine 5, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995445 0.989565 0.992496 20317\n", " 20.0 0.795745 0.797441 0.796592 469\n", "\n", "avg / total 0.990939 0.985230 0.988076 20786\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 0.948239 0.987328 0.967389 19334\n", " 20 0.854167 0.579330 0.690402 2477\n", "\n", "avg / total 0.937556 0.940993 0.935932 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 0.931449 0.987622 0.958714 18986\n", " 20 0.822619 0.571547 0.674475 2418\n", "\n", "avg / total 0.902003 0.923066 0.909313 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.948239 0.987328 0.967389 19334\n", " 20 0.854167 0.579330 0.690402 2477\n", "\n", "avg / total 0.937556 0.940993 0.935932 21811\n", "\n", "Classification report for turbine 6, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.948239 0.987328 0.967389 19334\n", " 20 0.854167 0.579330 0.690402 2477\n", "\n", "avg / total 0.937556 0.940993 0.935932 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 0.935274 0.987828 0.960833 19060\n", " 20 0.807143 0.569270 0.667651 2382\n", "\n", "avg / total 0.905458 0.925405 0.912559 21811\n", "\n", "Classification report for turbine 6, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.948239 0.987328 0.967389 19334\n", " 20 0.854167 0.579330 0.690402 2477\n", "\n", "avg / total 0.937556 0.940993 0.935932 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 0.919030 0.988301 0.952408 18720\n", " 20 0.618452 0.507324 0.557403 2048\n", "\n", "avg / total 0.846859 0.895878 0.869774 21811\n", "\n", "Classification report for turbine 6, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.948239 0.987328 0.967389 19334\n", " 20 0.854167 0.579330 0.690402 2477\n", "\n", "avg / total 0.937556 0.940993 0.935932 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.256757 0.253333 0.255034 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 0.012270 0.018519 0.014760 108\n", " 19 0.907951 0.956632 0.931656 18539\n", " 20 0.760475 0.466781 0.578486 2333\n", "\n", "avg / total 0.854031 0.864014 0.854720 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.727165 0.356395 0.478346 1720\n", " 11 0.016216 0.027950 0.020525 322\n", " 12 0.000000 0.000000 0.000000 221\n", " 13 0.014831 0.032407 0.020349 216\n", " 14 0.002538 0.004975 0.003361 201\n", " 15 0.005566 0.016667 0.008345 180\n", " 16 0.008584 0.011111 0.009685 180\n", " 17 0.029167 0.038889 0.033333 180\n", " 18 0.004566 0.005556 0.005013 180\n", " 19 0.857813 0.824318 0.840732 17748\n", " 20 0.520809 0.660633 0.582447 663\n", "\n", "avg / total 0.771998 0.720325 0.740546 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 0.934380 0.987194 0.960061 19054\n", " 20 0.847619 0.577688 0.687093 2465\n", "\n", "avg / total 0.912065 0.927697 0.916358 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.105263 0.040000 0.057971 50\n", " 11 0.020305 0.027778 0.023460 288\n", " 12 0.014663 0.017361 0.015898 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.054054 0.006944 0.012308 288\n", " 15 0.012821 0.003472 0.005464 288\n", " 16 0.023077 0.010563 0.014493 284\n", " 17 0.026882 0.022624 0.024570 221\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.859366 0.937051 0.896529 17268\n", " 20 0.783611 0.524871 0.628659 2332\n", "\n", "avg / total 0.766311 0.799184 0.778332 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.948239 0.987328 0.967389 19334\n", " 20 0.854167 0.579330 0.690402 2477\n", "\n", "avg / total 0.937556 0.940993 0.935932 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.948239 0.987328 0.967389 19334\n", " 20 0.854167 0.579330 0.690402 2477\n", "\n", "avg / total 0.937556 0.940993 0.935932 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.992367 0.984947 0.988643 20195\n", " 20 0.827957 0.905322 0.864913 1616\n", "\n", "avg / total 0.980185 0.979047 0.979476 21811\n", "\n", "Classification report for turbine 6, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992560 0.977717 0.985083 20195\n", " 20.0 0.832192 0.902228 0.865796 1616\n", "\n", "avg / total 0.980678 0.972124 0.976245 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.992367 0.984947 0.988643 20195\n", " 20 0.827957 0.905322 0.864913 1616\n", "\n", "avg / total 0.980185 0.979047 0.979476 21811\n", "\n", "Classification report for turbine 6, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.992367 0.984947 0.988643 20195\n", " 20 0.827957 0.905322 0.864913 1616\n", "\n", "avg / total 0.980185 0.979047 0.979476 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 0.978113 0.971825 0.974958 19911\n", " 20 0.811073 0.903944 0.854994 1572\n", "\n", "avg / total 0.951364 0.952318 0.951650 21811\n", "\n", "Classification report for turbine 6, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.992367 0.984947 0.988643 20195\n", " 20 0.827957 0.905322 0.864913 1616\n", "\n", "avg / total 0.980185 0.979047 0.979476 21811\n", "\n", "Classification report for turbine 6, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.185185 0.008726 0.016667 573\n", " 11 0.008130 0.004000 0.005362 250\n", " 12 0.034483 0.004630 0.008163 216\n", " 13 0.040541 0.015385 0.022305 195\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.021739 0.005556 0.008850 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.010309 0.005917 0.007519 169\n", " 19 0.915778 0.958192 0.936505 18633\n", " 20 0.533721 0.870142 0.661622 1055\n", "\n", "avg / total 0.814081 0.861217 0.832964 21811\n", "\n", "Classification report for turbine 6, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.992367 0.984947 0.988643 20195\n", " 20 0.827957 0.905322 0.864913 1616\n", "\n", "avg / total 0.980185 0.979047 0.979476 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.068100 0.026243 0.037886 724\n", " 11 0.005155 0.004525 0.004819 221\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.005747 0.004630 0.005128 216\n", " 14 0.017241 0.009259 0.012048 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.016949 0.009259 0.011976 216\n", " 17 0.025641 0.013889 0.018018 216\n", " 18 0.007752 0.004926 0.006024 203\n", " 19 0.903971 0.929531 0.916573 18391\n", " 20 0.413389 0.613730 0.494021 976\n", "\n", "avg / total 0.783760 0.812572 0.796789 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.004367 1.000000 0.008696 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 0.992282 0.880240 0.932909 20157\n", " 20 0.818687 0.540382 0.651039 1362\n", "\n", "avg / total 0.968158 0.847416 0.902820 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992353 0.983115 0.987712 20195\n", " 20.0 0.828426 0.905322 0.865169 1616\n", "\n", "avg / total 0.980207 0.977351 0.978633 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.030303 0.125000 0.048780 16\n", " 11 0.036496 0.092593 0.052356 108\n", " 12 0.003155 0.009259 0.004706 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.003953 0.009259 0.005540 108\n", " 16 0.006826 0.018519 0.009975 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.953296 0.899375 0.925551 19359\n", " 20 0.811955 0.829517 0.820642 1572\n", "\n", "avg / total 0.904919 0.858787 0.881042 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.992367 0.984947 0.988643 20195\n", " 20 0.827957 0.905322 0.864913 1616\n", "\n", "avg / total 0.980185 0.979047 0.979476 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.992367 0.984947 0.988643 20195\n", " 20 0.827957 0.905322 0.864913 1616\n", "\n", "avg / total 0.980185 0.979047 0.979476 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 0.958296 0.967373 0.962813 14252\n", " 20 0.937365 0.920624 0.928919 7559\n", "\n", "avg / total 0.951042 0.951171 0.951067 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 0.937412 0.957637 0.947417 13951\n", " 20 0.879170 0.879787 0.879478 7129\n", "\n", "avg / total 0.886958 0.900096 0.893458 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.958296 0.967373 0.962813 14252\n", " 20 0.937365 0.920624 0.928919 7559\n", "\n", "avg / total 0.951042 0.951171 0.951067 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 0.943213 0.967213 0.955062 14030\n", " 20 0.928206 0.920395 0.924284 7487\n", "\n", "avg / total 0.925347 0.938105 0.931623 21811\n", "\n", "Classification report for turbine 6, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.958322 0.955094 0.956705 14252\n", " 20.0 0.936631 0.891652 0.913589 7559\n", "\n", "avg / total 0.950804 0.933107 0.941762 21811\n", "\n", "Classification report for turbine 6, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.958296 0.967373 0.962813 14252\n", " 20 0.937365 0.920624 0.928919 7559\n", "\n", "avg / total 0.951042 0.951171 0.951067 21811\n", "\n", "Classification report for turbine 6, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.088984 0.326853 0.139886 823\n", " 11 0.009554 0.020833 0.013100 144\n", " 12 0.046875 0.020833 0.028846 144\n", " 13 0.019868 0.025641 0.022388 117\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 91\n", " 19 0.920210 0.902478 0.911258 13597\n", " 20 0.758443 0.479499 0.587544 6463\n", "\n", "avg / total 0.802237 0.717436 0.747855 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 0.939459 0.967918 0.953476 13964\n", " 20 0.898707 0.919262 0.908868 7258\n", "\n", "avg / total 0.900528 0.925588 0.912884 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.956437 0.895032 0.924716 14252\n", " 20.0 0.931298 0.661728 0.773705 7559\n", "\n", "avg / total 0.947725 0.814176 0.872380 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.116315 0.347692 0.174315 650\n", " 11 0.000000 0.000000 0.000000 73\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.007092 0.009901 0.008264 101\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.027778 0.018519 0.022222 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.925110 0.907720 0.916332 13459\n", " 20 0.887979 0.720937 0.795786 6916\n", "\n", "avg / total 0.856065 0.799230 0.823122 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.958261 0.964917 0.961577 14252\n", " 20.0 0.937323 0.919963 0.928562 7559\n", "\n", "avg / total 0.951004 0.949337 0.950135 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.013699 0.029412 0.018692 34\n", " 11 0.020690 0.013889 0.016620 216\n", " 12 0.028037 0.027778 0.027907 216\n", " 13 0.113636 0.046296 0.065789 216\n", " 14 0.034783 0.037037 0.035874 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.005848 0.009259 0.007168 216\n", " 17 0.018293 0.013889 0.015789 216\n", " 18 0.014388 0.009259 0.011268 216\n", " 19 0.848218 0.885407 0.866414 12636\n", " 20 0.923011 0.870093 0.895771 7413\n", "\n", "avg / total 0.807470 0.810279 0.808214 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.958296 0.967373 0.962813 14252\n", " 20 0.937365 0.920624 0.928919 7559\n", "\n", "avg / total 0.951042 0.951171 0.951067 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.958296 0.967373 0.962813 14252\n", " 20 0.937365 0.920624 0.928919 7559\n", "\n", "avg / total 0.951042 0.951171 0.951067 21811\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 6, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.988643 0.989492 0.989068 19795\n", " 20 0.895948 0.888393 0.892154 2016\n", "\n", "avg / total 0.980075 0.980148 0.980110 21811\n", "\n", "Classification report for turbine 6, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988684 0.975448 0.982022 19795\n", " 20.0 0.888950 0.802083 0.843286 2016\n", "\n", "avg / total 0.979466 0.959424 0.969198 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988643 0.989492 0.989068 19795\n", " 20 0.895948 0.888393 0.892154 2016\n", "\n", "avg / total 0.980075 0.980148 0.980110 21811\n", "\n", "Classification report for turbine 6, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988826 0.983481 0.986146 19795\n", " 20.0 0.896690 0.886905 0.891771 2016\n", "\n", "avg / total 0.980310 0.974554 0.977423 21811\n", "\n", "Classification report for turbine 6, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.015625 0.004484 0.006969 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 0.045455 0.013889 0.021277 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 0.959501 0.980990 0.970126 19200\n", " 20 0.795749 0.847130 0.820636 1812\n", "\n", "avg / total 0.911057 0.934024 0.922310 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 0.963608 0.989684 0.976472 19290\n", " 20 0.853427 0.894599 0.873528 1907\n", "\n", "avg / total 0.926848 0.953510 0.939983 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 0.980336 0.936116 0.957716 19598\n", " 20 0.843956 0.610817 0.708705 1886\n", "\n", "avg / total 0.953845 0.893953 0.921825 21811\n", "\n", "Classification report for turbine 6, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988733 0.984188 0.986455 19795\n", " 20.0 0.887978 0.806052 0.845034 2016\n", "\n", "avg / total 0.979420 0.967723 0.973384 21811\n", "\n", "Classification report for turbine 6, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988564 0.943218 0.965359 19795\n", " 20.0 0.892837 0.785218 0.835577 2016\n", "\n", "avg / total 0.979716 0.928614 0.953363 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.341232 0.103746 0.159116 694\n", " 11 0.018519 0.012903 0.015209 155\n", " 12 0.011364 0.006944 0.008621 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 0.007246 0.009259 0.008130 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.940131 0.938034 0.939081 18833\n", " 20 0.569886 0.754135 0.649191 1330\n", "\n", "avg / total 0.857619 0.859429 0.855717 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988631 0.988381 0.988506 19795\n", " 20.0 0.896084 0.885417 0.890719 2016\n", "\n", "avg / total 0.980077 0.978864 0.979467 21811\n", "\n", "Classification report for turbine 6, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.068182 0.125000 0.088235 24\n", " 11 0.026906 0.041667 0.032698 144\n", " 12 0.028846 0.041667 0.034091 144\n", " 13 0.005208 0.006944 0.005952 144\n", " 14 0.004695 0.006944 0.005602 144\n", " 15 0.012195 0.020833 0.015385 144\n", " 16 0.009434 0.013889 0.011236 144\n", " 17 0.007194 0.006944 0.007067 144\n", " 18 0.006897 0.006944 0.006920 144\n", " 19 0.935450 0.915730 0.925485 18690\n", " 20 0.872689 0.849357 0.860865 1945\n", "\n", "avg / total 0.880161 0.861538 0.870705 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988643 0.989492 0.989068 19795\n", " 20 0.895948 0.888393 0.892154 2016\n", "\n", "avg / total 0.980075 0.980148 0.980110 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 0.974056 0.989438 0.981687 19504\n", " 20 0.889945 0.887725 0.888833 2004\n", "\n", "avg / total 0.952796 0.966347 0.959518 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 0.982520 0.994496 0.988471 20347\n", " 20 0.871711 0.906758 0.888889 1169\n", "\n", "avg / total 0.963292 0.976342 0.969765 21811\n", "\n", "Classification report for turbine 6, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994479 0.988443 0.991452 20594\n", " 20.0 0.900000 0.820871 0.858616 1217\n", "\n", "avg / total 0.989208 0.979093 0.984040 21811\n", "\n", "Classification report for turbine 6, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994465 0.994513 0.994489 20594\n", " 20 0.907072 0.906327 0.906700 1217\n", "\n", "avg / total 0.989588 0.989592 0.989590 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 0.031250 0.027778 0.029412 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.981145 0.986411 0.983771 20310\n", " 20 0.806149 0.857402 0.830986 1101\n", "\n", "avg / total 0.954369 0.961854 0.958065 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 0.040000 0.027778 0.032787 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.033333 0.027778 0.030303 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.035714 0.027778 0.031250 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.980908 0.978976 0.979941 20310\n", " 20 0.883061 0.865206 0.874043 1187\n", "\n", "avg / total 0.961641 0.958828 0.960226 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 0.017544 0.027778 0.021505 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.982208 0.985202 0.983703 20341\n", " 20 0.874791 0.896493 0.885509 1169\n", "\n", "avg / total 0.962925 0.966897 0.964900 21811\n", "\n", "Classification report for turbine 6, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.068493 0.070423 0.069444 142\n", " 11 0.013550 0.019841 0.016103 252\n", " 12 0.011494 0.007937 0.009390 252\n", " 13 0.018349 0.015873 0.017021 252\n", " 14 0.009901 0.003968 0.005666 252\n", " 15 0.005882 0.003968 0.004739 252\n", " 16 0.047170 0.019841 0.027933 252\n", " 17 0.028571 0.011905 0.016807 252\n", " 18 0.017544 0.003968 0.006472 252\n", " 19 0.899295 0.941465 0.919897 18553\n", " 20 0.796178 0.681818 0.734574 1100\n", "\n", "avg / total 0.807325 0.836688 0.821190 21811\n", "\n", "Classification report for turbine 6, turbine category 7\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994737 0.991114 0.992922 20594\n", " 20.0 0.901060 0.838127 0.868455 1217\n", "\n", "avg / total 0.989510 0.982578 0.985977 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 0.024096 0.018519 0.020942 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.014085 0.009259 0.011173 108\n", " 19 0.960772 0.966325 0.963540 19896\n", " 20 0.737864 0.740741 0.739300 1026\n", "\n", "avg / total 0.911315 0.916464 0.913878 21811\n", "\n", "Classification report for turbine 6, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.495614 0.267773 0.347692 422\n", " 11 0.047619 0.055556 0.051282 162\n", " 12 0.007407 0.009259 0.008230 108\n", " 13 0.005208 0.009259 0.006667 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 0.957499 0.940276 0.948809 19791\n", " 20 0.529828 0.770588 0.627921 680\n", "\n", "avg / total 0.895345 0.882903 0.887695 21811\n", "\n", "Classification report for turbine 6, turbine category 10\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994460 0.993736 0.994098 20594\n", " 20.0 0.907072 0.906327 0.906700 1217\n", "\n", "avg / total 0.989584 0.988859 0.989221 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 0.036036 0.055556 0.043716 72\n", " 12 0.005882 0.013889 0.008264 72\n", " 13 0.004808 0.013889 0.007143 72\n", " 14 0.005181 0.013889 0.007547 72\n", " 15 0.003623 0.013889 0.005747 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.004082 0.013889 0.006309 72\n", " 18 0.005236 0.013889 0.007605 72\n", " 19 0.968251 0.922666 0.944909 20030\n", " 20 0.898054 0.812238 0.852993 1193\n", "\n", "avg / total 0.938522 0.892210 0.914693 21811\n", "\n", "Classification report for turbine 6, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.994465 0.994513 0.994489 20594\n", " 20 0.907072 0.906327 0.906700 1217\n", "\n", "avg / total 0.989588 0.989592 0.989590 21811\n", "\n", "Classification report for turbine 6, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994497 0.991551 0.993022 20594\n", " 20.0 0.906612 0.901397 0.903997 1217\n", "\n", "avg / total 0.989593 0.986521 0.988054 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 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 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 0.859428 0.936573 0.896344 8088\n", " 20 0.953506 0.920807 0.936871 12539\n", "\n", "avg / total 0.903650 0.913875 0.907951 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 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 0.830043 0.932331 0.878219 7847\n", " 20 0.949129 0.918705 0.933669 12510\n", "\n", "avg / total 0.878791 0.898963 0.887616 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 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 0.655661 0.919345 0.765430 6286\n", " 20 0.873400 0.930822 0.901197 11362\n", "\n", "avg / total 0.671274 0.781676 0.719347 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 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 0.684820 0.920543 0.785375 6557\n", " 20 0.895202 0.946642 0.920204 11451\n", "\n", "avg / total 0.704551 0.806576 0.749747 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 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 0.867824 0.934286 0.899829 8187\n", " 20 0.954001 0.928543 0.941100 12441\n", "\n", "avg / total 0.906830 0.917698 0.911682 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.882687 0.935321 0.908242 8318\n", " 20 0.955570 0.917969 0.936392 12605\n", "\n", "avg / total 0.926595 0.924867 0.925201 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 7, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.974359 0.752405 0.849117 16010\n", " 20 0.536916 0.935477 0.682253 4913\n", "\n", "avg / total 0.871641 0.795393 0.809935 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.975156 0.720800 0.828904 16010\n", " 20.0 0.508837 0.832078 0.631498 4913\n", "\n", "avg / total 0.865658 0.746929 0.782550 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.974359 0.752405 0.849117 16010\n", " 20 0.536916 0.935477 0.682253 4913\n", "\n", "avg / total 0.871641 0.795393 0.809935 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.980767 0.621112 0.760564 16010\n", " 20.0 0.469975 0.661103 0.549391 4913\n", "\n", "avg / total 0.860827 0.630502 0.710978 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.080139 0.007055 0.012969 3260\n", " 11 0.000000 0.000000 0.000000 1291\n", " 12 0.027624 0.004579 0.007855 1092\n", " 13 0.070423 0.015756 0.025751 952\n", " 14 0.078947 0.007194 0.013187 834\n", " 15 0.052277 0.041389 0.046200 749\n", " 16 0.110294 0.052632 0.071259 570\n", " 17 0.047619 0.002457 0.004673 407\n", " 18 0.085106 0.012500 0.021798 320\n", " 19 0.620987 0.821203 0.707197 8244\n", " 20 0.333861 0.856429 0.480434 3204\n", "\n", "avg / total 0.323187 0.460211 0.360365 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.974359 0.752405 0.849117 16010\n", " 20 0.536916 0.935477 0.682253 4913\n", "\n", "avg / total 0.871641 0.795393 0.809935 20923\n", "\n", "Classification report for turbine 7, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.001301 0.384615 0.002594 13\n", " 11 0.015835 0.305556 0.030109 108\n", " 12 0.002548 0.018519 0.004479 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 0.008929 0.009259 0.009091 108\n", " 18 0.013889 0.018519 0.015873 108\n", " 19 0.939525 0.575617 0.713869 15519\n", " 20 0.705316 0.501215 0.586002 4527\n", "\n", "avg / total 0.849683 0.537447 0.656590 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.974359 0.752405 0.849117 16010\n", " 20 0.536916 0.935477 0.682253 4913\n", "\n", "avg / total 0.871641 0.795393 0.809935 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.052786 0.101983 0.069565 353\n", " 11 0.164773 0.023052 0.040446 2516\n", " 12 0.068351 0.023517 0.034994 1956\n", " 13 0.089776 0.023499 0.037248 1532\n", " 14 0.071618 0.023136 0.034974 1167\n", " 15 0.060159 0.054415 0.057143 974\n", " 16 0.081967 0.054422 0.065413 735\n", " 17 0.010714 0.005254 0.007051 571\n", " 18 0.052559 0.091127 0.066667 417\n", " 19 0.462954 0.529318 0.493917 7555\n", " 20 0.343834 0.811567 0.483026 3147\n", "\n", "avg / total 0.263564 0.329303 0.271464 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 0.922349 0.750049 0.827324 15203\n", " 20 0.321028 0.913868 0.475145 3007\n", "\n", "avg / total 0.716331 0.676337 0.669434 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.974359 0.752405 0.849117 16010\n", " 20 0.536916 0.935477 0.682253 4913\n", "\n", "avg / total 0.871641 0.795393 0.809935 20923\n", "\n", "Classification report for turbine 7, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974119 0.740537 0.841418 16010\n", " 20.0 0.537210 0.934460 0.682220 4913\n", "\n", "avg / total 0.871527 0.786073 0.804036 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 0.970719 0.754495 0.849057 15906\n", " 20 0.514252 0.932825 0.663002 4719\n", "\n", "avg / total 0.853941 0.783970 0.795001 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.974359 0.752405 0.849117 16010\n", " 20 0.536916 0.935477 0.682253 4913\n", "\n", "avg / total 0.871641 0.795393 0.809935 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 0.980990 0.975416 0.978195 16718\n", " 20 0.904419 0.924851 0.914521 4205\n", "\n", "avg / total 0.965601 0.965254 0.965398 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.980947 0.966982 0.973914 16718\n", " 20.0 0.904706 0.923424 0.913970 4205\n", "\n", "avg / total 0.965624 0.958228 0.961867 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.980990 0.975416 0.978195 16718\n", " 20 0.904419 0.924851 0.914521 4205\n", "\n", "avg / total 0.965601 0.965254 0.965398 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.002725 0.093750 0.005296 32\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.119048 0.034722 0.053763 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 0.009804 0.006944 0.008130 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.914913 0.916725 0.915818 15647\n", " 20 0.881796 0.796676 0.837078 4092\n", "\n", "avg / total 0.857553 0.841801 0.849028 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.499168 0.680272 0.575816 441\n", " 11 0.133333 0.168514 0.148874 451\n", " 12 0.066176 0.097035 0.078689 371\n", " 13 0.048964 0.072222 0.058361 360\n", " 14 0.030948 0.046784 0.037253 342\n", " 15 0.009509 0.022388 0.013348 268\n", " 16 0.006547 0.015873 0.009270 252\n", " 17 0.004175 0.007937 0.005472 252\n", " 18 0.004808 0.007937 0.005988 252\n", " 19 0.865441 0.775477 0.817993 14199\n", " 20 0.854545 0.755020 0.801706 3735\n", "\n", "avg / total 0.756087 0.683411 0.717004 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.980990 0.975416 0.978195 16718\n", " 20 0.904419 0.924851 0.914521 4205\n", "\n", "avg / total 0.965601 0.965254 0.965398 20923\n", "\n", "Classification report for turbine 7, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.017817 0.074074 0.028725 108\n", " 11 0.000000 0.000000 0.000000 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 0.007092 0.005556 0.006231 180\n", " 17 0.021898 0.016667 0.018927 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.886688 0.934212 0.909830 15094\n", " 20 0.861657 0.812469 0.836340 3994\n", "\n", "avg / total 0.804486 0.829613 0.816372 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.980990 0.975416 0.978195 16718\n", " 20 0.904419 0.924851 0.914521 4205\n", "\n", "avg / total 0.965601 0.965254 0.965398 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.065611 0.145729 0.090484 199\n", " 11 0.156584 0.273292 0.199095 966\n", " 12 0.092331 0.150485 0.114444 824\n", " 13 0.044799 0.081267 0.057758 726\n", " 14 0.036364 0.062593 0.046002 671\n", " 15 0.026432 0.038961 0.031496 616\n", " 16 0.030848 0.042781 0.035848 561\n", " 17 0.033600 0.044025 0.038113 477\n", " 18 0.030435 0.044872 0.036269 468\n", " 19 0.754878 0.604921 0.671631 11704\n", " 20 0.833846 0.584209 0.687054 3711\n", "\n", "avg / total 0.587424 0.471061 0.519167 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.067636 0.699248 0.123342 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 0.013514 0.013889 0.013699 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.961519 0.933305 0.947202 16358\n", " 20 0.855862 0.692946 0.765835 3856\n", "\n", "avg / total 0.909941 0.861874 0.882511 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.980990 0.975416 0.978195 16718\n", " 20 0.904419 0.924851 0.914521 4205\n", "\n", "avg / total 0.965601 0.965254 0.965398 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 0.927971 0.971447 0.949211 15795\n", " 20 0.852490 0.927830 0.888566 3949\n", "\n", "avg / total 0.861434 0.908474 0.884277 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.980990 0.975416 0.978195 16718\n", " 20.0 0.896708 0.848514 0.871945 4205\n", "\n", "avg / total 0.964052 0.949912 0.956841 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.980990 0.975416 0.978195 16718\n", " 20 0.904419 0.924851 0.914521 4205\n", "\n", "avg / total 0.965601 0.965254 0.965398 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 0.973326 0.986037 0.979640 18836\n", " 20 0.644215 0.872701 0.741250 1359\n", "\n", "avg / total 0.918083 0.944367 0.930070 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990438 0.978243 0.984303 19166\n", " 20.0 0.856986 0.890154 0.873255 1757\n", "\n", "avg / total 0.979232 0.970845 0.974978 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990462 0.986121 0.988287 19166\n", " 20 0.855513 0.896414 0.875486 1757\n", "\n", "avg / total 0.979130 0.978588 0.978815 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989777 0.904258 0.945087 19166\n", " 20.0 0.863133 0.843483 0.853195 1757\n", "\n", "avg / total 0.979142 0.899154 0.937370 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.100478 0.724138 0.176471 29\n", " 11 0.007130 0.111111 0.013400 36\n", " 12 0.004405 0.083333 0.008368 36\n", " 13 0.003284 0.055556 0.006202 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.003106 0.027778 0.005587 36\n", " 19 0.976580 0.774310 0.863761 18902\n", " 20 0.845070 0.809859 0.827090 1704\n", "\n", "avg / total 0.951244 0.766955 0.847990 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.990462 0.986121 0.988287 19166\n", " 20 0.855513 0.896414 0.875486 1757\n", "\n", "avg / total 0.979130 0.978588 0.978815 20923\n", "\n", "Classification report for turbine 7, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990193 0.900866 0.943420 19166\n", " 20.0 0.866584 0.791121 0.827135 1757\n", "\n", "avg / total 0.979813 0.891650 0.933655 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.990462 0.986121 0.988287 19166\n", " 20 0.855513 0.896414 0.875486 1757\n", "\n", "avg / total 0.979130 0.978588 0.978815 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.036364 0.007463 0.012384 1340\n", " 11 0.053942 0.159836 0.080662 488\n", " 12 0.031818 0.089744 0.046980 468\n", " 13 0.013500 0.035354 0.019539 396\n", " 14 0.012887 0.027473 0.017544 364\n", " 15 0.040943 0.091667 0.056604 360\n", " 16 0.021390 0.033333 0.026059 360\n", " 17 0.008446 0.013889 0.010504 360\n", " 18 0.031353 0.052778 0.039337 360\n", " 19 0.763000 0.602809 0.673511 15237\n", " 20 0.553888 0.682353 0.611446 1190\n", "\n", "avg / total 0.593687 0.488458 0.531935 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.263830 0.626263 0.371257 99\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.008333 0.013889 0.010417 72\n", " 13 0.012821 0.013889 0.013333 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 0.962081 0.952317 0.957174 18623\n", " 20 0.809640 0.816615 0.813113 1625\n", "\n", "avg / total 0.920525 0.914114 0.916944 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990462 0.986121 0.988287 19166\n", " 20 0.855513 0.896414 0.875486 1757\n", "\n", "avg / total 0.979130 0.978588 0.978815 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 0.011765 0.013889 0.012739 72\n", " 14 0.007519 0.013889 0.009756 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 0.962941 0.952706 0.957796 18628\n", " 20 0.834591 0.842414 0.838484 1707\n", "\n", "avg / total 0.925474 0.917029 0.921222 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990462 0.986121 0.988287 19166\n", " 20.0 0.854167 0.886739 0.870148 1757\n", "\n", "avg / total 0.979017 0.977776 0.978366 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 0.949114 0.986384 0.967390 18361\n", " 20 0.807170 0.896801 0.849628 1657\n", "\n", "avg / total 0.896820 0.936625 0.916221 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 0.982122 0.986045 0.984079 19276\n", " 20 0.817147 0.909769 0.860974 1341\n", "\n", "avg / total 0.957184 0.966735 0.961797 20923\n", "\n", "Classification report for turbine 7, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994313 0.985701 0.989988 19512\n", " 20.0 0.861886 0.919915 0.889955 1411\n", "\n", "avg / total 0.985383 0.981265 0.983242 20923\n", "\n", "Classification report for turbine 7, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994334 0.989340 0.991831 19512\n", " 20 0.862160 0.922041 0.891096 1411\n", "\n", "avg / total 0.985420 0.984801 0.985037 20923\n", "\n", "Classification report for turbine 7, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994213 0.959768 0.976687 19512\n", " 20.0 0.869083 0.832743 0.850525 1411\n", "\n", "avg / total 0.985775 0.951202 0.968179 20923\n", "\n", "Classification report for turbine 7, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993986 0.813243 0.894577 19512\n", " 20.0 0.835221 0.574770 0.680940 1411\n", "\n", "avg / total 0.983280 0.797161 0.880169 20923\n", "\n", "Classification report for turbine 7, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.994334 0.989340 0.991831 19512\n", " 20 0.862160 0.922041 0.891096 1411\n", "\n", "avg / total 0.985420 0.984801 0.985037 20923\n", "\n", "Classification report for turbine 7, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.011494 0.027778 0.016260 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 0.010638 0.006944 0.008403 144\n", " 15 0.012500 0.006944 0.008929 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.010101 0.006944 0.008230 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.939301 0.948634 0.943945 18417\n", " 20 0.812726 0.853455 0.832593 1317\n", "\n", "avg / total 0.878204 0.888926 0.883498 20923\n", "\n", "Classification report for turbine 7, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.994334 0.989340 0.991831 19512\n", " 20 0.862160 0.922041 0.891096 1411\n", "\n", "avg / total 0.985420 0.984801 0.985037 20923\n", "\n", "Classification report for turbine 7, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.159574 0.108696 0.129310 414\n", " 11 0.009564 0.148148 0.017967 108\n", " 12 0.012953 0.138889 0.023697 108\n", " 13 0.004376 0.037037 0.007828 108\n", " 14 0.003866 0.027778 0.006787 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.009390 0.037037 0.014981 108\n", " 17 0.002132 0.009259 0.003466 108\n", " 18 0.005333 0.018519 0.008282 108\n", " 19 0.953022 0.681903 0.794983 18683\n", " 20 0.687704 0.656965 0.671983 962\n", "\n", "avg / total 0.886015 0.643407 0.743756 20923\n", "\n", "Classification report for turbine 7, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.294872 0.221154 0.252747 104\n", " 11 0.009346 0.009259 0.009302 108\n", " 12 0.009259 0.009259 0.009259 108\n", " 13 0.011765 0.009259 0.010363 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.013333 0.009259 0.010929 108\n", " 16 0.037037 0.018519 0.024691 108\n", " 17 0.009709 0.009259 0.009479 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.952310 0.956848 0.954573 18678\n", " 20 0.787729 0.874706 0.828942 1277\n", "\n", "avg / total 0.900139 0.909000 0.904381 20923\n", "\n", "Classification report for turbine 7, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.994334 0.989340 0.991831 19512\n", " 20 0.862160 0.922041 0.891096 1411\n", "\n", "avg / total 0.985420 0.984801 0.985037 20923\n", "\n", "Classification report for turbine 7, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.076923 0.080000 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 0.015873 0.013889 0.014815 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.965346 0.964378 0.964862 18949\n", " 20 0.852257 0.899639 0.875307 1385\n", "\n", "avg / total 0.930791 0.933040 0.931873 20923\n", "\n", "Classification report for turbine 7, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994334 0.989340 0.991831 19512\n", " 20.0 0.861610 0.917789 0.888813 1411\n", "\n", "avg / total 0.985383 0.984515 0.984883 20923\n", "\n", "Classification report for turbine 7, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994350 0.965150 0.979532 19512\n", " 20.0 0.860027 0.905741 0.882292 1411\n", "\n", "avg / total 0.985292 0.961143 0.972975 20923\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.058824 0.004484 0.008333 446\n", " 11 0.000000 0.000000 0.000000 392\n", " 12 0.027972 0.011111 0.015905 360\n", " 13 0.028169 0.006116 0.010050 327\n", " 14 0.034483 0.006897 0.011494 290\n", " 15 0.044693 0.028571 0.034858 280\n", " 16 0.029412 0.019841 0.023697 252\n", " 17 0.000000 0.000000 0.000000 224\n", " 18 0.009615 0.004630 0.006250 216\n", " 19 0.873451 0.912477 0.892537 12511\n", " 20 0.541895 0.867602 0.667116 2281\n", "\n", "avg / total 0.696361 0.763354 0.723669 17579\n", "\n", "Classification report for turbine 8, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 17579\n", "\n", "Classification report for turbine 8, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 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 0.971887 0.927484 0.949166 14052\n", " 20 0.756012 0.864915 0.806805 3235\n", "\n", "avg / total 0.916016 0.900563 0.907202 17579\n", "\n", "Classification report for turbine 8, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.563647 0.826009 0.670062 1115\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.008475 0.013889 0.010526 72\n", " 13 0.011834 0.031250 0.017167 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 0.947601 0.838123 0.889506 13572\n", " 20 0.773247 0.621006 0.688815 2504\n", "\n", "avg / total 0.877575 0.788099 0.827473 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.075000 0.011968 0.020642 752\n", " 11 0.006897 0.006849 0.006873 146\n", " 12 0.000000 0.000000 0.000000 111\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.004184 0.009259 0.005764 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 0.942271 0.886631 0.913605 13531\n", " 20 0.573650 0.878079 0.693945 2395\n", "\n", "avg / total 0.806737 0.802719 0.798745 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.033898 0.021739 0.026490 92\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.004386 0.013889 0.006667 72\n", " 14 0.008621 0.055556 0.014925 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 0.972927 0.894756 0.932205 13977\n", " 20 0.732143 0.824472 0.775569 2934\n", "\n", "avg / total 0.895999 0.849423 0.870866 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 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 0.872733 0.946341 0.908048 12710\n", " 20 0.808533 0.903207 0.853252 3399\n", "\n", "avg / total 0.787339 0.858866 0.821519 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 17579\n", "\n", "Classification report for turbine 8, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.974459 0.949855 0.962000 14139\n", " 20 0.813274 0.897674 0.853392 3440\n", "\n", "avg / total 0.942917 0.939644 0.940747 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.983678 0.856061 0.915443 12672\n", " 20.0 0.918630 0.437131 0.592378 4907\n", "\n", "avg / total 0.965520 0.739121 0.825263 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 0.980032 0.967106 0.973526 12586\n", " 20 0.874976 0.960630 0.915804 4699\n", "\n", "avg / total 0.935559 0.949201 0.941815 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.984461 0.964883 0.974574 12672\n", " 20 0.913743 0.960668 0.936618 4907\n", "\n", "avg / total 0.964720 0.963707 0.963979 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 0.963205 0.964680 0.963942 12401\n", " 20 0.909866 0.961097 0.934780 4884\n", "\n", "avg / total 0.932276 0.947551 0.939718 17579\n", "\n", "Classification report for turbine 8, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.985046 0.956439 0.970532 12672\n", " 20.0 0.921326 0.940289 0.930711 4907\n", "\n", "avg / total 0.967259 0.951931 0.959416 17579\n", "\n", "Classification report for turbine 8, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.984461 0.964883 0.974574 12672\n", " 20 0.913743 0.960668 0.936618 4907\n", "\n", "avg / total 0.964720 0.963707 0.963979 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.005222 0.133333 0.010050 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 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.961522 0.927243 0.944072 12370\n", " 20 0.908005 0.885008 0.896359 4896\n", "\n", "avg / total 0.929501 0.899084 0.913982 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.984461 0.964883 0.974574 12672\n", " 20 0.913743 0.960668 0.936618 4907\n", "\n", "avg / total 0.964720 0.963707 0.963979 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.136817 0.859779 0.236069 271\n", " 11 0.010363 0.011111 0.010724 180\n", " 12 0.000000 0.000000 0.000000 117\n", " 13 0.007353 0.009259 0.008197 108\n", " 14 0.013333 0.009259 0.010929 108\n", " 15 0.046512 0.037037 0.041237 108\n", " 16 0.032258 0.037037 0.034483 108\n", " 17 0.023077 0.027778 0.025210 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.924287 0.899184 0.911563 11893\n", " 20 0.900867 0.650559 0.755521 4470\n", "\n", "avg / total 0.857364 0.787872 0.813315 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.029412 0.035503 0.032172 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 0.961687 0.901897 0.930833 12385\n", " 20 0.893419 0.647667 0.750948 4737\n", "\n", "avg / total 0.918573 0.810285 0.858470 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.984461 0.964883 0.974574 12672\n", " 20 0.913743 0.960668 0.936618 4907\n", "\n", "avg / total 0.964720 0.963707 0.963979 17579\n", "\n", "Classification report for turbine 8, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.042553 0.083333 0.056338 24\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.006623 0.006944 0.006780 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.008475 0.006944 0.007634 144\n", " 17 0.068182 0.020833 0.031915 144\n", " 18 0.010638 0.006944 0.008403 144\n", " 19 0.911334 0.887879 0.899454 11773\n", " 20 0.867432 0.962419 0.912460 4630\n", "\n", "avg / total 0.839632 0.848569 0.843233 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.984461 0.964883 0.974574 12672\n", " 20 0.913743 0.960668 0.936618 4907\n", "\n", "avg / total 0.964720 0.963707 0.963979 17579\n", "\n", "Classification report for turbine 8, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.984461 0.964883 0.974574 12672\n", " 20 0.913743 0.960668 0.936618 4907\n", "\n", "avg / total 0.964720 0.963707 0.963979 17579\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 8, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.040230 0.047619 0.043614 147\n", " 11 0.022472 0.046512 0.030303 86\n", " 12 0.091837 0.125000 0.105882 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 0.936126 0.945531 0.940805 13237\n", " 20 0.896381 0.652705 0.755377 3605\n", "\n", "avg / total 0.889550 0.846977 0.864282 17579\n", "\n", "Classification report for turbine 8, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974930 0.984806 0.979843 13821\n", " 20.0 0.952140 0.899947 0.925308 3758\n", "\n", "avg / total 0.970058 0.966665 0.968185 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.974161 0.987483 0.980777 13821\n", " 20 0.951527 0.903672 0.926982 3758\n", "\n", "avg / total 0.969323 0.969566 0.969277 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 0.953338 0.981377 0.967155 13532\n", " 20 0.917607 0.894389 0.905850 3636\n", "\n", "avg / total 0.923658 0.940440 0.931862 17579\n", "\n", "Classification report for turbine 8, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974670 0.982780 0.978708 13821\n", " 20.0 0.952209 0.843002 0.894284 3758\n", "\n", "avg / total 0.969868 0.952898 0.960660 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 0.912919 0.988103 0.949024 12944\n", " 20 0.915663 0.905263 0.910433 3610\n", "\n", "avg / total 0.860252 0.913476 0.885763 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.006541 0.027586 0.010575 290\n", " 11 0.076923 0.050000 0.060606 80\n", " 12 0.035714 0.013889 0.020000 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 0.951379 0.937917 0.944600 13498\n", " 20 0.792772 0.614422 0.692295 3356\n", "\n", "avg / total 0.882466 0.838216 0.858007 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.974161 0.987483 0.980777 13821\n", " 20 0.951527 0.903672 0.926982 3758\n", "\n", "avg / total 0.969323 0.969566 0.969277 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.005391 0.428571 0.010648 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 0.951208 0.933719 0.942383 13488\n", " 20 0.894884 0.549557 0.680941 3501\n", "\n", "avg / total 0.908070 0.826213 0.858694 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976442 0.950655 0.963376 13821\n", " 20.0 0.944954 0.712613 0.812500 3758\n", "\n", "avg / total 0.969710 0.899767 0.931122 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.974161 0.987483 0.980777 13821\n", " 20 0.951527 0.903672 0.926982 3758\n", "\n", "avg / total 0.969323 0.969566 0.969277 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 0.010989 0.027778 0.015748 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.956689 0.901077 0.928050 13556\n", " 20 0.952170 0.865075 0.906535 3728\n", "\n", "avg / total 0.939698 0.878378 0.907946 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.974161 0.987483 0.980777 13821\n", " 20 0.951527 0.903672 0.926982 3758\n", "\n", "avg / total 0.969323 0.969566 0.969277 17579\n", "\n", "Classification report for turbine 8, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.974161 0.987483 0.980777 13821\n", " 20 0.951527 0.903672 0.926982 3758\n", "\n", "avg / total 0.969323 0.969566 0.969277 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 0.230000 0.119792 0.157534 192\n", " 11 0.000000 0.000000 0.000000 301\n", " 12 0.032895 0.017361 0.022727 288\n", " 13 0.078947 0.032491 0.046036 277\n", " 14 0.000000 0.000000 0.000000 233\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.000000 0.000000 0.000000 183\n", " 17 0.007752 0.005556 0.006472 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.881468 0.938542 0.909110 13977\n", " 20 0.721777 0.753866 0.737472 1552\n", "\n", "avg / total 0.768950 0.814950 0.790824 17579\n", "\n", "Classification report for turbine 8, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988291 0.986209 0.987249 15662\n", " 20.0 0.904339 0.902452 0.903394 1917\n", "\n", "avg / total 0.979136 0.977075 0.978104 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988188 0.988188 0.988188 15662\n", " 20 0.903495 0.903495 0.903495 1917\n", "\n", "avg / total 0.978952 0.978952 0.978952 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 43\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.021739 0.027778 0.024390 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.007752 0.027778 0.012121 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971599 0.951088 0.961234 15395\n", " 20 0.873291 0.896384 0.884687 1853\n", "\n", "avg / total 0.943002 0.927527 0.935141 17579\n", "\n", "Classification report for turbine 8, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.250000 0.020619 0.038095 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 0.972345 0.986427 0.979335 15398\n", " 20 0.851970 0.890869 0.870985 1796\n", "\n", "avg / total 0.940131 0.955174 0.947027 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 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 0.930662 0.968196 0.949058 14778\n", " 20 0.898143 0.891053 0.894584 1900\n", "\n", "avg / total 0.879447 0.910234 0.894527 17579\n", "\n", "Classification report for turbine 8, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987957 0.953263 0.970300 15662\n", " 20.0 0.899549 0.831508 0.864191 1917\n", "\n", "avg / total 0.978316 0.939985 0.958728 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 0.971907 0.988506 0.980136 15399\n", " 20 0.814815 0.897701 0.854252 1740\n", "\n", "avg / total 0.932031 0.954776 0.943143 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987910 0.944324 0.965625 15662\n", " 20.0 0.905947 0.778821 0.837588 1917\n", "\n", "avg / total 0.978972 0.926276 0.951663 17579\n", "\n", "Classification report for turbine 8, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988513 0.967054 0.977666 15662\n", " 20.0 0.904818 0.803339 0.851064 1917\n", "\n", "avg / total 0.979386 0.949201 0.963860 17579\n", "\n", "Classification report for turbine 8, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.988188 0.988188 0.988188 15662\n", " 20 0.903495 0.903495 0.903495 1917\n", "\n", "avg / total 0.978952 0.978952 0.978952 17579\n", "\n", "Classification report for turbine 8, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.034483 0.052632 0.041667 19\n", " 11 0.030612 0.027778 0.029126 108\n", " 12 0.029126 0.027778 0.028436 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.010000 0.009259 0.009615 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 0.934808 0.921244 0.927977 14818\n", " 20 0.902640 0.873802 0.887987 1878\n", "\n", "avg / total 0.884881 0.870357 0.877550 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988188 0.988188 0.988188 15662\n", " 20 0.903495 0.903495 0.903495 1917\n", "\n", "avg / total 0.978952 0.978952 0.978952 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 0.969863 0.988032 0.978863 15374\n", " 20 0.897757 0.903887 0.900811 1904\n", "\n", "avg / total 0.945447 0.962000 0.953649 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 0.008696 0.142857 0.016393 7\n", " 11 0.035294 0.083333 0.049587 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.023529 0.111111 0.038835 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976265 0.946981 0.961400 15202\n", " 20 0.898315 0.768012 0.828068 2082\n", "\n", "avg / total 0.950773 0.910348 0.929662 17579\n", "\n", "Classification report for turbine 8, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989703 0.991115 0.990408 15419\n", " 20.0 0.938938 0.925463 0.932152 2160\n", "\n", "avg / total 0.983465 0.983048 0.983250 17579\n", "\n", "Classification report for turbine 8, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.989707 0.991504 0.990605 15419\n", " 20 0.938555 0.926389 0.932432 2160\n", "\n", "avg / total 0.983422 0.983503 0.983457 17579\n", "\n", "Classification report for turbine 8, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989645 0.960698 0.974956 15419\n", " 20.0 0.937739 0.906481 0.921846 2160\n", "\n", "avg / total 0.983267 0.954036 0.968430 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 0.055556 0.027778 0.037037 36\n", " 19 0.977239 0.987644 0.982414 15215\n", " 20 0.887662 0.904156 0.895833 2045\n", "\n", "avg / total 0.949198 0.960066 0.954590 17579\n", "\n", "Classification report for turbine 8, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989450 0.948894 0.968748 15419\n", " 20.0 0.938007 0.910648 0.924125 2160\n", "\n", "avg / total 0.983129 0.944195 0.963265 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 85\n", " 11 0.108108 0.031746 0.049080 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.062500 0.011905 0.020000 252\n", " 14 0.023810 0.003968 0.006803 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.025641 0.003968 0.006873 252\n", " 18 0.000000 0.000000 0.000000 252\n", " 19 0.887357 0.969083 0.926421 13811\n", " 20 0.714489 0.902220 0.797455 1667\n", "\n", "avg / total 0.768064 0.847659 0.804654 17579\n", "\n", "Classification report for turbine 8, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989655 0.986510 0.988080 15419\n", " 20.0 0.935910 0.885648 0.910086 2160\n", "\n", "avg / total 0.983051 0.974117 0.978497 17579\n", "\n", "Classification report for turbine 8, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.264706 0.197080 0.225941 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 0.953594 0.972205 0.962810 14859\n", " 20 0.873569 0.900000 0.886588 1950\n", "\n", "avg / total 0.905011 0.923147 0.913942 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 0.971890 0.981709 0.976775 15144\n", " 20 0.929557 0.880952 0.904602 2142\n", "\n", "avg / total 0.950533 0.953069 0.951700 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 0.971192 0.991606 0.981293 15129\n", " 20 0.862570 0.921343 0.890988 1996\n", "\n", "avg / total 0.933776 0.958018 0.945696 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 0.042553 0.037037 0.039604 108\n", " 12 0.020833 0.018519 0.019608 108\n", " 13 0.020833 0.018519 0.019608 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.012658 0.009259 0.010695 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 0.938602 0.948057 0.943306 14593\n", " 20 0.923298 0.915835 0.919551 2103\n", "\n", "avg / total 0.890220 0.897093 0.893632 17579\n", "\n", "Classification report for turbine 8, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.989707 0.991504 0.990605 15419\n", " 20 0.938555 0.926389 0.932432 2160\n", "\n", "avg / total 0.983422 0.983503 0.983457 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 0.971736 0.978926 0.975318 15137\n", " 20 0.935242 0.928705 0.931962 2146\n", "\n", "avg / total 0.950918 0.956312 0.953602 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 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 20630\n", "\n", "Classification report for turbine 9, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 20630\n", "\n", "Classification report for turbine 9, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.985963 0.970379 0.978109 17589\n", " 20.0 0.852413 0.905952 0.878368 3041\n", "\n", "avg / total 0.966277 0.960882 0.963406 20630\n", "\n", "Classification report for turbine 9, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 20630\n", "\n", "Classification report for turbine 9, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 20630\n", "\n", "Classification report for turbine 9, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.074074 0.003622 0.006905 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 0.867010 0.968056 0.914751 15496\n", " 20 0.641304 0.898217 0.748324 2299\n", "\n", "avg / total 0.730643 0.827630 0.771238 20630\n", "\n", "Classification report for turbine 9, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.648402 0.556863 0.599156 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 0.956219 0.959215 0.957715 16918\n", " 20 0.822581 0.904502 0.861598 2932\n", "\n", "avg / total 0.909087 0.922055 0.915250 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.411533 0.774830 0.537556 1621\n", " 11 0.014470 0.290909 0.027568 220\n", " 12 0.013925 0.177778 0.025827 180\n", " 13 0.007313 0.044444 0.012559 180\n", " 14 0.001330 0.005556 0.002146 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.024862 0.050000 0.033210 180\n", " 17 0.014354 0.017751 0.015873 169\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.948303 0.404497 0.567099 16099\n", " 20 0.369632 0.163169 0.226397 1477\n", "\n", "avg / total 0.799512 0.393892 0.502061 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 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 0.009662 0.027778 0.014337 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.004149 0.004630 0.004376 216\n", " 15 0.015773 0.023148 0.018762 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 0.889076 0.826472 0.856632 15934\n", " 20 0.828875 0.877816 0.852644 2930\n", "\n", "avg / total 0.804728 0.763597 0.783127 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.985994 0.972597 0.979250 17589\n", " 20 0.853049 0.920092 0.885303 3041\n", "\n", "avg / total 0.966397 0.964857 0.965401 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 0.935228 0.950136 0.942623 10288\n", " 20 0.944586 0.977231 0.960631 9838\n", "\n", "avg / total 0.916843 0.939845 0.928182 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.978377 0.951787 0.964899 10744\n", " 20 0.949106 0.977139 0.962919 9886\n", "\n", "avg / total 0.964350 0.963936 0.963950 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 0.950727 0.950454 0.950591 10455\n", " 20 0.948320 0.977121 0.962505 9878\n", "\n", "avg / total 0.935887 0.949540 0.942610 20630\n", "\n", "Classification report for turbine 9, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.800000 0.235294 0.363636 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 0.948826 0.948917 0.948872 10434\n", " 20 0.941008 0.972285 0.956391 9778\n", "\n", "avg / total 0.929851 0.941929 0.935007 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 0.973594 0.951562 0.962452 10694\n", " 20 0.925427 0.976771 0.950406 9643\n", "\n", "avg / total 0.937252 0.949830 0.943152 20630\n", "\n", "Classification report for turbine 9, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.978377 0.951787 0.964899 10744\n", " 20 0.949106 0.977139 0.962919 9886\n", "\n", "avg / total 0.964350 0.963936 0.963950 20630\n", "\n", "Classification report for turbine 9, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.113104 0.630556 0.191804 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 0.955912 0.890537 0.922067 10177\n", " 20 0.903754 0.873984 0.888620 9229\n", "\n", "avg / total 0.877837 0.841299 0.855744 20630\n", "\n", "Classification report for turbine 9, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.978377 0.951787 0.964899 10744\n", " 20 0.949106 0.977139 0.962919 9886\n", "\n", "avg / total 0.964350 0.963936 0.963950 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.978070 0.921538 0.948962 10744\n", " 20.0 0.940675 0.826017 0.879625 9886\n", "\n", "avg / total 0.960150 0.875763 0.915736 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.842551 0.651604 0.734876 8697\n", " 11 0.008364 0.016453 0.011091 547\n", " 12 0.024691 0.017143 0.020236 350\n", " 13 0.009479 0.006944 0.008016 288\n", " 14 0.035398 0.029963 0.032454 267\n", " 15 0.010256 0.008969 0.009569 223\n", " 16 0.020243 0.023364 0.021692 214\n", " 17 0.017143 0.016667 0.016901 180\n", " 18 0.006452 0.005556 0.005970 180\n", " 19 0.679723 0.759446 0.717376 7358\n", " 20 0.435182 0.590284 0.501003 2326\n", "\n", "avg / total 0.648452 0.613863 0.623850 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.978377 0.951787 0.964899 10744\n", " 20 0.949106 0.977139 0.962919 9886\n", "\n", "avg / total 0.964350 0.963936 0.963950 20630\n", "\n", "Classification report for turbine 9, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.977391 0.889241 0.931234 10744\n", " 20.0 0.953899 0.902084 0.927268 9886\n", "\n", "avg / total 0.966134 0.895395 0.929334 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.978377 0.951787 0.964899 10744\n", " 20 0.949106 0.977139 0.962919 9886\n", "\n", "avg / total 0.964350 0.963936 0.963950 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.978377 0.951787 0.964899 10744\n", " 20 0.949106 0.977139 0.962919 9886\n", "\n", "avg / total 0.964350 0.963936 0.963950 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 0.006969 0.019231 0.010230 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 0.016949 0.038462 0.023529 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 0.951800 0.962131 0.956938 16214\n", " 20 0.931776 0.818575 0.871515 3704\n", "\n", "avg / total 0.915447 0.903393 0.908707 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.990084 0.986861 0.988470 16896\n", " 20 0.941409 0.955276 0.948292 3734\n", "\n", "avg / total 0.981274 0.981144 0.981198 20630\n", "\n", "Classification report for turbine 9, turbine category 2\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989810 0.960109 0.974733 16896\n", " 20.0 0.941363 0.954472 0.947872 3734\n", "\n", "avg / total 0.981041 0.959089 0.969872 20630\n", "\n", "Classification report for turbine 9, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.027778 0.166667 0.047619 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 0.974695 0.970067 0.972375 16637\n", " 20 0.932091 0.946202 0.939093 3699\n", "\n", "avg / total 0.953174 0.952012 0.952564 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 0.972568 0.984578 0.978536 16600\n", " 20 0.941036 0.948848 0.944926 3734\n", "\n", "avg / total 0.952906 0.963984 0.958413 20630\n", "\n", "Classification report for turbine 9, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.990084 0.986861 0.988470 16896\n", " 20 0.941409 0.955276 0.948292 3734\n", "\n", "avg / total 0.981274 0.981144 0.981198 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 0.012346 0.013889 0.013072 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 0.962918 0.959226 0.961068 16432\n", " 20 0.906336 0.740574 0.815113 3554\n", "\n", "avg / total 0.923154 0.891663 0.905968 20630\n", "\n", "Classification report for turbine 9, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.990084 0.986861 0.988470 16896\n", " 20 0.941409 0.955276 0.948292 3734\n", "\n", "avg / total 0.981274 0.981144 0.981198 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 0.965139 0.972871 0.968990 16477\n", " 20 0.897592 0.951740 0.923873 3564\n", "\n", "avg / total 0.925915 0.941444 0.933530 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.109671 0.568345 0.183863 417\n", " 11 0.037284 0.055777 0.044693 502\n", " 12 0.054502 0.055288 0.054893 416\n", " 13 0.015326 0.011364 0.013051 352\n", " 14 0.033613 0.041667 0.037209 288\n", " 15 0.015094 0.015444 0.015267 259\n", " 16 0.009259 0.011905 0.010417 252\n", " 17 0.006711 0.008584 0.007533 233\n", " 18 0.009615 0.009259 0.009434 216\n", " 19 0.838455 0.803779 0.820751 14290\n", " 20 0.927282 0.513069 0.660616 3405\n", "\n", "avg / total 0.739263 0.656714 0.684709 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990084 0.986861 0.988470 16896\n", " 20 0.941409 0.955276 0.948292 3734\n", "\n", "avg / total 0.981274 0.981144 0.981198 20630\n", "\n", "Classification report for turbine 9, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.022727 0.055556 0.032258 18\n", " 11 0.010582 0.018519 0.013468 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 0.005988 0.009259 0.007273 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.014388 0.018519 0.016194 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.938294 0.930684 0.934473 16028\n", " 20 0.941939 0.937634 0.939782 3720\n", "\n", "avg / total 0.899018 0.892438 0.895700 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990084 0.986861 0.988470 16896\n", " 20 0.941409 0.955276 0.948292 3734\n", "\n", "avg / total 0.981274 0.981144 0.981198 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.990084 0.986861 0.988470 16896\n", " 20 0.941409 0.955276 0.948292 3734\n", "\n", "avg / total 0.981274 0.981144 0.981198 20630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 9, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.051724 0.100000 0.068182 60\n", " 11.0 0.000000 0.000000 0.000000 36\n", " 12.0 0.000000 0.000000 0.000000 36\n", " 13.0 0.000000 0.000000 0.000000 36\n", " 14.0 0.000000 0.000000 0.000000 36\n", " 15.0 0.000000 0.000000 0.000000 36\n", " 16.0 0.052632 0.031250 0.039216 32\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976886 0.970711 0.973788 17720\n", " 20.0 0.906393 0.902957 0.904671 2638\n", "\n", "avg / total 0.955224 0.949588 0.952370 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.988515 0.988570 0.988543 17936\n", " 20 0.923877 0.923534 0.923705 2694\n", "\n", "avg / total 0.980074 0.980078 0.980076 20630\n", "\n", "Classification report for turbine 9, turbine category 2\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988433 0.981490 0.984949 17936\n", " 20.0 0.923593 0.919822 0.921704 2694\n", "\n", "avg / total 0.979966 0.973437 0.976690 20630\n", "\n", "Classification report for turbine 9, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988402 0.974019 0.981158 17936\n", " 20.0 0.921296 0.886414 0.903519 2694\n", "\n", "avg / total 0.979639 0.962579 0.971019 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 0.500000 0.009259 0.018182 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 0.947937 0.980119 0.963759 17202\n", " 20 0.857625 0.911589 0.883784 2511\n", "\n", "avg / total 0.897426 0.928260 0.911281 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 0.938563 0.988317 0.962798 17034\n", " 20 0.801708 0.915218 0.854711 2359\n", "\n", "avg / total 0.866636 0.920698 0.892708 20630\n", "\n", "Classification report for turbine 9, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988614 0.953669 0.970827 17936\n", " 20.0 0.929354 0.849666 0.887725 2694\n", "\n", "avg / total 0.980876 0.940087 0.959975 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 0.977923 0.988504 0.983185 17745\n", " 20 0.880431 0.925088 0.902207 2563\n", "\n", "avg / total 0.950547 0.965196 0.957779 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.166667 0.003367 0.006601 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 0.961845 0.969285 0.965551 17451\n", " 20 0.793429 0.909130 0.847348 2311\n", "\n", "avg / total 0.904909 0.921813 0.911779 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.381809 0.743000 0.504413 1000\n", " 11 0.076074 0.061815 0.068207 1003\n", " 12 0.050584 0.031138 0.038547 835\n", " 13 0.041758 0.025000 0.031276 760\n", " 14 0.075410 0.032258 0.045187 713\n", " 15 0.071661 0.032164 0.044400 684\n", " 16 0.060976 0.037037 0.046083 675\n", " 17 0.026764 0.017945 0.021484 613\n", " 18 0.058252 0.020906 0.030769 574\n", " 19 0.698316 0.816465 0.752783 12341\n", " 20 0.498798 0.289804 0.366608 1432\n", "\n", "avg / total 0.487546 0.554241 0.512282 20630\n", "\n", "Classification report for turbine 9, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.988515 0.988570 0.988543 17936\n", " 20 0.923877 0.923534 0.923705 2694\n", "\n", "avg / total 0.980074 0.980078 0.980076 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 0.017986 0.069444 0.028571 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 0.010050 0.027778 0.014760 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.017094 0.027778 0.021164 72\n", " 18 0.007634 0.013889 0.009852 72\n", " 19 0.957980 0.923741 0.940549 17375\n", " 20 0.923018 0.899138 0.910921 2667\n", "\n", "avg / total 0.926340 0.894716 0.910171 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988515 0.988570 0.988543 17936\n", " 20 0.923877 0.923534 0.923705 2694\n", "\n", "avg / total 0.980074 0.980078 0.980076 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 0.848302 0.989337 0.913408 15380\n", " 20 0.763832 0.925743 0.837030 2222\n", "\n", "avg / total 0.714693 0.837276 0.771114 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 0.139535 0.346154 0.198895 52\n", " 11 0.015625 0.027778 0.020000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.975945 0.976112 0.976028 17540\n", " 20 0.940958 0.921455 0.931104 2750\n", "\n", "avg / total 0.955576 0.953660 0.954490 20630\n", "\n", "Classification report for turbine 9, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.991484 0.992708 0.992096 17827\n", " 20 0.953254 0.945772 0.949499 2803\n", "\n", "avg / total 0.986290 0.986331 0.986308 20630\n", "\n", "Classification report for turbine 9, turbine category 2\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991448 0.988501 0.989972 17827\n", " 20.0 0.953237 0.945416 0.949310 2803\n", "\n", "avg / total 0.986256 0.982647 0.984447 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 0.982134 0.986973 0.984548 17656\n", " 20 0.894913 0.910465 0.902622 2647\n", "\n", "avg / total 0.955375 0.961512 0.958430 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 0.012500 0.013889 0.013158 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.960007 0.966850 0.963416 17255\n", " 20 0.942013 0.933839 0.937908 2766\n", "\n", "avg / total 0.929298 0.933931 0.931602 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 0.136364 0.041667 0.063830 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.066667 0.006944 0.012579 144\n", " 19 0.925900 0.969144 0.947029 16658\n", " 20 0.745833 0.877842 0.806471 2243\n", "\n", "avg / total 0.830140 0.878333 0.852910 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 0.032258 0.009259 0.014388 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.027027 0.009259 0.013793 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.944021 0.978787 0.961090 16971\n", " 20 0.920417 0.917006 0.918708 2699\n", "\n", "avg / total 0.897314 0.925254 0.910969 20630\n", "\n", "Classification report for turbine 9, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991467 0.990744 0.991106 17827\n", " 20.0 0.953261 0.938637 0.945893 2803\n", "\n", "avg / total 0.986276 0.983665 0.984963 20630\n", "\n", "Classification report for turbine 9, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991816 0.958490 0.974868 17827\n", " 20.0 0.953742 0.904745 0.928598 2803\n", "\n", "avg / total 0.986643 0.951188 0.968581 20630\n", "\n", "Classification report for turbine 9, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.520740 0.616314 0.564511 1324\n", " 11 0.079685 0.072568 0.075960 1254\n", " 12 0.064777 0.043636 0.052146 1100\n", " 13 0.071786 0.041870 0.052891 1027\n", " 14 0.057416 0.039046 0.046482 922\n", " 15 0.031746 0.022247 0.026161 899\n", " 16 0.025000 0.016929 0.020187 827\n", " 17 0.035573 0.023256 0.028125 774\n", " 18 0.025114 0.015471 0.019147 711\n", " 19 0.586128 0.713943 0.643753 10428\n", " 20 0.634168 0.519795 0.571313 1364\n", "\n", "avg / total 0.390647 0.448425 0.415178 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 0.975909 0.992705 0.984236 17547\n", " 20 0.948220 0.945839 0.947028 2788\n", "\n", "avg / total 0.958212 0.972176 0.965133 20630\n", "\n", "Classification report for turbine 9, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.083333 0.062500 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 0.018018 0.027778 0.021858 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 0.958700 0.941753 0.950151 17254\n", " 20 0.953125 0.940818 0.946931 2788\n", "\n", "avg / total 0.930713 0.914930 0.922747 20630\n", "\n", "Classification report for turbine 9, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.991484 0.992708 0.992096 17827\n", " 20 0.953254 0.945772 0.949499 2803\n", "\n", "avg / total 0.986290 0.986331 0.986308 20630\n", "\n", "Classification report for turbine 9, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991865 0.936950 0.963625 17827\n", " 20.0 0.951423 0.894399 0.922030 2803\n", "\n", "avg / total 0.986370 0.931168 0.957974 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.983972 0.753510 0.853457 19798\n", " 20.0 0.730211 0.761602 0.745576 2047\n", "\n", "avg / total 0.960193 0.754269 0.843348 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 0.971951 0.968015 0.969979 19509\n", " 20 0.727536 0.861697 0.788954 2039\n", "\n", "avg / total 0.935923 0.944930 0.939894 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.985486 0.967168 0.976241 19798\n", " 20 0.730849 0.862237 0.791125 2047\n", "\n", "avg / total 0.961625 0.957336 0.958895 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.108108 0.008147 0.015152 491\n", " 11 0.047619 0.009728 0.016155 514\n", " 12 0.014286 0.002667 0.004494 375\n", " 13 0.000000 0.000000 0.000000 302\n", " 14 0.093023 0.015094 0.025974 265\n", " 15 0.031250 0.003968 0.007042 252\n", " 16 0.017751 0.011905 0.014252 252\n", " 17 0.148148 0.047619 0.072072 252\n", " 18 0.034483 0.007937 0.012903 252\n", " 19 0.861021 0.937204 0.897499 17326\n", " 20 0.537676 0.807545 0.645541 1564\n", "\n", "avg / total 0.728996 0.802609 0.760393 21845\n", "\n", "Classification report for turbine 10, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.007937 0.031250 0.012658 32\n", " 11 0.001460 0.013889 0.002642 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 0.002703 0.027778 0.004926 36\n", " 19 0.963150 0.776291 0.859684 19427\n", " 20 0.720617 0.740961 0.730647 2019\n", "\n", "avg / total 0.923163 0.758984 0.832091 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989377 0.917315 0.951984 19798\n", " 20.0 0.722327 0.745970 0.733958 2047\n", "\n", "avg / total 0.964353 0.901259 0.931554 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 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 0.063636 0.048611 0.055118 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.007634 0.013889 0.009852 144\n", " 17 0.005195 0.013889 0.007561 144\n", " 18 0.004525 0.006944 0.005479 144\n", " 19 0.933589 0.866932 0.899027 18810\n", " 20 0.656993 0.750136 0.700482 1841\n", "\n", "avg / total 0.859785 0.810254 0.833670 21845\n", "\n", "Classification report for turbine 10, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.985486 0.967168 0.976241 19798\n", " 20 0.730849 0.862237 0.791125 2047\n", "\n", "avg / total 0.961625 0.957336 0.958895 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.040632 0.081081 0.054135 222\n", " 11 0.055046 0.097649 0.070404 553\n", " 12 0.050505 0.129630 0.072690 540\n", " 13 0.040036 0.081784 0.053757 538\n", " 14 0.020144 0.027778 0.023353 504\n", " 15 0.009174 0.025794 0.013535 504\n", " 16 0.009812 0.025157 0.014118 477\n", " 17 0.013809 0.025641 0.017951 468\n", " 18 0.019576 0.025641 0.022202 468\n", " 19 0.776221 0.577275 0.662127 15833\n", " 20 0.665179 0.514384 0.580143 1738\n", "\n", "avg / total 0.621164 0.470726 0.533531 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.687688 0.605820 0.644163 756\n", " 11 0.006122 0.041667 0.010676 72\n", " 12 0.006897 0.013889 0.009217 72\n", " 13 0.003460 0.013889 0.005540 72\n", " 14 0.009646 0.041667 0.015666 72\n", " 15 0.007299 0.027778 0.011561 72\n", " 16 0.003788 0.013889 0.005952 72\n", " 17 0.011952 0.083333 0.020906 72\n", " 18 0.002778 0.013889 0.004630 72\n", " 19 0.955209 0.848505 0.898701 19202\n", " 20 0.584398 0.662853 0.621158 1311\n", "\n", "avg / total 0.898682 0.807416 0.849816 21845\n", "\n", "Classification report for turbine 10, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.985383 0.950045 0.967392 19798\n", " 20.0 0.740177 0.855887 0.793838 2047\n", "\n", "avg / total 0.962406 0.941222 0.951129 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.080000 0.032258 0.045977 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 0.037037 0.005556 0.009662 360\n", " 15 0.000000 0.000000 0.000000 360\n", " 16 0.027778 0.002959 0.005348 338\n", " 17 0.037037 0.003086 0.005698 324\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.860756 0.964612 0.909730 17181\n", " 20 0.651302 0.840308 0.733830 1816\n", "\n", "avg / total 0.732941 0.828794 0.776960 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.985486 0.967168 0.976241 19798\n", " 20 0.730849 0.862237 0.791125 2047\n", "\n", "avg / total 0.961625 0.957336 0.958895 21845\n", "\n", "Classification report for turbine 10, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.985486 0.967168 0.976241 19798\n", " 20 0.730849 0.862237 0.791125 2047\n", "\n", "avg / total 0.961625 0.957336 0.958895 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987891 0.961102 0.974312 18844\n", " 20.0 0.923594 0.733089 0.817388 3001\n", "\n", "avg / total 0.979058 0.929778 0.952754 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 0.968938 0.986432 0.977606 18499\n", " 20 0.914966 0.917776 0.916369 2931\n", "\n", "avg / total 0.943289 0.958480 0.950818 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.986772 0.989705 0.988237 18844\n", " 20 0.934126 0.916694 0.925328 3001\n", "\n", "avg / total 0.979540 0.979675 0.979594 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987491 0.980312 0.983889 18844\n", " 20.0 0.932476 0.869710 0.900000 3001\n", "\n", "avg / total 0.979933 0.965118 0.972364 21845\n", "\n", "Classification report for turbine 10, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988635 0.978667 0.983626 18844\n", " 20.0 0.925698 0.751416 0.829502 3001\n", "\n", "avg / total 0.979989 0.947448 0.962453 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987043 0.982329 0.984680 18844\n", " 20.0 0.934354 0.853715 0.892217 3001\n", "\n", "avg / total 0.979805 0.964660 0.971978 21845\n", "\n", "Classification report for turbine 10, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.422131 0.301170 0.351536 342\n", " 11 0.000000 0.000000 0.000000 83\n", " 12 0.063444 0.291667 0.104218 72\n", " 13 0.009174 0.027778 0.013793 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 0.961747 0.949098 0.955380 18172\n", " 20 0.850764 0.791545 0.820087 2744\n", "\n", "avg / total 0.913754 0.894713 0.903649 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 0.966561 0.989867 0.978075 18455\n", " 20 0.912733 0.918974 0.915843 2925\n", "\n", "avg / total 0.938779 0.959304 0.948923 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.013493 0.062069 0.022167 145\n", " 11 0.006383 0.011719 0.008264 256\n", " 12 0.006135 0.011905 0.008097 252\n", " 13 0.004149 0.007937 0.005450 252\n", " 14 0.003802 0.003968 0.003883 252\n", " 15 0.006192 0.007937 0.006957 252\n", " 16 0.007874 0.011905 0.009479 252\n", " 17 0.012552 0.012195 0.012371 246\n", " 18 0.010471 0.009259 0.009828 216\n", " 19 0.891478 0.856100 0.873431 16984\n", " 20 0.837931 0.621256 0.713507 2738\n", "\n", "avg / total 0.798862 0.744747 0.769373 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.760359 0.613370 0.679001 1795\n", " 11 0.066815 0.088496 0.076142 339\n", " 12 0.014159 0.027211 0.018626 294\n", " 13 0.015152 0.006944 0.009524 288\n", " 14 0.012048 0.006944 0.008811 288\n", " 15 0.000000 0.000000 0.000000 288\n", " 16 0.015385 0.003472 0.005666 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.875223 0.920355 0.897222 16561\n", " 20 0.609774 0.718972 0.659886 1128\n", "\n", "avg / total 0.759272 0.787228 0.771813 21845\n", "\n", "Classification report for turbine 10, turbine category 10\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986939 0.986415 0.986677 18844\n", " 20.0 0.933901 0.913362 0.923518 3001\n", "\n", "avg / total 0.979652 0.976379 0.978000 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 0.002786 0.013889 0.004640 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.009740 0.041667 0.015789 72\n", " 14 0.002096 0.013889 0.003643 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.010811 0.055556 0.018100 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.957086 0.845469 0.897822 18307\n", " 20 0.925980 0.856320 0.889789 2951\n", "\n", "avg / total 0.927250 0.824628 0.872750 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.986772 0.989705 0.988237 18844\n", " 20 0.934126 0.916694 0.925328 3001\n", "\n", "avg / total 0.979540 0.979675 0.979594 21845\n", "\n", "Classification report for turbine 10, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.986772 0.989705 0.988237 18844\n", " 20 0.934126 0.916694 0.925328 3001\n", "\n", "avg / total 0.979540 0.979675 0.979594 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 0.333333 0.188811 0.241071 143\n", " 11 0.023810 0.013889 0.017544 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 0.960388 0.957429 0.958906 14282\n", " 20 0.920487 0.825021 0.870143 7058\n", "\n", "avg / total 0.927555 0.893797 0.909696 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 0.950949 0.966620 0.958720 14200\n", " 20 0.951685 0.911438 0.931126 7283\n", "\n", "avg / total 0.935436 0.932204 0.933633 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.974913 0.976720 0.975816 14562\n", " 20 0.953280 0.949746 0.951510 7283\n", "\n", "avg / total 0.967700 0.967727 0.967712 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 0.955283 0.969873 0.962523 14273\n", " 20 0.950581 0.898722 0.923925 7277\n", "\n", "avg / total 0.940816 0.933074 0.936667 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 0.936200 0.971821 0.953678 13982\n", " 20 0.948811 0.900991 0.924283 7262\n", "\n", "avg / total 0.914635 0.921538 0.917668 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974988 0.969029 0.971999 14562\n", " 20.0 0.952417 0.871207 0.910004 7283\n", "\n", "avg / total 0.967463 0.936416 0.951330 21845\n", "\n", "Classification report for turbine 10, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.116418 0.061321 0.080330 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 0.018519 0.027778 0.022222 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.949909 0.952653 0.951279 14193\n", " 20 0.876206 0.818318 0.846273 6660\n", "\n", "avg / total 0.887722 0.870268 0.878442 21845\n", "\n", "Classification report for turbine 10, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974884 0.964909 0.969871 14562\n", " 20.0 0.952715 0.912948 0.932408 7283\n", "\n", "avg / total 0.967493 0.947585 0.957381 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.152074 0.647059 0.246269 153\n", " 11 0.000000 0.000000 0.000000 116\n", " 12 0.016216 0.027778 0.020478 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.008547 0.027778 0.013072 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.011152 0.027778 0.015915 108\n", " 19 0.912539 0.879257 0.895589 13682\n", " 20 0.949787 0.749930 0.838109 7138\n", "\n", "avg / total 0.883135 0.800687 0.836754 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.012264 0.453488 0.023882 86\n", " 11 0.001730 0.013889 0.003077 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.006623 0.013889 0.008969 72\n", " 15 0.007634 0.013889 0.009852 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.949977 0.890872 0.919476 14176\n", " 20 0.898632 0.478236 0.624255 7007\n", "\n", "avg / total 0.904820 0.733440 0.797083 21845\n", "\n", "Classification report for turbine 10, turbine category 10\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974902 0.976308 0.975605 14562\n", " 20.0 0.953261 0.949334 0.951293 7283\n", "\n", "avg / total 0.967687 0.967315 0.967499 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.023256 0.083333 0.036364 24\n", " 11 0.038793 0.062500 0.047872 144\n", " 12 0.007407 0.006944 0.007168 144\n", " 13 0.009346 0.013889 0.011173 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.004598 0.013889 0.006908 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.014286 0.013889 0.014085 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.920965 0.892452 0.906484 13566\n", " 20 0.936466 0.900605 0.918186 7103\n", "\n", "avg / total 0.876942 0.847883 0.862104 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.974913 0.976720 0.975816 14562\n", " 20 0.953280 0.949746 0.951510 7283\n", "\n", "avg / total 0.967700 0.967727 0.967712 21845\n", "\n", "Classification report for turbine 10, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.974913 0.976720 0.975816 14562\n", " 20 0.953280 0.949746 0.951510 7283\n", "\n", "avg / total 0.967700 0.967727 0.967712 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996068 0.978840 0.987378 21219\n", " 20.0 0.753623 0.830671 0.790274 626\n", "\n", "avg / total 0.989120 0.974594 0.981730 21845\n", "\n", "Classification report for turbine 10, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995905 0.974221 0.984944 21219\n", " 20.0 0.735849 0.809904 0.771103 626\n", "\n", "avg / total 0.988453 0.969512 0.978816 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.995927 0.991140 0.993528 21219\n", " 20 0.741758 0.862620 0.797637 626\n", "\n", "avg / total 0.988644 0.987457 0.987914 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995984 0.981809 0.988846 21219\n", " 20.0 0.722222 0.768371 0.744582 626\n", "\n", "avg / total 0.988139 0.975692 0.981846 21845\n", "\n", "Classification report for turbine 10, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996050 0.974457 0.985135 21219\n", " 20.0 0.739069 0.837061 0.785019 626\n", "\n", "avg / total 0.988686 0.970520 0.979400 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 0.937580 0.988242 0.962245 19987\n", " 20 0.652798 0.836397 0.733280 544\n", "\n", "avg / total 0.874092 0.925017 0.898663 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 0.010870 0.017857 0.013514 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 0.038462 0.023256 0.028986 43\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.981728 0.971026 0.976347 20915\n", " 20 0.657658 0.769772 0.709312 569\n", "\n", "avg / total 0.957167 0.949828 0.953349 21845\n", "\n", "Classification report for turbine 10, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995966 0.977473 0.986633 21219\n", " 20.0 0.736919 0.809904 0.771689 626\n", "\n", "avg / total 0.988543 0.972671 0.980474 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.546875 0.636364 0.588235 110\n", " 11 0.004167 0.006944 0.005208 144\n", " 12 0.011029 0.024194 0.015152 124\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.009036 0.027778 0.013636 108\n", " 15 0.003356 0.009259 0.004926 108\n", " 16 0.003745 0.009259 0.005333 108\n", " 17 0.000000 0.000000 0.000000 84\n", " 18 0.011407 0.041667 0.017910 72\n", " 19 0.956996 0.891414 0.923042 20371\n", " 20 0.654479 0.704724 0.678673 508\n", "\n", "avg / total 0.910603 0.851408 0.879801 21845\n", "\n", "Classification report for turbine 10, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996398 0.925586 0.959687 21219\n", " 20.0 0.724638 0.718850 0.721732 626\n", "\n", "avg / total 0.988610 0.919661 0.952868 21845\n", "\n", "Classification report for turbine 10, turbine category 10\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995972 0.990386 0.993171 21219\n", " 20.0 0.741758 0.862620 0.797637 626\n", "\n", "avg / total 0.988687 0.986725 0.987568 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.041667 0.058824 0.048780 17\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.008889 0.018519 0.012012 108\n", " 13 0.014085 0.027778 0.018692 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.018657 0.046296 0.026596 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.955581 0.911208 0.932867 20351\n", " 20 0.751479 0.828711 0.788208 613\n", "\n", "avg / total 0.911553 0.872648 0.891507 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.995927 0.991140 0.993528 21219\n", " 20 0.741758 0.862620 0.797637 626\n", "\n", "avg / total 0.988644 0.987457 0.987914 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 0.983520 0.991077 0.987284 20956\n", " 20 0.692308 0.857143 0.765957 588\n", "\n", "avg / total 0.962130 0.973816 0.967723 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.998194 0.989635 0.993896 21225\n", " 20.0 0.855639 0.917742 0.885603 620\n", "\n", "avg / total 0.994148 0.987594 0.990823 21845\n", "\n", "Classification report for turbine 10, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.998143 0.987750 0.992920 21225\n", " 20.0 0.850812 0.929032 0.888204 620\n", "\n", "avg / total 0.993962 0.986084 0.989948 21845\n", "\n", "Classification report for turbine 10, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.998157 0.995194 0.996674 21225\n", " 20 0.850659 0.937097 0.891788 620\n", "\n", "avg / total 0.993971 0.993545 0.993697 21845\n", "\n", "Classification report for turbine 10, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.998338 0.990813 0.994561 21225\n", " 20.0 0.832237 0.816129 0.824104 620\n", "\n", "avg / total 0.993624 0.985855 0.989723 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 0.984837 0.986389 0.985612 20939\n", " 20 0.826152 0.922056 0.871473 603\n", "\n", "avg / total 0.966797 0.970932 0.968791 21845\n", "\n", "Classification report for turbine 10, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.071429 0.086957 0.078431 23\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.010309 0.013889 0.011834 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 0.973112 0.956885 0.964931 20689\n", " 20 0.762997 0.895871 0.824112 557\n", "\n", "avg / total 0.941181 0.929229 0.935003 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 0.090909 0.028902 0.043860 173\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.935887 0.966324 0.950862 19925\n", " 20 0.653527 0.719178 0.684783 438\n", "\n", "avg / total 0.867453 0.896040 0.881366 21845\n", "\n", "Classification report for turbine 10, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.998144 0.987986 0.993039 21225\n", " 20.0 0.850812 0.929032 0.888204 620\n", "\n", "avg / total 0.993962 0.986313 0.990063 21845\n", "\n", "Classification report for turbine 10, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.005208 0.021739 0.008403 46\n", " 11 0.006515 0.027778 0.010554 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.004651 0.013889 0.006969 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.003546 0.013889 0.005650 72\n", " 16 0.004608 0.013889 0.006920 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.973813 0.903318 0.937242 20707\n", " 20 0.774621 0.792636 0.783525 516\n", "\n", "avg / total 0.941455 0.875257 0.907041 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 0.005747 0.027778 0.009524 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.984289 0.954621 0.969228 20935\n", " 20 0.804000 0.651540 0.719785 617\n", "\n", "avg / total 0.966004 0.933303 0.949199 21845\n", "\n", "Classification report for turbine 10, turbine category 10\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.998156 0.994723 0.996437 21225\n", " 20.0 0.850659 0.937097 0.891788 620\n", "\n", "avg / total 0.993970 0.993088 0.993467 21845\n", "\n", "Classification report for turbine 10, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.120000 0.125000 0.122449 24\n", " 11 0.008571 0.020833 0.012146 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.028736 0.034722 0.031447 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.003745 0.006944 0.004866 144\n", " 17 0.009569 0.013889 0.011331 144\n", " 18 0.008621 0.013889 0.010638 144\n", " 19 0.944266 0.907971 0.925763 20059\n", " 20 0.843260 0.881967 0.862179 610\n", "\n", "avg / total 0.891134 0.859098 0.874749 21845\n", "\n", "Classification report for turbine 10, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.998157 0.995194 0.996674 21225\n", " 20 0.850659 0.937097 0.891788 620\n", "\n", "avg / total 0.993971 0.993545 0.993697 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 0.988903 0.987633 0.988268 21024\n", " 20 0.721726 0.920304 0.809008 527\n", "\n", "avg / total 0.969149 0.972717 0.970643 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 0.973134 0.987336 0.980183 16582\n", " 20 0.885262 0.896517 0.890854 3933\n", "\n", "avg / total 0.942867 0.956313 0.949542 20807\n", "\n", "Classification report for turbine 11, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974925 0.934054 0.954052 16650\n", " 20.0 0.945131 0.882608 0.912800 4157\n", "\n", "avg / total 0.968972 0.923776 0.945810 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.975511 0.985706 0.980582 16650\n", " 20 0.940246 0.900890 0.920147 4157\n", "\n", "avg / total 0.968466 0.968761 0.968508 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.980089 0.934234 0.956613 16650\n", " 20.0 0.943571 0.880924 0.911172 4157\n", "\n", "avg / total 0.972794 0.923583 0.947534 20807\n", "\n", "Classification report for turbine 11, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.975511 0.985706 0.980582 16650\n", " 20 0.940246 0.900890 0.920147 4157\n", "\n", "avg / total 0.968466 0.968761 0.968508 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.975511 0.985706 0.980582 16650\n", " 20 0.940246 0.900890 0.920147 4157\n", "\n", "avg / total 0.968466 0.968761 0.968508 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 0.913383 0.981211 0.946083 15594\n", " 20 0.679830 0.691167 0.685452 3238\n", "\n", "avg / total 0.790339 0.842937 0.815721 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 0.003717 0.027778 0.006557 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.958279 0.898094 0.927211 16368\n", " 20 0.918361 0.671540 0.775792 4104\n", "\n", "avg / total 0.934983 0.838996 0.882428 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.053140 0.242647 0.087186 136\n", " 11 0.009756 0.022222 0.013559 180\n", " 12 0.012853 0.027778 0.017575 180\n", " 13 0.004425 0.005556 0.004926 180\n", " 14 0.023697 0.030864 0.026810 162\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.004115 0.006944 0.005168 144\n", " 17 0.023166 0.041667 0.029777 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.910439 0.840156 0.873887 15415\n", " 20 0.914738 0.784816 0.844811 3978\n", "\n", "avg / total 0.850344 0.775124 0.810273 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.535154 0.286445 0.373156 2737\n", " 11 0.000000 0.000000 0.000000 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.041667 0.023810 0.030303 252\n", " 14 0.008850 0.011905 0.010152 252\n", " 15 0.024845 0.015873 0.019370 252\n", " 16 0.011673 0.011905 0.011788 252\n", " 17 0.004167 0.003968 0.004065 252\n", " 18 0.010274 0.011905 0.011029 252\n", " 19 0.856082 0.871594 0.863768 14680\n", " 20 0.280263 0.497089 0.358436 1374\n", "\n", "avg / total 0.694125 0.686404 0.683221 20807\n", "\n", "Classification report for turbine 11, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.977160 0.971291 0.974217 16650\n", " 20.0 0.933889 0.754390 0.834597 4157\n", "\n", "avg / total 0.968515 0.927957 0.946323 20807\n", "\n", "Classification report for turbine 11, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.033333 0.020408 0.025316 49\n", " 11 0.024390 0.003472 0.006079 288\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.014493 0.003663 0.005848 273\n", " 15 0.090909 0.027778 0.042553 252\n", " 16 0.000000 0.000000 0.000000 252\n", " 17 0.034483 0.011905 0.017699 252\n", " 18 0.000000 0.000000 0.000000 226\n", " 19 0.866729 0.954775 0.908624 14638\n", " 20 0.913388 0.893527 0.903348 4001\n", "\n", "avg / total 0.787516 0.844139 0.813885 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.975511 0.985706 0.980582 16650\n", " 20 0.940246 0.900890 0.920147 4157\n", "\n", "avg / total 0.968466 0.968761 0.968508 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.975511 0.985706 0.980582 16650\n", " 20 0.940246 0.900890 0.920147 4157\n", "\n", "avg / total 0.968466 0.968761 0.968508 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 0.966065 0.970547 0.968301 18538\n", " 20 0.753425 0.787724 0.770193 1955\n", "\n", "avg / total 0.931507 0.938723 0.935074 20807\n", "\n", "Classification report for turbine 11, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979079 0.961414 0.970166 18789\n", " 20.0 0.773165 0.756690 0.764838 2018\n", "\n", "avg / total 0.959108 0.941558 0.950252 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.979227 0.975943 0.977582 18789\n", " 20 0.782797 0.807235 0.794828 2018\n", "\n", "avg / total 0.960176 0.959581 0.959858 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.666667 0.063492 0.115942 252\n", " 11 0.000000 0.000000 0.000000 292\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.222222 0.008475 0.016327 236\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.000000 0.000000 0.000000 183\n", " 16 0.083333 0.022222 0.035088 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.891499 0.961802 0.925318 17043\n", " 20 0.681329 0.777468 0.726231 1793\n", "\n", "avg / total 0.800254 0.855866 0.822401 20807\n", "\n", "Classification report for turbine 11, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.979227 0.975943 0.977582 18789\n", " 20 0.782797 0.807235 0.794828 2018\n", "\n", "avg / total 0.960176 0.959581 0.959858 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.979227 0.975943 0.977582 18789\n", " 20 0.782797 0.807235 0.794828 2018\n", "\n", "avg / total 0.960176 0.959581 0.959858 20807\n", "\n", "Classification report for turbine 11, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.978793 0.928522 0.952995 18789\n", " 20.0 0.722296 0.542616 0.619694 2018\n", "\n", "avg / total 0.953916 0.891094 0.920669 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.978438 0.925009 0.950974 18789\n", " 20.0 0.774582 0.733895 0.753690 2018\n", "\n", "avg / total 0.958667 0.906474 0.931840 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.002618 0.250000 0.005181 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 0.002865 0.027778 0.005195 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.971277 0.869960 0.917831 18502\n", " 20 0.766480 0.681570 0.721536 2013\n", "\n", "avg / total 0.937838 0.839621 0.885969 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.662011 0.261734 0.375148 1811\n", " 11 0.008746 0.029126 0.013453 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 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.935008 0.885783 0.909730 17817\n", " 20 0.328864 0.729021 0.453261 572\n", "\n", "avg / total 0.867350 0.801461 0.824180 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 0.062500 0.027778 0.038462 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976227 0.966885 0.971534 18602\n", " 20 0.736945 0.790162 0.762626 1911\n", "\n", "avg / total 0.940564 0.937040 0.938686 20807\n", "\n", "Classification report for turbine 11, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.013333 0.083333 0.022989 12\n", " 11 0.003759 0.013889 0.005917 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.004762 0.013889 0.007092 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 0.956668 0.901379 0.928201 18272\n", " 20 0.763709 0.786852 0.775108 1947\n", "\n", "avg / total 0.911614 0.865334 0.887703 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.979227 0.975943 0.977582 18789\n", " 20 0.782797 0.807235 0.794828 2018\n", "\n", "avg / total 0.960176 0.959581 0.959858 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.979227 0.975943 0.977582 18789\n", " 20 0.782797 0.807235 0.794828 2018\n", "\n", "avg / total 0.960176 0.959581 0.959858 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.974872 0.962955 0.968877 13497\n", " 20.0 0.949155 0.791655 0.863280 7310\n", "\n", "avg / total 0.965837 0.902773 0.931778 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 0.071429 0.027778 0.040000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.958921 0.971773 0.965304 13356\n", " 20 0.937632 0.932393 0.935005 7159\n", "\n", "avg / total 0.938263 0.944634 0.941402 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.968819 0.976069 0.972430 13497\n", " 20 0.955195 0.941997 0.948550 7310\n", "\n", "avg / total 0.964032 0.964099 0.964041 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.006711 0.166667 0.012903 6\n", " 11 0.028986 0.055556 0.038095 36\n", " 12 0.035714 0.083333 0.050000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.951238 0.933167 0.942116 13212\n", " 20 0.955471 0.925764 0.940383 7301\n", "\n", "avg / total 0.939396 0.917672 0.928352 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 0.955214 0.975956 0.965474 13309\n", " 20 0.905119 0.940880 0.922653 6935\n", "\n", "avg / total 0.912671 0.937857 0.925077 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.968819 0.976069 0.972430 13497\n", " 20 0.955195 0.941997 0.948550 7310\n", "\n", "avg / total 0.964032 0.964099 0.964041 20807\n", "\n", "Classification report for turbine 11, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.968310 0.957620 0.962935 13497\n", " 20.0 0.956077 0.869494 0.910732 7310\n", "\n", "avg / total 0.964012 0.926659 0.944595 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.968582 0.959324 0.963931 13497\n", " 20.0 0.956788 0.917784 0.936880 7310\n", "\n", "avg / total 0.964438 0.944730 0.954427 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.104348 0.127660 0.114833 376\n", " 11 0.000000 0.000000 0.000000 183\n", " 12 0.016667 0.019481 0.017964 154\n", " 13 0.006369 0.006944 0.006645 144\n", " 14 0.018182 0.013889 0.015748 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.019802 0.013889 0.016327 144\n", " 18 0.055556 0.029586 0.038610 169\n", " 19 0.874047 0.907562 0.890489 12127\n", " 20 0.939524 0.897711 0.918142 7078\n", "\n", "avg / total 0.831792 0.837266 0.834124 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.008146 0.612500 0.016079 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 0.008772 0.009259 0.009009 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.003546 0.009259 0.005128 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.916965 0.871553 0.893683 12620\n", " 20 0.860274 0.173409 0.288636 7243\n", "\n", "avg / total 0.855724 0.591436 0.642653 20807\n", "\n", "Classification report for turbine 11, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.969190 0.964881 0.967031 13497\n", " 20.0 0.953513 0.872640 0.911286 7310\n", "\n", "avg / total 0.963682 0.932475 0.947446 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 0.009346 0.013889 0.011173 72\n", " 12 0.011628 0.013889 0.012658 72\n", " 13 0.021978 0.027778 0.024540 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 0.926563 0.907502 0.916934 12930\n", " 20 0.954469 0.937706 0.946013 7288\n", "\n", "avg / total 0.910258 0.892584 0.901330 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.968819 0.976069 0.972430 13497\n", " 20 0.955195 0.941997 0.948550 7310\n", "\n", "avg / total 0.964032 0.964099 0.964041 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.968819 0.976069 0.972430 13497\n", " 20 0.955195 0.941997 0.948550 7310\n", "\n", "avg / total 0.964032 0.964099 0.964041 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 0.964011 0.983433 0.973625 18712\n", " 20 0.822753 0.729248 0.773184 1795\n", "\n", "avg / total 0.937925 0.947325 0.942295 20807\n", "\n", "Classification report for turbine 11, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990242 0.977524 0.983842 18998\n", " 20.0 0.827145 0.714207 0.766538 1809\n", "\n", "avg / total 0.976062 0.954631 0.964949 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.976275 0.985525 0.980878 18998\n", " 20 0.831185 0.748480 0.787667 1809\n", "\n", "avg / total 0.963660 0.964916 0.964080 20807\n", "\n", "Classification report for turbine 11, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.975729 0.935309 0.955092 18998\n", " 20.0 0.824111 0.691542 0.752029 1809\n", "\n", "avg / total 0.962547 0.914115 0.937437 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 0.959245 0.983005 0.970979 18652\n", " 20 0.792059 0.667612 0.724531 1763\n", "\n", "avg / total 0.927007 0.937761 0.931804 20807\n", "\n", "Classification report for turbine 11, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.976275 0.985525 0.980878 18998\n", " 20 0.831185 0.748480 0.787667 1809\n", "\n", "avg / total 0.963660 0.964916 0.964080 20807\n", "\n", "Classification report for turbine 11, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.020408 0.032967 0.025210 91\n", " 11 0.000000 0.000000 0.000000 226\n", " 12 0.000000 0.000000 0.000000 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.027778 0.005525 0.009217 181\n", " 15 0.000000 0.000000 0.000000 147\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.055556 0.006944 0.012346 144\n", " 18 0.047619 0.006944 0.012121 144\n", " 19 0.905320 0.973719 0.938274 17617\n", " 20 0.758086 0.669244 0.710900 1681\n", "\n", "avg / total 0.828813 0.878791 0.852217 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976078 0.966470 0.971250 18998\n", " 20.0 0.829049 0.713101 0.766716 1809\n", "\n", "avg / total 0.963295 0.944442 0.953468 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.140212 0.267677 0.184028 198\n", " 11 0.006897 0.003472 0.004619 288\n", " 12 0.008333 0.006944 0.007576 288\n", " 13 0.011364 0.010417 0.010870 288\n", " 14 0.005376 0.003472 0.004219 288\n", " 15 0.014151 0.010417 0.012000 288\n", " 16 0.015873 0.010417 0.012579 288\n", " 17 0.000000 0.000000 0.000000 288\n", " 18 0.014870 0.015209 0.015038 263\n", " 19 0.858231 0.887854 0.872791 16746\n", " 20 0.768116 0.669192 0.715250 1584\n", "\n", "avg / total 0.751582 0.768876 0.759554 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.413919 0.237645 0.301937 951\n", " 11 0.006849 0.003135 0.004301 319\n", " 12 0.020134 0.010417 0.013730 288\n", " 13 0.016760 0.010417 0.012848 288\n", " 14 0.020979 0.010417 0.013921 288\n", " 15 0.006667 0.004329 0.005249 231\n", " 16 0.034783 0.018519 0.024169 216\n", " 17 0.005464 0.004630 0.005013 216\n", " 18 0.011050 0.009259 0.010076 216\n", " 19 0.873285 0.923059 0.897482 16896\n", " 20 0.551903 0.710468 0.621227 898\n", "\n", "avg / total 0.753388 0.791945 0.770490 20807\n", "\n", "Classification report for turbine 11, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976782 0.978787 0.977784 18998\n", " 20.0 0.822876 0.695965 0.754118 1809\n", "\n", "avg / total 0.963401 0.954198 0.958338 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 0.005291 0.013889 0.007663 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.008403 0.013889 0.010471 72\n", " 14 0.055556 0.138889 0.079365 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 0.006061 0.013889 0.008439 72\n", " 19 0.952836 0.926484 0.939475 18513\n", " 20 0.783525 0.719648 0.750229 1705\n", "\n", "avg / total 0.912250 0.883933 0.897740 20807\n", "\n", "Classification report for turbine 11, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.976275 0.985525 0.980878 18998\n", " 20 0.831185 0.748480 0.787667 1809\n", "\n", "avg / total 0.963660 0.964916 0.964080 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 0.961153 0.985300 0.973077 18708\n", " 20 0.821363 0.746652 0.782227 1792\n", "\n", "avg / total 0.934932 0.950209 0.942283 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991334 0.985967 0.988643 19027\n", " 20.0 0.934337 0.871348 0.901744 1780\n", "\n", "avg / total 0.986458 0.976162 0.981209 20807\n", "\n", "Classification report for turbine 11, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990366 0.988700 0.989532 19027\n", " 20.0 0.932424 0.844944 0.886531 1780\n", "\n", "avg / total 0.985409 0.976402 0.980721 20807\n", "\n", "Classification report for turbine 11, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990263 0.994219 0.992237 19027\n", " 20 0.935446 0.895506 0.915040 1780\n", "\n", "avg / total 0.985574 0.985774 0.985633 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 0.981130 0.956628 0.968724 18860\n", " 20 0.852321 0.868550 0.860359 1628\n", "\n", "avg / total 0.956010 0.935070 0.945393 20807\n", "\n", "Classification report for turbine 11, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990262 0.988700 0.989480 19027\n", " 20.0 0.934087 0.835955 0.882301 1780\n", "\n", "avg / total 0.985456 0.975633 0.980311 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 0.894048 0.995454 0.942030 17157\n", " 20 0.400235 0.848259 0.543860 804\n", "\n", "avg / total 0.752678 0.853607 0.797792 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 0.014085 0.005556 0.007968 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.013514 0.005556 0.007874 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 0.044444 0.011111 0.017778 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.921091 0.964935 0.942503 17710\n", " 20 0.863048 0.854612 0.858809 1637\n", "\n", "avg / total 0.852516 0.888739 0.870075 20807\n", "\n", "Classification report for turbine 11, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990578 0.972460 0.981435 19027\n", " 20.0 0.933819 0.864045 0.897578 1780\n", "\n", "avg / total 0.985722 0.963185 0.974261 20807\n", "\n", "Classification report for turbine 11, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.166124 0.142857 0.153614 357\n", " 11 0.016667 0.016043 0.016349 187\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.009569 0.011111 0.010283 180\n", " 14 0.023256 0.027778 0.025316 180\n", " 15 0.000000 0.000000 0.000000 167\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.009479 0.013889 0.011268 144\n", " 18 0.012097 0.020833 0.015306 144\n", " 19 0.915154 0.906561 0.910837 17573\n", " 20 0.817466 0.736299 0.774763 1551\n", "\n", "avg / total 0.837282 0.823713 0.830294 20807\n", "\n", "Classification report for turbine 11, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.118143 0.363636 0.178344 154\n", " 11 0.000000 0.000000 0.000000 324\n", " 12 0.003559 0.003086 0.003306 324\n", " 13 0.028037 0.018519 0.022305 324\n", " 14 0.005435 0.003086 0.003937 324\n", " 15 0.015707 0.009259 0.011650 324\n", " 16 0.000000 0.000000 0.000000 324\n", " 17 0.026144 0.012346 0.016771 324\n", " 18 0.028169 0.012346 0.017167 324\n", " 19 0.859372 0.911975 0.884893 16484\n", " 20 0.853483 0.675967 0.754423 1577\n", "\n", "avg / total 0.748052 0.777335 0.760711 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 0.976092 0.990667 0.983325 18751\n", " 20 0.923123 0.882621 0.902418 1755\n", "\n", "avg / total 0.957503 0.967223 0.962276 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 19\n", " 11 0.040000 0.046296 0.042918 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 0.008850 0.009259 0.009050 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.009009 0.009259 0.009132 108\n", " 19 0.950313 0.958555 0.954416 18217\n", " 20 0.894994 0.858817 0.876532 1707\n", "\n", "avg / total 0.905746 0.910030 0.907841 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 0.967492 0.994351 0.980738 18587\n", " 20 0.908451 0.896871 0.902624 1726\n", "\n", "avg / total 0.939624 0.962657 0.950973 20807\n", "\n", "Classification report for turbine 11, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990217 0.989436 0.989826 19027\n", " 20.0 0.935408 0.894944 0.914729 1780\n", "\n", "avg / total 0.985528 0.981352 0.983402 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 0.980798 0.981793 0.981295 18729\n", " 20 0.791264 0.870506 0.828996 2726\n", "\n", "avg / total 0.943870 0.954660 0.949028 21747\n", "\n", "Classification report for turbine 12, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.980678 0.975599 0.978132 18729\n", " 20.0 0.885686 0.875414 0.880520 3018\n", "\n", "avg / total 0.967496 0.961696 0.964586 21747\n", "\n", "Classification report for turbine 12, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.004090 0.040000 0.007421 50\n", " 11 0.021505 0.055556 0.031008 108\n", " 12 0.018182 0.009259 0.012270 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.018519 0.009259 0.012346 108\n", " 15 0.103448 0.083333 0.092308 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.005882 0.009259 0.007194 108\n", " 18 0.003656 0.018519 0.006107 108\n", " 19 0.937307 0.917007 0.927046 17869\n", " 20 0.852273 0.683198 0.758427 2964\n", "\n", "avg / total 0.887183 0.847611 0.865919 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.890359 0.369412 0.522173 1275\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.015267 0.027778 0.019704 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.006536 0.005348 0.005882 187\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.010819 0.038889 0.016929 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.902192 0.900099 0.901144 17237\n", " 20 0.677810 0.832738 0.747329 1680\n", "\n", "avg / total 0.819951 0.800064 0.802994 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.041667 0.036364 0.038835 55\n", " 11 0.218182 0.037037 0.063325 324\n", " 12 0.041667 0.006173 0.010753 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 0.018868 0.003086 0.005305 324\n", " 17 0.022727 0.003367 0.005865 297\n", " 18 0.000000 0.000000 0.000000 288\n", " 19 0.871472 0.968220 0.917302 16583\n", " 20 0.765972 0.868992 0.814236 2580\n", "\n", "avg / total 0.759975 0.842231 0.797441 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.980798 0.981793 0.981295 18729\n", " 20 0.886295 0.880716 0.883497 3018\n", "\n", "avg / total 0.967683 0.967766 0.967723 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 0.953744 0.972385 0.962975 15861\n", " 20 0.900365 0.795064 0.844444 5592\n", "\n", "avg / total 0.927125 0.913643 0.919477 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 0.950034 0.971973 0.960878 15806\n", " 20 0.919118 0.908044 0.913547 5644\n", "\n", "avg / total 0.929036 0.942107 0.935472 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.967844 0.972474 0.970153 16094\n", " 20 0.920552 0.908013 0.914240 5653\n", "\n", "avg / total 0.955551 0.955718 0.955619 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 0.933585 0.972118 0.952462 15530\n", " 20 0.872669 0.911407 0.891617 5339\n", "\n", "avg / total 0.880938 0.917966 0.899070 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.967844 0.972474 0.970153 16094\n", " 20 0.920552 0.908013 0.914240 5653\n", "\n", "avg / total 0.955551 0.955718 0.955619 21747\n", "\n", "Classification report for turbine 12, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.967826 0.971915 0.969866 16094\n", " 20.0 0.920689 0.907660 0.914128 5653\n", "\n", "avg / total 0.955573 0.955212 0.955377 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 0.870633 0.969628 0.917468 14520\n", " 20 0.862984 0.911191 0.886433 5281\n", "\n", "avg / total 0.790868 0.868672 0.827833 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 0.959434 0.972240 0.965794 15958\n", " 20 0.893651 0.908809 0.901166 5483\n", "\n", "avg / total 0.929348 0.942567 0.935910 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.175439 0.011490 0.021567 2611\n", " 11 0.007143 0.001422 0.002372 703\n", " 12 0.047170 0.010417 0.017065 480\n", " 13 0.019231 0.007042 0.010309 426\n", " 14 0.015385 0.005540 0.008147 361\n", " 15 0.013953 0.010135 0.011742 296\n", " 16 0.000000 0.000000 0.000000 249\n", " 17 0.028986 0.027778 0.028369 216\n", " 18 0.034783 0.018519 0.024169 216\n", " 19 0.811061 0.914584 0.859717 13405\n", " 20 0.439525 0.838003 0.576619 2784\n", "\n", "avg / total 0.580002 0.673518 0.607815 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.377311 0.727322 0.496865 1852\n", " 11 0.004167 0.002674 0.003257 374\n", " 12 0.026738 0.014245 0.018587 351\n", " 13 0.006024 0.006173 0.006098 324\n", " 14 0.033333 0.024691 0.028369 324\n", " 15 0.004415 0.006173 0.005148 324\n", " 16 0.016807 0.018519 0.017621 324\n", " 17 0.010989 0.009901 0.010417 303\n", " 18 0.000000 0.000000 0.000000 281\n", " 19 0.875036 0.840123 0.857224 14361\n", " 20 0.594041 0.435644 0.502659 2929\n", "\n", "avg / total 0.691545 0.676645 0.677451 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.967844 0.972474 0.970153 16094\n", " 20 0.920552 0.908013 0.914240 5653\n", "\n", "avg / total 0.955551 0.955718 0.955619 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.025000 0.166667 0.043478 24\n", " 11 0.042683 0.097222 0.059322 144\n", " 12 0.049327 0.076389 0.059946 144\n", " 13 0.020833 0.034722 0.026042 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 0.038241 0.277778 0.067227 144\n", " 19 0.930870 0.851920 0.889646 15316\n", " 20 0.881366 0.829876 0.854847 5255\n", "\n", "avg / total 0.869597 0.803927 0.834584 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.967844 0.972474 0.970153 16094\n", " 20 0.920552 0.908013 0.914240 5653\n", "\n", "avg / total 0.955551 0.955718 0.955619 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.967844 0.972474 0.970153 16094\n", " 20 0.920552 0.908013 0.914240 5653\n", "\n", "avg / total 0.955551 0.955718 0.955619 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.950644 0.976757 0.963524 16091\n", " 20.0 0.946922 0.848479 0.895002 5656\n", "\n", "avg / total 0.949676 0.943394 0.945702 21747\n", "\n", "Classification report for turbine 12, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.949957 0.970915 0.960322 16091\n", " 20.0 0.947059 0.853960 0.898103 5656\n", "\n", "avg / total 0.949204 0.940498 0.944140 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.950553 0.983220 0.966611 16091\n", " 20 0.947090 0.854491 0.898411 5656\n", "\n", "avg / total 0.949652 0.949740 0.948873 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 0.045455 0.027778 0.034483 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.933516 0.947615 0.940512 15825\n", " 20 0.942053 0.820508 0.877090 5627\n", "\n", "avg / total 0.923137 0.901918 0.911401 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.950553 0.983220 0.966611 16091\n", " 20 0.947090 0.854491 0.898411 5656\n", "\n", "avg / total 0.949652 0.949740 0.948873 21747\n", "\n", "Classification report for turbine 12, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.950517 0.982475 0.966232 16091\n", " 20.0 0.947265 0.854314 0.898392 5656\n", "\n", "avg / total 0.949671 0.949142 0.948588 21747\n", "\n", "Classification report for turbine 12, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.949902 0.966254 0.958009 16091\n", " 20.0 0.945839 0.799682 0.866641 5656\n", "\n", "avg / total 0.948845 0.922932 0.934246 21747\n", "\n", "Classification report for turbine 12, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.950526 0.982661 0.966326 16091\n", " 20.0 0.946624 0.827793 0.883230 5656\n", "\n", "avg / total 0.949511 0.942383 0.944714 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.039301 0.423529 0.071928 170\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.031153 0.138889 0.050891 72\n", " 13 0.003509 0.027778 0.006231 72\n", " 14 0.028409 0.347222 0.052521 72\n", " 15 0.003759 0.013889 0.005917 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.007812 0.013889 0.010000 72\n", " 19 0.945576 0.853027 0.896921 15724\n", " 20 0.904603 0.461815 0.611467 5277\n", "\n", "avg / total 0.903752 0.733940 0.797864 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.018327 0.474227 0.035290 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 0.000000 0.000000 0.000000 72\n", " 19 0.927536 0.868684 0.897146 15398\n", " 20 0.920836 0.441856 0.597167 5581\n", "\n", "avg / total 0.893142 0.730584 0.788636 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.950553 0.983220 0.966611 16091\n", " 20 0.947090 0.854491 0.898411 5656\n", "\n", "avg / total 0.949652 0.949740 0.948873 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 22\n", " 11 0.017828 0.076389 0.028909 144\n", " 12 0.008982 0.020833 0.012552 144\n", " 13 0.006231 0.013889 0.008602 144\n", " 14 0.025253 0.069444 0.037037 144\n", " 15 0.037037 0.041667 0.039216 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 0.890049 0.884838 0.887436 15031\n", " 20 0.938475 0.770660 0.846329 5542\n", "\n", "avg / total 0.854972 0.809445 0.829889 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.950553 0.983220 0.966611 16091\n", " 20 0.947090 0.854491 0.898411 5656\n", "\n", "avg / total 0.949652 0.949740 0.948873 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.950553 0.983220 0.966611 16091\n", " 20 0.947090 0.854491 0.898411 5656\n", "\n", "avg / total 0.949652 0.949740 0.948873 21747\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 12, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990581 0.984876 0.987720 19968\n", " 20.0 0.871565 0.873524 0.872544 1779\n", "\n", "avg / total 0.980845 0.975767 0.978298 21747\n", "\n", "Classification report for turbine 12, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990586 0.980168 0.985350 19968\n", " 20.0 0.874037 0.893198 0.883514 1779\n", "\n", "avg / total 0.981052 0.973054 0.977019 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990615 0.988532 0.989572 19968\n", " 20 0.874245 0.894885 0.884444 1779\n", "\n", "avg / total 0.981096 0.980871 0.980972 21747\n", "\n", "Classification report for turbine 12, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990530 0.963842 0.977004 19968\n", " 20.0 0.872906 0.849354 0.860969 1779\n", "\n", "avg / total 0.980908 0.954476 0.967512 21747\n", "\n", "Classification report for turbine 12, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.990615 0.988532 0.989572 19968\n", " 20 0.874245 0.894885 0.884444 1779\n", "\n", "avg / total 0.981096 0.980871 0.980972 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 0.976346 0.987805 0.982042 19681\n", " 20 0.871837 0.894470 0.883008 1772\n", "\n", "avg / total 0.954631 0.966846 0.960696 21747\n", "\n", "Classification report for turbine 12, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.046512 0.029851 0.036364 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 0.035714 0.013889 0.020000 72\n", " 19 0.965791 0.974372 0.970063 19471\n", " 20 0.810610 0.870178 0.839338 1633\n", "\n", "avg / total 0.925844 0.937876 0.931743 21747\n", "\n", "Classification report for turbine 12, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990610 0.987931 0.989268 19968\n", " 20.0 0.874217 0.863406 0.868778 1779\n", "\n", "avg / total 0.981088 0.977744 0.979412 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.011765 0.024793 0.015957 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 0.009901 0.055556 0.016807 36\n", " 16 0.012048 0.055556 0.019802 36\n", " 17 0.008197 0.027778 0.012658 36\n", " 18 0.017241 0.055556 0.026316 36\n", " 19 0.979419 0.907123 0.941886 19725\n", " 20 0.814574 0.699938 0.752918 1613\n", "\n", "avg / total 0.948916 0.875155 0.910369 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.479319 0.440716 0.459207 447\n", " 11 0.003876 0.006623 0.004890 151\n", " 12 0.000000 0.000000 0.000000 115\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.013514 0.027778 0.018182 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.004348 0.009259 0.005917 108\n", " 17 0.016194 0.037037 0.022535 108\n", " 18 0.007663 0.018519 0.010840 108\n", " 19 0.942025 0.885630 0.912957 19026\n", " 20 0.709654 0.708088 0.708870 1360\n", "\n", "avg / total 0.878624 0.828666 0.852817 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990615 0.988532 0.989572 19968\n", " 20 0.874245 0.894885 0.884444 1779\n", "\n", "avg / total 0.981096 0.980871 0.980972 21747\n", "\n", "Classification report for turbine 12, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.076923 0.150000 0.101695 20\n", " 11 0.040230 0.064815 0.049645 108\n", " 12 0.004739 0.009259 0.006270 108\n", " 13 0.005464 0.009259 0.006873 108\n", " 14 0.007299 0.018519 0.010471 108\n", " 15 0.016949 0.018519 0.017699 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 0.957193 0.919860 0.938156 19204\n", " 20 0.828554 0.801085 0.814588 1659\n", "\n", "avg / total 0.908912 0.874144 0.891139 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990615 0.988532 0.989572 19968\n", " 20 0.874245 0.894885 0.884444 1779\n", "\n", "avg / total 0.981096 0.980871 0.980972 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 0.978019 0.988586 0.983274 19713\n", " 20 0.850632 0.894858 0.872185 1731\n", "\n", "avg / total 0.954252 0.967352 0.960732 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", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992716 0.988770 0.990739 20125\n", " 20.0 0.892532 0.906289 0.899358 1622\n", "\n", "avg / total 0.985244 0.982618 0.983924 21747\n", "\n", "Classification report for turbine 12, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992659 0.980969 0.986779 20125\n", " 20.0 0.892532 0.906289 0.899358 1622\n", "\n", "avg / total 0.985191 0.975399 0.980259 21747\n", "\n", "Classification report for turbine 12, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.992685 0.991205 0.991944 20125\n", " 20 0.892857 0.909371 0.901038 1622\n", "\n", "avg / total 0.985239 0.985101 0.985164 21747\n", "\n", "Classification report for turbine 12, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992644 0.978932 0.985740 20125\n", " 20.0 0.884768 0.823674 0.853129 1622\n", "\n", "avg / total 0.984598 0.967352 0.975849 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 0.964170 0.992470 0.978115 19522\n", " 20 0.695521 0.892081 0.781633 1288\n", "\n", "avg / total 0.906716 0.943762 0.924335 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 0.978387 0.988003 0.983172 19839\n", " 20 0.882567 0.908411 0.895302 1605\n", "\n", "avg / total 0.957683 0.968363 0.962988 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 0.028571 0.018519 0.022472 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 0.948588 0.965646 0.957041 19241\n", " 20 0.832596 0.861438 0.846772 1530\n", "\n", "avg / total 0.897997 0.915069 0.906443 21747\n", "\n", "Classification report for turbine 12, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992683 0.990957 0.991819 20125\n", " 20.0 0.890808 0.890259 0.890533 1622\n", "\n", "avg / total 0.985085 0.983446 0.984265 21747\n", "\n", "Classification report for turbine 12, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.175510 0.176955 0.176230 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 0.003623 0.027778 0.006410 36\n", " 15 0.012500 0.055556 0.020408 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.980052 0.911198 0.944372 19842\n", " 20 0.752155 0.762009 0.757050 1374\n", "\n", "avg / total 0.943711 0.881639 0.911491 21747\n", "\n", "Classification report for turbine 12, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.082192 0.134328 0.101983 134\n", " 11 0.028112 0.045161 0.034653 155\n", " 12 0.012658 0.020833 0.015748 144\n", " 13 0.003676 0.006944 0.004808 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 0.950193 0.896185 0.922399 19265\n", " 20 0.733813 0.759494 0.746432 1343\n", "\n", "avg / total 0.887879 0.842139 0.864233 21747\n", "\n", "Classification report for turbine 12, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.992685 0.991205 0.991944 20125\n", " 20 0.892857 0.909371 0.901038 1622\n", "\n", "avg / total 0.985239 0.985101 0.985164 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 25\n", " 11 0.017094 0.013889 0.015326 144\n", " 12 0.025806 0.027778 0.026756 144\n", " 13 0.018293 0.020833 0.019481 144\n", " 14 0.012422 0.013889 0.013115 144\n", " 15 0.007752 0.006944 0.007326 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.005291 0.006944 0.006006 144\n", " 18 0.004717 0.006944 0.005618 144\n", " 19 0.939372 0.936109 0.937737 19001\n", " 20 0.862641 0.828553 0.845254 1569\n", "\n", "avg / total 0.883600 0.878328 0.880932 21747\n", "\n", "Classification report for turbine 12, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.992685 0.991205 0.991944 20125\n", " 20 0.892857 0.909371 0.901038 1622\n", "\n", "avg / total 0.985239 0.985101 0.985164 21747\n", "\n", "Classification report for turbine 12, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992713 0.988323 0.990513 20125\n", " 20.0 0.892073 0.901973 0.896996 1622\n", "\n", "avg / total 0.985207 0.981883 0.983538 21747\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 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 0.965569 0.972586 0.969064 19953\n", " 20 0.644704 0.697535 0.670080 1501\n", "\n", "avg / total 0.927640 0.937695 0.932584 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.017241 0.125000 0.030303 16\n", " 11 0.010054 0.180556 0.019048 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 0.945993 0.811265 0.873464 19583\n", " 20 0.688262 0.655467 0.671464 1637\n", "\n", "avg / total 0.901020 0.778241 0.834682 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 21812\n", "\n", "Classification report for turbine 13, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 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 0.968015 0.956924 0.962437 19988\n", " 20 0.617855 0.628758 0.623259 1530\n", "\n", "avg / total 0.930405 0.921007 0.925673 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 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 0.020833 0.009259 0.012821 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.931880 0.962886 0.947129 19265\n", " 20 0.673432 0.700128 0.686520 1564\n", "\n", "avg / total 0.871454 0.900697 0.885822 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.513176 0.630324 0.565749 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 0.040000 0.083333 0.054054 108\n", " 16 0.020408 0.009259 0.012739 108\n", " 17 0.016129 0.009259 0.011765 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.942311 0.929166 0.935692 19355\n", " 20 0.413636 0.454092 0.432921 1002\n", "\n", "avg / total 0.869356 0.862828 0.865793 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 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 0.862776 0.977219 0.916439 17822\n", " 20 0.634686 0.707334 0.669044 1459\n", "\n", "avg / total 0.747405 0.845773 0.793550 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.974388 0.976517 0.975451 20142\n", " 20 0.709102 0.690419 0.699636 1670\n", "\n", "avg / total 0.954077 0.954612 0.954334 21812\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 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 0.905853 0.963737 0.933899 15305\n", " 20 0.866396 0.742410 0.799625 5171\n", "\n", "avg / total 0.841015 0.852237 0.844865 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 0.014286 0.013889 0.014085 72\n", " 19 0.930872 0.938725 0.934782 15765\n", " 20 0.931021 0.869021 0.898953 5436\n", "\n", "avg / total 0.904880 0.895104 0.899714 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.966089 0.978847 0.972426 16357\n", " 20 0.933957 0.896975 0.915093 5455\n", "\n", "avg / total 0.958053 0.958372 0.958088 21812\n", "\n", "Classification report for turbine 13, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.966089 0.978847 0.972426 16357\n", " 20 0.933957 0.896975 0.915093 5455\n", "\n", "avg / total 0.958053 0.958372 0.958088 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.269841 0.005697 0.011159 2984\n", " 11 0.043478 0.138889 0.066225 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 0.922232 0.974052 0.947434 15608\n", " 20 0.389201 0.629728 0.481075 2644\n", "\n", "avg / total 0.744159 0.774574 0.738015 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.966089 0.978847 0.972426 16357\n", " 20 0.933957 0.896975 0.915093 5455\n", "\n", "avg / total 0.958053 0.958372 0.958088 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 0.894467 0.980553 0.935534 15118\n", " 20 0.869250 0.891019 0.880000 5111\n", "\n", "avg / total 0.823642 0.888410 0.854625 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.966089 0.978847 0.972426 16357\n", " 20 0.933957 0.896975 0.915093 5455\n", "\n", "avg / total 0.958053 0.958372 0.958088 21812\n", "\n", "Classification report for turbine 13, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.066258 0.453782 0.115632 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 0.011236 0.013889 0.012422 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 0.950140 0.931445 0.940699 16060\n", " 20 0.851290 0.743722 0.793879 5057\n", "\n", "avg / total 0.897346 0.860765 0.877358 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.292203 0.412835 0.342199 1979\n", " 11 0.045845 0.296296 0.079404 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.010638 0.009259 0.009901 108\n", " 14 0.006061 0.009259 0.007326 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.011765 0.009259 0.010363 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.928226 0.894043 0.910814 15695\n", " 20 0.620541 0.441051 0.515622 3274\n", "\n", "avg / total 0.787936 0.748579 0.764356 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.966089 0.978847 0.972426 16357\n", " 20 0.933957 0.896975 0.915093 5455\n", "\n", "avg / total 0.958053 0.958372 0.958088 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.006667 0.083333 0.012346 12\n", " 11 0.024155 0.069444 0.035842 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.002825 0.013889 0.004695 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.006410 0.013889 0.008772 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.003356 0.013889 0.005405 72\n", " 19 0.938219 0.851690 0.892863 15798\n", " 20 0.938585 0.887210 0.912174 5426\n", "\n", "avg / total 0.913143 0.837979 0.873785 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.966089 0.978847 0.972426 16357\n", " 20 0.933957 0.896975 0.915093 5455\n", "\n", "avg / total 0.958053 0.958372 0.958088 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.966089 0.978847 0.972426 16357\n", " 20 0.933957 0.896975 0.915093 5455\n", "\n", "avg / total 0.958053 0.958372 0.958088 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 0.097087 0.036765 0.053333 272\n", " 11 0.022124 0.034722 0.027027 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.003922 0.006944 0.005013 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.012987 0.007463 0.009479 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 0.906099 0.941346 0.923386 13162\n", " 20 0.927032 0.878813 0.902279 7344\n", "\n", "avg / total 0.860357 0.864708 0.861926 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.959991 0.945084 0.952479 14167\n", " 20.0 0.950582 0.918378 0.934203 7645\n", "\n", "avg / total 0.956694 0.935723 0.946073 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.960855 0.973742 0.967256 14167\n", " 20 0.950101 0.926488 0.938146 7645\n", "\n", "avg / total 0.957086 0.957180 0.957053 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 0.941701 0.973572 0.957371 13887\n", " 20 0.948625 0.926989 0.937682 7629\n", "\n", "avg / total 0.931343 0.944067 0.937493 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.959873 0.938801 0.949220 14167\n", " 20.0 0.933451 0.620144 0.745206 7645\n", "\n", "avg / total 0.950612 0.827114 0.877714 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.960855 0.973742 0.967256 14167\n", " 20 0.950101 0.926488 0.938146 7645\n", "\n", "avg / total 0.957086 0.957180 0.957053 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.014194 0.192982 0.026442 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 0.914404 0.959561 0.936439 13304\n", " 20 0.941461 0.847898 0.892233 7587\n", "\n", "avg / total 0.885242 0.880708 0.881591 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 0.959950 0.973718 0.966785 14154\n", " 20 0.912676 0.923704 0.918157 7366\n", "\n", "avg / total 0.931134 0.943792 0.937420 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 0.024390 0.013889 0.017699 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.923859 0.949544 0.936525 13596\n", " 20 0.944089 0.812828 0.873555 7624\n", "\n", "avg / total 0.905936 0.876032 0.889155 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.072984 0.294537 0.116981 421\n", " 11 0.021834 0.069444 0.033223 72\n", " 12 0.007059 0.041667 0.012072 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 0.918595 0.914580 0.916583 13498\n", " 20 0.916080 0.693727 0.789547 7317\n", "\n", "avg / total 0.877268 0.804741 0.834480 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.960855 0.973742 0.967256 14167\n", " 20 0.950101 0.926488 0.938146 7645\n", "\n", "avg / total 0.957086 0.957180 0.957053 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.002497 0.090909 0.004860 22\n", " 11 0.012270 0.013889 0.013029 144\n", " 12 0.005000 0.006944 0.005814 144\n", " 13 0.044118 0.041667 0.042857 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.016667 0.006944 0.009804 144\n", " 17 0.011765 0.006944 0.008734 144\n", " 18 0.019608 0.013889 0.016260 144\n", " 19 0.895892 0.915511 0.905595 13197\n", " 20 0.937211 0.816423 0.872657 7441\n", "\n", "avg / total 0.862492 0.833119 0.846258 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.960855 0.973742 0.967256 14167\n", " 20 0.950101 0.926488 0.938146 7645\n", "\n", "avg / total 0.957086 0.957180 0.957053 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.960855 0.973742 0.967256 14167\n", " 20 0.950101 0.926488 0.938146 7645\n", "\n", "avg / total 0.957086 0.957180 0.957053 21812\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 13, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.982387 0.927764 0.954295 18938\n", " 20.0 0.870562 0.819068 0.844030 2874\n", "\n", "avg / total 0.967653 0.913442 0.939766 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.981857 0.951579 0.966481 18938\n", " 20.0 0.872810 0.866736 0.869763 2874\n", "\n", "avg / total 0.967489 0.940400 0.953737 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.982014 0.980251 0.981132 18938\n", " 20 0.871389 0.881698 0.876513 2874\n", "\n", "avg / total 0.967438 0.967266 0.967347 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 0.038462 0.008475 0.013889 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 0.937573 0.975383 0.956104 18077\n", " 20 0.834313 0.877091 0.855168 2750\n", "\n", "avg / total 0.882423 0.918990 0.900277 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.627219 0.161832 0.257282 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 0.883234 0.971479 0.925257 17005\n", " 20 0.515175 0.801840 0.627310 1630\n", "\n", "avg / total 0.764752 0.827022 0.783676 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 0.969001 0.979991 0.974465 18692\n", " 20 0.855915 0.880127 0.867852 2828\n", "\n", "avg / total 0.941367 0.953924 0.947597 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.031621 0.028369 0.029907 282\n", " 11 0.000000 0.000000 0.000000 192\n", " 12 0.009615 0.005556 0.007042 180\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.000000 0.000000 0.000000 171\n", " 15 0.006452 0.006944 0.006689 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 0.906888 0.931537 0.919047 17513\n", " 20 0.818007 0.782193 0.799699 2718\n", "\n", "avg / total 0.830609 0.845865 0.838048 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.982014 0.980251 0.981132 18938\n", " 20.0 0.870812 0.877175 0.873982 2874\n", "\n", "avg / total 0.967362 0.966670 0.967014 21812\n", "\n", "Classification report for turbine 13, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.087719 0.014535 0.024938 688\n", " 11 0.008475 0.002096 0.003361 477\n", " 12 0.013889 0.002525 0.004274 396\n", " 13 0.000000 0.000000 0.000000 396\n", " 14 0.006135 0.002667 0.003717 375\n", " 15 0.022727 0.002778 0.004950 360\n", " 16 0.000000 0.000000 0.000000 360\n", " 17 0.000000 0.000000 0.000000 360\n", " 18 0.010526 0.002959 0.004619 338\n", " 19 0.830136 0.944049 0.883435 15996\n", " 20 0.612997 0.812682 0.698855 2066\n", "\n", "avg / total 0.670697 0.769989 0.715224 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.079526 0.150160 0.103982 313\n", " 11 0.000000 0.000000 0.000000 224\n", " 12 0.000000 0.000000 0.000000 222\n", " 13 0.025974 0.008439 0.012739 237\n", " 14 0.000000 0.000000 0.000000 183\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.010101 0.005556 0.007168 180\n", " 17 0.017544 0.011111 0.013605 180\n", " 18 0.019417 0.011111 0.014134 180\n", " 19 0.902648 0.940085 0.920986 17408\n", " 20 0.744010 0.706587 0.724816 2505\n", "\n", "avg / total 0.807654 0.833899 0.820192 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 0.968843 0.980408 0.974591 18681\n", " 20 0.861073 0.882001 0.871411 2839\n", "\n", "avg / total 0.941846 0.954475 0.948114 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.020833 0.052632 0.029851 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 0.012346 0.027778 0.017094 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.004587 0.009259 0.006135 108\n", " 19 0.953713 0.904816 0.928621 18354\n", " 20 0.795365 0.866408 0.829368 2575\n", "\n", "avg / total 0.896513 0.863882 0.879452 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.982014 0.980251 0.981132 18938\n", " 20 0.871389 0.881698 0.876513 2874\n", "\n", "avg / total 0.967438 0.967266 0.967347 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 0.968314 0.980240 0.974240 18674\n", " 20 0.860385 0.881918 0.871018 2837\n", "\n", "avg / total 0.940913 0.953924 0.947370 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 0.255319 0.342857 0.292683 35\n", " 11 0.000000 0.000000 0.000000 73\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.009174 0.013889 0.011050 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.012739 0.027778 0.017467 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.960388 0.937474 0.948793 19112\n", " 20 0.852207 0.850575 0.851390 2088\n", "\n", "avg / total 0.923568 0.903539 0.913411 21812\n", "\n", "Classification report for turbine 13, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986233 0.974078 0.980118 19636\n", " 20.0 0.883874 0.863971 0.873809 2176\n", "\n", "avg / total 0.976021 0.963094 0.969512 21812\n", "\n", "Classification report for turbine 13, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.986313 0.987166 0.986739 19636\n", " 20 0.883279 0.876379 0.879815 2176\n", "\n", "avg / total 0.976034 0.976114 0.976072 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 0.027778 0.013889 0.018519 72\n", " 17 0.000000 0.000000 0.000000 64\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965524 0.965776 0.965650 19226\n", " 20 0.727145 0.847078 0.782543 1831\n", "\n", "avg / total 0.912185 0.922428 0.916915 21812\n", "\n", "Classification report for turbine 13, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.035256 0.146667 0.056848 75\n", " 11 0.001634 0.006944 0.002646 144\n", " 12 0.025478 0.027778 0.026578 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 0.012658 0.006944 0.008969 144\n", " 19 0.951079 0.947663 0.949368 18935\n", " 20 0.616154 0.485455 0.543051 1650\n", "\n", "avg / total 0.872625 0.860169 0.865674 21812\n", "\n", "Classification report for turbine 13, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986250 0.982583 0.984413 19636\n", " 20.0 0.882572 0.870404 0.876446 2176\n", "\n", "avg / total 0.975907 0.971392 0.973642 21812\n", "\n", "Classification report for turbine 13, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.038596 0.068750 0.049438 160\n", " 11 0.006452 0.005556 0.005970 180\n", " 12 0.000000 0.000000 0.000000 180\n", " 13 0.016393 0.011111 0.013245 180\n", " 14 0.023438 0.016667 0.019481 180\n", " 15 0.012422 0.011111 0.011730 180\n", " 16 0.030075 0.022222 0.025559 180\n", " 17 0.010204 0.005556 0.007194 180\n", " 18 0.005051 0.005556 0.005291 180\n", " 19 0.925822 0.941459 0.933575 18295\n", " 20 0.814467 0.769431 0.791309 1917\n", "\n", "avg / total 0.849264 0.858427 0.853683 21812\n", "\n", "Classification report for turbine 13, turbine category 7\n", " precision recall f1-score support\n", "\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986310 0.986963 0.986636 19636\n", " 20.0 0.883225 0.875919 0.879557 2176\n", "\n", "avg / total 0.976026 0.975885 0.975954 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 0.010417 0.018519 0.013333 108\n", " 13 0.004630 0.009259 0.006173 108\n", " 14 0.005263 0.009259 0.006711 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.013216 0.027778 0.017910 108\n", " 17 0.005525 0.009259 0.006920 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.947456 0.901207 0.923753 18888\n", " 20 0.768577 0.531311 0.628290 2044\n", "\n", "avg / total 0.892662 0.830552 0.859050 21812\n", "\n", "Classification report for turbine 13, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.585185 0.064071 0.115497 1233\n", " 11 0.027027 0.008219 0.012605 365\n", " 12 0.000000 0.000000 0.000000 307\n", " 13 0.011905 0.007937 0.009524 252\n", " 14 0.013333 0.007937 0.009950 252\n", " 15 0.013072 0.007937 0.009877 252\n", " 16 0.005848 0.003968 0.004728 252\n", " 17 0.005882 0.003968 0.004739 252\n", " 18 0.009709 0.011905 0.010695 252\n", " 19 0.900327 0.927178 0.913555 17838\n", " 20 0.189559 0.671454 0.295652 557\n", "\n", "avg / total 0.775356 0.779663 0.761973 21812\n", "\n", "Classification report for turbine 13, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986282 0.984926 0.985603 19636\n", " 20.0 0.882655 0.867647 0.875087 2176\n", "\n", "avg / total 0.975944 0.973226 0.974578 21812\n", "\n", "Classification report for turbine 13, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.062500 0.058824 0.060606 17\n", " 11 0.024390 0.027778 0.025974 108\n", " 12 0.014925 0.018519 0.016529 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.005000 0.009259 0.006494 108\n", " 15 0.028571 0.046296 0.035336 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.005988 0.009259 0.007273 108\n", " 19 0.944249 0.927153 0.935623 18779\n", " 20 0.888458 0.851301 0.869483 2152\n", "\n", "avg / total 0.901045 0.882817 0.891808 21812\n", "\n", "Classification report for turbine 13, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.986313 0.987166 0.986739 19636\n", " 20 0.883279 0.876379 0.879815 2176\n", "\n", "avg / total 0.976034 0.976114 0.976072 21812\n", "\n", "Classification report for turbine 13, turbine category 13\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986345 0.985842 0.986093 19636\n", " 20.0 0.883689 0.876379 0.880018 2176\n", "\n", "avg / total 0.976104 0.974922 0.975511 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988591 0.912979 0.949282 20880\n", " 20.0 0.805825 0.739421 0.771196 898\n", "\n", "avg / total 0.981055 0.905822 0.941938 21778\n", "\n", "Classification report for turbine 14, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.989445 0.992146 0.990793 20880\n", " 20 0.804994 0.753898 0.778608 898\n", "\n", "avg / total 0.981839 0.982322 0.982044 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.989445 0.992146 0.990793 20880\n", " 20 0.804994 0.753898 0.778608 898\n", "\n", "avg / total 0.981839 0.982322 0.982044 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 0.976106 0.924949 0.949839 20626\n", " 20 0.764198 0.727380 0.745334 851\n", "\n", "avg / total 0.954335 0.904445 0.928720 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.989445 0.992146 0.990793 20880\n", " 20 0.804994 0.753898 0.778608 898\n", "\n", "avg / total 0.981839 0.982322 0.982044 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.989445 0.992146 0.990793 20880\n", " 20 0.804994 0.753898 0.778608 898\n", "\n", "avg / total 0.981839 0.982322 0.982044 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989990 0.918918 0.953131 20880\n", " 20.0 0.788828 0.644766 0.709559 898\n", "\n", "avg / total 0.981695 0.907613 0.943087 21778\n", "\n", "Classification report for turbine 14, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.989445 0.992146 0.990793 20880\n", " 20 0.804994 0.753898 0.778608 898\n", "\n", "avg / total 0.981839 0.982322 0.982044 21778\n", "\n", "Classification report for turbine 14, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.050000 0.018293 0.026786 164\n", " 11 0.001748 0.013889 0.003106 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.030864 0.069444 0.042735 72\n", " 14 0.006061 0.027778 0.009950 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.005291 0.013889 0.007663 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.956180 0.893294 0.923668 20177\n", " 20 0.771465 0.709640 0.739262 861\n", "\n", "avg / total 0.916909 0.856231 0.885404 21778\n", "\n", "Classification report for turbine 14, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989640 0.965326 0.977332 20880\n", " 20.0 0.803614 0.742762 0.771991 898\n", "\n", "avg / total 0.981969 0.956148 0.968865 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 0.977361 0.992290 0.984769 20622\n", " 20 0.756243 0.788104 0.771845 807\n", "\n", "avg / total 0.953504 0.968822 0.961097 21778\n", "\n", "Classification report for turbine 14, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.053571 0.092308 56\n", " 11 0.013889 0.003086 0.005051 324\n", " 12 0.000000 0.000000 0.000000 324\n", " 13 0.000000 0.000000 0.000000 324\n", " 14 0.028986 0.006173 0.010178 324\n", " 15 0.021739 0.003086 0.005405 324\n", " 16 0.054054 0.006173 0.011080 324\n", " 17 0.000000 0.000000 0.000000 324\n", " 18 0.000000 0.000000 0.000000 324\n", " 19 0.869690 0.973263 0.918566 18364\n", " 20 0.695078 0.755875 0.724203 766\n", "\n", "avg / total 0.760425 0.847690 0.800750 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.989445 0.992146 0.990793 20880\n", " 20 0.804994 0.753898 0.778608 898\n", "\n", "avg / total 0.981839 0.982322 0.982044 21778\n", "\n", "Classification report for turbine 14, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.989445 0.992146 0.990793 20880\n", " 20 0.804994 0.753898 0.778608 898\n", "\n", "avg / total 0.981839 0.982322 0.982044 21778\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 14, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.131579 0.053191 0.075758 94\n", " 11 0.054348 0.019084 0.028249 262\n", " 12 0.027972 0.020101 0.023392 199\n", " 13 0.000000 0.000000 0.000000 180\n", " 14 0.027397 0.027397 0.027397 146\n", " 15 0.013333 0.006944 0.009132 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.025641 0.020833 0.022989 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.935183 0.951266 0.943156 19596\n", " 20 0.681665 0.835862 0.750929 725\n", "\n", "avg / total 0.866096 0.884792 0.874934 21778\n", "\n", "Classification report for turbine 14, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.993109 0.993727 20896\n", " 20 0.841410 0.866213 0.853631 882\n", "\n", "avg / total 0.988152 0.987970 0.988053 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.993109 0.993727 20896\n", " 20 0.841410 0.866213 0.853631 882\n", "\n", "avg / total 0.988152 0.987970 0.988053 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994236 0.941089 0.966933 20896\n", " 20.0 0.838433 0.776644 0.806357 882\n", "\n", "avg / total 0.987926 0.934429 0.960430 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.993109 0.993727 20896\n", " 20 0.841410 0.866213 0.853631 882\n", "\n", "avg / total 0.988152 0.987970 0.988053 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.993109 0.993727 20896\n", " 20 0.841410 0.866213 0.853631 882\n", "\n", "avg / total 0.988152 0.987970 0.988053 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994381 0.956977 0.975321 20896\n", " 20.0 0.823828 0.736961 0.777977 882\n", "\n", "avg / total 0.987474 0.948067 0.967328 21778\n", "\n", "Classification report for turbine 14, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.993109 0.993727 20896\n", " 20 0.841410 0.866213 0.853631 882\n", "\n", "avg / total 0.988152 0.987970 0.988053 21778\n", "\n", "Classification report for turbine 14, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994272 0.963629 0.978711 20896\n", " 20.0 0.841216 0.846939 0.844068 882\n", "\n", "avg / total 0.988073 0.958903 0.973258 21778\n", "\n", "Classification report for turbine 14, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994349 0.985165 0.989735 20896\n", " 20.0 0.842746 0.862812 0.852661 882\n", "\n", "avg / total 0.988209 0.980209 0.984184 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 0.307692 0.037037 0.066116 108\n", " 19 0.948258 0.985948 0.966736 19926\n", " 20 0.686450 0.827260 0.750306 741\n", "\n", "avg / total 0.892500 0.930434 0.910382 21778\n", "\n", "Classification report for turbine 14, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.020833 0.058824 0.030769 17\n", " 11 0.013575 0.027778 0.018237 108\n", " 12 0.017422 0.046296 0.025316 108\n", " 13 0.023077 0.055556 0.032609 108\n", " 14 0.005236 0.009259 0.006689 108\n", " 15 0.006612 0.037037 0.011220 108\n", " 16 0.035019 0.083333 0.049315 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.955158 0.881006 0.916584 20043\n", " 20 0.820606 0.792740 0.806432 854\n", "\n", "avg / total 0.911759 0.843236 0.875921 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.993109 0.993727 20896\n", " 20 0.841410 0.866213 0.853631 882\n", "\n", "avg / total 0.988152 0.987970 0.988053 21778\n", "\n", "Classification report for turbine 14, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.994346 0.993109 0.993727 20896\n", " 20 0.841410 0.866213 0.853631 882\n", "\n", "avg / total 0.988152 0.987970 0.988053 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 0.091398 0.485714 0.153846 35\n", " 11 0.076923 0.083333 0.080000 36\n", " 12 0.016129 0.027778 0.020408 36\n", " 13 0.010101 0.027778 0.014815 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970198 0.932598 0.951026 17314\n", " 20 0.931600 0.891331 0.911021 4141\n", "\n", "avg / total 0.948786 0.911929 0.929752 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 0.983106 0.984730 0.983917 17551\n", " 20 0.843020 0.938727 0.888303 3770\n", "\n", "avg / total 0.938226 0.956102 0.946719 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.985893 0.984549 0.985221 17604\n", " 20 0.935207 0.940585 0.937888 4174\n", "\n", "avg / total 0.976179 0.976123 0.976149 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.005714 0.071429 0.010582 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 0.953389 0.970464 0.961851 17030\n", " 20 0.936875 0.856662 0.894975 4158\n", "\n", "avg / total 0.924411 0.922491 0.923031 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.985893 0.984549 0.985221 17604\n", " 20 0.935207 0.940585 0.937888 4174\n", "\n", "avg / total 0.976179 0.976123 0.976149 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.985893 0.984549 0.985221 17604\n", " 20 0.935207 0.940585 0.937888 4174\n", "\n", "avg / total 0.976179 0.976123 0.976149 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.008299 0.007360 0.007801 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 0.945151 0.965321 0.955129 16869\n", " 20 0.622174 0.657395 0.639300 3056\n", "\n", "avg / total 0.819824 0.840343 0.829932 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 0.982480 0.984721 0.983599 17540\n", " 20 0.820391 0.940470 0.876336 3662\n", "\n", "avg / total 0.929239 0.951235 0.939548 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 0.966264 0.900636 0.932296 17300\n", " 20 0.936845 0.836172 0.883650 4169\n", "\n", "avg / total 0.946922 0.875517 0.909756 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 0.925816 0.978582 0.951468 16528\n", " 20 0.889709 0.945570 0.916789 3950\n", "\n", "avg / total 0.864002 0.914179 0.888382 21778\n", "\n", "Classification report for turbine 14, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.008152 0.033333 0.013100 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 0.019608 0.013889 0.016260 72\n", " 19 0.969872 0.963739 0.966796 17236\n", " 20 0.885414 0.869644 0.877458 3874\n", "\n", "avg / total 0.925198 0.917623 0.921357 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 21\n", " 11 0.033369 0.215278 0.057782 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.010753 0.013889 0.012121 144\n", " 14 0.000000 0.000000 0.000000 144\n", " 15 0.021944 0.048611 0.030238 144\n", " 16 0.112000 0.194444 0.142132 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.006944 0.006944 0.006944 144\n", " 19 0.953532 0.890297 0.920830 16964\n", " 20 0.875922 0.750343 0.808284 3641\n", "\n", "avg / total 0.890421 0.822114 0.854064 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 0.985893 0.989778 0.987832 17511\n", " 20 0.885422 0.937689 0.910806 3964\n", "\n", "avg / total 0.953889 0.966526 0.960068 21778\n", "\n", "Classification report for turbine 14, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.985893 0.984549 0.985221 17604\n", " 20 0.935207 0.940585 0.937888 4174\n", "\n", "avg / total 0.976179 0.976123 0.976149 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994519 0.965810 0.979954 20854\n", " 20.0 0.850698 0.857143 0.853908 924\n", "\n", "avg / total 0.988417 0.961199 0.974606 21778\n", "\n", "Classification report for turbine 14, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994520 0.992088 0.993302 20854\n", " 20.0 0.848913 0.845238 0.847072 924\n", "\n", "avg / total 0.988342 0.985857 0.987098 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994527 0.993287 0.993906 20854\n", " 20 0.852632 0.876623 0.864461 924\n", "\n", "avg / total 0.988506 0.988337 0.988414 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.230769 0.030000 0.053097 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 0.951958 0.966837 0.959340 19962\n", " 20 0.694690 0.835106 0.758454 752\n", "\n", "avg / total 0.898684 0.915327 0.906021 21778\n", "\n", "Classification report for turbine 14, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.994527 0.993287 0.993906 20854\n", " 20 0.852632 0.876623 0.864461 924\n", "\n", "avg / total 0.988506 0.988337 0.988414 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.994527 0.993287 0.993906 20854\n", " 20 0.852632 0.876623 0.864461 924\n", "\n", "avg / total 0.988506 0.988337 0.988414 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.025641 0.142857 0.043478 21\n", " 11 0.008475 0.009259 0.008850 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.032258 0.009346 0.014493 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 0.960751 0.968477 0.964598 20144\n", " 20 0.838164 0.767699 0.801386 904\n", "\n", "avg / total 0.923683 0.927909 0.925647 21778\n", "\n", "Classification report for turbine 14, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994519 0.991944 0.993230 20854\n", " 20.0 0.852459 0.844156 0.848287 924\n", "\n", "avg / total 0.988492 0.985674 0.987080 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 0.023810 0.013889 0.017544 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 0.969693 0.979139 0.974393 20325\n", " 20 0.813319 0.857307 0.834734 869\n", "\n", "avg / total 0.937528 0.948067 0.942749 21778\n", "\n", "Classification report for turbine 14, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.032258 0.088235 0.047244 34\n", " 11 0.000000 0.000000 0.000000 73\n", " 12 0.010309 0.013889 0.011834 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 0.968011 0.955894 0.961914 20292\n", " 20 0.824340 0.820571 0.822451 875\n", "\n", "avg / total 0.935164 0.923822 0.929436 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 0.027778 0.027778 0.027778 36\n", " 17 0.073171 0.166667 0.101695 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.981214 0.975393 0.978295 20563\n", " 20 0.838418 0.810044 0.823987 916\n", "\n", "avg / total 0.961903 0.955368 0.958587 21778\n", "\n", "Classification report for turbine 14, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.022222 0.076923 0.034483 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 0.020548 0.041667 0.027523 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.967530 0.928554 0.947641 20281\n", " 20 0.857143 0.766520 0.809302 908\n", "\n", "avg / total 0.936841 0.896868 0.916355 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994527 0.993287 0.993906 20854\n", " 20.0 0.851178 0.860390 0.855759 924\n", "\n", "avg / total 0.988445 0.987648 0.988045 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 0.980507 0.993336 0.986880 20559\n", " 20 0.843158 0.877327 0.859903 913\n", "\n", "avg / total 0.960972 0.974516 0.967690 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992996 0.972701 0.982744 20843\n", " 20.0 0.895097 0.839572 0.866446 935\n", "\n", "avg / total 0.988793 0.966985 0.977751 21778\n", "\n", "Classification report for turbine 14, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993060 0.995442 0.994250 20843\n", " 20.0 0.885266 0.783957 0.831537 935\n", "\n", "avg / total 0.988432 0.986362 0.987264 21778\n", "\n", "Classification report for turbine 14, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.993060 0.995442 0.994250 20843\n", " 20 0.892655 0.844920 0.868132 935\n", "\n", "avg / total 0.988749 0.988980 0.988835 21778\n", "\n", "Classification report for turbine 14, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992970 0.962289 0.977389 20843\n", " 20.0 0.888021 0.729412 0.800940 935\n", "\n", "avg / total 0.988464 0.952291 0.969813 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 0.986024 0.995410 0.990695 20696\n", " 20 0.727684 0.818297 0.770335 787\n", "\n", "avg / total 0.963332 0.975526 0.969312 21778\n", "\n", "Classification report for turbine 14, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.993060 0.995442 0.994250 20843\n", " 20 0.892655 0.844920 0.868132 935\n", "\n", "avg / total 0.988749 0.988980 0.988835 21778\n", "\n", "Classification report for turbine 14, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.039216 0.008333 0.013746 240\n", " 11 0.000000 0.000000 0.000000 180\n", " 12 0.015625 0.005556 0.008197 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 0.924065 0.975161 0.948926 19405\n", " 20 0.722981 0.839827 0.777036 693\n", "\n", "avg / total 0.846943 0.895766 0.870473 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 0.979658 0.995574 0.987552 20559\n", " 20 0.874092 0.780541 0.824672 925\n", "\n", "avg / total 0.961949 0.973000 0.967302 21778\n", "\n", "Classification report for turbine 14, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.200000 0.025000 0.044444 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 0.965529 0.982583 0.973982 20268\n", " 20 0.718713 0.779070 0.747675 774\n", "\n", "avg / total 0.925596 0.942327 0.933349 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 0.965053 0.973102 0.969061 20262\n", " 20 0.695550 0.777487 0.734240 764\n", "\n", "avg / total 0.922275 0.932638 0.927361 21778\n", "\n", "Classification report for turbine 14, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992899 0.972701 0.982696 20843\n", " 20.0 0.895349 0.823529 0.857939 935\n", "\n", "avg / total 0.988711 0.966296 0.977340 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 0.009346 0.013889 0.011173 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.007246 0.013889 0.009524 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 0.015748 0.027778 0.020101 72\n", " 19 0.965053 0.944291 0.954559 20266\n", " 20 0.888889 0.806067 0.845455 923\n", "\n", "avg / total 0.935831 0.913077 0.924253 21778\n", "\n", "Classification report for turbine 14, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.993060 0.995442 0.994250 20843\n", " 20 0.892655 0.844920 0.868132 935\n", "\n", "avg / total 0.988749 0.988980 0.988835 21778\n", "\n", "Classification report for turbine 14, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993051 0.994195 0.993623 20843\n", " 20.0 0.892534 0.843850 0.867510 935\n", "\n", "avg / total 0.988736 0.987740 0.988208 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.901504 0.954718 0.927348 15569\n", " 20.0 0.816172 0.585870 0.682106 4600\n", "\n", "avg / total 0.882042 0.870593 0.871415 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 0.022556 0.008333 0.012170 360\n", " 12 0.040000 0.008333 0.013793 360\n", " 13 0.025641 0.002778 0.005013 360\n", " 14 0.200000 0.025000 0.044444 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 0.739970 0.940387 0.828227 12749\n", " 20 0.762596 0.623313 0.685956 4298\n", "\n", "avg / total 0.635394 0.728048 0.671052 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.901891 0.958893 0.929519 15569\n", " 20 0.823009 0.646957 0.724440 4600\n", "\n", "avg / total 0.883900 0.887749 0.882746 20169\n", "\n", "Classification report for turbine 15, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.901891 0.958893 0.929519 15569\n", " 20 0.823009 0.646957 0.724440 4600\n", "\n", "avg / total 0.883900 0.887749 0.882746 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.895550 0.871218 0.883217 15569\n", " 20.0 0.817819 0.578696 0.677785 4600\n", "\n", "avg / total 0.877822 0.804502 0.836363 20169\n", "\n", "Classification report for turbine 15, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.901891 0.958893 0.929519 15569\n", " 20 0.823009 0.646957 0.724440 4600\n", "\n", "avg / total 0.883900 0.887749 0.882746 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 0.844197 0.958765 0.897841 14575\n", " 20 0.703714 0.618363 0.658284 4106\n", "\n", "avg / total 0.753316 0.818732 0.782832 20169\n", "\n", "Classification report for turbine 15, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.901891 0.958893 0.929519 15569\n", " 20 0.823009 0.646957 0.724440 4600\n", "\n", "avg / total 0.883900 0.887749 0.882746 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.653193 0.452915 0.534922 1784\n", " 11 0.053172 0.058124 0.055538 1514\n", " 12 0.101655 0.033411 0.050292 1287\n", " 13 0.050279 0.008571 0.014646 1050\n", " 14 0.006734 0.002516 0.003663 795\n", " 15 0.019802 0.007505 0.010884 533\n", " 16 0.027027 0.006036 0.009868 497\n", " 17 0.012821 0.004464 0.006623 448\n", " 18 0.005025 0.002494 0.003333 401\n", " 19 0.581182 0.879790 0.699970 9134\n", " 20 0.347318 0.239912 0.283793 2726\n", "\n", "avg / total 0.382856 0.478457 0.411699 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.401183 0.152360 0.220847 2225\n", " 11 0.000000 0.000000 0.000000 216\n", " 12 0.018450 0.027778 0.022173 180\n", " 13 0.042945 0.038889 0.040816 180\n", " 14 0.013289 0.022222 0.016632 180\n", " 15 0.032653 0.048485 0.039024 165\n", " 16 0.011561 0.013889 0.012618 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.007752 0.006944 0.007326 144\n", " 19 0.819238 0.871291 0.844463 14086\n", " 20 0.574538 0.632335 0.602052 2505\n", "\n", "avg / total 0.688841 0.705191 0.690082 20169\n", "\n", "Classification report for turbine 15, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.901891 0.958893 0.929519 15569\n", " 20 0.823009 0.646957 0.724440 4600\n", "\n", "avg / total 0.883900 0.887749 0.882746 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 0.132075 0.038889 0.060086 180\n", " 17 0.008850 0.005556 0.006826 180\n", " 18 0.000000 0.000000 0.000000 180\n", " 19 0.830891 0.945375 0.884443 14334\n", " 20 0.767031 0.626948 0.689951 4364\n", "\n", "avg / total 0.757731 0.807923 0.778452 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.901891 0.958893 0.929519 15569\n", " 20 0.823009 0.646957 0.724440 4600\n", "\n", "avg / total 0.883900 0.887749 0.882746 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.901891 0.958893 0.929519 15569\n", " 20 0.823009 0.646957 0.724440 4600\n", "\n", "avg / total 0.883900 0.887749 0.882746 20169\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 15, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.033074 0.354167 0.060498 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 0.939077 0.967698 0.953172 13157\n", " 20 0.929505 0.839180 0.882036 6442\n", "\n", "avg / total 0.909559 0.900144 0.903658 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.003795 0.031746 0.006780 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 0.017094 0.055556 0.026144 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.954847 0.885336 0.918778 13352\n", " 20 0.931213 0.864677 0.896712 6466\n", "\n", "avg / total 0.930695 0.863503 0.895782 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.975079 0.970513 0.972791 13667\n", " 20 0.938623 0.947862 0.943220 6502\n", "\n", "avg / total 0.963327 0.963211 0.963258 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 0.909873 0.969377 0.938683 12768\n", " 20 0.855315 0.946570 0.898632 5933\n", "\n", "avg / total 0.827599 0.892112 0.858579 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.138381 0.051406 0.074965 1031\n", " 11 0.023256 0.003205 0.005634 624\n", " 12 0.050000 0.001984 0.003817 504\n", " 13 0.110656 0.053571 0.072193 504\n", " 14 0.027397 0.004219 0.007313 474\n", " 15 0.000000 0.000000 0.000000 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 0.790619 0.931088 0.855123 11043\n", " 20 0.690755 0.898011 0.780865 4726\n", "\n", "avg / total 0.607192 0.724429 0.657250 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 0.950967 0.970734 0.960749 13326\n", " 20 0.910448 0.947685 0.928693 6308\n", "\n", "avg / total 0.913069 0.937776 0.925238 20169\n", "\n", "Classification report for turbine 15, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.292683 0.017450 0.032937 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 0.010753 0.006944 0.008439 144\n", " 16 0.021739 0.006944 0.010526 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.919978 0.926569 0.923262 12842\n", " 20 0.572133 0.876035 0.692197 4106\n", "\n", "avg / total 0.732412 0.770192 0.732281 20169\n", "\n", "Classification report for turbine 15, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.975079 0.970513 0.972791 13667\n", " 20 0.938623 0.947862 0.943220 6502\n", "\n", "avg / total 0.963327 0.963211 0.963258 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.098919 0.460821 0.162875 536\n", " 11 0.096386 0.160000 0.120301 650\n", " 12 0.054870 0.070299 0.061633 569\n", " 13 0.028436 0.037815 0.032462 476\n", " 14 0.021656 0.036957 0.027309 460\n", " 15 0.016791 0.025937 0.020385 347\n", " 16 0.009141 0.015432 0.011481 324\n", " 17 0.014670 0.018519 0.016371 324\n", " 18 0.004695 0.003086 0.003724 324\n", " 19 0.753876 0.674801 0.712150 10449\n", " 20 0.837957 0.497198 0.624093 5710\n", "\n", "avg / total 0.636989 0.512519 0.557822 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.004540 0.380952 0.008974 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 0.003195 0.027778 0.005731 36\n", " 15 0.006711 0.027778 0.010811 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.003984 0.027778 0.006969 36\n", " 18 0.004831 0.027778 0.008230 36\n", " 19 0.961833 0.840264 0.896948 13466\n", " 20 0.909989 0.634032 0.747350 6394\n", "\n", "avg / total 0.930699 0.762606 0.835847 20169\n", "\n", "Classification report for turbine 15, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.975079 0.970513 0.972791 13667\n", " 20 0.938623 0.947862 0.943220 6502\n", "\n", "avg / total 0.963327 0.963211 0.963258 20169\n", "\n", "Classification report for turbine 15, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.026316 0.166667 0.045455 6\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.013158 0.027778 0.017857 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.011236 0.027778 0.016000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.957382 0.935378 0.946252 13401\n", " 20 0.936024 0.924313 0.930131 6474\n", "\n", "avg / total 0.936622 0.918340 0.927358 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.975079 0.970513 0.972791 13667\n", " 20 0.938623 0.947862 0.943220 6502\n", "\n", "avg / total 0.963327 0.963211 0.963258 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.975079 0.970513 0.972791 13667\n", " 20 0.938623 0.947862 0.943220 6502\n", "\n", "avg / total 0.963327 0.963211 0.963258 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 0.133333 0.033970 0.054146 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 0.133333 0.008850 0.016598 226\n", " 15 0.024390 0.005319 0.008734 188\n", " 16 0.058824 0.005780 0.010526 173\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.838219 0.958508 0.894337 11665\n", " 20 0.865842 0.871435 0.868630 6347\n", "\n", "avg / total 0.762607 0.829590 0.792223 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.952719 0.879997 0.914915 13258\n", " 20.0 0.942545 0.873535 0.906729 6911\n", "\n", "avg / total 0.949233 0.877783 0.912110 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.951779 0.970659 0.961126 13258\n", " 20 0.941486 0.905658 0.923224 6911\n", "\n", "avg / total 0.948252 0.948386 0.948139 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 0.933242 0.941855 0.937529 13002\n", " 20 0.936121 0.882986 0.908778 6871\n", "\n", "avg / total 0.920526 0.907978 0.913975 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.076415 0.095632 0.084950 847\n", " 11 0.032368 0.031199 0.031773 609\n", " 12 0.008386 0.011364 0.009650 352\n", " 13 0.012605 0.011905 0.012245 252\n", " 14 0.024038 0.021368 0.022624 234\n", " 15 0.004065 0.006944 0.005128 144\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.080357 0.125000 0.097826 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.833024 0.846734 0.839823 11666\n", " 20 0.808071 0.701829 0.751212 5849\n", "\n", "avg / total 0.721257 0.699341 0.709112 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 0.037135 0.098592 0.053950 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 0.920689 0.961808 0.940800 12830\n", " 20 0.910056 0.820344 0.862875 6685\n", "\n", "avg / total 0.887572 0.884427 0.884845 20169\n", "\n", "Classification report for turbine 15, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.009379 0.094118 0.017058 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 0.009434 0.018519 0.012500 108\n", " 15 0.015152 0.027778 0.019608 108\n", " 16 0.045455 0.166667 0.071429 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.903579 0.895708 0.899627 12513\n", " 20 0.912451 0.758312 0.828271 6707\n", "\n", "avg / total 0.864428 0.809410 0.834195 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 0.936395 0.970861 0.953317 13041\n", " 20 0.927347 0.905685 0.916388 6807\n", "\n", "avg / total 0.918438 0.933413 0.925681 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.027483 0.240437 0.049327 183\n", " 11 0.031564 0.078014 0.044944 282\n", " 12 0.010147 0.035714 0.015803 252\n", " 13 0.013652 0.031746 0.019093 252\n", " 14 0.021818 0.048387 0.030075 248\n", " 15 0.012903 0.018519 0.015209 216\n", " 16 0.002304 0.004630 0.003077 216\n", " 17 0.006472 0.009259 0.007619 216\n", " 18 0.021277 0.023148 0.022173 216\n", " 19 0.842369 0.728741 0.781446 11513\n", " 20 0.908913 0.635894 0.748277 6575\n", "\n", "avg / total 0.778865 0.628588 0.692402 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.281938 0.094721 0.141802 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 0.009434 0.009259 0.009346 108\n", " 16 0.011236 0.009259 0.010152 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.894528 0.912741 0.903543 12377\n", " 20 0.621349 0.777568 0.690736 4761\n", "\n", "avg / total 0.724059 0.753285 0.731880 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 0.931514 0.970189 0.950458 12982\n", " 20 0.938779 0.905674 0.921929 6891\n", "\n", "avg / total 0.920325 0.933908 0.926762 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 12\n", " 11 0.009804 0.013889 0.011494 72\n", " 12 0.019608 0.013889 0.016260 72\n", " 13 0.008547 0.013889 0.010582 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.028986 0.027778 0.028369 72\n", " 16 0.011111 0.013889 0.012346 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.922711 0.927485 0.925092 12756\n", " 20 0.932453 0.889963 0.910713 6825\n", "\n", "avg / total 0.899386 0.888046 0.893539 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.951779 0.970659 0.961126 13258\n", " 20 0.941486 0.905658 0.923224 6911\n", "\n", "avg / total 0.948252 0.948386 0.948139 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.951779 0.970659 0.961126 13258\n", " 20 0.941486 0.905658 0.923224 6911\n", "\n", "avg / total 0.948252 0.948386 0.948139 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.970999 0.931238 0.950703 14921\n", " 20.0 0.927472 0.838224 0.880593 5248\n", "\n", "avg / total 0.959673 0.907036 0.932460 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.071429 0.071429 0.071429 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 0.012048 0.055556 0.019802 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.007463 0.027778 0.011765 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.959589 0.915981 0.937278 14699\n", " 20 0.905882 0.891134 0.898448 5098\n", "\n", "avg / total 0.928648 0.893252 0.910530 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.970657 0.975471 0.973058 14921\n", " 20 0.929262 0.916159 0.922664 5248\n", "\n", "avg / total 0.959886 0.960038 0.959945 20169\n", "\n", "Classification report for turbine 15, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.045455 0.266667 0.077670 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 0.953955 0.955645 0.954799 14677\n", " 20 0.916348 0.876253 0.895852 5188\n", "\n", "avg / total 0.929937 0.921017 0.925303 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.119298 0.136364 0.127261 748\n", " 11 0.010917 0.020576 0.014265 243\n", " 12 0.003509 0.004926 0.004098 203\n", " 13 0.003676 0.006494 0.004695 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 0.016949 0.013889 0.015267 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.896293 0.875798 0.885927 13776\n", " 20 0.755107 0.692254 0.722316 4325\n", "\n", "avg / total 0.778858 0.752144 0.765083 20169\n", "\n", "Classification report for turbine 15, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.133333 0.003828 0.007442 1045\n", " 11 0.087719 0.012165 0.021368 411\n", " 12 0.058824 0.008547 0.014925 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 0.882826 0.962977 0.921161 13559\n", " 20 0.710714 0.887293 0.789248 4037\n", "\n", "avg / total 0.745131 0.825524 0.778237 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 0.040000 0.018519 0.025316 216\n", " 14 0.024390 0.009259 0.013423 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.014706 0.004630 0.007042 216\n", " 17 0.009259 0.004695 0.006231 213\n", " 18 0.012579 0.011111 0.011799 180\n", " 19 0.880205 0.940229 0.909227 13535\n", " 20 0.852315 0.807149 0.829117 4812\n", "\n", "avg / total 0.795093 0.824037 0.808639 20169\n", "\n", "Classification report for turbine 15, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.970507 0.965954 0.968225 14921\n", " 20.0 0.929389 0.912919 0.921080 5248\n", "\n", "avg / total 0.959808 0.952154 0.955958 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.338462 0.200547 0.251860 1097\n", " 11 0.092224 0.046618 0.061931 1094\n", " 12 0.055800 0.042175 0.048040 901\n", " 13 0.055846 0.046310 0.050633 691\n", " 14 0.040067 0.040747 0.040404 589\n", " 15 0.019851 0.015779 0.017582 507\n", " 16 0.028986 0.021368 0.024600 468\n", " 17 0.014706 0.011390 0.012837 439\n", " 18 0.003165 0.002315 0.002674 432\n", " 19 0.707208 0.783496 0.743400 10531\n", " 20 0.620238 0.733041 0.671938 3420\n", "\n", "avg / total 0.504979 0.552680 0.525564 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.003597 0.105263 0.006957 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 0.966578 0.902413 0.933394 14838\n", " 20 0.896923 0.812301 0.852517 5024\n", "\n", "avg / total 0.934518 0.866330 0.899047 20169\n", "\n", "Classification report for turbine 15, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.970523 0.968702 0.969612 14921\n", " 20.0 0.929332 0.914634 0.921925 5248\n", "\n", "avg / total 0.959805 0.954633 0.957203 20169\n", "\n", "Classification report for turbine 15, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.972804 0.937337 0.954741 14921\n", " 20.0 0.930075 0.892149 0.910718 5248\n", "\n", "avg / total 0.961686 0.925579 0.943286 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.970657 0.975471 0.973058 14921\n", " 20 0.929262 0.916159 0.922664 5248\n", "\n", "avg / total 0.959886 0.960038 0.959945 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 0.951917 0.975067 0.963353 14639\n", " 20 0.924816 0.916140 0.920458 5223\n", "\n", "avg / total 0.930410 0.944965 0.937581 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 0.141343 0.201005 0.165975 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 0.021277 0.009259 0.012903 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.025641 0.009259 0.013605 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.943239 0.957089 0.950113 15800\n", " 20 0.845762 0.857056 0.851372 3295\n", "\n", "avg / total 0.878732 0.891864 0.885168 20169\n", "\n", "Classification report for turbine 15, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.038168 0.034247 0.036101 146\n", " 11 0.000000 0.000000 0.000000 118\n", " 12 0.012195 0.009259 0.010526 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 0.937221 0.936922 0.937071 15679\n", " 20 0.892282 0.909510 0.900813 3470\n", "\n", "avg / total 0.882433 0.885121 0.883761 20169\n", "\n", "Classification report for turbine 15, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.988407 0.984344 0.986371 16543\n", " 20 0.929886 0.947325 0.938525 3626\n", "\n", "avg / total 0.977886 0.977689 0.977769 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 0.972338 0.963375 0.967836 16273\n", " 20 0.924923 0.921580 0.923248 3596\n", "\n", "avg / total 0.949421 0.941594 0.945490 20169\n", "\n", "Classification report for turbine 15, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.110912 0.084932 0.096199 730\n", " 11 0.013298 0.011574 0.012376 432\n", " 12 0.046569 0.043981 0.045238 432\n", " 13 0.013636 0.006944 0.009202 432\n", " 14 0.003731 0.002404 0.002924 416\n", " 15 0.014837 0.012788 0.013736 391\n", " 16 0.017241 0.008333 0.011236 360\n", " 17 0.000000 0.000000 0.000000 360\n", " 18 0.014493 0.005556 0.008032 360\n", " 19 0.826429 0.879691 0.852229 13856\n", " 20 0.617551 0.712500 0.661637 2400\n", "\n", "avg / total 0.647757 0.694085 0.669791 20169\n", "\n", "Classification report for turbine 15, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.004695 0.002525 0.003284 396\n", " 11 0.007752 0.006061 0.006803 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 0.010870 0.013889 0.012195 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.941652 0.953363 0.947471 15760\n", " 20 0.816450 0.831025 0.823673 3249\n", "\n", "avg / total 0.867520 0.878973 0.873200 20169\n", "\n", "Classification report for turbine 15, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.058219 0.062271 0.060177 273\n", " 11 0.082090 0.025463 0.038869 432\n", " 12 0.007143 0.002315 0.003497 432\n", " 13 0.021277 0.006944 0.010471 432\n", " 14 0.012579 0.004808 0.006957 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 0.012605 0.007614 0.009494 394\n", " 19 0.828814 0.928448 0.875806 13892\n", " 20 0.678696 0.791144 0.730619 2710\n", "\n", "avg / total 0.665724 0.747633 0.703682 20169\n", "\n", "Classification report for turbine 15, turbine category 7\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988746 0.982470 0.985598 16543\n", " 20.0 0.929791 0.945946 0.937799 3626\n", "\n", "avg / total 0.978147 0.975904 0.977004 20169\n", "\n", "Classification report for turbine 15, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.510983 0.361111 0.423169 1224\n", " 11 0.095933 0.084018 0.089581 1095\n", " 12 0.060197 0.058264 0.059215 841\n", " 13 0.061360 0.052186 0.056402 709\n", " 14 0.033389 0.030488 0.031873 656\n", " 15 0.023707 0.017974 0.020446 612\n", " 16 0.057471 0.045290 0.050659 552\n", " 17 0.030769 0.023033 0.026345 521\n", " 18 0.014286 0.008065 0.010309 496\n", " 19 0.681571 0.741202 0.710137 11167\n", " 20 0.657875 0.749564 0.700733 2296\n", "\n", "avg / total 0.497668 0.530021 0.511926 20169\n", "\n", "Classification report for turbine 15, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.027304 0.080000 0.040712 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 0.046154 0.083333 0.059406 72\n", " 15 0.007407 0.013889 0.009662 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.955757 0.928201 0.941777 15989\n", " 20 0.898074 0.865011 0.881233 3504\n", "\n", "avg / total 0.914029 0.886856 0.900142 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 0.970001 0.981649 0.975790 16239\n", " 20 0.856524 0.947305 0.899630 3340\n", "\n", "avg / total 0.922834 0.947246 0.934634 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 0.972302 0.955867 0.964015 16269\n", " 20 0.925813 0.924016 0.924913 3606\n", "\n", "avg / total 0.949817 0.936239 0.942971 20169\n", "\n", "Classification report for turbine 15, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.988407 0.984344 0.986371 16543\n", " 20 0.929886 0.947325 0.938525 3626\n", "\n", "avg / total 0.977886 0.977689 0.977769 20169\n", "\n", "Classification report for turbine 15, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988452 0.983074 0.985756 16543\n", " 20.0 0.929677 0.944291 0.936927 3626\n", "\n", "avg / total 0.977885 0.976102 0.976977 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 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 21766\n", "\n", "Classification report for turbine 16, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.937391 0.975947 0.956281 18210\n", " 20.0 0.847181 0.642295 0.730646 3556\n", "\n", "avg / total 0.922653 0.921437 0.919418 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 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 0.012658 0.111111 0.022727 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.922084 0.952692 0.937138 17925\n", " 20 0.886416 0.538743 0.670172 3549\n", "\n", "avg / total 0.903919 0.872599 0.881074 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.070175 0.007105 0.012903 563\n", " 11 0.005051 0.006944 0.005848 144\n", " 12 0.005848 0.006944 0.006349 144\n", " 13 0.004348 0.006944 0.005348 144\n", " 14 0.006452 0.006944 0.006689 144\n", " 15 0.005587 0.006944 0.006192 144\n", " 16 0.011173 0.013889 0.012384 144\n", " 17 0.008696 0.006944 0.007722 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.862288 0.904867 0.883064 16829\n", " 20 0.760029 0.640906 0.695403 3222\n", "\n", "avg / total 0.781336 0.795047 0.786374 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.851240 0.641611 0.731707 2408\n", " 11 0.062992 0.012365 0.020672 647\n", " 12 0.044444 0.009917 0.016216 605\n", " 13 0.000000 0.000000 0.000000 576\n", " 14 0.012346 0.003663 0.005650 546\n", " 15 0.028090 0.009785 0.014514 511\n", " 16 0.011364 0.003968 0.005882 504\n", " 17 0.042424 0.013889 0.020927 504\n", " 18 0.006135 0.004739 0.005348 422\n", " 19 0.712408 0.908476 0.798583 13898\n", " 20 0.340025 0.236681 0.279094 1145\n", "\n", "avg / total 0.572388 0.664982 0.607814 21766\n", "\n", "Classification report for turbine 16, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 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 0.064516 0.007937 0.014134 252\n", " 12 0.063953 0.043651 0.051887 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.000000 0.000000 0.000000 252\n", " 15 0.037037 0.003968 0.007168 252\n", " 16 0.066667 0.007937 0.014184 252\n", " 17 0.057143 0.007937 0.013937 252\n", " 18 0.000000 0.000000 0.000000 236\n", " 19 0.846070 0.950620 0.895303 16363\n", " 20 0.833092 0.686718 0.752857 3358\n", "\n", "avg / total 0.767926 0.821419 0.790383 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 21766\n", "\n", "Classification report for turbine 16, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.937470 0.977265 0.956954 18210\n", " 20 0.851240 0.666198 0.747437 3556\n", "\n", "avg / total 0.923383 0.926445 0.922724 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 0.881028 0.981162 0.928403 17465\n", " 20 0.722366 0.721121 0.721743 2320\n", "\n", "avg / total 0.783931 0.864146 0.821878 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.959023 0.980962 0.969869 19015\n", " 20 0.843696 0.710287 0.771265 2751\n", "\n", "avg / total 0.944447 0.946752 0.944767 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.959023 0.980962 0.969869 19015\n", " 20 0.843696 0.710287 0.771265 2751\n", "\n", "avg / total 0.944447 0.946752 0.944767 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.959023 0.980962 0.969869 19015\n", " 20 0.843696 0.710287 0.771265 2751\n", "\n", "avg / total 0.944447 0.946752 0.944767 21766\n", "\n", "Classification report for turbine 16, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.958930 0.978648 0.968689 19015\n", " 20.0 0.842795 0.701563 0.765721 2751\n", "\n", "avg / total 0.944252 0.943628 0.943036 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 0.946427 0.981341 0.963568 18758\n", " 20 0.800950 0.704520 0.749646 2633\n", "\n", "avg / total 0.912523 0.930947 0.921089 21766\n", "\n", "Classification report for turbine 16, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.958583 0.967657 0.963099 19015\n", " 20.0 0.842421 0.662668 0.741811 2751\n", "\n", "avg / total 0.943901 0.929110 0.935130 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.959023 0.980962 0.969869 19015\n", " 20 0.843696 0.710287 0.771265 2751\n", "\n", "avg / total 0.944447 0.946752 0.944767 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.123377 0.084444 0.100264 450\n", " 11 0.005291 0.004484 0.004854 223\n", " 12 0.010050 0.009259 0.009639 216\n", " 13 0.008065 0.009259 0.008621 216\n", " 14 0.009901 0.004630 0.006309 216\n", " 15 0.000000 0.000000 0.000000 216\n", " 16 0.039216 0.027778 0.032520 216\n", " 17 0.022523 0.023148 0.022831 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.868869 0.909286 0.888618 17241\n", " 20 0.738142 0.638462 0.684693 2340\n", "\n", "avg / total 0.771088 0.791418 0.780406 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.499752 0.703911 0.584517 1432\n", " 11 0.020238 0.026034 0.022773 653\n", " 12 0.025000 0.019608 0.021978 612\n", " 13 0.019078 0.019608 0.019339 612\n", " 14 0.024206 0.026144 0.025137 612\n", " 15 0.018836 0.019031 0.018933 578\n", " 16 0.027723 0.024306 0.025902 576\n", " 17 0.013021 0.009276 0.010834 539\n", " 18 0.027431 0.023504 0.025316 468\n", " 19 0.746004 0.752798 0.749386 14385\n", " 20 0.524700 0.302540 0.383789 1299\n", "\n", "avg / total 0.561896 0.566388 0.561177 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 0.947044 0.980726 0.963591 18782\n", " 20 0.818653 0.704309 0.757188 2692\n", "\n", "avg / total 0.918459 0.933382 0.925136 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 0.015075 0.027778 0.019544 108\n", " 12 0.005952 0.009259 0.007246 108\n", " 13 0.006329 0.009259 0.007519 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.006944 0.009259 0.007937 108\n", " 16 0.008333 0.009259 0.008772 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.923348 0.934706 0.928992 18210\n", " 20 0.836512 0.689371 0.755847 2672\n", "\n", "avg / total 0.875399 0.866948 0.870260 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.959023 0.980962 0.969869 19015\n", " 20 0.843696 0.710287 0.771265 2751\n", "\n", "avg / total 0.944447 0.946752 0.944767 21766\n", "\n", "Classification report for turbine 16, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.959023 0.980962 0.969869 19015\n", " 20 0.843696 0.710287 0.771265 2751\n", "\n", "avg / total 0.944447 0.946752 0.944767 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.867710 0.882860 0.875219 8477\n", " 20.0 0.958961 0.886222 0.921158 13289\n", "\n", "avg / total 0.923422 0.884912 0.903266 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.873787 0.935119 0.903413 8477\n", " 20 0.956672 0.913839 0.934765 13289\n", "\n", "avg / total 0.924392 0.922126 0.922555 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.873787 0.935119 0.903413 8477\n", " 20 0.956672 0.913839 0.934765 13289\n", "\n", "avg / total 0.924392 0.922126 0.922555 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 0.873677 0.935111 0.903351 8476\n", " 20 0.932330 0.911787 0.921944 12980\n", "\n", "avg / total 0.896211 0.907884 0.901573 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 0.785588 0.929373 0.851453 7660\n", " 20 0.946935 0.890137 0.917658 13171\n", "\n", "avg / total 0.849476 0.865708 0.854939 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.872772 0.924148 0.897725 8477\n", " 20.0 0.956577 0.905109 0.930132 13289\n", "\n", "avg / total 0.923938 0.912524 0.917511 21766\n", "\n", "Classification report for turbine 16, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.042492 0.104637 0.060440 841\n", " 11 0.000000 0.000000 0.000000 131\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.776556 0.924471 0.844082 7560\n", " 20 0.891815 0.732649 0.804435 12478\n", "\n", "avg / total 0.782623 0.745153 0.756677 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.873787 0.935119 0.903413 8477\n", " 20 0.956672 0.913839 0.934765 13289\n", "\n", "avg / total 0.924392 0.922126 0.922555 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.008994 0.070064 0.015942 157\n", " 11 0.003846 0.013889 0.006024 72\n", " 12 0.011364 0.013889 0.012500 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.015385 0.013889 0.014599 72\n", " 16 0.020408 0.013889 0.016529 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.838926 0.809407 0.823902 8185\n", " 20 0.925447 0.841532 0.881497 12848\n", "\n", "avg / total 0.861979 0.801801 0.830432 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.036284 0.909677 0.069785 310\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.004425 0.013889 0.006711 72\n", " 15 0.011029 0.040000 0.017291 75\n", " 16 0.008621 0.027778 0.013158 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.009756 0.018519 0.012780 108\n", " 19 0.848928 0.649354 0.735849 8048\n", " 20 0.943347 0.367817 0.529269 12721\n", "\n", "avg / total 0.865886 0.468437 0.582613 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 0.839148 0.932181 0.883221 8154\n", " 20 0.931307 0.910319 0.920693 12957\n", "\n", "avg / total 0.868756 0.891115 0.878949 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 0.008368 0.111111 0.015564 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.849901 0.823070 0.836271 8331\n", " 20 0.949871 0.895374 0.921817 13142\n", "\n", "avg / total 0.898834 0.855830 0.876691 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.873787 0.935119 0.903413 8477\n", " 20 0.956672 0.913839 0.934765 13289\n", "\n", "avg / total 0.924392 0.922126 0.922555 21766\n", "\n", "Classification report for turbine 16, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.873787 0.935119 0.903413 8477\n", " 20 0.956672 0.913839 0.934765 13289\n", "\n", "avg / total 0.924392 0.922126 0.922555 21766\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 16, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987029 0.956186 0.971363 18145\n", " 20.0 0.928712 0.913836 0.921214 3621\n", "\n", "avg / total 0.977328 0.949141 0.963020 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.987298 0.985230 0.986263 18145\n", " 20 0.926756 0.936482 0.931593 3621\n", "\n", "avg / total 0.977226 0.977120 0.977168 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.987298 0.985230 0.986263 18145\n", " 20 0.926756 0.936482 0.931593 3621\n", "\n", "avg / total 0.977226 0.977120 0.977168 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987298 0.985230 0.986263 18145\n", " 20.0 0.918068 0.829329 0.871445 3621\n", "\n", "avg / total 0.975781 0.959294 0.967162 21766\n", "\n", "Classification report for turbine 16, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.551724 0.033195 0.062622 482\n", " 11 0.000000 0.000000 0.000000 260\n", " 12 0.004831 0.004630 0.004728 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 0.929298 0.944720 0.936946 17113\n", " 20 0.828783 0.905813 0.865587 3217\n", "\n", "avg / total 0.865398 0.877424 0.866018 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987284 0.984183 0.985731 18145\n", " 20.0 0.926989 0.936205 0.931575 3621\n", "\n", "avg / total 0.977254 0.976201 0.976722 21766\n", "\n", "Classification report for turbine 16, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.272059 0.751269 0.399460 197\n", " 11 0.005291 0.027778 0.008889 36\n", " 12 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 0.964941 0.950256 0.957542 17610\n", " 20 0.900314 0.819405 0.857956 3494\n", "\n", "avg / total 0.927689 0.907195 0.916063 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.987298 0.985230 0.986263 18145\n", " 20 0.926756 0.936482 0.931593 3621\n", "\n", "avg / total 0.977226 0.977120 0.977168 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986930 0.894737 0.938575 18145\n", " 20.0 0.916193 0.712510 0.801616 3621\n", "\n", "avg / total 0.975162 0.864422 0.915790 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.148338 0.451948 0.223363 385\n", " 11 0.011429 0.007463 0.009029 536\n", " 12 0.019851 0.015873 0.017641 504\n", " 13 0.012887 0.009921 0.011211 504\n", " 14 0.053528 0.044715 0.048726 492\n", " 15 0.010959 0.008602 0.009639 465\n", " 16 0.020295 0.026128 0.022845 421\n", " 17 0.019108 0.020930 0.019978 430\n", " 18 0.031963 0.035354 0.033573 396\n", " 19 0.783749 0.806646 0.795033 14445\n", " 20 0.852417 0.630489 0.724847 3188\n", "\n", "avg / total 0.651445 0.639208 0.641385 21766\n", "\n", "Classification report for turbine 16, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987235 0.971838 0.979476 18145\n", " 20.0 0.925781 0.916321 0.921027 3621\n", "\n", "avg / total 0.977012 0.962602 0.969753 21766\n", "\n", "Classification report for turbine 16, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.017544 0.055556 0.026667 18\n", " 11 0.036036 0.037037 0.036530 108\n", " 12 0.007576 0.009259 0.008333 108\n", " 13 0.004065 0.009259 0.005650 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.024096 0.018519 0.020942 108\n", " 16 0.020619 0.018519 0.019512 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.012500 0.009259 0.010638 108\n", " 19 0.944160 0.936417 0.940273 17316\n", " 20 0.917812 0.898262 0.907932 3568\n", "\n", "avg / total 0.902117 0.892769 0.897396 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 0.961341 0.985060 0.973056 17671\n", " 20 0.548237 0.903604 0.682429 2220\n", "\n", "avg / total 0.836394 0.891896 0.859591 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 0.951952 0.986211 0.968779 17478\n", " 20 0.908718 0.937941 0.923098 3545\n", "\n", "avg / total 0.912415 0.944684 0.928269 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996728 0.966750 0.981510 21113\n", " 20.0 0.802539 0.871363 0.835536 653\n", "\n", "avg / total 0.990902 0.963889 0.977131 21766\n", "\n", "Classification report for turbine 16, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.996720 0.993227 0.994971 21113\n", " 20 0.803301 0.894334 0.846377 653\n", "\n", "avg / total 0.990918 0.990260 0.990513 21766\n", "\n", "Classification report for turbine 16, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.996720 0.993227 0.994971 21113\n", " 20 0.803301 0.894334 0.846377 653\n", "\n", "avg / total 0.990918 0.990260 0.990513 21766\n", "\n", "Classification report for turbine 16, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.996720 0.993227 0.994971 21113\n", " 20 0.803301 0.894334 0.846377 653\n", "\n", "avg / total 0.990918 0.990260 0.990513 21766\n", "\n", "Classification report for turbine 16, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996687 0.968976 0.982636 21113\n", " 20.0 0.783570 0.759571 0.771384 653\n", "\n", "avg / total 0.990293 0.962694 0.976299 21766\n", "\n", "Classification report for turbine 16, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996719 0.992943 0.994828 21113\n", " 20.0 0.804408 0.894334 0.846991 653\n", "\n", "avg / total 0.990950 0.989984 0.990392 21766\n", "\n", "Classification report for turbine 16, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 4\n", " 11.0 0.000000 0.000000 0.000000 36\n", " 12.0 0.000000 0.000000 0.000000 36\n", " 13.0 0.000000 0.000000 0.000000 36\n", " 14.0 0.008475 0.333333 0.016529 3\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992103 0.957054 0.974263 21003\n", " 20.0 0.790869 0.828704 0.809344 648\n", "\n", "avg / total 0.980871 0.948222 0.964208 21766\n", "\n", "Classification report for turbine 16, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.996720 0.993227 0.994971 21113\n", " 20 0.803301 0.894334 0.846377 653\n", "\n", "avg / total 0.990918 0.990260 0.990513 21766\n", "\n", "Classification report for turbine 16, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996819 0.935158 0.965005 21113\n", " 20.0 0.816964 0.840735 0.828679 653\n", "\n", "avg / total 0.991423 0.932326 0.960915 21766\n", "\n", "Classification report for turbine 16, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.632258 0.496203 0.556028 395\n", " 11 0.032154 0.031496 0.031822 635\n", " 12 0.031657 0.027778 0.029591 612\n", " 13 0.023148 0.027574 0.025168 544\n", " 14 0.014414 0.015564 0.014967 514\n", " 15 0.017510 0.017857 0.017682 504\n", " 16 0.011650 0.012048 0.011846 498\n", " 17 0.037479 0.047009 0.041706 468\n", " 18 0.022388 0.020270 0.021277 444\n", " 19 0.796433 0.784004 0.790170 16917\n", " 20 0.304965 0.548936 0.392097 235\n", "\n", "avg / total 0.638453 0.629146 0.633215 21766\n", "\n", "Classification report for turbine 16, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996707 0.989154 0.992916 21113\n", " 20.0 0.802213 0.888208 0.843023 653\n", "\n", "avg / total 0.990872 0.986125 0.988419 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 0.012270 0.027778 0.017021 72\n", " 12 0.021505 0.027778 0.024242 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.006897 0.013889 0.009217 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.971089 0.951706 0.961300 20541\n", " 20 0.800287 0.874411 0.835709 637\n", "\n", "avg / total 0.939992 0.923964 0.931822 21766\n", "\n", "Classification report for turbine 16, turbine category 12\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996682 0.981765 0.989167 21113\n", " 20.0 0.801953 0.880551 0.839416 653\n", "\n", "avg / total 0.990840 0.978728 0.984675 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 0.983184 0.977188 0.980177 20822\n", " 20 0.789398 0.856921 0.821775 643\n", "\n", "avg / total 0.963863 0.960121 0.961943 21766\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 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 0.965140 0.978430 0.971740 18591\n", " 20 0.832741 0.845045 0.838848 2775\n", "\n", "avg / total 0.934948 0.947930 0.941394 21663\n", "\n", "Classification report for turbine 17, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.976654 0.978523 0.977588 18811\n", " 20 0.856534 0.845722 0.851094 2852\n", "\n", "avg / total 0.960840 0.961040 0.960934 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.976654 0.978523 0.977588 18811\n", " 20 0.856534 0.845722 0.851094 2852\n", "\n", "avg / total 0.960840 0.961040 0.960934 21663\n", "\n", "Classification report for turbine 17, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.785714 0.164179 0.271605 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 0.960956 0.955456 0.958198 18521\n", " 20 0.817921 0.838971 0.828312 2720\n", "\n", "avg / total 0.929137 0.923233 0.924904 21663\n", "\n", "Classification report for turbine 17, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976649 0.978311 0.977479 18811\n", " 20.0 0.855360 0.816971 0.835725 2852\n", "\n", "avg / total 0.960681 0.957070 0.958817 21663\n", "\n", "Classification report for turbine 17, turbine category 5\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.976389 0.965074 0.970698 18811\n", " 20.0 0.856838 0.845722 0.851244 2852\n", "\n", "avg / total 0.960650 0.949361 0.954972 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.069735 0.543478 0.123609 92\n", " 11 0.015564 0.027778 0.019950 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.008876 0.020833 0.012448 144\n", " 14 0.005556 0.006944 0.006173 144\n", " 15 0.000000 0.000000 0.000000 144\n", " 16 0.000000 0.000000 0.000000 144\n", " 17 0.005179 0.069444 0.009639 144\n", " 18 0.008333 0.006944 0.007576 144\n", " 19 0.924074 0.788407 0.850866 17907\n", " 20 0.744262 0.632564 0.683882 2512\n", "\n", "avg / total 0.850744 0.728246 0.783538 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 0.962169 0.978365 0.970200 18535\n", " 20 0.812500 0.844904 0.828385 2708\n", "\n", "avg / total 0.924805 0.942713 0.933662 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.004975 0.005051 0.005013 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 0.006944 0.013889 0.009259 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.947913 0.891233 0.918700 18296\n", " 20 0.775172 0.739298 0.756810 2593\n", "\n", "avg / total 0.893437 0.841296 0.866574 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.583507 0.426392 0.492728 1311\n", " 11 0.012945 0.016194 0.014388 494\n", " 12 0.038835 0.070022 0.049961 457\n", " 13 0.071672 0.340278 0.118405 432\n", " 14 0.010965 0.013661 0.012165 366\n", " 15 0.000000 0.000000 0.000000 304\n", " 16 0.001961 0.003472 0.002506 288\n", " 17 0.041783 0.104167 0.059642 288\n", " 18 0.003205 0.003472 0.003333 288\n", " 19 0.866852 0.714303 0.783219 16178\n", " 20 0.598916 0.703262 0.646908 1257\n", "\n", "avg / total 0.720786 0.610396 0.657086 21663\n", "\n", "Classification report for turbine 17, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.976654 0.978523 0.977588 18811\n", " 20 0.856534 0.845722 0.851094 2852\n", "\n", "avg / total 0.960840 0.961040 0.960934 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 0.876638 0.980651 0.925732 16848\n", " 20 0.735085 0.841121 0.784537 2461\n", "\n", "avg / total 0.765298 0.858238 0.809097 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.976654 0.978523 0.977588 18811\n", " 20 0.856534 0.845722 0.851094 2852\n", "\n", "avg / total 0.960840 0.961040 0.960934 21663\n", "\n", "Classification report for turbine 17, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.976654 0.978523 0.977588 18811\n", " 20 0.856534 0.845722 0.851094 2852\n", "\n", "avg / total 0.960840 0.961040 0.960934 21663\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 17, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.013889 0.005780 0.008163 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 0.895110 0.966027 0.929217 15159\n", " 20 0.892624 0.812748 0.850815 5554\n", "\n", "avg / total 0.855330 0.884411 0.868432 21663\n", "\n", "Classification report for turbine 17, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.940002 0.973793 0.956600 15912\n", " 20 0.919483 0.828030 0.871363 5751\n", "\n", "avg / total 0.934555 0.935097 0.933971 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.940002 0.973793 0.956600 15912\n", " 20 0.919483 0.828030 0.871363 5751\n", "\n", "avg / total 0.934555 0.935097 0.933971 21663\n", "\n", "Classification report for turbine 17, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.030864 0.058140 0.040323 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 0.937876 0.960662 0.949133 15888\n", " 20 0.852410 0.786694 0.818234 5396\n", "\n", "avg / total 0.900302 0.900752 0.900082 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 0.929327 0.972219 0.950289 15730\n", " 20 0.896559 0.803581 0.847527 5641\n", "\n", "avg / total 0.908267 0.915201 0.910721 21663\n", "\n", "Classification report for turbine 17, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.939366 0.960973 0.950047 15912\n", " 20.0 0.919170 0.824552 0.869294 5751\n", "\n", "avg / total 0.934005 0.924756 0.928609 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.607425 0.503655 0.550694 2599\n", " 11 0.030075 0.003813 0.006768 1049\n", " 12 0.018072 0.006842 0.009926 877\n", " 13 0.041026 0.009697 0.015686 825\n", " 14 0.021053 0.005326 0.008502 751\n", " 15 0.000000 0.000000 0.000000 618\n", " 16 0.033333 0.009921 0.015291 504\n", " 17 0.013423 0.007984 0.010013 501\n", " 18 0.000000 0.000000 0.000000 448\n", " 19 0.666117 0.876771 0.757063 10590\n", " 20 0.461807 0.637711 0.535688 2901\n", "\n", "avg / total 0.465917 0.575867 0.510107 21663\n", "\n", "Classification report for turbine 17, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.940147 0.962481 0.951183 15912\n", " 20.0 0.918734 0.792210 0.850794 5751\n", "\n", "avg / total 0.934463 0.917278 0.924532 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.051230 0.134409 0.074184 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 0.898391 0.930272 0.914054 15245\n", " 20 0.872680 0.675700 0.761661 5498\n", "\n", "avg / total 0.854152 0.827309 0.837195 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.433112 0.496000 0.462428 2500\n", " 11 0.041032 0.033019 0.036592 1060\n", " 12 0.020896 0.014878 0.017381 941\n", " 13 0.025316 0.032037 0.028283 874\n", " 14 0.017544 0.008883 0.011794 788\n", " 15 0.026230 0.013115 0.017486 610\n", " 16 0.108365 0.098958 0.103448 576\n", " 17 0.033962 0.015625 0.021403 576\n", " 18 0.037267 0.021858 0.027555 549\n", " 19 0.681013 0.787893 0.730565 10985\n", " 20 0.412766 0.308076 0.352819 2204\n", "\n", "avg / total 0.447352 0.495961 0.468347 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 0.931509 0.974117 0.952337 15763\n", " 20 0.877389 0.826332 0.851096 5499\n", "\n", "avg / total 0.900528 0.918571 0.909009 21663\n", "\n", "Classification report for turbine 17, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.009524 0.083333 0.017094 12\n", " 11 0.007194 0.013889 0.009479 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.011236 0.013889 0.012422 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.005618 0.013889 0.008000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.012195 0.013889 0.012987 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.914809 0.928206 0.921459 15433\n", " 20 0.906144 0.802552 0.851208 5642\n", "\n", "avg / total 0.887847 0.870517 0.878303 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.940002 0.973793 0.956600 15912\n", " 20 0.919483 0.828030 0.871363 5751\n", "\n", "avg / total 0.934555 0.935097 0.933971 21663\n", "\n", "Classification report for turbine 17, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.940002 0.973793 0.956600 15912\n", " 20 0.919483 0.828030 0.871363 5751\n", "\n", "avg / total 0.934555 0.935097 0.933971 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 0.058000 0.130631 0.080332 222\n", " 11 0.020134 0.015306 0.017391 196\n", " 12 0.023810 0.007299 0.011173 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 0.882429 0.903338 0.892761 10635\n", " 20 0.941331 0.904343 0.922467 9900\n", "\n", "avg / total 0.864326 0.858284 0.860901 21663\n", "\n", "Classification report for turbine 17, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.929677 0.974681 0.951647 11217\n", " 20 0.971322 0.920831 0.945403 10446\n", "\n", "avg / total 0.949758 0.948714 0.948636 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.929677 0.974681 0.951647 11217\n", " 20 0.971322 0.920831 0.945403 10446\n", "\n", "avg / total 0.949758 0.948714 0.948636 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 0.907607 0.969329 0.937453 10955\n", " 20 0.963028 0.850510 0.903279 10382\n", "\n", "avg / total 0.920509 0.897798 0.906968 21663\n", "\n", "Classification report for turbine 17, turbine category 4\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.929660 0.973255 0.950958 11217\n", " 20.0 0.971093 0.910109 0.939613 10446\n", "\n", "avg / total 0.949639 0.942806 0.945487 21663\n", "\n", "Classification report for turbine 17, turbine category 5\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.929498 0.970848 0.949723 11217\n", " 20.0 0.971420 0.920831 0.945449 10446\n", "\n", "avg / total 0.949713 0.946729 0.947662 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.025292 0.204604 0.045020 391\n", " 11 0.011152 0.040000 0.017442 150\n", " 12 0.005926 0.037037 0.010217 108\n", " 13 0.004255 0.009259 0.005831 108\n", " 14 0.009281 0.037037 0.014842 108\n", " 15 0.005013 0.018519 0.007890 108\n", " 16 0.004505 0.009259 0.006061 108\n", " 17 0.001449 0.009259 0.002506 108\n", " 18 0.008264 0.027778 0.012739 108\n", " 19 0.904123 0.790042 0.843242 10826\n", " 20 0.874795 0.503145 0.638850 9540\n", "\n", "avg / total 0.837803 0.621105 0.703978 21663\n", "\n", "Classification report for turbine 17, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.929316 0.969332 0.948903 11217\n", " 20.0 0.971364 0.902738 0.935794 10446\n", "\n", "avg / total 0.949592 0.937220 0.942582 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.024138 0.106870 0.039381 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 0.010204 0.006944 0.008264 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 0.062500 0.013889 0.022727 144\n", " 19 0.843859 0.926267 0.883145 10199\n", " 20 0.949496 0.869757 0.907879 10181\n", "\n", "avg / total 0.844157 0.845635 0.842909 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.158039 0.487288 0.238672 1416\n", " 11 0.013761 0.024272 0.017564 618\n", " 12 0.028269 0.034261 0.030978 467\n", " 13 0.029617 0.048991 0.036916 347\n", " 14 0.011252 0.049383 0.018328 324\n", " 15 0.009877 0.012346 0.010974 324\n", " 16 0.004444 0.003086 0.003643 324\n", " 17 0.008475 0.009259 0.008850 324\n", " 18 0.008571 0.009259 0.008902 324\n", " 19 0.719830 0.751864 0.735499 8584\n", " 20 0.808670 0.314133 0.452492 8611\n", "\n", "avg / total 0.619123 0.458108 0.489427 21663\n", "\n", "Classification report for turbine 17, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.929281 0.967638 0.948072 11217\n", " 20.0 0.973237 0.898143 0.934183 10446\n", "\n", "avg / total 0.950476 0.934127 0.941375 21663\n", "\n", "Classification report for turbine 17, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.013986 0.181818 0.025974 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 0.910651 0.917902 0.914262 10926\n", " 20 0.947802 0.896256 0.921308 10150\n", "\n", "avg / total 0.903389 0.882980 0.892803 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.929677 0.974681 0.951647 11217\n", " 20 0.971322 0.920831 0.945403 10446\n", "\n", "avg / total 0.949758 0.948714 0.948636 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 0.914456 0.975420 0.943954 11025\n", " 20 0.960416 0.920805 0.940194 10329\n", "\n", "avg / total 0.923326 0.935466 0.928697 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 0.153846 0.046784 0.071749 342\n", " 11 0.037383 0.015326 0.021739 261\n", " 12 0.040000 0.027778 0.032787 216\n", " 13 0.000000 0.000000 0.000000 216\n", " 14 0.000000 0.000000 0.000000 216\n", " 15 0.032051 0.023148 0.026882 216\n", " 16 0.000000 0.000000 0.000000 222\n", " 17 0.083333 0.011905 0.020833 252\n", " 18 0.085714 0.023810 0.037267 252\n", " 19 0.909180 0.953876 0.930992 17453\n", " 20 0.689217 0.833416 0.754488 2017\n", "\n", "avg / total 0.802225 0.847943 0.822977 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 0.977381 0.981739 0.979555 18838\n", " 20 0.862094 0.932886 0.896094 2533\n", "\n", "avg / total 0.950726 0.962794 0.956593 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990699 0.981980 0.986320 19090\n", " 20 0.874498 0.931597 0.902145 2573\n", "\n", "avg / total 0.976897 0.975996 0.976322 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 0.979498 0.966734 0.973074 18878\n", " 20 0.850718 0.903291 0.876216 2492\n", "\n", "avg / total 0.951435 0.946360 0.948771 21663\n", "\n", "Classification report for turbine 17, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990731 0.979885 0.985278 19090\n", " 20.0 0.873291 0.918772 0.895455 2573\n", "\n", "avg / total 0.976783 0.972626 0.974610 21663\n", "\n", "Classification report for turbine 17, turbine category 5\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990648 0.976637 0.983593 19090\n", " 20.0 0.874954 0.930043 0.901658 2573\n", "\n", "avg / total 0.976907 0.971103 0.973861 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.177267 0.436667 0.252166 300\n", " 11 0.019185 0.029630 0.023290 270\n", " 12 0.006993 0.023256 0.010753 129\n", " 13 0.007576 0.037037 0.012579 108\n", " 14 0.006079 0.019048 0.009217 105\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.003077 0.009259 0.004619 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.012097 0.027778 0.016854 108\n", " 19 0.944821 0.844777 0.892003 18161\n", " 20 0.732673 0.582947 0.649290 2158\n", "\n", "avg / total 0.867948 0.773300 0.816544 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 0.034483 0.027778 0.030769 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 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 0.977386 0.977386 0.977386 18838\n", " 20 0.859041 0.921615 0.889228 2526\n", "\n", "avg / total 0.950154 0.957439 0.953667 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.595745 0.075676 0.134293 1480\n", " 11 0.054217 0.009544 0.016231 943\n", " 12 0.032864 0.011327 0.016847 618\n", " 13 0.000000 0.000000 0.000000 505\n", " 14 0.051613 0.018519 0.027257 432\n", " 15 0.021739 0.009259 0.012987 432\n", " 16 0.000000 0.000000 0.000000 413\n", " 17 0.006211 0.002525 0.003591 396\n", " 18 0.000000 0.000000 0.000000 396\n", " 19 0.786021 0.918401 0.847070 15135\n", " 20 0.306106 0.812705 0.444711 913\n", "\n", "avg / total 0.607635 0.682408 0.621784 21663\n", "\n", "Classification report for turbine 17, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.070189 0.500000 0.123098 178\n", " 11 0.005721 0.040323 0.010020 124\n", " 12 0.005122 0.037037 0.008999 108\n", " 13 0.004751 0.037037 0.008421 108\n", " 14 0.014257 0.064815 0.023372 108\n", " 15 0.001880 0.009259 0.003125 108\n", " 16 0.006711 0.030303 0.010989 99\n", " 17 0.004454 0.027778 0.007678 72\n", " 18 0.012712 0.083333 0.022059 72\n", " 19 0.948925 0.746473 0.835612 18219\n", " 20 0.827234 0.394001 0.533773 2467\n", "\n", "avg / total 0.893098 0.678253 0.764989 21663\n", "\n", "Classification report for turbine 17, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990909 0.976375 0.983588 19090\n", " 20.0 0.874674 0.911387 0.892653 2573\n", "\n", "avg / total 0.977103 0.968656 0.972788 21663\n", "\n", "Classification report for turbine 17, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.055556 0.076923 0.064516 13\n", " 11 0.011364 0.013889 0.012500 72\n", " 12 0.008696 0.013889 0.010695 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.015385 0.013889 0.014599 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.962455 0.950815 0.956600 18522\n", " 20 0.869565 0.885580 0.877500 2552\n", "\n", "avg / total 0.925495 0.917463 0.921436 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990699 0.981980 0.986320 19090\n", " 20 0.874498 0.931597 0.902145 2573\n", "\n", "avg / total 0.976897 0.975996 0.976322 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 0.975204 0.979199 0.977197 18797\n", " 20 0.868624 0.926419 0.896591 2555\n", "\n", "avg / total 0.948633 0.958916 0.953661 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 0.066038 0.084337 0.074074 83\n", " 11 0.007692 0.013889 0.009901 72\n", " 12 0.009569 0.027778 0.014235 72\n", " 13 0.007812 0.013889 0.010000 72\n", " 14 0.014286 0.013889 0.014085 72\n", " 15 0.006211 0.013889 0.008584 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 0.966715 0.940266 0.953307 18348\n", " 20 0.906480 0.900512 0.903486 2734\n", "\n", "avg / total 0.933590 0.910631 0.921924 21663\n", "\n", "Classification report for turbine 17, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993290 0.972553 0.982812 18873\n", " 20.0 0.919612 0.951254 0.935166 2790\n", "\n", "avg / total 0.983801 0.969810 0.976676 21663\n", "\n", "Classification report for turbine 17, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.993337 0.987442 0.990381 18873\n", " 20 0.918332 0.955197 0.936402 2790\n", "\n", "avg / total 0.983677 0.983289 0.983429 21663\n", "\n", "Classification report for turbine 17, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.227941 0.139013 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 0.981758 0.969182 0.975430 18658\n", " 20 0.825767 0.788672 0.806793 2560\n", "\n", "avg / total 0.943784 0.929373 0.936337 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 0.076923 0.009259 0.016529 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 0.950029 0.984656 0.967033 18053\n", " 20 0.862500 0.915813 0.888358 2637\n", "\n", "avg / total 0.897087 0.932096 0.914104 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 0.111111 0.001217 0.002407 822\n", " 12 0.076923 0.002762 0.005333 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 0.872495 0.984741 0.925226 16580\n", " 20 0.617586 0.952660 0.749372 1880\n", "\n", "avg / total 0.766801 0.836495 0.773437 21663\n", "\n", "Classification report for turbine 17, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.008518 0.076923 0.015337 65\n", " 11 0.017995 0.027778 0.021841 252\n", " 12 0.007692 0.007937 0.007812 252\n", " 13 0.026490 0.031746 0.028881 252\n", " 14 0.028037 0.023810 0.025751 252\n", " 15 0.023490 0.027778 0.025455 252\n", " 16 0.017241 0.015873 0.016529 252\n", " 17 0.019048 0.015873 0.017316 252\n", " 18 0.022989 0.015873 0.018779 252\n", " 19 0.898657 0.902927 0.900787 17049\n", " 20 0.802357 0.591394 0.680909 2533\n", "\n", "avg / total 0.802991 0.781932 0.790480 21663\n", "\n", "Classification report for turbine 17, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993275 0.970434 0.981722 18873\n", " 20.0 0.918694 0.947670 0.932957 2790\n", "\n", "avg / total 0.983670 0.967502 0.975441 21663\n", "\n", "Classification report for turbine 17, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.089245 0.142857 0.109859 273\n", " 11 0.054348 0.086420 0.066730 405\n", " 12 0.044506 0.080808 0.057399 396\n", " 13 0.053528 0.059946 0.056555 367\n", " 14 0.018648 0.022222 0.020279 360\n", " 15 0.017857 0.033333 0.023256 360\n", " 16 0.025918 0.033333 0.029162 360\n", " 17 0.034783 0.036810 0.035768 326\n", " 18 0.007519 0.009259 0.008299 324\n", " 19 0.865797 0.796506 0.829707 16256\n", " 20 0.748744 0.733005 0.740791 2236\n", "\n", "avg / total 0.732516 0.681438 0.705588 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 0.003854 0.055556 0.007207 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.001616 0.027778 0.003053 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.003390 0.027778 0.006042 36\n", " 18 0.004808 0.027778 0.008197 36\n", " 19 0.979944 0.859348 0.915692 18592\n", " 20 0.868401 0.420295 0.566440 2779\n", "\n", "avg / total 0.952448 0.791672 0.858587 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 0.981363 0.985520 0.983437 18647\n", " 20 0.894401 0.927600 0.910698 2721\n", "\n", "avg / total 0.957076 0.964825 0.960909 21663\n", "\n", "Classification report for turbine 17, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.076923 0.076923 0.076923 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 0.017241 0.013889 0.015385 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.964026 0.961814 0.962918 18305\n", " 20 0.916550 0.944023 0.930084 2769\n", "\n", "avg / total 0.931850 0.933481 0.932638 21663\n", "\n", "Classification report for turbine 17, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.993337 0.987442 0.990381 18873\n", " 20 0.918332 0.955197 0.936402 2790\n", "\n", "avg / total 0.983677 0.983289 0.983429 21663\n", "\n", "Classification report for turbine 17, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993120 0.956075 0.974245 18873\n", " 20.0 0.918503 0.941219 0.929722 2790\n", "\n", "avg / total 0.983510 0.954161 0.968511 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 0.986493 0.987208 0.986850 19309\n", " 20 0.879922 0.873974 0.876938 2071\n", "\n", "avg / total 0.976170 0.976239 0.976203 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.127182 0.451327 0.198444 113\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.006309 0.018519 0.009412 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.010230 0.037037 0.016032 108\n", " 16 0.007463 0.009259 0.008264 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.941942 0.891414 0.915982 18437\n", " 20 0.855645 0.705493 0.773348 1966\n", "\n", "avg / total 0.891756 0.836296 0.862227 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.986493 0.987208 0.986850 19309\n", " 20 0.879922 0.873974 0.876938 2071\n", "\n", "avg / total 0.976170 0.976239 0.976203 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.069767 0.052174 0.059701 230\n", " 11 0.003717 0.009346 0.005319 107\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.005435 0.013889 0.007812 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.004878 0.013889 0.007220 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.945086 0.919011 0.931866 18521\n", " 20 0.848677 0.794846 0.820880 2018\n", "\n", "avg / total 0.899614 0.871843 0.885454 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.672897 0.271186 0.386577 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 0.981615 0.982331 0.981973 19186\n", " 20 0.576180 0.800298 0.669994 1342\n", "\n", "avg / total 0.933761 0.938494 0.932859 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 0.000000 0.000000 0.000000 36\n", " 16 0.181818 0.055556 0.085106 36\n", " 17 0.857143 0.166667 0.279070 36\n", " 18 1.000000 0.027778 0.054054 36\n", " 19 0.967678 0.982740 0.975151 18888\n", " 20 0.793674 0.864793 0.827709 1886\n", "\n", "avg / total 0.928334 0.944902 0.935209 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 0.863717 0.978509 0.917536 16937\n", " 20 0.469616 0.792453 0.589744 1219\n", "\n", "avg / total 0.711003 0.820346 0.760487 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987641 0.898079 0.940733 19309\n", " 20.0 0.897450 0.781748 0.835613 2071\n", "\n", "avg / total 0.978905 0.886810 0.930550 21380\n", "\n", "Classification report for turbine 18, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.002793 0.010989 0.004454 91\n", " 11 0.009009 0.006849 0.007782 146\n", " 12 0.005376 0.006944 0.006061 144\n", " 13 0.024390 0.013889 0.017699 144\n", " 14 0.009009 0.007463 0.008163 134\n", " 15 0.026087 0.055556 0.035503 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 0.932975 0.951123 0.941962 18250\n", " 20 0.838818 0.612555 0.708050 2039\n", "\n", "avg / total 0.876849 0.870861 0.872049 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.060543 0.223938 0.095316 259\n", " 11 0.002618 0.005556 0.003559 180\n", " 12 0.000000 0.000000 0.000000 121\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.004762 0.009259 0.006289 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.002494 0.009259 0.003929 108\n", " 17 0.004505 0.009259 0.006061 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.936515 0.862080 0.897758 18344\n", " 20 0.691579 0.359409 0.473002 1828\n", "\n", "avg / total 0.863474 0.773293 0.811983 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.986493 0.987208 0.986850 19309\n", " 20 0.879922 0.873974 0.876938 2071\n", "\n", "avg / total 0.976170 0.976239 0.976203 21380\n", "\n", "Classification report for turbine 18, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.068182 0.069767 0.068966 43\n", " 11 0.008696 0.003968 0.005450 252\n", " 12 0.053333 0.015873 0.024465 252\n", " 13 0.000000 0.000000 0.000000 252\n", " 14 0.012658 0.003968 0.006042 252\n", " 15 0.000000 0.000000 0.000000 252\n", " 16 0.093750 0.011905 0.021127 252\n", " 17 0.038462 0.015873 0.022472 252\n", " 18 0.019481 0.011905 0.014778 252\n", " 19 0.886198 0.952219 0.918023 17329\n", " 20 0.867092 0.887550 0.877202 1992\n", "\n", "avg / total 0.801878 0.855379 0.827060 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.986493 0.987208 0.986850 19309\n", " 20 0.879922 0.873974 0.876938 2071\n", "\n", "avg / total 0.976170 0.976239 0.976203 21380\n", "\n", "Classification report for turbine 18, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.986493 0.987208 0.986850 19309\n", " 20 0.879922 0.873974 0.876938 2071\n", "\n", "avg / total 0.976170 0.976239 0.976203 21380\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 18, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.991482 0.982420 0.986930 20023\n", " 20 0.771429 0.875461 0.820159 1357\n", "\n", "avg / total 0.977515 0.975631 0.976345 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.011858 0.030612 0.017094 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 0.012821 0.013889 0.013333 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.960270 0.911614 0.935310 19381\n", " 20 0.769012 0.816604 0.792094 1325\n", "\n", "avg / total 0.918242 0.877175 0.897072 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.991482 0.982420 0.986930 20023\n", " 20 0.771429 0.875461 0.820159 1357\n", "\n", "avg / total 0.977515 0.975631 0.976345 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.201923 0.375000 0.262500 112\n", " 11 0.004902 0.013889 0.007246 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 0.962639 0.921389 0.941563 19463\n", " 20 0.685226 0.751017 0.716615 1229\n", "\n", "avg / total 0.916789 0.883957 0.899732 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991176 0.931229 0.960268 20023\n", " 20.0 0.800450 0.786293 0.793309 1357\n", "\n", "avg / total 0.979070 0.922030 0.949671 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991376 0.970284 0.980717 20023\n", " 20.0 0.769598 0.831982 0.799575 1357\n", "\n", "avg / total 0.977300 0.961506 0.969220 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 0.977763 0.955669 0.966590 19738\n", " 20 0.766575 0.822222 0.793424 1350\n", "\n", "avg / total 0.951074 0.934191 0.942454 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992370 0.954902 0.973276 20023\n", " 20.0 0.785523 0.863670 0.822745 1357\n", "\n", "avg / total 0.979242 0.949111 0.963721 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 0.010753 0.006944 0.008439 144\n", " 12 0.000000 0.000000 0.000000 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.016260 0.013889 0.014981 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 0.931938 0.906114 0.918845 18874\n", " 20 0.774590 0.847534 0.809422 1338\n", "\n", "avg / total 0.871361 0.853087 0.861958 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.011127 0.079208 0.019512 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 0.007042 0.018519 0.010204 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.005000 0.009259 0.006494 108\n", " 18 0.007042 0.009259 0.008000 108\n", " 19 0.946485 0.871081 0.907219 19167\n", " 20 0.563291 0.357143 0.437132 1246\n", "\n", "avg / total 0.881493 0.802292 0.839007 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.991482 0.982420 0.986930 20023\n", " 20 0.771429 0.875461 0.820159 1357\n", "\n", "avg / total 0.977515 0.975631 0.976345 21380\n", "\n", "Classification report for turbine 18, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.054795 0.307692 0.093023 13\n", " 11 0.012739 0.027778 0.017467 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.017699 0.027778 0.021622 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.016575 0.041667 0.023715 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.963631 0.923931 0.943364 19443\n", " 20 0.773826 0.855341 0.812544 1348\n", "\n", "avg / total 0.925308 0.894668 0.909395 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.991482 0.982420 0.986930 20023\n", " 20 0.771429 0.875461 0.820159 1357\n", "\n", "avg / total 0.977515 0.975631 0.976345 21380\n", "\n", "Classification report for turbine 18, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.991482 0.982420 0.986930 20023\n", " 20 0.771429 0.875461 0.820159 1357\n", "\n", "avg / total 0.977515 0.975631 0.976345 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 0.882153 0.987882 0.932029 16587\n", " 20 0.872014 0.795706 0.832114 3074\n", "\n", "avg / total 0.809769 0.880823 0.842726 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.009595 0.281250 0.018557 32\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.016393 0.018519 0.017391 108\n", " 13 0.007519 0.009259 0.008299 108\n", " 14 0.007299 0.009259 0.008163 108\n", " 15 0.009174 0.009259 0.009217 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.007752 0.009259 0.008439 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.920963 0.927629 0.924284 17272\n", " 20 0.887042 0.564757 0.690127 3212\n", "\n", "avg / total 0.877529 0.834939 0.850658 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.963176 0.986545 0.974721 18135\n", " 20 0.913012 0.789214 0.846612 3245\n", "\n", "avg / total 0.955563 0.956595 0.955277 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 0.947667 0.962368 0.954961 17857\n", " 20 0.900196 0.709508 0.793557 3229\n", "\n", "avg / total 0.927466 0.910945 0.917453 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.002242 0.058824 0.004320 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 0.946962 0.969104 0.957905 17834\n", " 20 0.887350 0.595969 0.713040 3225\n", "\n", "avg / total 0.923754 0.898316 0.906591 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.963041 0.981362 0.972115 18135\n", " 20.0 0.908989 0.747920 0.820626 3245\n", "\n", "avg / total 0.954837 0.945931 0.949123 21380\n", "\n", "Classification report for turbine 18, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.033898 0.243902 0.059524 41\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.014815 0.027778 0.019324 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.008333 0.013889 0.010417 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.934003 0.958127 0.945911 17577\n", " 20 0.887952 0.693974 0.779070 3186\n", "\n", "avg / total 0.900329 0.891721 0.893965 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.965483 0.963992 0.964737 18135\n", " 20.0 0.899362 0.608629 0.725969 3245\n", "\n", "avg / total 0.955447 0.910056 0.928498 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 0.020202 0.013889 0.016461 144\n", " 12 0.014493 0.020833 0.017094 144\n", " 13 0.000000 0.000000 0.000000 167\n", " 14 0.000000 0.000000 0.000000 180\n", " 15 0.007634 0.005556 0.006431 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.004132 0.005556 0.004739 180\n", " 19 0.900424 0.926066 0.913065 16961\n", " 20 0.878726 0.706732 0.783400 3045\n", "\n", "avg / total 0.839800 0.835641 0.836239 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 0.005882 0.027778 0.009709 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.018018 0.055556 0.027211 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.952543 0.920652 0.936326 17921\n", " 20 0.904990 0.719683 0.801768 3150\n", "\n", "avg / total 0.931810 0.877877 0.903031 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.963176 0.986545 0.974721 18135\n", " 20 0.913012 0.789214 0.846612 3245\n", "\n", "avg / total 0.955563 0.956595 0.955277 21380\n", "\n", "Classification report for turbine 18, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.018519 0.055556 0.027778 18\n", " 11 0.011050 0.018519 0.013841 108\n", " 12 0.012903 0.018519 0.015209 108\n", " 13 0.005917 0.009259 0.007220 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.006098 0.009259 0.007353 108\n", " 16 0.013158 0.018519 0.015385 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.921051 0.919720 0.920385 17302\n", " 20 0.912675 0.775031 0.838240 3196\n", "\n", "avg / total 0.882066 0.860571 0.870458 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.963176 0.986545 0.974721 18135\n", " 20 0.913012 0.789214 0.846612 3245\n", "\n", "avg / total 0.955563 0.956595 0.955277 21380\n", "\n", "Classification report for turbine 18, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.963176 0.986545 0.974721 18135\n", " 20 0.913012 0.789214 0.846612 3245\n", "\n", "avg / total 0.955563 0.956595 0.955277 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990180 0.967750 0.978837 20527\n", " 20.0 0.797030 0.754982 0.775436 853\n", "\n", "avg / total 0.982474 0.959261 0.970722 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990033 0.933941 0.961169 20527\n", " 20.0 0.795082 0.682298 0.734385 853\n", "\n", "avg / total 0.982255 0.923901 0.952121 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990175 0.991767 0.990970 20527\n", " 20 0.793902 0.763189 0.778243 853\n", "\n", "avg / total 0.982344 0.982647 0.982483 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.135593 0.102564 0.116788 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 0.014706 0.027778 0.019231 36\n", " 19 0.974395 0.962435 0.968378 20205\n", " 20 0.750337 0.687268 0.717419 809\n", "\n", "avg / total 0.949756 0.935968 0.942763 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.012195 0.045455 0.019231 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 0.971518 0.983817 0.977629 20144\n", " 20 0.745924 0.666262 0.703846 824\n", "\n", "avg / total 0.944115 0.952666 0.948257 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990201 0.989526 0.989864 20527\n", " 20.0 0.797030 0.754982 0.775436 853\n", "\n", "avg / total 0.982494 0.980168 0.981309 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 0.013514 0.027778 0.018182 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976573 0.957708 0.967048 20240\n", " 20 0.782946 0.717160 0.748610 845\n", "\n", "avg / total 0.955468 0.935033 0.945102 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990188 0.983290 0.986727 20527\n", " 20.0 0.800251 0.746776 0.772589 853\n", "\n", "avg / total 0.982610 0.973854 0.978184 21380\n", "\n", "Classification report for turbine 18, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.151515 0.025000 0.042918 200\n", " 11 0.074324 0.026506 0.039076 415\n", " 12 0.020548 0.007772 0.011278 386\n", " 13 0.016667 0.006645 0.009501 301\n", " 14 0.000000 0.000000 0.000000 261\n", " 15 0.013072 0.007937 0.009877 252\n", " 16 0.007874 0.003968 0.005277 252\n", " 17 0.010417 0.003968 0.005747 252\n", " 18 0.022556 0.013274 0.016713 226\n", " 19 0.879537 0.943577 0.910432 18184\n", " 20 0.578544 0.695853 0.631799 651\n", "\n", "avg / total 0.769748 0.825023 0.795494 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990011 0.946363 0.967695 20527\n", " 20.0 0.753125 0.565064 0.645680 853\n", "\n", "avg / total 0.980560 0.931151 0.954848 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990175 0.991767 0.990970 20527\n", " 20 0.793902 0.763189 0.778243 853\n", "\n", "avg / total 0.982344 0.982647 0.982483 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 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 0.010256 0.018519 0.013201 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 0.952255 0.933168 0.942615 19706\n", " 20 0.737580 0.731061 0.734306 792\n", "\n", "avg / total 0.905071 0.887278 0.896079 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990175 0.991767 0.990970 20527\n", " 20 0.793902 0.763189 0.778243 853\n", "\n", "avg / total 0.982344 0.982647 0.982483 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 0.976654 0.991801 0.984169 20246\n", " 20 0.771951 0.761733 0.766808 831\n", "\n", "avg / total 0.954856 0.968803 0.961773 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 0.968844 0.984783 0.976749 15378\n", " 20 0.980749 0.964079 0.972342 5707\n", "\n", "avg / total 0.958654 0.965669 0.962095 21380\n", "\n", "Classification report for turbine 18, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.988131 0.940636 0.963799 15666\n", " 20.0 0.976527 0.713511 0.824553 5714\n", "\n", "avg / total 0.985030 0.879935 0.926584 21380\n", "\n", "Classification report for turbine 18, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.987124 0.993425 0.990265 15666\n", " 20 0.981653 0.964473 0.972987 5714\n", "\n", "avg / total 0.985662 0.985688 0.985647 21380\n", "\n", "Classification report for turbine 18, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.257143 0.003047 0.006023 5907\n", " 11 0.012987 0.027778 0.017699 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.939117 0.971018 0.954802 14837\n", " 20 0.038803 0.614943 0.073000 348\n", "\n", "avg / total 0.723414 0.684752 0.665482 21380\n", "\n", "Classification report for turbine 18, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987041 0.982127 0.984578 15666\n", " 20.0 0.984167 0.946447 0.964939 5714\n", "\n", "avg / total 0.986273 0.972591 0.979329 21380\n", "\n", "Classification report for turbine 18, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987085 0.990361 0.988720 15666\n", " 20.0 0.980986 0.929996 0.954811 5714\n", "\n", "avg / total 0.985455 0.974228 0.979658 21380\n", "\n", "Classification report for turbine 18, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987002 0.974276 0.980597 15666\n", " 20.0 0.982173 0.906370 0.942751 5714\n", "\n", "avg / total 0.985712 0.956127 0.970483 21380\n", "\n", "Classification report for turbine 18, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987098 0.986468 0.986782 15666\n", " 20.0 0.976512 0.720336 0.829087 5714\n", "\n", "avg / total 0.984269 0.915341 0.944637 21380\n", "\n", "Classification report for turbine 18, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.017341 0.057692 0.026667 52\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.004098 0.013889 0.006329 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.023810 0.055556 0.033333 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.949092 0.900543 0.924181 15092\n", " 20 0.971898 0.867668 0.916830 5660\n", "\n", "avg / total 0.927388 0.865762 0.895287 21380\n", "\n", "Classification report for turbine 18, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986950 0.960679 0.973637 15666\n", " 20.0 0.972464 0.587154 0.732213 5714\n", "\n", "avg / total 0.983078 0.860851 0.909115 21380\n", "\n", "Classification report for turbine 18, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.987124 0.993425 0.990265 15666\n", " 20 0.981653 0.964473 0.972987 5714\n", "\n", "avg / total 0.985662 0.985688 0.985647 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 0.070175 0.222222 0.106667 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.970259 0.948241 0.959124 15379\n", " 20 0.981238 0.953207 0.967019 5706\n", "\n", "avg / total 0.959920 0.936857 0.948177 21380\n", "\n", "Classification report for turbine 18, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.987124 0.993425 0.990265 15666\n", " 20 0.981653 0.964473 0.972987 5714\n", "\n", "avg / total 0.985662 0.985688 0.985647 21380\n", "\n", "Classification report for turbine 18, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987074 0.989531 0.988301 15666\n", " 20.0 0.981620 0.962723 0.972080 5714\n", "\n", "avg / total 0.985617 0.982367 0.983966 21380\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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989951 0.923532 0.955589 21120\n", " 20.0 0.492386 0.694842 0.576352 698\n", "\n", "avg / total 0.974033 0.916216 0.943456 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990251 0.957055 0.973370 21120\n", " 20.0 0.492552 0.710602 0.581818 698\n", "\n", "avg / total 0.974328 0.949170 0.960843 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.990435 0.975663 0.982993 21120\n", " 20 0.492596 0.714900 0.583285 698\n", "\n", "avg / total 0.974508 0.967321 0.970206 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990435 0.975663 0.982993 21120\n", " 20.0 0.489510 0.702006 0.576810 698\n", "\n", "avg / total 0.974409 0.966908 0.969999 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990635 0.961648 0.975926 21120\n", " 20.0 0.411465 0.462751 0.435604 698\n", "\n", "avg / total 0.972106 0.945687 0.958640 21818\n", "\n", "Classification report for turbine 19, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.990435 0.975663 0.982993 21120\n", " 20 0.492596 0.714900 0.583285 698\n", "\n", "avg / total 0.974508 0.967321 0.970206 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 0.963903 0.975579 0.969706 20556\n", " 20 0.470879 0.710879 0.566508 671\n", "\n", "avg / total 0.922630 0.941012 0.931039 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.990435 0.975663 0.982993 21120\n", " 20 0.492596 0.714900 0.583285 698\n", "\n", "avg / total 0.974508 0.967321 0.970206 21818\n", "\n", "Classification report for turbine 19, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.014706 0.012821 0.013699 78\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.040816 0.046875 0.043636 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 0.003534 0.009259 0.005115 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.944094 0.883161 0.912611 20173\n", " 20 0.451645 0.700155 0.549091 647\n", "\n", "avg / total 0.886616 0.837703 0.860417 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.664286 0.379592 0.483117 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 0.004255 0.027778 0.007380 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.004255 0.027778 0.007380 36\n", " 19 0.975573 0.892065 0.931952 20818\n", " 20 0.282660 0.509636 0.363636 467\n", "\n", "avg / total 0.944382 0.866441 0.902470 21818\n", "\n", "Classification report for turbine 19, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.990435 0.975663 0.982993 21120\n", " 20 0.492596 0.714900 0.583285 698\n", "\n", "avg / total 0.974508 0.967321 0.970206 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.100000 0.019231 0.032258 52\n", " 11 0.085366 0.048611 0.061947 288\n", " 12 0.033333 0.006944 0.011494 288\n", " 13 0.000000 0.000000 0.000000 288\n", " 14 0.018868 0.006944 0.010152 288\n", " 15 0.036269 0.024306 0.029106 288\n", " 16 0.000000 0.000000 0.000000 257\n", " 17 0.125000 0.003968 0.007692 252\n", " 18 0.043478 0.003968 0.007273 252\n", " 19 0.889779 0.950224 0.919009 18945\n", " 20 0.450298 0.730645 0.557196 620\n", "\n", "avg / total 0.789887 0.847145 0.815564 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.990435 0.975663 0.982993 21120\n", " 20 0.492596 0.714900 0.583285 698\n", "\n", "avg / total 0.974508 0.967321 0.970206 21818\n", "\n", "Classification report for turbine 19, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.990435 0.975663 0.982993 21120\n", " 20 0.492596 0.714900 0.583285 698\n", "\n", "avg / total 0.974508 0.967321 0.970206 21818\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 19, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.125000 0.181818 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 0.935931 0.951270 0.943538 18305\n", " 20 0.734296 0.876572 0.799151 2147\n", "\n", "avg / total 0.859936 0.885278 0.871589 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986911 0.975622 0.981234 19321\n", " 20.0 0.855835 0.898678 0.876734 2497\n", "\n", "avg / total 0.971910 0.966816 0.969274 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.986922 0.980384 0.983642 19321\n", " 20 0.855619 0.899479 0.877001 2497\n", "\n", "avg / total 0.971895 0.971125 0.971438 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.003030 0.006006 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 0.974157 0.982656 0.978388 19027\n", " 20 0.680412 0.882615 0.768435 2019\n", "\n", "avg / total 0.917547 0.938674 0.924431 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.986686 0.951245 0.968641 19321\n", " 20.0 0.893617 0.639167 0.745272 2497\n", "\n", "avg / total 0.976035 0.915528 0.943077 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 0.972438 0.980098 0.976253 19043\n", " 20 0.828952 0.897690 0.861953 2424\n", "\n", "avg / total 0.940852 0.955175 0.947848 21818\n", "\n", "Classification report for turbine 19, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.600000 0.002201 0.004386 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 0.959293 0.968832 0.964039 18705\n", " 20 0.423327 0.816974 0.557683 1355\n", "\n", "avg / total 0.886194 0.881474 0.861398 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.986922 0.980384 0.983642 19321\n", " 20 0.855619 0.899479 0.877001 2497\n", "\n", "avg / total 0.971895 0.971125 0.971438 21818\n", "\n", "Classification report for turbine 19, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.013889 0.023256 0.017391 43\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.008850 0.006944 0.007782 144\n", " 13 0.006993 0.006944 0.006969 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 0.018868 0.020833 0.019802 144\n", " 19 0.941430 0.925360 0.933326 18395\n", " 20 0.762871 0.877917 0.816361 2228\n", "\n", "avg / total 0.871889 0.870107 0.870525 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.027205 0.090659 0.041852 364\n", " 11 0.009174 0.006944 0.007905 144\n", " 12 0.003484 0.006944 0.004640 144\n", " 13 0.017241 0.013889 0.015385 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 0.933286 0.940233 0.936747 18271\n", " 20 0.581909 0.402265 0.475691 2031\n", "\n", "avg / total 0.836380 0.826519 0.829622 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 0.958474 0.980179 0.969205 18768\n", " 20 0.796571 0.893208 0.842126 2341\n", "\n", "avg / total 0.909956 0.938995 0.924075 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.007692 0.062500 0.013699 16\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.004717 0.009259 0.006250 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.014286 0.018519 0.016129 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.009756 0.018519 0.012780 108\n", " 19 0.945339 0.915755 0.930312 18470\n", " 20 0.845875 0.851702 0.848779 2468\n", "\n", "avg / total 0.896107 0.871849 0.883750 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.986922 0.980384 0.983642 19321\n", " 20 0.855619 0.899479 0.877001 2497\n", "\n", "avg / total 0.971895 0.971125 0.971438 21818\n", "\n", "Classification report for turbine 19, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.986922 0.980384 0.983642 19321\n", " 20 0.855619 0.899479 0.877001 2497\n", "\n", "avg / total 0.971895 0.971125 0.971438 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 0.003012 0.009259 0.004545 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 0.029851 0.018519 0.022857 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.929173 0.952999 0.940935 15638\n", " 20 0.873560 0.661296 0.752751 5276\n", "\n", "avg / total 0.877388 0.843111 0.856578 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.063158 0.044444 0.052174 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 0.904788 0.982432 0.942013 15312\n", " 20 0.927704 0.834274 0.878512 5491\n", "\n", "avg / total 0.868854 0.899716 0.882530 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.957268 0.984872 0.970874 16195\n", " 20 0.952483 0.873377 0.911216 5623\n", "\n", "avg / total 0.956035 0.956137 0.955499 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 0.926589 0.964082 0.944964 15619\n", " 20 0.946203 0.639230 0.762998 5613\n", "\n", "avg / total 0.906748 0.854615 0.872770 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 0.929923 0.980055 0.954331 15693\n", " 20 0.923096 0.657923 0.768272 5528\n", "\n", "avg / total 0.902748 0.871620 0.881076 21818\n", "\n", "Classification report for turbine 19, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.957098 0.980797 0.968802 16195\n", " 20.0 0.952788 0.872132 0.910678 5623\n", "\n", "avg / total 0.955987 0.952791 0.953822 21818\n", "\n", "Classification report for turbine 19, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.004684 0.062500 0.008715 32\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.018519 0.013889 0.015873 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 0.924246 0.972306 0.947667 15635\n", " 20 0.950782 0.807354 0.873218 5575\n", "\n", "avg / total 0.905339 0.903199 0.902300 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.957268 0.984872 0.970874 16195\n", " 20 0.952483 0.873377 0.911216 5623\n", "\n", "avg / total 0.956035 0.956137 0.955499 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 0.005618 0.009259 0.006993 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 0.929458 0.897277 0.913084 15683\n", " 20 0.926732 0.729635 0.816457 5426\n", "\n", "avg / total 0.898604 0.826474 0.859417 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.426647 0.326460 0.369890 873\n", " 11 0.011583 0.008333 0.009693 360\n", " 12 0.008889 0.006135 0.007260 326\n", " 13 0.008264 0.003086 0.004494 324\n", " 14 0.031250 0.009434 0.014493 318\n", " 15 0.080000 0.020833 0.033058 288\n", " 16 0.012658 0.003472 0.005450 288\n", " 17 0.005181 0.003497 0.004175 286\n", " 18 0.007042 0.004049 0.005141 247\n", " 19 0.812320 0.925249 0.865115 13739\n", " 20 0.862445 0.779618 0.818943 4769\n", "\n", "avg / total 0.719384 0.766936 0.739744 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 0.003650 0.006944 0.004785 144\n", " 19 0.892600 0.950172 0.920487 15132\n", " 20 0.903654 0.774897 0.834337 5362\n", "\n", "avg / total 0.841174 0.849482 0.843487 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.011111 0.045455 0.017857 22\n", " 11 0.007042 0.008065 0.007519 124\n", " 12 0.017699 0.018519 0.018100 108\n", " 13 0.007246 0.027778 0.011494 108\n", " 14 0.005236 0.009259 0.006689 108\n", " 15 0.013514 0.027778 0.018182 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.006667 0.009259 0.007752 108\n", " 19 0.908741 0.906963 0.907851 15338\n", " 20 0.947262 0.843672 0.892471 5578\n", "\n", "avg / total 0.881320 0.853836 0.866755 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.957268 0.984872 0.970874 16195\n", " 20 0.952483 0.873377 0.911216 5623\n", "\n", "avg / total 0.956035 0.956137 0.955499 21818\n", "\n", "Classification report for turbine 19, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.957268 0.984872 0.970874 16195\n", " 20 0.952483 0.873377 0.911216 5623\n", "\n", "avg / total 0.956035 0.956137 0.955499 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 0.010101 0.009804 0.009950 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 0.963328 0.952061 0.957661 19921\n", " 20 0.792627 0.705496 0.746528 1219\n", "\n", "avg / total 0.923902 0.908745 0.916152 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992286 0.965774 0.978851 20511\n", " 20.0 0.876305 0.834736 0.855016 1307\n", "\n", "avg / total 0.985338 0.957925 0.971432 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 0.987128 0.992402 0.989758 20401\n", " 20 0.876911 0.878927 0.877918 1305\n", "\n", "avg / total 0.975469 0.980521 0.977988 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992266 0.969577 0.980791 20511\n", " 20.0 0.872340 0.784239 0.825947 1307\n", "\n", "avg / total 0.985082 0.958475 0.971515 21818\n", "\n", "Classification report for turbine 19, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.101266 0.086957 0.093567 184\n", " 11 0.000000 0.000000 0.000000 121\n", " 12 0.029412 0.018519 0.022727 108\n", " 13 0.000000 0.000000 0.000000 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.029412 0.009259 0.014085 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 0.969493 0.970800 0.970146 20034\n", " 20 0.500000 0.714646 0.588358 792\n", "\n", "avg / total 0.909516 0.918233 0.913149 21818\n", "\n", "Classification report for turbine 19, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992203 0.986446 0.989316 20511\n", " 20.0 0.878067 0.876052 0.877059 1307\n", "\n", "avg / total 0.985366 0.979833 0.982591 21818\n", "\n", "Classification report for turbine 19, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.070000 0.333333 0.115702 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 0.986413 0.965597 0.975894 20376\n", " 20 0.760563 0.810238 0.784615 1133\n", "\n", "avg / total 0.960782 0.944175 0.952251 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.992248 0.992199 0.992223 20511\n", " 20 0.877676 0.878347 0.878011 1307\n", "\n", "avg / total 0.985384 0.985379 0.985382 21818\n", "\n", "Classification report for turbine 19, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.666667 0.198068 0.305400 414\n", " 11 0.013793 0.007937 0.010076 252\n", " 12 0.000000 0.000000 0.000000 252\n", " 13 0.053571 0.035714 0.042857 252\n", " 14 0.018519 0.008696 0.011834 230\n", " 15 0.008333 0.004630 0.005952 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 0.901777 0.944841 0.922807 18637\n", " 20 0.657682 0.797386 0.720827 918\n", "\n", "avg / total 0.811679 0.845036 0.825183 21818\n", "\n", "Classification report for turbine 19, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992953 0.920482 0.955345 20511\n", " 20.0 0.876329 0.693956 0.774552 1307\n", "\n", "avg / total 0.985966 0.906912 0.944514 21818\n", "\n", "Classification report for turbine 19, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992297 0.948418 0.969862 20511\n", " 20.0 0.882455 0.781178 0.828734 1307\n", "\n", "avg / total 0.985717 0.938399 0.961407 21818\n", "\n", "Classification report for turbine 19, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.068182 0.100000 0.081081 30\n", " 11 0.037879 0.027778 0.032051 180\n", " 12 0.009174 0.011111 0.010050 180\n", " 13 0.011050 0.011111 0.011080 180\n", " 14 0.005952 0.005556 0.005747 180\n", " 15 0.000000 0.000000 0.000000 180\n", " 16 0.000000 0.000000 0.000000 180\n", " 17 0.008264 0.005556 0.006645 180\n", " 18 0.015789 0.016667 0.016216 180\n", " 19 0.925577 0.929255 0.927412 19125\n", " 20 0.832000 0.850368 0.841084 1223\n", "\n", "avg / total 0.858791 0.863003 0.860874 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.992248 0.992199 0.992223 20511\n", " 20 0.877676 0.878347 0.878011 1307\n", "\n", "avg / total 0.985384 0.985379 0.985382 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 0.980205 0.992349 0.986240 20259\n", " 20 0.842508 0.877389 0.859594 1256\n", "\n", "avg / total 0.958665 0.971950 0.965252 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 0.014706 0.027778 0.019231 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.011628 0.027778 0.016393 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.982378 0.962558 0.972367 20966\n", " 20 0.808853 0.721724 0.762808 557\n", "\n", "avg / total 0.964709 0.943487 0.953929 21818\n", "\n", "Classification report for turbine 19, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.200000 0.153846 15\n", " 11 0.000000 0.000000 0.000000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.040816 0.027778 0.033058 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 0.969972 0.977616 0.973779 20684\n", " 20 0.800360 0.819521 0.809827 543\n", "\n", "avg / total 0.939697 0.947429 0.943536 21818\n", "\n", "Classification report for turbine 19, turbine category 2\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 17\n", " 11.0 0.000000 0.000000 0.000000 36\n", " 12.0 0.000000 0.000000 0.000000 36\n", " 13.0 0.000000 0.000000 0.000000 36\n", " 14.0 0.000000 0.000000 0.000000 36\n", " 15.0 0.000000 0.000000 0.000000 32\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987718 0.991982 0.989845 21078\n", " 20.0 0.802768 0.848263 0.824889 547\n", "\n", "avg / total 0.974344 0.979604 0.976954 21818\n", "\n", "Classification report for turbine 19, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996007 0.973936 0.984847 21255\n", " 20.0 0.838041 0.790409 0.813528 563\n", "\n", "avg / total 0.991930 0.969200 0.980427 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 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 0.982651 0.972249 0.977422 20972\n", " 20 0.742230 0.792969 0.766761 512\n", "\n", "avg / total 0.961966 0.953158 0.957516 21818\n", "\n", "Classification report for turbine 19, turbine category 5\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996078 0.991861 0.993965 21255\n", " 20.0 0.830450 0.852575 0.841367 563\n", "\n", "avg / total 0.991804 0.988267 0.990027 21818\n", "\n", "Classification report for turbine 19, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.732824 0.197125 0.310680 487\n", " 11 0.000000 0.000000 0.000000 379\n", " 12 0.028571 0.002778 0.005063 360\n", " 13 0.045455 0.005556 0.009901 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 0.021739 0.002778 0.004926 360\n", " 18 0.029412 0.002778 0.005076 360\n", " 19 0.853023 0.982942 0.913386 18115\n", " 20 0.470149 0.794953 0.590856 317\n", "\n", "avg / total 0.733500 0.832294 0.774295 21818\n", "\n", "Classification report for turbine 19, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.996092 0.995389 0.995741 21255\n", " 20 0.830450 0.852575 0.841367 563\n", "\n", "avg / total 0.991818 0.991704 0.991757 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 0.982570 0.916647 0.948464 20971\n", " 20 0.807921 0.735135 0.769811 555\n", "\n", "avg / total 0.964977 0.899762 0.931226 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 0.009434 0.027778 0.014085 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.983048 0.942789 0.962498 20975\n", " 20 0.802372 0.738182 0.768939 550\n", "\n", "avg / total 0.965308 0.925016 0.944716 21818\n", "\n", "Classification report for turbine 19, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996104 0.974312 0.985087 21255\n", " 20.0 0.833028 0.806394 0.819495 563\n", "\n", "avg / total 0.991896 0.969979 0.980814 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 24\n", " 11 0.011765 0.006944 0.008734 144\n", " 12 0.008621 0.006944 0.007692 144\n", " 13 0.000000 0.000000 0.000000 144\n", " 14 0.006173 0.006944 0.006536 144\n", " 15 0.023669 0.027778 0.025559 144\n", " 16 0.018634 0.020833 0.019672 144\n", " 17 0.000000 0.000000 0.000000 144\n", " 18 0.009091 0.013889 0.010989 144\n", " 19 0.942959 0.936021 0.939477 20116\n", " 20 0.787037 0.807985 0.797373 526\n", "\n", "avg / total 0.888888 0.883032 0.885936 21818\n", "\n", "Classification report for turbine 19, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.996092 0.995389 0.995741 21255\n", " 20 0.830450 0.852575 0.841367 563\n", "\n", "avg / total 0.991818 0.991704 0.991757 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 0.982551 0.991033 0.986774 20966\n", " 20 0.822380 0.829749 0.826048 558\n", "\n", "avg / total 0.965214 0.973554 0.969366 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.982425 0.921448 0.950960 20687\n", " 20.0 0.705942 0.656982 0.680583 1067\n", "\n", "avg / total 0.968864 0.908477 0.937699 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.318584 0.283465 0.300000 127\n", " 11 0.000000 0.000000 0.000000 144\n", " 12 0.012195 0.013889 0.012987 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 0.930193 0.961346 0.945513 19558\n", " 20 0.614286 0.609597 0.611932 917\n", "\n", "avg / total 0.864128 0.891744 0.877699 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.983271 0.985885 0.984576 20687\n", " 20 0.711462 0.674789 0.692641 1067\n", "\n", "avg / total 0.969939 0.970626 0.970257 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 0.969289 0.985684 0.977418 20397\n", " 20 0.698617 0.670778 0.684414 1054\n", "\n", "avg / total 0.942674 0.956698 0.949608 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 0.970170 0.979770 0.974946 20415\n", " 20 0.689109 0.669875 0.679356 1039\n", "\n", "avg / total 0.943367 0.951457 0.947384 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.983271 0.985885 0.984576 20687\n", " 20 0.711462 0.674789 0.692641 1067\n", "\n", "avg / total 0.969939 0.970626 0.970257 21754\n", "\n", "Classification report for turbine 20, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.150000 0.091837 0.113924 98\n", " 11 0.000000 0.000000 0.000000 89\n", " 12 0.025641 0.041667 0.031746 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 0.959681 0.944216 0.951886 20167\n", " 20 0.637895 0.624742 0.631250 970\n", "\n", "avg / total 0.918875 0.903742 0.911209 21754\n", "\n", "Classification report for turbine 20, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.983271 0.985885 0.984576 20687\n", " 20 0.711462 0.674789 0.692641 1067\n", "\n", "avg / total 0.969939 0.970626 0.970257 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 0.028090 0.138889 0.046729 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.017699 0.055556 0.026846 36\n", " 17 0.025974 0.055556 0.035398 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.968429 0.921555 0.944411 20371\n", " 20 0.698361 0.601695 0.646434 1062\n", "\n", "avg / total 0.941074 0.892755 0.916109 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.056180 0.026316 0.035842 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 0.027027 0.009259 0.013793 108\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.942375 0.974540 0.958188 19835\n", " 20 0.540130 0.575723 0.557359 865\n", "\n", "avg / total 0.881347 0.911740 0.896206 21754\n", "\n", "Classification report for turbine 20, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.983271 0.985885 0.984576 20687\n", " 20 0.711462 0.674789 0.692641 1067\n", "\n", "avg / total 0.969939 0.970626 0.970257 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.120000 0.057692 0.077922 52\n", " 11 0.000000 0.000000 0.000000 288\n", " 12 0.000000 0.000000 0.000000 288\n", " 13 0.016393 0.010417 0.012739 288\n", " 14 0.000000 0.000000 0.000000 288\n", " 15 0.031579 0.010417 0.015666 288\n", " 16 0.033058 0.013889 0.019560 288\n", " 17 0.008621 0.003472 0.004950 288\n", " 18 0.014563 0.010417 0.012146 288\n", " 19 0.887607 0.947670 0.916656 18517\n", " 20 0.605870 0.656073 0.629973 881\n", "\n", "avg / total 0.781735 0.834008 0.806818 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.983271 0.985885 0.984576 20687\n", " 20 0.711462 0.674789 0.692641 1067\n", "\n", "avg / total 0.969939 0.970626 0.970257 21754\n", "\n", "Classification report for turbine 20, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.983271 0.985885 0.984576 20687\n", " 20 0.711462 0.674789 0.692641 1067\n", "\n", "avg / total 0.969939 0.970626 0.970257 21754\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 20, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10 0.020408 0.090909 0.033333 11\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.017544 0.027778 0.021505 36\n", " 14 0.006711 0.027778 0.010811 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.017857 0.027778 0.021739 36\n", " 19 0.958592 0.953028 0.955802 16712\n", " 20 0.921771 0.904280 0.912942 4743\n", "\n", "avg / total 0.937468 0.929484 0.933426 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.018868 0.086957 0.031008 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 0.027397 0.055556 0.036697 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.007634 0.027778 0.011976 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.959301 0.924771 0.941719 16669\n", " 20 0.925651 0.871616 0.897821 4728\n", "\n", "avg / total 0.936362 0.898455 0.916903 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.975783 0.978998 0.977388 16998\n", " 20 0.924043 0.913162 0.918570 4756\n", "\n", "avg / total 0.964471 0.964604 0.964529 21754\n", "\n", "Classification report for turbine 20, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.975566 0.970114 0.972833 16998\n", " 20.0 0.920649 0.870900 0.895084 4756\n", "\n", "avg / total 0.963560 0.948423 0.955835 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 0.025641 0.027778 0.026667 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.959222 0.968580 0.963878 16709\n", " 20 0.913025 0.896156 0.904512 4709\n", "\n", "avg / total 0.934449 0.937988 0.936184 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.975783 0.978998 0.977388 16998\n", " 20 0.924043 0.913162 0.918570 4756\n", "\n", "avg / total 0.964471 0.964604 0.964529 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 602\n", " 11 0.000000 0.000000 0.000000 36\n", " 12 0.012048 0.027778 0.016807 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.965515 0.946833 0.956083 16796\n", " 20 0.788134 0.852262 0.818944 4068\n", "\n", "avg / total 0.892864 0.890457 0.891350 21754\n", "\n", "Classification report for turbine 20, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.975783 0.978998 0.977388 16998\n", " 20 0.924043 0.913162 0.918570 4756\n", "\n", "avg / total 0.964471 0.964604 0.964529 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.035714 0.110092 0.053933 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 0.973839 0.936267 0.954683 16977\n", " 20 0.820813 0.842093 0.831317 4243\n", "\n", "avg / total 0.920266 0.895468 0.907457 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.939156 0.568957 0.708620 3988\n", " 11 0.015152 0.001880 0.003344 532\n", " 12 0.028169 0.004988 0.008475 401\n", " 13 0.028169 0.005814 0.009639 344\n", " 14 0.023622 0.010417 0.014458 288\n", " 15 0.027778 0.003472 0.006173 288\n", " 16 0.016667 0.004184 0.006689 239\n", " 17 0.000000 0.000000 0.000000 216\n", " 18 0.000000 0.000000 0.000000 216\n", " 19 0.837084 0.954182 0.891806 14383\n", " 20 0.263824 0.727590 0.387237 859\n", "\n", "avg / total 0.738237 0.764365 0.735565 21754\n", "\n", "Classification report for turbine 20, turbine category 10\n", " precision recall f1-score support\n", "\n", " 19 0.975783 0.978998 0.977388 16998\n", " 20 0.924043 0.913162 0.918570 4756\n", "\n", "avg / total 0.964471 0.964604 0.964529 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.029851 0.166667 0.050633 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 0.033285 0.319444 0.060288 72\n", " 15 0.005556 0.013889 0.007937 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.031496 0.055556 0.040201 72\n", " 19 0.949144 0.869005 0.907308 16451\n", " 20 0.923913 0.847296 0.883947 4715\n", "\n", "avg / total 0.918269 0.842190 0.878108 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.975783 0.978998 0.977388 16998\n", " 20 0.924043 0.913162 0.918570 4756\n", "\n", "avg / total 0.964471 0.964604 0.964529 21754\n", "\n", "Classification report for turbine 20, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.975783 0.978998 0.977388 16998\n", " 20 0.924043 0.913162 0.918570 4756\n", "\n", "avg / total 0.964471 0.964604 0.964529 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 0.942677 0.966566 0.954472 15942\n", " 20 0.911840 0.928243 0.919968 5003\n", "\n", "avg / total 0.900528 0.921807 0.911042 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.017045 0.109091 0.029484 55\n", " 11 0.000000 0.000000 0.000000 271\n", " 12 0.055118 0.027778 0.036939 252\n", " 13 0.000000 0.000000 0.000000 250\n", " 14 0.006579 0.005814 0.006173 172\n", " 15 0.031915 0.020833 0.025210 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 0.908862 0.935938 0.922201 15407\n", " 20 0.868822 0.872826 0.870819 4773\n", "\n", "avg / total 0.835261 0.855153 0.844920 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.979368 0.983094 0.981228 16562\n", " 20 0.945408 0.933937 0.939638 5192\n", "\n", "avg / total 0.971263 0.971362 0.971301 21754\n", "\n", "Classification report for turbine 20, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979328 0.978263 0.978795 16562\n", " 20.0 0.944709 0.918143 0.931237 5192\n", "\n", "avg / total 0.971065 0.963915 0.967445 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 0.978138 0.962591 0.970302 16547\n", " 20 0.892612 0.926755 0.909363 4915\n", "\n", "avg / total 0.945685 0.941574 0.943510 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.979368 0.983094 0.981228 16562\n", " 20 0.945408 0.933937 0.939638 5192\n", "\n", "avg / total 0.971263 0.971362 0.971301 21754\n", "\n", "Classification report for turbine 20, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.002079 0.083333 0.004057 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 0.017442 0.029703 0.021978 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 0.952239 0.953365 0.952802 16061\n", " 20 0.899555 0.818938 0.857355 4932\n", "\n", "avg / total 0.907065 0.889721 0.897936 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 0.923609 0.982783 0.952278 15624\n", " 20 0.841100 0.932555 0.884470 4626\n", "\n", "avg / total 0.842208 0.904156 0.872021 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.059524 0.013429 0.021914 1117\n", " 11 0.012903 0.007752 0.009685 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 0.000000 0.000000 0.000000 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 0.898733 0.956822 0.926868 15193\n", " 20 0.672666 0.659422 0.665978 3911\n", "\n", "avg / total 0.751818 0.787579 0.768297 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.122379 0.763441 0.210943 558\n", " 11 0.011737 0.034014 0.017452 147\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.005747 0.009259 0.007092 108\n", " 14 0.003257 0.009259 0.004819 108\n", " 15 0.004032 0.018519 0.006623 108\n", " 16 0.013636 0.027778 0.018293 108\n", " 17 0.002985 0.009259 0.004515 108\n", " 18 0.005650 0.009259 0.007018 108\n", " 19 0.946418 0.812743 0.874502 15930\n", " 20 0.809547 0.388723 0.525240 4363\n", "\n", "avg / total 0.858799 0.693344 0.751491 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 0.963068 0.983235 0.973047 16284\n", " 20 0.943654 0.935085 0.939350 5176\n", "\n", "avg / total 0.945433 0.958490 0.951879 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.012048 0.076923 0.020833 13\n", " 11 0.017857 0.041667 0.025000 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.007299 0.013889 0.009569 72\n", " 14 0.016807 0.027778 0.020942 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.007752 0.013889 0.009950 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.016667 0.041667 0.023810 72\n", " 19 0.946790 0.920180 0.933295 16011\n", " 20 0.942677 0.867870 0.903728 5154\n", "\n", "avg / total 0.920408 0.883378 0.901329 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.979368 0.983094 0.981228 16562\n", " 20 0.945408 0.933937 0.939638 5192\n", "\n", "avg / total 0.971263 0.971362 0.971301 21754\n", "\n", "Classification report for turbine 20, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.979368 0.983094 0.981228 16562\n", " 20 0.945408 0.933937 0.939638 5192\n", "\n", "avg / total 0.971263 0.971362 0.971301 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 0.936749 0.968235 0.952232 19487\n", " 20 0.863900 0.454084 0.595278 1971\n", "\n", "avg / total 0.917403 0.908477 0.906934 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 0.942164 0.945281 0.943720 19646\n", " 20 0.863590 0.464424 0.604017 1813\n", "\n", "avg / total 0.922839 0.892388 0.902612 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.949284 0.992770 0.970540 19778\n", " 20 0.866355 0.469130 0.608667 1976\n", "\n", "avg / total 0.941752 0.945205 0.937670 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 0.936734 0.990574 0.962902 19521\n", " 20 0.834425 0.460982 0.593875 1935\n", "\n", "avg / total 0.914802 0.929898 0.916887 21754\n", "\n", "Classification report for turbine 20, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.950879 0.984629 0.967460 19778\n", " 20.0 0.841871 0.382591 0.526096 1976\n", "\n", "avg / total 0.940977 0.929944 0.927369 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.949284 0.992770 0.970540 19778\n", " 20 0.866355 0.469130 0.608667 1976\n", "\n", "avg / total 0.941752 0.945205 0.937670 21754\n", "\n", "Classification report for turbine 20, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.016667 0.045455 0.024390 22\n", " 11 0.000000 0.000000 0.000000 123\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.016667 0.009259 0.011905 108\n", " 14 0.012346 0.012048 0.012195 83\n", " 15 0.027027 0.027778 0.027397 72\n", " 16 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 0.916695 0.970548 0.942854 19116\n", " 20 0.802817 0.420221 0.551676 1899\n", "\n", "avg / total 0.875850 0.889767 0.876898 21754\n", "\n", "Classification report for turbine 20, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.117647 0.044944 0.065041 89\n", " 11 0.025000 0.041667 0.031250 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 0.935547 0.976129 0.955408 19480\n", " 20 0.747114 0.384449 0.507665 1852\n", "\n", "avg / total 0.901921 0.907144 0.899125 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.948339 0.964354 0.956280 19778\n", " 20.0 0.869611 0.418522 0.565084 1976\n", "\n", "avg / total 0.941188 0.914774 0.920746 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.952642 0.931641 0.942025 19778\n", " 20.0 0.850508 0.296559 0.439775 1976\n", "\n", "avg / total 0.943365 0.873954 0.896403 21754\n", "\n", "Classification report for turbine 20, turbine category 10\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.948811 0.982152 0.965193 19778\n", " 20.0 0.865979 0.467611 0.607295 1976\n", "\n", "avg / total 0.941287 0.935414 0.932684 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 16\n", " 11 0.006211 0.009259 0.007435 108\n", " 12 0.005076 0.009259 0.006557 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 0.010000 0.009259 0.009615 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.913743 0.934557 0.924033 19009\n", " 20 0.834314 0.456300 0.589948 1865\n", "\n", "avg / total 0.870076 0.855889 0.858130 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.949284 0.992770 0.970540 19778\n", " 20 0.866355 0.469130 0.608667 1976\n", "\n", "avg / total 0.941752 0.945205 0.937670 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 0.936279 0.993026 0.963818 19502\n", " 20 0.841121 0.462250 0.596619 1947\n", "\n", "avg / total 0.914636 0.931599 0.917441 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 0.002370 0.027778 0.004367 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.966157 0.964381 0.965268 15778\n", " 20 0.934177 0.844245 0.886937 5682\n", "\n", "avg / total 0.944750 0.920015 0.931770 21754\n", "\n", "Classification report for turbine 20, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10 0.188406 0.081250 0.113537 160\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.017857 0.009259 0.012195 108\n", " 14 0.000000 0.000000 0.000000 108\n", " 15 0.025641 0.009259 0.013605 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 0.929879 0.967508 0.948320 15173\n", " 20 0.908729 0.822386 0.863404 5557\n", "\n", "avg / total 0.882307 0.885584 0.882953 21754\n", "\n", "Classification report for turbine 20, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.967979 0.993415 0.980532 15793\n", " 20 0.981248 0.912934 0.945859 5961\n", "\n", "avg / total 0.971615 0.971362 0.971031 21754\n", "\n", "Classification report for turbine 20, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.933333 0.022082 0.043143 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 0.949148 0.985732 0.967094 15489\n", " 20 0.874345 0.905109 0.889461 5343\n", "\n", "avg / total 0.917749 0.924795 0.908296 21754\n", "\n", "Classification report for turbine 20, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.967840 0.988982 0.978297 15793\n", " 20.0 0.981080 0.887267 0.931818 5961\n", "\n", "avg / total 0.971468 0.961111 0.965561 21754\n", "\n", "Classification report for turbine 20, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.967979 0.993415 0.980532 15793\n", " 20 0.981248 0.912934 0.945859 5961\n", "\n", "avg / total 0.971615 0.971362 0.971031 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 0.016129 0.009259 0.011765 108\n", " 17 0.000000 0.000000 0.000000 108\n", " 18 0.000000 0.000000 0.000000 108\n", " 19 0.928916 0.964354 0.946303 15177\n", " 20 0.939262 0.905981 0.922321 5701\n", "\n", "avg / total 0.894301 0.910269 0.901971 21754\n", "\n", "Classification report for turbine 20, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10 0.260870 0.074074 0.115385 81\n", " 11 0.002101 0.005556 0.003049 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 0.035714 0.006944 0.011628 144\n", " 17 0.058824 0.013889 0.022472 144\n", " 18 0.000000 0.000000 0.000000 144\n", " 19 0.901971 0.975299 0.937202 14736\n", " 20 0.938735 0.836415 0.884626 5679\n", "\n", "avg / total 0.857665 0.879470 0.866471 21754\n", "\n", "Classification report for turbine 20, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.967388 0.971063 0.969222 15793\n", " 20.0 0.983409 0.904882 0.942513 5961\n", "\n", "avg / total 0.971778 0.952928 0.961903 21754\n", "\n", "Classification report for turbine 20, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.046759 0.500000 0.085520 88\n", " 11 0.012195 0.013889 0.012987 72\n", " 12 0.000000 0.000000 0.000000 72\n", " 13 0.013514 0.013889 0.013699 72\n", " 14 0.054545 0.041667 0.047244 72\n", " 15 0.016129 0.013889 0.014925 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.014599 0.027778 0.019139 72\n", " 19 0.945045 0.952894 0.948953 15412\n", " 20 0.948407 0.770518 0.850258 5678\n", "\n", "avg / total 0.917633 0.878597 0.894931 21754\n", "\n", "Classification report for turbine 20, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.967870 0.989932 0.978777 15793\n", " 20.0 0.981425 0.912934 0.945941 5961\n", "\n", "avg / total 0.971584 0.968833 0.969779 21754\n", "\n", "Classification report for turbine 20, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.031746 0.105263 0.048780 19\n", " 11 0.069767 0.055556 0.061856 108\n", " 12 0.028571 0.027778 0.028169 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 0.007092 0.009259 0.008032 108\n", " 18 0.019802 0.018519 0.019139 108\n", " 19 0.922028 0.942715 0.932257 15065\n", " 20 0.958087 0.893731 0.924791 5806\n", "\n", "avg / total 0.894876 0.892020 0.893048 21754\n", "\n", "Classification report for turbine 20, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.967979 0.993415 0.980532 15793\n", " 20 0.981248 0.912934 0.945859 5961\n", "\n", "avg / total 0.971615 0.971362 0.971031 21754\n", "\n", "Classification report for turbine 20, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.967730 0.985500 0.976534 15793\n", " 20.0 0.981347 0.909076 0.943830 5961\n", "\n", "avg / total 0.971461 0.964558 0.967573 21754\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", " 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 0.980193 0.972476 0.976319 15114\n", " 20 0.611722 0.899058 0.728065 743\n", "\n", "avg / total 0.949161 0.955181 0.950895 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.994865 0.972680 0.983648 15337\n", " 20 0.616300 0.897333 0.730727 750\n", "\n", "avg / total 0.977216 0.969168 0.971856 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994865 0.972680 0.983648 15337\n", " 20 0.616300 0.897333 0.730727 750\n", "\n", "avg / total 0.977216 0.969168 0.971856 16087\n", "\n", "Classification report for turbine 21, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994908 0.942688 0.968094 15337\n", " 20.0 0.605138 0.848000 0.706274 750\n", "\n", "avg / total 0.976736 0.938273 0.955888 16087\n", "\n", "Classification report for turbine 21, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994924 0.958401 0.976321 15337\n", " 20.0 0.616162 0.894667 0.729744 750\n", "\n", "avg / total 0.977265 0.955430 0.964825 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.994865 0.972680 0.983648 15337\n", " 20 0.616300 0.897333 0.730727 750\n", "\n", "avg / total 0.977216 0.969168 0.971856 16087\n", "\n", "Classification report for turbine 21, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994838 0.942492 0.967958 15337\n", " 20.0 0.608083 0.862667 0.713341 750\n", "\n", "avg / total 0.976807 0.938770 0.956087 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.994865 0.972680 0.983648 15337\n", " 20 0.616300 0.897333 0.730727 750\n", "\n", "avg / total 0.977216 0.969168 0.971856 16087\n", "\n", "Classification report for turbine 21, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.418006 0.760234 0.539419 171\n", " 11 0.007792 0.034091 0.012685 88\n", " 12 0.008475 0.051282 0.014545 78\n", " 13 0.004662 0.024390 0.007828 82\n", " 14 0.015453 0.094595 0.026565 74\n", " 15 0.003745 0.012658 0.005780 79\n", " 16 0.005510 0.026316 0.009112 76\n", " 17 0.006452 0.012821 0.008584 78\n", " 18 0.000000 0.000000 0.000000 82\n", " 19 0.959167 0.810996 0.878881 14714\n", " 20 0.411160 0.495575 0.449438 565\n", "\n", "avg / total 0.896442 0.768509 0.825803 16087\n", "\n", "Classification report for turbine 21, turbine category 9\n", " precision recall f1-score support\n", "\n", " 19 0.994865 0.972680 0.983648 15337\n", " 20 0.616300 0.897333 0.730727 750\n", "\n", "avg / total 0.977216 0.969168 0.971856 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 0.964646 0.964127 0.964387 14886\n", " 20 0.560953 0.906667 0.693092 675\n", "\n", "avg / total 0.916166 0.930192 0.921470 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.052632 0.117647 0.072727 17\n", " 11 0.010949 0.029703 0.016000 101\n", " 12 0.000000 0.000000 0.000000 103\n", " 13 0.003195 0.009709 0.004808 103\n", " 14 0.005348 0.008621 0.006601 116\n", " 15 0.000000 0.000000 0.000000 105\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.013441 0.045872 0.020790 109\n", " 18 0.006116 0.017857 0.009112 112\n", " 19 0.943211 0.850048 0.894210 14498\n", " 20 0.578838 0.778243 0.663891 717\n", "\n", "avg / total 0.876161 0.801641 0.835934 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.994865 0.972680 0.983648 15337\n", " 20 0.616300 0.897333 0.730727 750\n", "\n", "avg / total 0.977216 0.969168 0.971856 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.994865 0.972680 0.983648 15337\n", " 20 0.616300 0.897333 0.730727 750\n", "\n", "avg / total 0.977216 0.969168 0.971856 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993333 0.987902 0.990610 14630\n", " 20.0 0.897555 0.932052 0.914478 1457\n", "\n", "avg / total 0.984659 0.982843 0.983715 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.993275 0.989405 0.991337 14630\n", " 20 0.897622 0.932739 0.914843 1457\n", "\n", "avg / total 0.984612 0.984273 0.984409 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.993275 0.989405 0.991337 14630\n", " 20 0.897622 0.932739 0.914843 1457\n", "\n", "avg / total 0.984612 0.984273 0.984409 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 0.992536 0.973187 0.982766 14620\n", " 20 0.679540 0.684603 0.682062 1208\n", "\n", "avg / total 0.953053 0.935849 0.944363 16087\n", "\n", "Classification report for turbine 21, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993218 0.980930 0.987035 14630\n", " 20.0 0.896156 0.912148 0.904082 1457\n", "\n", "avg / total 0.984427 0.974700 0.979522 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.993275 0.989405 0.991337 14630\n", " 20 0.897622 0.932739 0.914843 1457\n", "\n", "avg / total 0.984612 0.984273 0.984409 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 0.153846 0.023529 0.040816 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 0.968261 0.979392 0.973794 14266\n", " 20 0.659589 0.919519 0.768161 1081\n", "\n", "avg / total 0.903792 0.930441 0.915398 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.993275 0.989405 0.991337 14630\n", " 20 0.897622 0.932739 0.914843 1457\n", "\n", "avg / total 0.984612 0.984273 0.984409 16087\n", "\n", "Classification report for turbine 21, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.003125 0.125000 0.006098 8\n", " 11 0.000000 0.000000 0.000000 29\n", " 12 0.012195 0.066667 0.020619 30\n", " 13 0.000000 0.000000 0.000000 28\n", " 14 0.004255 0.033333 0.007547 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 0.978592 0.865816 0.918756 14413\n", " 20 0.872008 0.577931 0.695147 1450\n", "\n", "avg / total 0.955391 0.828060 0.885863 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 0.930557 0.989565 0.959154 13704\n", " 20 0.544914 0.912611 0.682382 904\n", "\n", "avg / total 0.823332 0.894262 0.855419 16087\n", "\n", "Classification report for turbine 21, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.102326 0.594595 0.174603 37\n", " 11 0.009009 0.012987 0.010638 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 0.964675 0.960527 0.962597 14187\n", " 20 0.870968 0.866619 0.868788 1402\n", "\n", "avg / total 0.926924 0.924038 0.925075 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.058824 0.125000 0.080000 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 0.016667 0.018182 0.017391 55\n", " 16 0.011905 0.021277 0.015267 47\n", " 17 0.004132 0.019608 0.006826 51\n", " 18 0.006623 0.014925 0.009174 67\n", " 19 0.966478 0.938220 0.952140 14228\n", " 20 0.883805 0.852241 0.867736 1428\n", "\n", "avg / total 0.933408 0.905762 0.919342 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.993275 0.989405 0.991337 14630\n", " 20 0.897622 0.932739 0.914843 1457\n", "\n", "avg / total 0.984612 0.984273 0.984409 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.993275 0.989405 0.991337 14630\n", " 20 0.897622 0.932739 0.914843 1457\n", "\n", "avg / total 0.984612 0.984273 0.984409 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", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979565 0.994702 0.987076 13590\n", " 20.0 0.975341 0.887064 0.929111 2497\n", "\n", "avg / total 0.978910 0.977995 0.978078 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 0.962580 0.995807 0.978911 13355\n", " 20 0.940995 0.886354 0.912858 2411\n", "\n", "avg / total 0.940137 0.959533 0.949479 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.979589 0.995879 0.987667 13590\n", " 20 0.975341 0.887064 0.929111 2497\n", "\n", "avg / total 0.978930 0.978989 0.978578 16087\n", "\n", "Classification report for turbine 21, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.007491 0.181818 0.014388 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 0.948561 0.985950 0.966894 13167\n", " 20 0.958476 0.680258 0.795750 2477\n", "\n", "avg / total 0.923971 0.911854 0.913926 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 0.969600 0.990932 0.980150 13454\n", " 20 0.939312 0.860224 0.898030 2411\n", "\n", "avg / total 0.951680 0.957668 0.954316 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.979589 0.995879 0.987667 13590\n", " 20 0.975341 0.887064 0.929111 2497\n", "\n", "avg / total 0.978930 0.978989 0.978578 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 0.963605 0.976071 0.969798 13373\n", " 20 0.966154 0.760905 0.851333 2476\n", "\n", "avg / total 0.949742 0.928514 0.937217 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.979589 0.995879 0.987667 13590\n", " 20 0.975341 0.887064 0.929111 2497\n", "\n", "avg / total 0.978930 0.978989 0.978578 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 0.019355 0.058824 0.029126 51\n", " 15 0.000000 0.000000 0.000000 61\n", " 16 0.000000 0.000000 0.000000 56\n", " 17 0.008065 0.018182 0.011173 55\n", " 18 0.017241 0.035088 0.023121 57\n", " 19 0.950242 0.906915 0.928073 13203\n", " 20 0.959291 0.820229 0.884327 2442\n", "\n", "avg / total 0.925657 0.869211 0.896146 16087\n", "\n", "Classification report for turbine 21, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979317 0.968580 0.973919 13590\n", " 20.0 0.968037 0.679215 0.798305 2497\n", "\n", "avg / total 0.977566 0.923665 0.946660 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 0.963486 0.975382 0.969397 13364\n", " 20 0.970680 0.881048 0.923695 2480\n", "\n", "avg / total 0.950041 0.946106 0.947709 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.011111 0.052632 0.018349 19\n", " 11 0.019231 0.019802 0.019512 101\n", " 12 0.006944 0.008696 0.007722 115\n", " 13 0.015748 0.018182 0.016878 110\n", " 14 0.000000 0.000000 0.000000 116\n", " 15 0.011976 0.018018 0.014388 111\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.016393 0.018868 0.017544 106\n", " 18 0.008264 0.011494 0.009615 87\n", " 19 0.918988 0.931749 0.925324 12747\n", " 20 0.965737 0.799109 0.874557 2469\n", "\n", "avg / total 0.876933 0.861627 0.868014 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.979589 0.995879 0.987667 13590\n", " 20 0.975341 0.887064 0.929111 2497\n", "\n", "avg / total 0.978930 0.978989 0.978578 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.979589 0.995879 0.987667 13590\n", " 20 0.975341 0.887064 0.929111 2497\n", "\n", "avg / total 0.978930 0.978989 0.978578 16087\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 21, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995988 0.994876 0.995432 15223\n", " 20.0 0.914481 0.928241 0.921310 864\n", "\n", "avg / total 0.991611 0.991297 0.991451 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995965 0.989030 0.992485 15223\n", " 20.0 0.913194 0.913194 0.913194 864\n", "\n", "avg / total 0.991519 0.984957 0.988227 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.995989 0.995073 0.995531 15223\n", " 20 0.914579 0.929398 0.921929 864\n", "\n", "avg / total 0.991617 0.991546 0.991578 16087\n", "\n", "Classification report for turbine 21, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.028571 0.017544 0.021739 57\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.000000 0.000000 0.000000 108\n", " 13 0.010989 0.009259 0.010050 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 0.940213 0.970298 0.955018 14376\n", " 20 0.819539 0.757842 0.787484 797\n", "\n", "avg / total 0.880990 0.904768 0.892602 16087\n", "\n", "Classification report for turbine 21, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995964 0.988833 0.992386 15223\n", " 20.0 0.912281 0.902778 0.907504 864\n", "\n", "avg / total 0.991470 0.984211 0.987827 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.995989 0.995073 0.995531 15223\n", " 20 0.914579 0.929398 0.921929 864\n", "\n", "avg / total 0.991617 0.991546 0.991578 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 0.977689 0.982992 0.980333 14934\n", " 20 0.783851 0.834656 0.808456 756\n", "\n", "avg / total 0.944452 0.951762 0.948063 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 0.979354 0.994990 0.987110 14970\n", " 20 0.766515 0.923182 0.837586 729\n", "\n", "avg / total 0.946088 0.967738 0.956526 16087\n", "\n", "Classification report for turbine 21, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.247059 0.120690 0.162162 174\n", " 11.0 0.268966 0.330508 0.296578 118\n", " 12.0 0.006849 0.019231 0.010101 52\n", " 13.0 0.000000 0.000000 0.000000 51\n", " 14.0 0.000000 0.000000 0.000000 28\n", " 15.0 0.000000 0.000000 0.000000 9\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.981549 0.939863 0.960253 14999\n", " 20.0 0.693750 0.676829 0.685185 656\n", "\n", "avg / total 0.948121 0.907689 0.927212 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 0.977169 0.974421 0.975793 14934\n", " 20 0.844828 0.776829 0.809403 820\n", "\n", "avg / total 0.950196 0.944179 0.947113 16087\n", "\n", "Classification report for turbine 21, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996099 0.972870 0.984347 15223\n", " 20.0 0.912260 0.878472 0.895047 864\n", "\n", "avg / total 0.991596 0.967800 0.979551 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.285714 0.090909 0.137931 22\n", " 11 0.010638 0.008696 0.009569 115\n", " 12 0.000000 0.000000 0.000000 118\n", " 13 0.017699 0.016807 0.017241 119\n", " 14 0.000000 0.000000 0.000000 107\n", " 15 0.022388 0.027027 0.024490 111\n", " 16 0.007299 0.009259 0.008163 108\n", " 17 0.000000 0.000000 0.000000 116\n", " 18 0.000000 0.000000 0.000000 119\n", " 19 0.939920 0.938741 0.939331 14349\n", " 20 0.863248 0.880448 0.871763 803\n", "\n", "avg / total 0.882265 0.881830 0.881971 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.995989 0.995073 0.995531 15223\n", " 20 0.914579 0.929398 0.921929 864\n", "\n", "avg / total 0.991617 0.991546 0.991578 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 0.982510 0.995205 0.988817 15015\n", " 20 0.898633 0.929329 0.913723 849\n", "\n", "avg / total 0.964464 0.977932 0.971147 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 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995197 0.995994 0.995596 14979\n", " 20.0 0.952074 0.932310 0.942088 1108\n", "\n", "avg / total 0.992227 0.991608 0.991910 16087\n", "\n", "Classification report for turbine 21, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995183 0.993057 0.994119 14979\n", " 20.0 0.952030 0.931408 0.941606 1108\n", "\n", "avg / total 0.992211 0.988811 0.990502 16087\n", "\n", "Classification report for turbine 21, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.995200 0.996528 0.995864 14979\n", " 20 0.952206 0.935018 0.943534 1108\n", "\n", "avg / total 0.992238 0.992292 0.992259 16087\n", "\n", "Classification report for turbine 21, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.020619 0.400000 0.039216 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 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.990449 0.953042 0.971386 14907\n", " 20 0.797468 0.817297 0.807261 925\n", "\n", "avg / total 0.963659 0.930254 0.946563 16087\n", "\n", "Classification report for turbine 21, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995302 0.990053 0.992670 14979\n", " 20.0 0.951985 0.930505 0.941123 1108\n", "\n", "avg / total 0.992319 0.985951 0.989120 16087\n", "\n", "Classification report for turbine 21, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.995200 0.996528 0.995864 14979\n", " 20 0.952206 0.935018 0.943534 1108\n", "\n", "avg / total 0.992238 0.992292 0.992259 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 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 0.914042 0.980882 0.946283 13757\n", " 20 0.788386 0.879254 0.831344 911\n", "\n", "avg / total 0.826300 0.888606 0.856305 16087\n", "\n", "Classification report for turbine 21, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995188 0.994125 0.994656 14979\n", " 20.0 0.948104 0.857401 0.900474 1108\n", "\n", "avg / total 0.991945 0.984708 0.988169 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 0.011364 0.013889 0.012500 72\n", " 12 0.018750 0.041667 0.025862 72\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.000000 0.000000 0.000000 72\n", " 15 0.010753 0.013889 0.012121 72\n", " 16 0.016393 0.014085 0.015152 71\n", " 17 0.010204 0.014085 0.011834 71\n", " 18 0.000000 0.000000 0.000000 71\n", " 19 0.959072 0.957608 0.958339 14413\n", " 20 0.925570 0.705398 0.800623 1093\n", "\n", "avg / total 0.922458 0.906322 0.913357 16087\n", "\n", "Classification report for turbine 21, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.480519 0.080435 0.137803 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 0.033333 0.009709 0.015038 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 0.939609 0.972839 0.955936 14138\n", " 20 0.515454 0.892919 0.653603 579\n", "\n", "avg / total 0.858278 0.889476 0.867681 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 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 0.076923 0.027778 0.040816 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.976321 0.982369 0.979336 14690\n", " 20 0.930476 0.899632 0.914794 1086\n", "\n", "avg / total 0.954524 0.957854 0.956137 16087\n", "\n", "Classification report for turbine 21, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.125000 0.142857 0.133333 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 0.006329 0.027778 0.010309 36\n", " 17 0.027027 0.111111 0.043478 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.977380 0.931959 0.954129 14697\n", " 20 0.942995 0.890511 0.916002 1096\n", "\n", "avg / total 0.957304 0.912476 0.934273 16087\n", "\n", "Classification report for turbine 21, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.995200 0.996528 0.995864 14979\n", " 20 0.952206 0.935018 0.943534 1108\n", "\n", "avg / total 0.992238 0.992292 0.992259 16087\n", "\n", "Classification report for turbine 21, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995190 0.994526 0.994858 14979\n", " 20.0 0.952074 0.932310 0.942088 1108\n", "\n", "avg / total 0.992220 0.990241 0.991223 16087\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", " 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 0.950816 0.983811 0.967032 14207\n", " 20 0.806736 0.913196 0.856671 1705\n", "\n", "avg / total 0.894993 0.934095 0.913966 16630\n", "\n", "Classification report for turbine 22, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989258 0.971595 0.980347 14786\n", " 20.0 0.867006 0.830803 0.848518 1844\n", "\n", "avg / total 0.975702 0.955983 0.965729 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.989388 0.983633 0.986502 14786\n", " 20 0.874611 0.915401 0.894542 1844\n", "\n", "avg / total 0.976661 0.976067 0.976305 16630\n", "\n", "Classification report for turbine 22, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992032 0.934600 0.962460 14786\n", " 20.0 0.885285 0.799349 0.840125 1844\n", "\n", "avg / total 0.980195 0.919603 0.948895 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 0.980843 0.978032 0.979436 14658\n", " 20 0.745989 0.869159 0.802878 1605\n", "\n", "avg / total 0.936531 0.945941 0.940781 16630\n", "\n", "Classification report for turbine 22, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.989388 0.983633 0.986502 14786\n", " 20 0.874611 0.915401 0.894542 1844\n", "\n", "avg / total 0.976661 0.976067 0.976305 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.601297 0.634188 0.617304 585\n", " 11 0.001427 0.006849 0.002361 146\n", " 12 0.019178 0.053435 0.028226 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 0.935679 0.877618 0.905719 13940\n", " 20 0.633358 0.748914 0.686306 1151\n", "\n", "avg / total 0.849479 0.810283 0.828673 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.989388 0.983633 0.986502 14786\n", " 20 0.874611 0.915401 0.894542 1844\n", "\n", "avg / total 0.976661 0.976067 0.976305 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.110187 0.122685 0.116101 432\n", " 11 0.047228 0.095833 0.063274 240\n", " 12 0.007843 0.010204 0.008869 196\n", " 13 0.067227 0.132597 0.089219 181\n", " 14 0.000000 0.000000 0.000000 157\n", " 15 0.002653 0.018519 0.004640 108\n", " 16 0.017647 0.050000 0.026087 120\n", " 17 0.015924 0.043478 0.023310 115\n", " 18 0.007092 0.009524 0.008130 105\n", " 19 0.931960 0.759962 0.837219 13752\n", " 20 0.611834 0.768791 0.681390 1224\n", "\n", "avg / total 0.820374 0.692002 0.747916 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.058278 0.309859 0.098105 142\n", " 11 0.040541 0.056250 0.047120 160\n", " 12 0.047297 0.047297 0.047297 148\n", " 13 0.007463 0.007353 0.007407 136\n", " 14 0.017467 0.032520 0.022727 123\n", " 15 0.005000 0.009009 0.006431 111\n", " 16 0.019048 0.017699 0.018349 113\n", " 17 0.014085 0.008547 0.010638 117\n", " 18 0.026738 0.043478 0.033113 115\n", " 19 0.941808 0.905704 0.923403 13956\n", " 20 0.708981 0.544069 0.615673 1509\n", "\n", "avg / total 0.856649 0.813891 0.833203 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 0.955167 0.950011 0.952582 14263\n", " 20 0.833515 0.867497 0.850166 1766\n", "\n", "avg / total 0.907729 0.906915 0.907280 16630\n", "\n", "Classification report for turbine 22, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.083333 0.050000 0.062500 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 0.935337 0.953575 0.944368 14001\n", " 20 0.810094 0.913732 0.858798 1704\n", "\n", "avg / total 0.870578 0.896512 0.883147 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.989388 0.983633 0.986502 14786\n", " 20 0.874611 0.915401 0.894542 1844\n", "\n", "avg / total 0.976661 0.976067 0.976305 16630\n", "\n", "Classification report for turbine 22, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.989388 0.983633 0.986502 14786\n", " 20 0.874611 0.915401 0.894542 1844\n", "\n", "avg / total 0.976661 0.976067 0.976305 16630\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 22, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995262 0.970776 0.982867 15364\n", " 20.0 0.835578 0.931280 0.880837 1266\n", "\n", "avg / total 0.983106 0.967769 0.975099 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 0.058824 0.033333 0.042553 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 0.982890 0.976350 0.979609 15180\n", " 20 0.801310 0.898776 0.847249 1225\n", "\n", "avg / total 0.956322 0.957486 0.956682 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994937 0.984770 0.989827 15364\n", " 20 0.835559 0.939179 0.884344 1266\n", "\n", "avg / total 0.982804 0.981299 0.981797 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 0.980451 0.973589 0.977008 15145\n", " 20 0.833461 0.864501 0.848697 1262\n", "\n", "avg / total 0.956149 0.952255 0.954169 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 0.032258 0.033333 0.032787 30\n", " 17 0.000000 0.000000 0.000000 27\n", " 18 0.000000 0.000000 0.000000 29\n", " 19 0.981026 0.969497 0.975227 15146\n", " 20 0.771719 0.670683 0.717662 1245\n", "\n", "avg / total 0.951316 0.933253 0.941988 16630\n", "\n", "Classification report for turbine 22, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.994937 0.984770 0.989827 15364\n", " 20 0.835559 0.939179 0.884344 1266\n", "\n", "avg / total 0.982804 0.981299 0.981797 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.072464 0.161290 0.100000 31\n", " 12.0 0.000000 0.000000 0.000000 27\n", " 13.0 0.000000 0.000000 0.000000 33\n", " 14.0 0.000000 0.000000 0.000000 32\n", " 15.0 0.008032 0.080000 0.014599 25\n", " 16.0 0.017544 0.066667 0.027778 30\n", " 17.0 0.000000 0.000000 0.000000 25\n", " 18.0 0.000000 0.000000 0.000000 26\n", " 19.0 0.987345 0.928773 0.957164 15205\n", " 20.0 0.805041 0.908027 0.853438 1196\n", "\n", "avg / total 0.960817 0.915033 0.936782 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.994937 0.984770 0.989827 15364\n", " 20 0.835559 0.939179 0.884344 1266\n", "\n", "avg / total 0.982804 0.981299 0.981797 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994984 0.916753 0.954268 15364\n", " 20.0 0.771820 0.488942 0.598646 1266\n", "\n", "avg / total 0.977996 0.884185 0.927196 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.169557 0.282051 0.211793 312\n", " 11 0.015974 0.014045 0.014948 356\n", " 12 0.011204 0.015094 0.012862 265\n", " 13 0.005435 0.005263 0.005348 190\n", " 14 0.009434 0.007752 0.008511 129\n", " 15 0.000000 0.000000 0.000000 112\n", " 16 0.012295 0.026786 0.016854 112\n", " 17 0.006579 0.008403 0.007380 119\n", " 18 0.000000 0.000000 0.000000 112\n", " 19 0.897202 0.858669 0.877513 13854\n", " 20 0.696567 0.588400 0.637931 1069\n", "\n", "avg / total 0.796178 0.759351 0.776831 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 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 0.000000 0.000000 0.000000 258\n", " 15 0.000000 0.000000 0.000000 243\n", " 16 0.000000 0.000000 0.000000 247\n", " 17 0.000000 0.000000 0.000000 229\n", " 18 0.000000 0.000000 0.000000 230\n", " 19 0.871741 0.956958 0.912364 13452\n", " 20 0.644746 0.915736 0.756711 985\n", "\n", "avg / total 0.743339 0.828322 0.782831 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 0.980419 0.942474 0.961072 15141\n", " 20 0.829893 0.926868 0.875704 1258\n", "\n", "avg / total 0.955414 0.928202 0.941265 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.994937 0.984770 0.989827 15364\n", " 20 0.835559 0.939179 0.884344 1266\n", "\n", "avg / total 0.982804 0.981299 0.981797 16630\n", "\n", "Classification report for turbine 22, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.994937 0.984770 0.989827 15364\n", " 20 0.835559 0.939179 0.884344 1266\n", "\n", "avg / total 0.982804 0.981299 0.981797 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", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992156 0.980958 0.986526 14442\n", " 20.0 0.952471 0.915905 0.933830 2188\n", "\n", "avg / total 0.986935 0.972399 0.979592 16630\n", "\n", "Classification report for turbine 22, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990885 0.978535 0.984671 14442\n", " 20.0 0.947395 0.847806 0.894838 2188\n", "\n", "avg / total 0.985163 0.961335 0.972852 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.991015 0.992868 0.991941 14442\n", " 20 0.952337 0.940585 0.946424 2188\n", "\n", "avg / total 0.985926 0.985989 0.985952 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 0.974998 0.975067 0.975033 14198\n", " 20 0.954751 0.869108 0.909919 2185\n", "\n", "avg / total 0.957857 0.946663 0.951995 16630\n", "\n", "Classification report for turbine 22, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990850 0.974796 0.982757 14442\n", " 20.0 0.949076 0.868830 0.907182 2188\n", "\n", "avg / total 0.985354 0.960854 0.972814 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 0.967171 0.992975 0.979903 14093\n", " 20 0.911152 0.939408 0.925065 2096\n", "\n", "avg / total 0.934463 0.959892 0.947006 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.990930 0.968287 0.979477 14442\n", " 20.0 0.950455 0.859232 0.902544 2188\n", "\n", "avg / total 0.985604 0.953939 0.969355 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.991015 0.992868 0.991941 14442\n", " 20 0.952337 0.940585 0.946424 2188\n", "\n", "avg / total 0.985926 0.985989 0.985952 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991831 0.924803 0.957145 14442\n", " 20.0 0.930775 0.565356 0.703440 2188\n", "\n", "avg / total 0.983798 0.877511 0.923765 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.058737 0.769231 0.109141 52\n", " 11 0.000000 0.000000 0.000000 54\n", " 12 0.006289 0.018519 0.009390 54\n", " 13 0.006897 0.016129 0.009662 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 0.007782 0.035088 0.012739 57\n", " 19 0.963064 0.909182 0.935348 13995\n", " 20 0.922259 0.530353 0.673439 2125\n", "\n", "avg / total 0.928571 0.835538 0.873647 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 0.005128 0.023810 0.008439 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 0.969493 0.914969 0.941442 14136\n", " 20 0.949102 0.873278 0.909613 2178\n", "\n", "avg / total 0.948413 0.892183 0.919406 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 0.012346 0.011364 0.011834 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 0.947939 0.961934 0.954885 13818\n", " 20 0.921354 0.913516 0.917418 2116\n", "\n", "avg / total 0.904948 0.915574 0.910216 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.991015 0.992868 0.991941 14442\n", " 20 0.952337 0.940585 0.946424 2188\n", "\n", "avg / total 0.985926 0.985989 0.985952 16630\n", "\n", "Classification report for turbine 22, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.991015 0.992868 0.991941 14442\n", " 20 0.952337 0.940585 0.946424 2188\n", "\n", "avg / total 0.985926 0.985989 0.985952 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", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996261 0.987253 0.991737 15925\n", " 20.0 0.863329 0.904965 0.883657 705\n", "\n", "avg / total 0.990626 0.983764 0.987155 16630\n", "\n", "Classification report for turbine 22, turbine category 1\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996187 0.984364 0.990240 15925\n", " 20.0 0.863014 0.893617 0.878049 705\n", "\n", "avg / total 0.990541 0.980517 0.985484 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.996160 0.993658 0.994907 15925\n", " 20 0.864430 0.913475 0.888276 705\n", "\n", "avg / total 0.990575 0.990259 0.990387 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 39\n", " 11 0.012346 0.027778 0.017094 36\n", " 12 0.000000 0.000000 0.000000 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.045455 0.027778 0.034483 36\n", " 15 0.000000 0.000000 0.000000 36\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978733 0.973915 0.976318 15641\n", " 20 0.784893 0.722054 0.752164 662\n", "\n", "avg / total 0.951897 0.944859 0.948309 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 0.000000 0.000000 0.000000 35\n", " 18 0.000000 0.000000 0.000000 36\n", " 19 0.978534 0.978910 0.978722 15647\n", " 20 0.849108 0.894509 0.871217 692\n", "\n", "avg / total 0.956026 0.958268 0.957122 16630\n", "\n", "Classification report for turbine 22, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996382 0.985808 0.991067 15925\n", " 20.0 0.866397 0.910638 0.887967 705\n", "\n", "avg / total 0.990872 0.982622 0.986696 16630\n", "\n", "Classification report for turbine 22, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996162 0.977896 0.986945 15925\n", " 20.0 0.855556 0.764539 0.807491 705\n", "\n", "avg / total 0.990201 0.968851 0.979337 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.996160 0.993658 0.994907 15925\n", " 20 0.864430 0.913475 0.888276 705\n", "\n", "avg / total 0.990575 0.990259 0.990387 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.023256 0.004049 0.006897 247\n", " 11 0.000000 0.000000 0.000000 57\n", " 12 0.026786 0.056604 0.036364 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 0.981268 0.959046 0.970029 15676\n", " 20 0.417614 0.801090 0.549020 367\n", "\n", "avg / total 0.934623 0.921948 0.926717 16630\n", "\n", "Classification report for turbine 22, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.087209 0.111940 0.098039 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 0.982372 0.911417 0.945565 15714\n", " 20 0.670051 0.692308 0.680997 572\n", "\n", "avg / total 0.952011 0.885929 0.917695 16630\n", "\n", "Classification report for turbine 22, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.126866 0.395349 0.192090 43\n", " 11 0.000000 0.000000 0.000000 68\n", " 12 0.010101 0.014286 0.011834 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 0.007143 0.027778 0.011364 36\n", " 17 0.000000 0.000000 0.000000 36\n", " 18 0.006757 0.027778 0.010870 36\n", " 19 0.969489 0.931130 0.949923 15493\n", " 20 0.837793 0.745536 0.788976 672\n", "\n", "avg / total 0.937460 0.898797 0.917452 16630\n", "\n", "Classification report for turbine 22, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.111111 0.052632 0.071429 19\n", " 11 0.000000 0.000000 0.000000 86\n", " 12 0.000000 0.000000 0.000000 89\n", " 13 0.000000 0.000000 0.000000 90\n", " 14 0.011494 0.011236 0.011364 89\n", " 15 0.000000 0.000000 0.000000 82\n", " 16 0.000000 0.000000 0.000000 97\n", " 17 0.036364 0.023256 0.028369 86\n", " 18 0.011628 0.010204 0.010870 98\n", " 19 0.951548 0.958243 0.954884 15207\n", " 20 0.845109 0.905386 0.874209 687\n", "\n", "avg / total 0.905483 0.913951 0.909643 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.996160 0.993658 0.994907 15925\n", " 20 0.864430 0.913475 0.888276 705\n", "\n", "avg / total 0.990575 0.990259 0.990387 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 0.983821 0.993768 0.988770 15726\n", " 20 0.852349 0.913669 0.881944 695\n", "\n", "avg / total 0.965962 0.977931 0.971879 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", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.997265 0.991105 0.994175 16188\n", " 20.0 0.813665 0.889140 0.849730 442\n", "\n", "avg / total 0.992385 0.988394 0.990336 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 0.982581 0.986647 0.984610 15951\n", " 20 0.699789 0.848718 0.767092 390\n", "\n", "avg / total 0.958874 0.966266 0.962398 16630\n", "\n", "Classification report for turbine 22, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.997150 0.994379 0.995763 16188\n", " 20 0.813142 0.895928 0.852530 442\n", "\n", "avg / total 0.992260 0.991762 0.991956 16630\n", "\n", "Classification report for turbine 22, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.997079 0.969854 0.983278 16188\n", " 20.0 0.804054 0.807692 0.805869 442\n", "\n", "avg / total 0.991948 0.965544 0.978563 16630\n", "\n", "Classification report for turbine 22, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10 0.486486 0.428571 0.455696 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 0.961988 0.974063 0.967988 15615\n", " 20 0.713626 0.855956 0.778338 361\n", "\n", "avg / total 0.921223 0.935358 0.928106 16630\n", "\n", "Classification report for turbine 22, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.997137 0.989622 0.993365 16188\n", " 20.0 0.814433 0.893665 0.852211 442\n", "\n", "avg / total 0.992281 0.987072 0.989614 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 0.961373 0.987374 0.974200 15603\n", " 20 0.767816 0.799043 0.783118 418\n", "\n", "avg / total 0.921302 0.946482 0.933721 16630\n", "\n", "Classification report for turbine 22, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.997150 0.994379 0.995763 16188\n", " 20 0.813142 0.895928 0.852530 442\n", "\n", "avg / total 0.992260 0.991762 0.991956 16630\n", "\n", "Classification report for turbine 22, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.997134 0.967198 0.981938 16188\n", " 20.0 0.789873 0.705882 0.745520 442\n", "\n", "avg / total 0.991625 0.960253 0.975654 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 0.021053 0.057143 0.030769 35\n", " 14 0.042735 0.138889 0.065359 36\n", " 15 0.000000 0.000000 0.000000 35\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.010417 0.027778 0.015152 36\n", " 18 0.018349 0.055556 0.027586 36\n", " 19 0.980685 0.938687 0.959226 15902\n", " 20 0.810298 0.681093 0.740099 439\n", "\n", "avg / total 0.959343 0.916176 0.937071 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 0.011364 0.027778 0.016129 36\n", " 14 0.000000 0.000000 0.000000 35\n", " 15 0.016949 0.028571 0.021277 35\n", " 16 0.000000 0.000000 0.000000 36\n", " 17 0.010417 0.027778 0.015152 36\n", " 18 0.008547 0.027778 0.013072 36\n", " 19 0.980614 0.954342 0.967300 15901\n", " 20 0.810870 0.851598 0.830735 438\n", "\n", "avg / total 0.959085 0.935177 0.946918 16630\n", "\n", "Classification report for turbine 22, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.997288 0.954164 0.975249 16188\n", " 20.0 0.823276 0.864253 0.843267 442\n", "\n", "avg / total 0.992663 0.951774 0.971742 16630\n", "\n", "Classification report for turbine 22, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.997150 0.994379 0.995763 16188\n", " 20 0.813142 0.895928 0.852530 442\n", "\n", "avg / total 0.992260 0.991762 0.991956 16630\n", "\n", "Classification report for turbine 22, turbine category 13\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.997147 0.993081 0.995110 16188\n", " 20.0 0.812371 0.891403 0.850054 442\n", "\n", "avg / total 0.992236 0.990379 0.991255 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 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 3\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.984072 0.963198 0.973523 14945\n", " 20.0 0.839539 0.787854 0.812876 1202\n", "\n", "avg / total 0.973312 0.950146 0.961564 16147\n", "\n", "Classification report for turbine 23, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.492492 0.304833 0.376579 538\n", " 11 0.014815 0.025000 0.018605 240\n", " 12 0.030837 0.043750 0.036176 160\n", " 13 0.012605 0.044776 0.019672 134\n", " 14 0.009132 0.017241 0.011940 116\n", " 15 0.012346 0.032967 0.017964 91\n", " 16 0.003436 0.012346 0.005376 81\n", " 17 0.000000 0.000000 0.000000 58\n", " 18 0.000000 0.000000 0.000000 52\n", " 19 0.934739 0.873325 0.902989 13957\n", " 20 0.550725 0.475000 0.510067 720\n", "\n", "avg / total 0.849711 0.787762 0.816821 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 0.970502 0.969580 0.970041 14727\n", " 20 0.705479 0.597101 0.646782 1035\n", "\n", "avg / total 0.930375 0.922586 0.926191 16147\n", "\n", "Classification report for turbine 23, turbine category 10\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.983623 0.980596 0.982107 14945\n", " 20.0 0.836538 0.796173 0.815857 1202\n", "\n", "avg / total 0.972674 0.966867 0.969731 16147\n", "\n", "Classification report for turbine 23, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.119048 0.238095 0.158730 21\n", " 11 0.023256 0.067227 0.034557 119\n", " 12 0.018405 0.027027 0.021898 111\n", " 13 0.006250 0.008696 0.007273 115\n", " 14 0.004386 0.008850 0.005865 113\n", " 15 0.008130 0.008475 0.008299 118\n", " 16 0.000000 0.000000 0.000000 106\n", " 17 0.039370 0.045455 0.042194 110\n", " 18 0.029851 0.033613 0.031621 119\n", " 19 0.935176 0.901452 0.918004 14115\n", " 20 0.783203 0.729091 0.755179 1100\n", "\n", "avg / total 0.871920 0.839413 0.855211 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.983736 0.987487 0.985608 14945\n", " 20 0.836681 0.797005 0.816361 1202\n", "\n", "avg / total 0.972789 0.973308 0.973009 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.987652 0.989814 0.988732 11879\n", " 20 0.971476 0.965558 0.968508 4268\n", "\n", "avg / total 0.983376 0.983402 0.983386 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.987652 0.989814 0.988732 11879\n", " 20 0.971476 0.965558 0.968508 4268\n", "\n", "avg / total 0.983376 0.983402 0.983386 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.987652 0.989814 0.988732 11879\n", " 20 0.971476 0.965558 0.968508 4268\n", "\n", "avg / total 0.983376 0.983402 0.983386 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 0.908190 0.989385 0.947050 10928\n", " 20 0.936587 0.968552 0.952301 4102\n", "\n", "avg / total 0.852578 0.915650 0.882870 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.987652 0.989814 0.988732 11879\n", " 20 0.971476 0.965558 0.968508 4268\n", "\n", "avg / total 0.983376 0.983402 0.983386 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.987603 0.979123 0.983345 11879\n", " 20.0 0.970843 0.944002 0.957234 4268\n", "\n", "avg / total 0.983173 0.969840 0.976443 16147\n", "\n", "Classification report for turbine 23, turbine category 6\n", " precision recall f1-score support\n", "\n", " 19 0.987652 0.989814 0.988732 11879\n", " 20 0.971476 0.965558 0.968508 4268\n", "\n", "avg / total 0.983376 0.983402 0.983386 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 0.972449 0.989741 0.981019 11697\n", " 20 0.946252 0.965368 0.955714 4158\n", "\n", "avg / total 0.948117 0.965566 0.956762 16147\n", "\n", "Classification report for turbine 23, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000696 0.200000 0.001388 5\n", " 11 0.000000 0.000000 0.000000 30\n", " 12 0.000000 0.000000 0.000000 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 0.971487 0.935880 0.953351 11650\n", " 20 0.952354 0.398452 0.561839 4264\n", "\n", "avg / total 0.952416 0.780517 0.836207 16147\n", "\n", "Classification report for turbine 23, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.750424 0.133656 0.226899 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 0.959099 0.900564 0.928910 11535\n", " 20 0.248665 0.800905 0.379503 1105\n", "\n", "avg / total 0.855864 0.725522 0.736030 16147\n", "\n", "Classification report for turbine 23, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.074627 0.080645 0.077519 62\n", " 11 0.000000 0.000000 0.000000 102\n", " 12 0.181818 0.018519 0.033613 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 0.919808 0.985366 0.951459 11070\n", " 20 0.956647 0.952995 0.954817 4191\n", "\n", "avg / total 0.880401 0.923329 0.900646 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 0.013514 0.040000 0.020202 25\n", " 19 0.971416 0.943369 0.957187 11672\n", " 20 0.968553 0.830675 0.894332 4264\n", "\n", "avg / total 0.957987 0.901344 0.928112 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.987652 0.989814 0.988732 11879\n", " 20 0.971476 0.965558 0.968508 4268\n", "\n", "avg / total 0.983376 0.983402 0.983386 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.987652 0.989814 0.988732 11879\n", " 20 0.971476 0.965558 0.968508 4268\n", "\n", "avg / total 0.983376 0.983402 0.983386 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 0.972850 0.991002 0.981842 13559\n", " 20 0.947752 0.855100 0.899045 2588\n", "\n", "avg / total 0.968827 0.969220 0.968572 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.972850 0.991002 0.981842 13559\n", " 20 0.947752 0.855100 0.899045 2588\n", "\n", "avg / total 0.968827 0.969220 0.968572 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.972850 0.991002 0.981842 13559\n", " 20 0.947752 0.855100 0.899045 2588\n", "\n", "avg / total 0.968827 0.969220 0.968572 16147\n", "\n", "Classification report for turbine 23, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.333333 0.022422 0.042017 223\n", " 11 0.000000 0.000000 0.000000 105\n", " 12 0.000000 0.000000 0.000000 104\n", " 13 0.012048 0.009091 0.010363 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 0.916381 0.961903 0.938590 12783\n", " 20 0.859490 0.839882 0.849573 2367\n", "\n", "avg / total 0.856145 0.884994 0.868238 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\n", " 19 0.972850 0.991002 0.981842 13559\n", " 20 0.947752 0.855100 0.899045 2588\n", "\n", "avg / total 0.968827 0.969220 0.968572 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.972692 0.985102 0.978857 13559\n", " 20.0 0.947755 0.848145 0.895188 2588\n", "\n", "avg / total 0.968695 0.963151 0.965447 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 0.942948 0.990720 0.966244 13146\n", " 20 0.939615 0.854361 0.894962 2568\n", "\n", "avg / total 0.917132 0.942466 0.928996 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.972762 0.985102 0.978893 13559\n", " 20.0 0.948155 0.833849 0.887336 2588\n", "\n", "avg / total 0.968818 0.960860 0.964219 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 0.011111 0.047619 0.018018 21\n", " 19 0.961057 0.914782 0.937349 13354\n", " 20 0.945245 0.634921 0.759611 2583\n", "\n", "avg / total 0.946043 0.858178 0.896749 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 0.076923 0.043478 0.055556 23\n", " 19 0.967656 0.973009 0.970325 13375\n", " 20 0.871681 0.387186 0.536200 2544\n", "\n", "avg / total 0.938981 0.867034 0.888306 16147\n", "\n", "Classification report for turbine 23, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.971833 0.951693 0.961657 13559\n", " 20.0 0.948024 0.852782 0.897884 2588\n", "\n", "avg / total 0.968017 0.935839 0.951436 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 0.014815 0.022472 0.017857 89\n", " 12 0.013605 0.025974 0.017857 77\n", " 13 0.010204 0.011905 0.010989 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 0.930817 0.947218 0.938946 12940\n", " 20 0.938397 0.792335 0.859203 2557\n", "\n", "avg / total 0.894747 0.884870 0.888761 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.972850 0.991002 0.981842 13559\n", " 20 0.947752 0.855100 0.899045 2588\n", "\n", "avg / total 0.968827 0.969220 0.968572 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.972850 0.991002 0.981842 13559\n", " 20 0.947752 0.855100 0.899045 2588\n", "\n", "avg / total 0.968827 0.969220 0.968572 16147\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 23, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.995975 0.994704 0.995339 15672\n", " 20 0.832323 0.867368 0.849485 475\n", "\n", "avg / total 0.991161 0.990958 0.991048 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.995975 0.994704 0.995339 15672\n", " 20 0.832323 0.867368 0.849485 475\n", "\n", "avg / total 0.991161 0.990958 0.991048 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.995975 0.994704 0.995339 15672\n", " 20 0.832323 0.867368 0.849485 475\n", "\n", "avg / total 0.991161 0.990958 0.991048 16147\n", "\n", "Classification report for turbine 23, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.088710 0.098214 0.093220 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 0.008696 0.014925 0.010989 67\n", " 16 0.031088 0.090909 0.046332 66\n", " 17 0.000000 0.000000 0.000000 64\n", " 18 0.000000 0.000000 0.000000 63\n", " 19 0.962007 0.929739 0.945598 15115\n", " 20 0.703431 0.719298 0.711276 399\n", "\n", "avg / total 0.918683 0.889205 0.903619 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 0.985305 0.994647 0.989954 15505\n", " 20 0.549495 0.811940 0.655422 335\n", "\n", "avg / total 0.957530 0.971945 0.964192 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995961 0.991194 0.993572 15672\n", " 20.0 0.831984 0.865263 0.848297 475\n", "\n", "avg / total 0.991137 0.987490 0.989298 16147\n", "\n", "Classification report for turbine 23, turbine category 6\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995953 0.989216 0.992573 15672\n", " 20.0 0.831643 0.863158 0.847107 475\n", "\n", "avg / total 0.991119 0.985508 0.988294 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995964 0.991960 0.993958 15672\n", " 20.0 0.831984 0.865263 0.848297 475\n", "\n", "avg / total 0.991140 0.988233 0.989673 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 0.011765 0.030303 0.016949 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 0.978615 0.959930 0.969182 15398\n", " 20 0.799020 0.705628 0.749425 462\n", "\n", "avg / total 0.956106 0.935654 0.945703 16147\n", "\n", "Classification report for turbine 23, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995943 0.971286 0.983460 15672\n", " 20.0 0.816038 0.728421 0.769744 475\n", "\n", "avg / total 0.990651 0.964142 0.977173 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 0.083333 0.027778 0.041667 36\n", " 12 0.019231 0.027778 0.022727 36\n", " 13 0.000000 0.000000 0.000000 36\n", " 14 0.000000 0.000000 0.000000 36\n", " 15 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 0.978030 0.974979 0.976502 15387\n", " 20 0.821501 0.861702 0.841121 470\n", "\n", "avg / total 0.956137 0.954295 0.955167 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 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 0.947076 0.959855 0.953422 14896\n", " 20 0.786177 0.825397 0.805310 441\n", "\n", "avg / total 0.895172 0.908032 0.901550 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.995975 0.994704 0.995339 15672\n", " 20 0.832323 0.867368 0.849485 475\n", "\n", "avg / total 0.991161 0.990958 0.991048 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 0.982239 0.994695 0.988427 15456\n", " 20 0.808081 0.863931 0.835073 463\n", "\n", "avg / total 0.963375 0.976900 0.970073 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 0.994411 0.992540 0.993474 15415\n", " 20 0.848883 0.882514 0.865372 732\n", "\n", "avg / total 0.987813 0.987552 0.987667 16147\n", "\n", "Classification report for turbine 23, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.994411 0.992540 0.993474 15415\n", " 20 0.848883 0.882514 0.865372 732\n", "\n", "avg / total 0.987813 0.987552 0.987667 16147\n", "\n", "Classification report for turbine 23, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994411 0.992540 0.993474 15415\n", " 20 0.848883 0.882514 0.865372 732\n", "\n", "avg / total 0.987813 0.987552 0.987667 16147\n", "\n", "Classification report for turbine 23, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994245 0.941421 0.967112 15415\n", " 20.0 0.840708 0.778689 0.808511 732\n", "\n", "avg / total 0.987285 0.934043 0.959922 16147\n", "\n", "Classification report for turbine 23, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994456 0.989166 0.991804 15415\n", " 20.0 0.844595 0.853825 0.849185 732\n", "\n", "avg / total 0.987663 0.983031 0.985339 16147\n", "\n", "Classification report for turbine 23, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994393 0.989491 0.991936 15415\n", " 20.0 0.847074 0.870219 0.858491 732\n", "\n", "avg / total 0.987715 0.984084 0.985886 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 0.939479 0.988053 0.963154 14564\n", " 20 0.821918 0.845070 0.833333 710\n", "\n", "avg / total 0.883516 0.928346 0.905372 16147\n", "\n", "Classification report for turbine 23, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994392 0.989166 0.991772 15415\n", " 20.0 0.847074 0.870219 0.858491 732\n", "\n", "avg / total 0.987713 0.983774 0.985730 16147\n", "\n", "Classification report for turbine 23, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994615 0.958612 0.976282 15415\n", " 20.0 0.846264 0.804645 0.824930 732\n", "\n", "avg / total 0.987890 0.951632 0.969420 16147\n", "\n", "Classification report for turbine 23, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.066176 0.041096 0.050704 219\n", " 11 0.000000 0.000000 0.000000 287\n", " 12 0.033333 0.006969 0.011527 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 0.035714 0.003472 0.006329 288\n", " 18 0.000000 0.000000 0.000000 287\n", " 19 0.845036 0.970059 0.903242 13126\n", " 20 0.519135 0.615385 0.563177 507\n", "\n", "avg / total 0.705362 0.808633 0.752940 16147\n", "\n", "Classification report for turbine 23, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994314 0.975543 0.984839 15415\n", " 20.0 0.849333 0.870219 0.859649 732\n", "\n", "avg / total 0.987741 0.970769 0.979164 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 0.035294 0.042254 0.038462 71\n", " 12 0.013158 0.014085 0.013605 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 0.017857 0.013889 0.015625 72\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.959043 0.951494 0.955253 14864\n", " 20 0.823609 0.870875 0.846583 697\n", "\n", "avg / total 0.918684 0.913792 0.916193 16147\n", "\n", "Classification report for turbine 23, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.994411 0.992540 0.993474 15415\n", " 20 0.848883 0.882514 0.865372 732\n", "\n", "avg / total 0.987813 0.987552 0.987667 16147\n", "\n", "Classification report for turbine 23, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994389 0.988712 0.991543 15415\n", " 20.0 0.848883 0.882514 0.865372 732\n", "\n", "avg / total 0.987793 0.983898 0.985823 16147\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", " 19 0.968821 0.992797 0.980663 16244\n", " 20 0.867045 0.595164 0.705828 1282\n", "\n", "avg / total 0.961377 0.963711 0.960559 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.968821 0.992797 0.980663 16244\n", " 20 0.867045 0.595164 0.705828 1282\n", "\n", "avg / total 0.961377 0.963711 0.960559 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.968821 0.992797 0.980663 16244\n", " 20 0.867045 0.595164 0.705828 1282\n", "\n", "avg / total 0.961377 0.963711 0.960559 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.033557 0.030120 0.031746 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 0.901880 0.973103 0.936139 15132\n", " 20 0.657064 0.471921 0.549312 1015\n", "\n", "avg / total 0.817057 0.867796 0.840379 17526\n", "\n", "Classification report for turbine 24, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.968776 0.991320 0.979918 16244\n", " 20.0 0.865128 0.555382 0.676485 1282\n", "\n", "avg / total 0.961195 0.959432 0.957723 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.968821 0.992797 0.980663 16244\n", " 20 0.867045 0.595164 0.705828 1282\n", "\n", "avg / total 0.961377 0.963711 0.960559 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.571429 0.156863 0.246154 306\n", " 11 0.000000 0.000000 0.000000 52\n", " 12 0.031746 0.067797 0.043243 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 0.940745 0.977405 0.958725 15756\n", " 20 0.795115 0.541590 0.644310 1082\n", "\n", "avg / total 0.904909 0.915098 0.906122 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.968821 0.992797 0.980663 16244\n", " 20 0.867045 0.595164 0.705828 1282\n", "\n", "avg / total 0.961377 0.963711 0.960559 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.148454 0.296296 0.197802 243\n", " 11 0.018433 0.026846 0.021858 149\n", " 12 0.008000 0.006849 0.007380 146\n", " 13 0.029412 0.054054 0.038095 148\n", " 14 0.020619 0.013245 0.016129 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 0.003289 0.006993 0.004474 143\n", " 19 0.889301 0.882984 0.886131 14921\n", " 20 0.785235 0.404494 0.533942 1157\n", "\n", "avg / total 0.811692 0.783465 0.793156 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.015385 0.001340 0.002466 746\n", " 11 0.000000 0.000000 0.000000 333\n", " 12 0.009259 0.005291 0.006734 189\n", " 13 0.000000 0.000000 0.000000 181\n", " 14 0.037037 0.005556 0.009662 180\n", " 15 0.000000 0.000000 0.000000 174\n", " 16 0.000000 0.000000 0.000000 183\n", " 17 0.010526 0.005747 0.007435 174\n", " 18 0.000000 0.000000 0.000000 169\n", " 19 0.865861 0.950107 0.906030 14471\n", " 20 0.488704 0.566116 0.524569 726\n", "\n", "avg / total 0.736414 0.808171 0.770178 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.163043 0.113636 0.133929 132\n", " 11 0.033058 0.021622 0.026144 185\n", " 12 0.000000 0.000000 0.000000 173\n", " 13 0.006369 0.006369 0.006369 157\n", " 14 0.038462 0.013423 0.019900 149\n", " 15 0.018182 0.014286 0.016000 140\n", " 16 0.020619 0.013605 0.016393 147\n", " 17 0.000000 0.000000 0.000000 143\n", " 18 0.013605 0.014184 0.013889 141\n", " 19 0.892138 0.943877 0.917278 14967\n", " 20 0.786845 0.541946 0.641828 1192\n", "\n", "avg / total 0.817780 0.844517 0.828886 17526\n", "\n", "Classification report for turbine 24, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.061069 0.222222 0.095808 36\n", " 11 0.010101 0.009174 0.009615 218\n", " 12 0.010000 0.004950 0.006623 202\n", " 13 0.081871 0.065728 0.072917 213\n", " 14 0.022140 0.027523 0.024540 218\n", " 15 0.008403 0.004608 0.005952 217\n", " 16 0.009259 0.004545 0.006098 220\n", " 17 0.000000 0.000000 0.000000 195\n", " 18 0.014493 0.005376 0.007843 186\n", " 19 0.883503 0.930212 0.906256 14716\n", " 20 0.781481 0.572851 0.661097 1105\n", "\n", "avg / total 0.793131 0.819126 0.804452 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.968821 0.992797 0.980663 16244\n", " 20 0.867045 0.595164 0.705828 1282\n", "\n", "avg / total 0.961377 0.963711 0.960559 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.968821 0.992797 0.980663 16244\n", " 20 0.867045 0.595164 0.705828 1282\n", "\n", "avg / total 0.961377 0.963711 0.960559 17526\n", "\n", "------------------------------------------------------------------------\n", "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 0.963389 0.991814 0.977395 11727\n", " 20 0.955804 0.943519 0.949622 5524\n", "\n", "avg / total 0.945882 0.961029 0.953305 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.973163 0.991812 0.982399 11846\n", " 20 0.982212 0.942958 0.962184 5680\n", "\n", "avg / total 0.976096 0.975979 0.975848 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.973163 0.991812 0.982399 11846\n", " 20 0.982212 0.942958 0.962184 5680\n", "\n", "avg / total 0.976096 0.975979 0.975848 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.523810 0.016634 0.032245 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 0.048193 0.044199 0.046110 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 0.797292 0.964157 0.872821 9709\n", " 20 0.287753 0.861432 0.431401 1732\n", "\n", "avg / total 0.608965 0.624101 0.535148 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 0.012821 0.016949 0.014599 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 0.942554 0.979603 0.960721 11423\n", " 20 0.974697 0.844262 0.904803 5612\n", "\n", "avg / total 0.926483 0.908878 0.915950 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.973163 0.991812 0.982399 11846\n", " 20 0.982212 0.942958 0.962184 5680\n", "\n", "avg / total 0.976096 0.975979 0.975848 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.112260 0.095960 0.103472 792\n", " 11 0.000000 0.000000 0.000000 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 0.016949 0.010309 0.012821 97\n", " 17 0.000000 0.000000 0.000000 99\n", " 18 0.000000 0.000000 0.000000 94\n", " 19 0.946236 0.960986 0.953554 11483\n", " 20 0.775746 0.792835 0.784197 4494\n", "\n", "avg / total 0.824054 0.837327 0.830596 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.973163 0.991812 0.982399 11846\n", " 20 0.982212 0.942958 0.962184 5680\n", "\n", "avg / total 0.976096 0.975979 0.975848 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.000851 0.080000 0.001684 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 0.010101 0.010309 0.010204 97\n", " 16 0.006135 0.010870 0.007843 92\n", " 17 0.000000 0.000000 0.000000 96\n", " 18 0.000000 0.000000 0.000000 82\n", " 19 0.937069 0.880434 0.907869 11433\n", " 20 0.880102 0.519187 0.653100 5316\n", "\n", "avg / total 0.878335 0.732055 0.790443 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.039827 0.245562 0.068538 338\n", " 11 0.000000 0.000000 0.000000 64\n", " 12 0.000000 0.000000 0.000000 60\n", " 13 0.028169 0.031746 0.029851 63\n", " 14 0.000000 0.000000 0.000000 59\n", " 15 0.015625 0.015625 0.015625 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 0.946122 0.912279 0.928893 11434\n", " 20 0.916476 0.608316 0.731256 5267\n", "\n", "avg / total 0.893603 0.782894 0.827259 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.017094 0.043478 0.024540 92\n", " 11 0.000000 0.000000 0.000000 90\n", " 12 0.000000 0.000000 0.000000 83\n", " 13 0.019608 0.023256 0.021277 86\n", " 14 0.040000 0.034483 0.037037 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 0.024390 0.010417 0.014599 96\n", " 19 0.912518 0.953484 0.932552 11093\n", " 20 0.972885 0.906584 0.938565 5620\n", "\n", "avg / total 0.890064 0.894785 0.891718 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 0.000000 0.000000 0.000000 61\n", " 14 0.035714 0.062500 0.045455 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 0.948114 0.937071 0.942560 11505\n", " 20 0.954946 0.885559 0.918944 5505\n", "\n", "avg / total 0.922476 0.893530 0.907557 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.973163 0.991812 0.982399 11846\n", " 20 0.982212 0.942958 0.962184 5680\n", "\n", "avg / total 0.976096 0.975979 0.975848 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.973163 0.991812 0.982399 11846\n", " 20 0.982212 0.942958 0.962184 5680\n", "\n", "avg / total 0.976096 0.975979 0.975848 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.927638 0.978661 0.952467 7545\n", " 20.0 0.984821 0.929566 0.956396 9981\n", "\n", "avg / total 0.960204 0.950702 0.954705 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.927801 0.981047 0.953682 7545\n", " 20 0.985023 0.942290 0.963183 9981\n", "\n", "avg / total 0.960389 0.958975 0.959093 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.927801 0.981047 0.953682 7545\n", " 20 0.985023 0.942290 0.963183 9981\n", "\n", "avg / total 0.960389 0.958975 0.959093 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.994798 0.540235 0.700213 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 0.632130 0.948835 0.758760 3948\n", " 20 0.033161 0.726190 0.063426 168\n", "\n", "avg / total 0.886174 0.624444 0.694832 17526\n", "\n", "Classification report for turbine 24, turbine category 4\n", " precision recall f1-score support\n", "\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.927527 0.975348 0.950837 7545\n", " 20.0 0.985020 0.942090 0.963077 9981\n", "\n", "avg / total 0.960269 0.956408 0.957807 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 0.798822 0.979256 0.879884 6508\n", " 20 0.974445 0.942177 0.958039 9875\n", "\n", "avg / total 0.845679 0.894500 0.866537 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.926662 0.964612 0.945256 7545\n", " 20.0 0.983069 0.744615 0.847386 9981\n", "\n", "avg / total 0.958785 0.839324 0.889520 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.927801 0.981047 0.953682 7545\n", " 20 0.985023 0.942290 0.963183 9981\n", "\n", "avg / total 0.960389 0.958975 0.959093 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.011176 0.139706 0.020697 136\n", " 11 0.000000 0.000000 0.000000 78\n", " 12 0.142857 0.060000 0.084507 100\n", " 13 0.012821 0.010526 0.011561 95\n", " 14 0.000000 0.000000 0.000000 84\n", " 15 0.054054 0.023529 0.032787 85\n", " 16 0.000000 0.000000 0.000000 95\n", " 17 0.022727 0.010526 0.014388 95\n", " 18 0.000000 0.000000 0.000000 66\n", " 19 0.862093 0.862579 0.862336 7095\n", " 20 0.947512 0.829530 0.884605 9597\n", "\n", "avg / total 0.869200 0.805090 0.834437 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.928040 0.909344 0.918597 7545\n", " 20.0 0.982130 0.688308 0.809378 9981\n", "\n", "avg / total 0.958844 0.783465 0.856397 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.925486 0.928429 0.926955 7545\n", " 20.0 0.985128 0.935778 0.959819 9981\n", "\n", "avg / total 0.959452 0.932614 0.945671 17526\n", "\n", "Classification report for turbine 24, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.937681 0.903380 0.920211 7545\n", " 20.0 0.984869 0.926060 0.954560 9981\n", "\n", "avg / total 0.964554 0.916296 0.939772 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.927801 0.981047 0.953682 7545\n", " 20 0.985023 0.942290 0.963183 9981\n", "\n", "avg / total 0.960389 0.958975 0.959093 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.927801 0.981047 0.953682 7545\n", " 20 0.985023 0.942290 0.963183 9981\n", "\n", "avg / total 0.960389 0.958975 0.959093 17526\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 24, turbine category 0\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995537 0.990761 0.993143 16885\n", " 20.0 0.855162 0.865835 0.860465 641\n", "\n", "avg / total 0.990403 0.986192 0.988291 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.995553 0.994433 0.994993 16885\n", " 20 0.857576 0.882995 0.870100 641\n", "\n", "avg / total 0.990507 0.990357 0.990425 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.995553 0.994433 0.994993 16885\n", " 20 0.857576 0.882995 0.870100 641\n", "\n", "avg / total 0.990507 0.990357 0.990425 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.027363 0.126437 0.044990 87\n", " 11 0.046296 0.027933 0.034843 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 0.006944 0.007576 0.007246 132\n", " 19 0.935596 0.945075 0.940311 15694\n", " 20 0.794258 0.559865 0.656775 593\n", "\n", "avg / total 0.865333 0.866199 0.864876 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 0.981373 0.984321 0.982844 16646\n", " 20 0.768760 0.862543 0.812955 582\n", "\n", "avg / total 0.957626 0.963540 0.960491 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.080000 0.200000 0.114286 10\n", " 11 0.037736 0.062500 0.047059 32\n", " 12 0.022222 0.038462 0.028169 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 0.982892 0.968563 0.975675 16668\n", " 20 0.805599 0.857616 0.830794 604\n", "\n", "avg / total 0.962685 0.950987 0.956734 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 37\n", " 11 0.000000 0.000000 0.000000 98\n", " 12 0.000000 0.000000 0.000000 98\n", " 13 0.024096 0.021739 0.022857 92\n", " 14 0.000000 0.000000 0.000000 100\n", " 15 0.000000 0.000000 0.000000 92\n", " 16 0.039216 0.020408 0.026846 98\n", " 17 0.040000 0.010526 0.016667 95\n", " 18 0.020408 0.010526 0.013889 95\n", " 19 0.952474 0.969224 0.960776 16149\n", " 20 0.771757 0.821678 0.795936 572\n", "\n", "avg / total 0.903500 0.920233 0.911702 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.995553 0.994433 0.994993 16885\n", " 20 0.857576 0.882995 0.870100 641\n", "\n", "avg / total 0.990507 0.990357 0.990425 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.008403 0.038462 0.013793 26\n", " 11 0.004505 0.032258 0.007905 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 0.004926 0.028571 0.008403 35\n", " 16 0.000000 0.000000 0.000000 27\n", " 17 0.000000 0.000000 0.000000 33\n", " 18 0.014634 0.083333 0.024896 36\n", " 19 0.981190 0.906876 0.942570 16623\n", " 20 0.845703 0.687302 0.758319 630\n", "\n", "avg / total 0.961096 0.885199 0.921367 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996096 0.951969 0.973533 16885\n", " 20.0 0.838521 0.672387 0.746320 641\n", "\n", "avg / total 0.990333 0.941744 0.965223 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 0.017699 0.018692 0.018182 107\n", " 12 0.000000 0.000000 0.000000 82\n", " 13 0.000000 0.000000 0.000000 72\n", " 14 0.008696 0.013889 0.010695 72\n", " 15 0.000000 0.000000 0.000000 72\n", " 16 0.000000 0.000000 0.000000 71\n", " 17 0.000000 0.000000 0.000000 72\n", " 18 0.000000 0.000000 0.000000 71\n", " 19 0.958828 0.949161 0.953970 16267\n", " 20 0.731942 0.841328 0.782833 542\n", "\n", "avg / total 0.912729 0.907166 0.909805 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 0.010363 0.055556 0.017467 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 0.980634 0.941286 0.960557 16623\n", " 20 0.855519 0.826019 0.840510 638\n", "\n", "avg / total 0.961273 0.922972 0.941699 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.995553 0.994433 0.994993 16885\n", " 20 0.857576 0.882995 0.870100 641\n", "\n", "avg / total 0.990507 0.990357 0.990425 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 0.981916 0.994416 0.988126 16654\n", " 20 0.836364 0.881789 0.858476 626\n", "\n", "avg / total 0.962935 0.976435 0.969626 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 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995420 0.992813 0.994115 16418\n", " 20.0 0.937153 0.915162 0.926027 1108\n", "\n", "avg / total 0.991736 0.987904 0.989810 17526\n", "\n", "Classification report for turbine 24, turbine category 1\n", " precision recall f1-score support\n", "\n", " 19 0.995433 0.995736 0.995585 16418\n", " 20 0.936537 0.932310 0.934419 1108\n", "\n", "avg / total 0.991710 0.991727 0.991718 17526\n", "\n", "Classification report for turbine 24, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.995433 0.995736 0.995585 16418\n", " 20 0.936537 0.932310 0.934419 1108\n", "\n", "avg / total 0.991710 0.991727 0.991718 17526\n", "\n", "Classification report for turbine 24, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.996090 0.946583 0.970706 16418\n", " 20.0 0.904523 0.487365 0.633431 1108\n", "\n", "avg / total 0.990301 0.917551 0.949383 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 0.027027 0.013889 0.018349 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 0.027778 0.013889 0.018519 72\n", " 19 0.962627 0.983368 0.972887 15873\n", " 20 0.901761 0.910196 0.905959 1069\n", "\n", "avg / total 0.927063 0.946251 0.936538 17526\n", "\n", "Classification report for turbine 24, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10 0.051282 0.200000 0.081633 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 0.980099 0.977977 0.979037 16165\n", " 20 0.910546 0.902894 0.906704 1071\n", "\n", "avg / total 0.959661 0.957321 0.958463 17526\n", "\n", "Classification report for turbine 24, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.228916 0.036893 0.063545 515\n", " 11 0.000000 0.000000 0.000000 561\n", " 12 0.044304 0.013109 0.020231 534\n", " 13 0.018182 0.005597 0.008559 536\n", " 14 0.013889 0.002016 0.003521 496\n", " 15 0.030612 0.006024 0.010067 498\n", " 16 0.018868 0.003992 0.006590 501\n", " 17 0.268817 0.049702 0.083893 503\n", " 18 0.000000 0.000000 0.000000 502\n", " 19 0.750686 0.951561 0.839271 12366\n", " 20 0.466019 0.840467 0.599584 514\n", "\n", "avg / total 0.561486 0.699475 0.615485 17526\n", "\n", "Classification report for turbine 24, turbine category 7\n", " precision recall f1-score support\n", "\n", " 19 0.995433 0.995736 0.995585 16418\n", " 20 0.936537 0.932310 0.934419 1108\n", "\n", "avg / total 0.991710 0.991727 0.991718 17526\n", "\n", "Classification report for turbine 24, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.016949 0.032258 0.022222 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 0.024390 0.041667 0.030769 72\n", " 16 0.000000 0.000000 0.000000 72\n", " 17 0.000000 0.000000 0.000000 70\n", " 18 0.008403 0.013889 0.010471 72\n", " 19 0.967437 0.936576 0.951756 15956\n", " 20 0.805637 0.860852 0.832329 963\n", "\n", "avg / total 0.925205 0.900262 0.912439 17526\n", "\n", "Classification report for turbine 24, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.054545 0.047244 0.050633 127\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 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 0.068966 0.018519 0.029197 108\n", " 19 0.948907 0.979167 0.963799 15648\n", " 20 0.742349 0.835556 0.786200 900\n", "\n", "avg / total 0.886168 0.917608 0.901443 17526\n", "\n", "Classification report for turbine 24, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10 0.222222 0.063694 0.099010 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 0.013158 0.009346 0.010929 107\n", " 15 0.000000 0.000000 0.000000 108\n", " 16 0.000000 0.000000 0.000000 97\n", " 17 0.021505 0.018519 0.019900 108\n", " 18 0.000000 0.000000 0.000000 107\n", " 19 0.941214 0.948304 0.944746 15533\n", " 20 0.839695 0.891591 0.864865 987\n", "\n", "avg / total 0.883674 0.891418 0.887094 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 0.025000 0.018692 0.021390 107\n", " 12 0.018182 0.009346 0.012346 107\n", " 13 0.127273 0.072165 0.092105 97\n", " 14 0.012048 0.009346 0.010526 107\n", " 15 0.016393 0.009709 0.012195 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 0.949978 0.967404 0.958612 15646\n", " 20 0.868121 0.893555 0.880654 1024\n", "\n", "avg / total 0.899935 0.916524 0.908088 17526\n", "\n", "Classification report for turbine 24, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.995433 0.995736 0.995585 16418\n", " 20 0.936537 0.932310 0.934419 1108\n", "\n", "avg / total 0.991710 0.991727 0.991718 17526\n", "\n", "Classification report for turbine 24, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.995424 0.993665 0.994544 16418\n", " 20.0 0.936073 0.925090 0.930549 1108\n", "\n", "avg / total 0.991672 0.989330 0.990498 17526\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 0.991755 0.987260 0.989503 16327\n", " 20 0.765502 0.835178 0.798824 813\n", "\n", "avg / total 0.981023 0.980047 0.980458 17140\n", "\n", "Classification report for turbine 25, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991697 0.980217 0.985923 16327\n", " 20.0 0.764172 0.829028 0.795280 813\n", "\n", "avg / total 0.980904 0.973046 0.976881 17140\n", "\n", "Classification report for turbine 25, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.991755 0.987260 0.989503 16327\n", " 20 0.765502 0.835178 0.798824 813\n", "\n", "avg / total 0.981023 0.980047 0.980458 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991547 0.962761 0.976942 16327\n", " 20.0 0.760694 0.809348 0.784267 813\n", "\n", "avg / total 0.980597 0.955484 0.967803 17140\n", "\n", "Classification report for turbine 25, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991729 0.969376 0.980425 16327\n", " 20.0 0.760694 0.809348 0.784267 813\n", "\n", "avg / total 0.980770 0.961785 0.971121 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.991755 0.987260 0.989503 16327\n", " 20 0.765502 0.835178 0.798824 813\n", "\n", "avg / total 0.981023 0.980047 0.980458 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991900 0.840081 0.909700 16327\n", " 20.0 0.762397 0.453875 0.569005 813\n", "\n", "avg / total 0.981014 0.821762 0.893540 17140\n", "\n", "Classification report for turbine 25, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.991678 0.970662 0.981057 16327\n", " 20.0 0.764368 0.817958 0.790255 813\n", "\n", "avg / total 0.980896 0.963419 0.972007 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.204545 0.047872 0.077586 188\n", " 11 0.000000 0.000000 0.000000 147\n", " 12 0.005747 0.006757 0.006211 148\n", " 13 0.018634 0.019608 0.019108 153\n", " 14 0.019231 0.013986 0.016194 143\n", " 15 0.012821 0.006623 0.008734 151\n", " 16 0.019608 0.014815 0.016878 135\n", " 17 0.044776 0.041096 0.042857 146\n", " 18 0.000000 0.000000 0.000000 131\n", " 19 0.923067 0.925989 0.924526 15160\n", " 20 0.583229 0.730408 0.648573 638\n", "\n", "avg / total 0.841413 0.847608 0.843652 17140\n", "\n", "Classification report for turbine 25, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.500000 0.005376 0.010638 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 0.975528 0.982694 0.979098 16064\n", " 20 0.506229 0.785589 0.615702 569\n", "\n", "avg / total 0.936519 0.947141 0.938188 17140\n", "\n", "Classification report for turbine 25, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.992207 0.951430 0.971391 16327\n", " 20.0 0.762573 0.801968 0.781775 813\n", "\n", "avg / total 0.981315 0.944341 0.962397 17140\n", "\n", "Classification report for turbine 25, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.012346 0.052632 0.020000 19\n", " 11 0.000000 0.000000 0.000000 108\n", " 12 0.012270 0.016129 0.013937 124\n", " 13 0.011429 0.016393 0.013468 122\n", " 14 0.006410 0.007752 0.007018 129\n", " 15 0.005952 0.007812 0.006757 128\n", " 16 0.013333 0.015504 0.014337 129\n", " 17 0.000000 0.000000 0.000000 115\n", " 18 0.008065 0.015873 0.010695 126\n", " 19 0.938449 0.904827 0.921331 15435\n", " 20 0.648101 0.726241 0.684950 705\n", "\n", "avg / total 0.872191 0.845333 0.858364 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.991755 0.987260 0.989503 16327\n", " 20 0.765502 0.835178 0.798824 813\n", "\n", "avg / total 0.981023 0.980047 0.980458 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.991755 0.987260 0.989503 16327\n", " 20 0.765502 0.835178 0.798824 813\n", "\n", "avg / total 0.981023 0.980047 0.980458 17140\n", "\n", "------------------------------------------------------------------------\n", "Classification report for turbine 25, turbine category 0\n", " precision recall f1-score support\n", "\n", " 19 0.994050 0.991540 0.992793 15839\n", " 20 0.900075 0.927748 0.913702 1301\n", "\n", "avg / total 0.986917 0.986698 0.986790 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 0.977974 0.987657 0.982792 15555\n", " 20 0.752817 0.922652 0.829127 1086\n", "\n", "avg / total 0.935236 0.954784 0.944443 17140\n", "\n", "Classification report for turbine 25, turbine category 2\n", " precision recall f1-score support\n", "\n", " 19 0.994050 0.991540 0.992793 15839\n", " 20 0.900075 0.927748 0.913702 1301\n", "\n", "avg / total 0.986917 0.986698 0.986790 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 0.962789 0.976430 0.969561 15316\n", " 20 0.699700 0.920039 0.794883 1013\n", "\n", "avg / total 0.901684 0.926896 0.913362 17140\n", "\n", "Classification report for turbine 25, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994009 0.984595 0.989279 15839\n", " 20.0 0.900000 0.920061 0.909920 1301\n", "\n", "avg / total 0.986873 0.979697 0.983256 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 19 0.994050 0.991540 0.992793 15839\n", " 20 0.900075 0.927748 0.913702 1301\n", "\n", "avg / total 0.986917 0.986698 0.986790 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994499 0.878843 0.933101 15839\n", " 20.0 0.877720 0.651038 0.747573 1301\n", "\n", "avg / total 0.985635 0.861552 0.919019 17140\n", "\n", "Classification report for turbine 25, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993995 0.982322 0.988124 15839\n", " 20.0 0.900075 0.927748 0.913702 1301\n", "\n", "avg / total 0.986866 0.978180 0.982475 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.051780 0.065844 0.057971 243\n", " 11 0.000000 0.000000 0.000000 54\n", " 12 0.027972 0.072727 0.040404 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 0.011765 0.020408 0.014925 49\n", " 18 0.000000 0.000000 0.000000 55\n", " 19 0.964537 0.935622 0.949860 15378\n", " 20 0.762277 0.635349 0.693049 1075\n", "\n", "avg / total 0.914049 0.880513 0.896675 17140\n", "\n", "Classification report for turbine 25, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.994527 0.963697 0.978869 15839\n", " 20.0 0.904571 0.867025 0.885400 1301\n", "\n", "avg / total 0.987699 0.956359 0.971775 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 0.980267 0.976564 0.978412 15617\n", " 20 0.881589 0.906520 0.893881 1273\n", "\n", "avg / total 0.958641 0.957118 0.957863 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 0.000000 0.000000 0.000000 55\n", " 17 0.033333 0.066667 0.044444 60\n", " 18 0.000000 0.000000 0.000000 58\n", " 19 0.968257 0.942374 0.955140 15375\n", " 20 0.897959 0.890272 0.894099 1285\n", "\n", "avg / total 0.935988 0.912310 0.923971 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.994050 0.991540 0.992793 15839\n", " 20 0.900075 0.927748 0.913702 1301\n", "\n", "avg / total 0.986917 0.986698 0.986790 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.994050 0.991540 0.992793 15839\n", " 20 0.900075 0.927748 0.913702 1301\n", "\n", "avg / total 0.986917 0.986698 0.986790 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 0.979481 0.993559 0.986470 14750\n", " 20 0.956382 0.871548 0.911996 2390\n", "\n", "avg / total 0.976260 0.976546 0.976086 17140\n", "\n", "Classification report for turbine 25, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979372 0.984949 0.982153 14750\n", " 20.0 0.956804 0.861925 0.906890 2390\n", "\n", "avg / total 0.976225 0.967795 0.971658 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 0.963909 0.993593 0.978526 14515\n", " 20 0.950872 0.870900 0.909131 2378\n", "\n", "avg / total 0.948209 0.962252 0.954797 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979083 0.974237 0.976654 14750\n", " 20.0 0.953181 0.783682 0.860161 2390\n", "\n", "avg / total 0.975471 0.947666 0.960410 17140\n", "\n", "Classification report for turbine 25, turbine category 4\n", " precision recall f1-score support\n", "\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979403 0.989695 0.984522 14750\n", " 20.0 0.957682 0.871130 0.912358 2390\n", "\n", "avg / total 0.976374 0.973162 0.974459 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 0.959163 0.993424 0.975993 14446\n", " 20 0.885675 0.863087 0.874235 2235\n", "\n", "avg / total 0.923895 0.949825 0.936587 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.008920 0.290323 0.017308 31\n", " 11 0.000000 0.000000 0.000000 99\n", " 12 0.013514 0.024691 0.017467 81\n", " 13 0.000000 0.000000 0.000000 92\n", " 14 0.044643 0.063291 0.052356 79\n", " 15 0.000000 0.000000 0.000000 90\n", " 16 0.010870 0.010989 0.010929 91\n", " 17 0.000000 0.000000 0.000000 93\n", " 18 0.012048 0.011236 0.011628 89\n", " 19 0.930927 0.933314 0.932119 14036\n", " 20 0.933333 0.480712 0.634583 2359\n", "\n", "avg / total 0.891201 0.831505 0.851127 17140\n", "\n", "Classification report for turbine 25, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.979361 0.984407 0.981877 14750\n", " 20.0 0.958967 0.870293 0.912481 2390\n", "\n", "avg / total 0.976517 0.968495 0.972201 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 0.962609 0.951065 0.956802 14509\n", " 20 0.941528 0.594130 0.728535 2385\n", "\n", "avg / total 0.945860 0.887748 0.911307 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 0.963241 0.990072 0.976472 14504\n", " 20 0.949286 0.811448 0.874972 2376\n", "\n", "avg / total 0.946695 0.950292 0.947590 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 0.960584 0.976646 0.968549 14473\n", " 20 0.951276 0.862432 0.904678 2377\n", "\n", "avg / total 0.943041 0.944282 0.943304 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 0.011765 0.032258 0.017241 31\n", " 18 0.000000 0.000000 0.000000 26\n", " 19 0.962911 0.944337 0.953534 14516\n", " 20 0.957176 0.852473 0.901796 2386\n", "\n", "avg / total 0.948763 0.918495 0.933122 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.979481 0.993559 0.986470 14750\n", " 20 0.956382 0.871548 0.911996 2390\n", "\n", "avg / total 0.976260 0.976546 0.976086 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 19 0.979481 0.993559 0.986470 14750\n", " 20 0.956382 0.871548 0.911996 2390\n", "\n", "avg / total 0.976260 0.976546 0.976086 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 0.989799 0.991916 0.990856 14967\n", " 20 0.943484 0.929590 0.936486 2173\n", "\n", "avg / total 0.983928 0.984014 0.983963 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 0.937316 0.985966 0.961026 14180\n", " 20 0.590426 0.888000 0.709265 1375\n", "\n", "avg / total 0.822810 0.886931 0.851959 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 0.970902 0.990806 0.980753 14683\n", " 20 0.938289 0.928737 0.933488 2161\n", "\n", "avg / total 0.950023 0.965869 0.957857 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.098592 0.184211 0.128440 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 0.970365 0.976975 0.973659 14680\n", " 20 0.927981 0.893627 0.910480 2134\n", "\n", "avg / total 0.946851 0.948425 0.947559 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 0.960321 0.988294 0.974107 14522\n", " 20 0.924122 0.930222 0.927162 2121\n", "\n", "avg / total 0.927996 0.952450 0.940052 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.989948 0.973809 0.981812 14967\n", " 20.0 0.922780 0.659917 0.769520 2173\n", "\n", "avg / total 0.981432 0.934014 0.954898 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 0.007519 0.027778 0.011834 36\n", " 13 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 0.015152 0.027778 0.019608 36\n", " 19 0.975247 0.930695 0.952450 14732\n", " 20 0.936785 0.812382 0.870159 2116\n", "\n", "avg / total 0.953932 0.900350 0.926131 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 0.978107 0.987628 0.982844 14792\n", " 20 0.893975 0.930481 0.911863 2057\n", "\n", "avg / total 0.951404 0.964002 0.957639 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.009677 0.068182 0.016949 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 0.956735 0.958719 0.957726 14462\n", " 20 0.923077 0.755994 0.831223 2127\n", "\n", "avg / total 0.921827 0.902917 0.911283 17140\n", "\n", "Classification report for turbine 25, turbine category 9\n", " precision recall f1-score support\n", "\n", " 10 0.489796 0.047059 0.085868 510\n", " 11 0.028571 0.005236 0.008850 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 0.904145 0.990084 0.945165 13614\n", " 20 0.764188 0.911851 0.831515 1713\n", "\n", "avg / total 0.809413 0.878996 0.836485 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 0.105263 0.028986 0.045455 69\n", " 17 0.017241 0.014085 0.015504 71\n", " 18 0.000000 0.000000 0.000000 72\n", " 19 0.950821 0.975910 0.963202 14363\n", " 20 0.914122 0.918945 0.916527 2085\n", "\n", "avg / total 0.908464 0.929755 0.918884 17140\n", "\n", "Classification report for turbine 25, turbine category 11\n", " precision recall f1-score support\n", "\n", " 10 0.023810 0.071429 0.035714 14\n", " 11 0.033333 0.053571 0.041096 56\n", " 12 0.009615 0.016667 0.012195 60\n", " 13 0.000000 0.000000 0.000000 63\n", " 14 0.000000 0.000000 0.000000 85\n", " 15 0.015873 0.020619 0.017937 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 0.951261 0.941999 0.946607 14379\n", " 20 0.910345 0.883365 0.896652 2092\n", "\n", "avg / total 0.909389 0.898483 0.903870 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.989799 0.991916 0.990856 14967\n", " 20 0.943484 0.929590 0.936486 2173\n", "\n", "avg / total 0.983928 0.984014 0.983963 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 0.910727 0.995119 0.951055 13727\n", " 20 0.796357 0.938877 0.861764 1816\n", "\n", "avg / total 0.813754 0.896441 0.852981 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 0.978793 0.994264 0.986468 15690\n", " 20 0.858569 0.914083 0.885457 1129\n", "\n", "avg / total 0.952543 0.970362 0.961339 17140\n", "\n", "Classification report for turbine 25, turbine category 1\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993424 0.976465 0.984872 15934\n", " 20.0 0.922014 0.774461 0.841821 1206\n", "\n", "avg / total 0.988399 0.962252 0.974806 17140\n", "\n", "Classification report for turbine 25, turbine category 2\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993391 0.971570 0.982359 15934\n", " 20.0 0.913924 0.898010 0.905897 1206\n", "\n", "avg / total 0.987799 0.966394 0.976979 17140\n", "\n", "Classification report for turbine 25, turbine category 3\n", " precision recall f1-score support\n", "\n", " 10 0.090909 0.037975 0.053571 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 0.076923 0.027778 0.040816 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 0.963712 0.978185 0.970894 15448\n", " 20 0.799488 0.900096 0.846814 1041\n", "\n", "avg / total 0.917877 0.936581 0.926901 17140\n", "\n", "Classification report for turbine 25, turbine category 4\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993377 0.988452 0.990909 15934\n", " 20.0 0.915552 0.907960 0.911740 1206\n", "\n", "avg / total 0.987902 0.982789 0.985338 17140\n", "\n", "Classification report for turbine 25, turbine category 5\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993255 0.961152 0.976940 15934\n", " 20.0 0.914768 0.898839 0.906734 1206\n", "\n", "avg / total 0.987733 0.956768 0.972000 17140\n", "\n", "Classification report for turbine 25, turbine category 6\n", " precision recall f1-score support\n", "\n", " 10 0.037313 0.106383 0.055249 47\n", " 11 0.000000 0.000000 0.000000 215\n", " 12 0.000000 0.000000 0.000000 215\n", " 13 0.009174 0.004673 0.006192 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 0.038462 0.009524 0.015267 210\n", " 18 0.060606 0.009259 0.016064 216\n", " 19 0.888679 0.958214 0.922138 14263\n", " 20 0.843192 0.804659 0.823475 1116\n", "\n", "avg / total 0.795865 0.850350 0.821589 17140\n", "\n", "Classification report for turbine 25, turbine category 7\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993353 0.984750 0.989032 15934\n", " 20.0 0.918734 0.890547 0.904421 1206\n", "\n", "avg / total 0.988102 0.978121 0.983079 17140\n", "\n", "Classification report for turbine 25, turbine category 8\n", " precision recall f1-score support\n", "\n", " 10 0.637681 0.218905 0.325926 402\n", " 11 0.000000 0.000000 0.000000 214\n", " 12 0.000000 0.000000 0.000000 215\n", " 13 0.030303 0.004651 0.008065 215\n", " 14 0.000000 0.000000 0.000000 197\n", " 15 0.000000 0.000000 0.000000 176\n", " 16 0.019231 0.005587 0.008658 179\n", " 17 0.000000 0.000000 0.000000 180\n", " 18 0.000000 0.000000 0.000000 163\n", " 19 0.894791 0.964878 0.928514 14350\n", " 20 0.683721 0.865724 0.764033 849\n", "\n", "avg / total 0.798544 0.855951 0.823054 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 0.975809 0.977119 0.976463 15646\n", " 20 0.909346 0.809484 0.856514 1202\n", "\n", "avg / total 0.954524 0.948716 0.951416 17140\n", "\n", "Classification report for turbine 25, turbine category 10\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993349 0.974834 0.984004 15934\n", " 20.0 0.915735 0.883085 0.899114 1206\n", "\n", "avg / total 0.987888 0.968378 0.978031 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 0.012658 0.014085 0.013333 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 0.980216 0.948182 0.963933 15728\n", " 20 0.755309 0.812314 0.782775 1007\n", "\n", "avg / total 0.943893 0.917853 0.930568 17140\n", "\n", "Classification report for turbine 25, turbine category 12\n", " precision recall f1-score support\n", "\n", " 19 0.993349 0.993599 0.993474 15934\n", " 20 0.915141 0.912106 0.913621 1206\n", "\n", "avg / total 0.987846 0.987865 0.987855 17140\n", "\n", "Classification report for turbine 25, turbine category 13\n", " precision recall f1-score support\n", "\n", " 10.0 0.000000 0.000000 0.000000 0\n", " 11.0 0.000000 0.000000 0.000000 0\n", " 12.0 0.000000 0.000000 0.000000 0\n", " 13.0 0.000000 0.000000 0.000000 0\n", " 14.0 0.000000 0.000000 0.000000 0\n", " 15.0 0.000000 0.000000 0.000000 0\n", " 16.0 0.000000 0.000000 0.000000 0\n", " 17.0 0.000000 0.000000 0.000000 0\n", " 18.0 0.000000 0.000000 0.000000 0\n", " 19.0 0.993535 0.964541 0.978824 15934\n", " 20.0 0.916360 0.826700 0.869224 1206\n", "\n", "avg / total 0.988105 0.954842 0.971112 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", " # reset index\n", " dfx.reset_index(drop=True, inplace=True)\n", "\n", " # assigning value to first cell if it's not 0\n", " if dfx.loc[0, \"mins\"] == 0:\n", " dfx.set_value(0, \"mins\", 0)\n", " else:\n", " dfx.set_value(0, \"mins\", 999999999)\n", "\n", " # using previous value's row to evaluate time\n", " for i, e in enumerate(dfx[\"mins\"]):\n", " if e == 1:\n", " dfx.at[i, \"mins\"] = dfx.at[i - 1, \"mins\"] + 10\n", "\n", " # sort in ascending order\n", " dfx = dfx.sort_values(by=\"timestamp\")\n", " # reset index\n", " dfx.reset_index(drop=True, inplace=True)\n", " # convert to hours, then round to nearest hour\n", " dfx[\"hours\"] = dfx[\"mins\"].astype(np.int64)\n", " dfx[\"hours\"] = dfx[\"hours\"] / 60\n", " dfx[\"hours\"] = round(dfx[\"hours\"]).astype(np.int64)\n", "\n", " # > 48 hours - label as normal (9999)\n", " def f11(c):\n", " if c[\"hours\"] > 48:\n", " return 9999\n", " else:\n", " return c[\"hours\"]\n", "\n", " dfx[\"hours\"] = dfx.apply(f11, axis=1)\n", "\n", " # filter out curtailment - curtailed when turbine is pitching\n", " # outside 0 deg <= normal <= 3.5 deg\n", " def f22(c):\n", " if (\n", " 0 <= c[\"pitch\"] <= 3.5\n", " or c[\"hours\"] != 9999\n", " or (\n", " (c[\"pitch\"] > 3.5 or c[\"pitch\"] < 0)\n", " and (\n", " c[\"ap_av\"] <= (0.1 * dfx[\"ap_av\"].max())\n", " or c[\"ap_av\"] >= (0.9 * dfx[\"ap_av\"].max())\n", " )\n", " )\n", " ):\n", " return \"normal\"\n", " else:\n", " return \"curtailed\"\n", "\n", " dfx[\"curtailment\"] = dfx.apply(f22, axis=1)\n", "\n", " # filter unusual readings, i.e., for normal operation, power <= 0 in\n", " # operating wind speeds, power > 100...\n", " # before cut-in, runtime < 600 and other downtime categories\n", " def f3(c):\n", " if c[\"hours\"] == 9999 and (\n", " (\n", " 3 < c[\"ws_av\"] < 25\n", " and (\n", " c[\"ap_av\"] <= 0\n", " or c[\"runtime\"] < 600\n", " or c[\"EnvironmentalCategory_id\"] > 1\n", " or c[\"GridCategory_id\"] > 1\n", " or c[\"InfrastructureCategory_id\"] > 1\n", " or c[\"AvailabilityCategory_id\"] == 2\n", " or 12 <= c[\"TurbineCategory_id\"] <= 15\n", " or 21 <= c[\"TurbineCategory_id\"] <= 22\n", " )\n", " )\n", " or (c[\"ws_av\"] < 3 and c[\"ap_av\"] > 100)\n", " ):\n", " return \"unusual\"\n", " else:\n", " return \"normal\"\n", "\n", " dfx[\"unusual\"] = dfx.apply(f3, axis=1)\n", "\n", " # round to 6 hour intervals\n", " def f4(c):\n", " if c[\"hours\"] == 0:\n", " return 10\n", " elif 1 <= c[\"hours\"] <= 6:\n", " return 11\n", " elif 7 <= c[\"hours\"] <= 12:\n", " return 12\n", " elif 13 <= c[\"hours\"] <= 18:\n", " return 13\n", " elif 19 <= c[\"hours\"] <= 24:\n", " return 14\n", " elif 25 <= c[\"hours\"] <= 30:\n", " return 15\n", " elif 31 <= c[\"hours\"] <= 36:\n", " return 16\n", " elif 37 <= c[\"hours\"] <= 42:\n", " return 17\n", " elif 43 <= c[\"hours\"] <= 48:\n", " return 18\n", " else:\n", " return 19\n", "\n", " dfx[\"hours6\"] = dfx.apply(f4, axis=1)\n", "\n", " # change label for unusual and curtailed data (20)\n", " def f5(c):\n", " if c[\"unusual\"] == \"unusual\" or c[\"curtailment\"] == \"curtailed\":\n", " return 20\n", " else:\n", " return c[\"hours6\"]\n", "\n", " dfx[\"hours_%s\" % y] = dfx.apply(f5, axis=1)\n", "\n", " # drop unnecessary columns\n", " dfx = dfx.drop(\"hours6\", axis=1)\n", " dfx = dfx.drop(\"hours\", axis=1)\n", " dfx = dfx.drop(\"mins\", axis=1)\n", " dfx = dfx.drop(\"curtailment\", axis=1)\n", " dfx = dfx.drop(\"unusual\", axis=1)\n", "\n", " # separate features from classes for classification\n", " features = [\n", " \"ap_av\",\n", " \"ws_av\",\n", " \"wd_av\",\n", " \"pitch\",\n", " \"ap_max\",\n", " \"ap_dev\",\n", " \"reactive_power\",\n", " \"rs_av\",\n", " \"gen_sp\",\n", " \"nac_pos\",\n", " ]\n", " classes = [col for col in dfx.columns if \"hours\" in col]\n", " # list of columns to copy into new df\n", " list6 = features + classes\n", " df2 = dfx[list6].copy()\n", " # drop NaNs\n", " df2 = df2.dropna()\n", " X = df2[features]\n", " # normalise features to values b/w 0 and 1\n", " X = preprocessing.normalize(X)\n", " Y = df2[classes]\n", " # convert from pd dataframe to np array\n", " Y = Y.as_matrix()\n", " # cross validation using time series split\n", " tscv = TimeSeriesSplit(n_splits=5)\n", "\n", " dt = DecisionTreeClassifier(criterion=\"entropy\")\n", " # 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", " # fit to classifier and predict\n", " dt1 = dt.fit(X_train, Y_train)\n", " Yp = dt1.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": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }