k-NN classifier results#
import numpy as np
import pandas as pd
from imblearn.over_sampling import RandomOverSampler
from sklearn import preprocessing
from sklearn.metrics import classification_report
from sklearn.model_selection import TimeSeriesSplit
from sklearn.neighbors import KNeighborsClassifier
# import data
df = pd.read_csv("data/SCADA_downtime_merged.csv", skip_blank_lines=True)
list1 = list(df["turbine_id"].unique()) # list of turbines to plot
list1 = sorted(list1, key=int) # sort turbines in ascending order
list2 = list(df["TurbineCategory_id"].unique()) # list of categories
list2 = [g for g in list2 if g >= 0] # remove NaN from list
list2 = sorted(list2, key=int) # sort categories in ascending order
# categories to remove
list2 = [m for m in list2 if m not in (1, 12, 13, 14, 15, 17, 21, 22)]
list4 = list(range(0, 14)) # index for classes
list5 = list(zip(list4, list2))
for x in list1: # filter only data for turbine x
dfx = df[(df["turbine_id"] == x)].copy()
for y in list2:
# copying fault to new column (mins)
# (fault when turbine category id is y)
def ff(c):
if c["TurbineCategory_id"] == y:
return 0
else:
return 1
dfx["mins"] = dfx.apply(ff, axis=1)
# sort values by timestamp in descending order
dfx = dfx.sort_values(by="timestamp", ascending=False)
dfx.reset_index(drop=True, inplace=True) # reset index
# assigning value to first cell if it's not 0
if dfx.loc[0, "mins"] == 0:
dfx.set_value(0, "mins", 0)
else:
dfx.set_value(0, "mins", 999999999)
for i, e in enumerate(dfx["mins"]):
# using previous value's row to evaluate time
if e == 1:
dfx.at[i, "mins"] = dfx.at[i - 1, "mins"] + 10
dfx = dfx.sort_values(by="timestamp") # sort in ascending order
dfx.reset_index(drop=True, inplace=True) # reset index
dfx["hours"] = dfx["mins"].astype(np.int64)
# convert to hours, then round to nearest hour
dfx["hours"] = dfx["hours"] / 60
dfx["hours"] = round(dfx["hours"]).astype(np.int64)
def f11(c): # > 48 hours - label as normal (9999)
if c["hours"] > 48:
return 9999
else:
return c["hours"]
dfx["hours"] = dfx.apply(f11, axis=1)
def f22(
c,
):
# filter out curtailment - curtailed when turbine is pitching
# outside 0deg<= normal <=3.5deg
if (
0 <= c["pitch"] <= 3.5
or c["hours"] != 9999
or (
(c["pitch"] > 3.5 or c["pitch"] < 0)
and (
c["ap_av"] <= (0.1 * dfx["ap_av"].max())
or c["ap_av"] >= (0.9 * dfx["ap_av"].max())
)
)
):
return "normal"
else:
return "curtailed"
dfx["curtailment"] = dfx.apply(f22, axis=1)
def f3(
c,
):
# filter unusual readings, i.e. for normal operation,
# power <= 0 in operating wind speeds, power >100...
# before cut-in, runtime < 600 and other downtime categories
if c["hours"] == 9999 and (
(
3 < c["ws_av"] < 25
and (
c["ap_av"] <= 0
or c["runtime"] < 600
or c["EnvironmentalCategory_id"] > 1
or c["GridCategory_id"] > 1
or c["InfrastructureCategory_id"] > 1
or c["AvailabilityCategory_id"] == 2
or 12 <= c["TurbineCategory_id"] <= 15
or 21 <= c["TurbineCategory_id"] <= 22
)
)
or (c["ws_av"] < 3 and c["ap_av"] > 100)
):
return "unusual"
else:
return "normal"
dfx["unusual"] = dfx.apply(f3, axis=1)
def f4(c): # round to 6 hour intervals
if c["hours"] == 0:
return 10
elif 1 <= c["hours"] <= 6:
return 11
elif 7 <= c["hours"] <= 12:
return 12
elif 13 <= c["hours"] <= 18:
return 13
elif 19 <= c["hours"] <= 24:
return 14
elif 25 <= c["hours"] <= 30:
return 15
elif 31 <= c["hours"] <= 36:
return 16
elif 37 <= c["hours"] <= 42:
return 17
elif 43 <= c["hours"] <= 48:
return 18
else:
return 19 # normal
dfx["hours6"] = dfx.apply(f4, axis=1)
def f5(c): # change label for unusual and curtailed data (20)
if c["unusual"] == "unusual" or c["curtailment"] == "curtailed":
return 20
else:
return c["hours6"]
dfx["hours_%s" % y] = dfx.apply(f5, axis=1)
dfx = dfx.drop("hours6", axis=1) # drop unnecessary columns
dfx = dfx.drop("hours", axis=1)
dfx = dfx.drop("mins", axis=1)
dfx = dfx.drop("curtailment", axis=1)
dfx = dfx.drop("unusual", axis=1)
# separate features from classes for classification
features = [
"ap_av",
"ws_av",
"wd_av",
"pitch",
"ap_max",
"ap_dev",
"reactive_power",
"rs_av",
"gen_sp",
"nac_pos",
]
classes = [col for col in dfx.columns if "hours" in col]
list6 = features + classes # list of columns to copy into new df
df2 = dfx[list6].copy()
df2 = df2.dropna() # drop NaNs
X = df2[features]
X = preprocessing.normalize(X) # normalise features to values b/w 0 and 1
Y = df2[classes]
Y = Y.as_matrix() # convert from pd dataframe to np array
# cross validation using time series split
tscv = TimeSeriesSplit(n_splits=5)
knn = KNeighborsClassifier(weights="distance", n_jobs=-1)
for m, n in list5:
Ym = Y[:, m]
for train_index, test_index in tscv.split(X):
# looping for each cross validation fold
# split train and test sets
X_train, X_test = X[train_index], X[test_index]
Y_train, Y_test = Ym[train_index], Ym[test_index]
if len(set(Y_train)) > 1:
ros = RandomOverSampler()
Xt, Yt = ros.fit_sample(X_train, Y_train)
else:
Xt, Yt = X_train, Y_train
knn1 = knn.fit(Xt, Yt) # fit to classifier and predict
Yp = knn1.predict(X_test)
print(
"Classification report for turbine %s, turbine category %s"
% (x, n)
)
print(classification_report(Y_test, Yp, digits=6))
print("------------------------------------------------------------")
Classification report for turbine 1, turbine category 2.0
precision recall f1-score support
19 0.983002 0.953712 0.968135 16311
20 0.506536 0.742337 0.602176 1044
avg / total 0.954340 0.940997 0.946121 17355
Classification report for turbine 1, turbine category 2.0
precision recall f1-score support
19 0.939021 0.936903 0.937961 15072
20 0.589555 0.598336 0.593913 2283
avg / total 0.893050 0.892365 0.892702 17355
Classification report for turbine 1, turbine category 2.0
precision recall f1-score support
19 0.649076 0.917014 0.760125 9845
20 0.762914 0.350067 0.479920 7510
avg / total 0.698337 0.671680 0.638872 17355
Classification report for turbine 1, turbine category 2.0
precision recall f1-score support
19 0.883899 0.958171 0.919538 13579
20 0.784440 0.547405 0.644829 3776
avg / total 0.862260 0.868799 0.859768 17355
Classification report for turbine 1, turbine category 2.0
precision recall f1-score support
19 0.960302 0.943429 0.951791 14000
20 0.780061 0.837258 0.807648 3355
avg / total 0.925459 0.922904 0.923926 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 5
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.965984 0.953742 0.959824 16019
20 0.499025 0.736337 0.594888 1043
avg / total 0.921612 0.924575 0.921688 17355
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.
'precision', 'predicted', average, warn_for)
Classification report for turbine 1, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 249
11 0.000000 0.000000 0.000000 192
12 0.000000 0.000000 0.000000 180
13 0.000000 0.000000 0.000000 180
14 0.000000 0.000000 0.000000 180
15 0.000000 0.000000 0.000000 155
16 0.000000 0.000000 0.000000 144
17 0.000000 0.000000 0.000000 144
18 0.000000 0.000000 0.000000 144
19 0.887408 0.915288 0.901132 14260
20 0.441176 0.667976 0.531388 1527
avg / total 0.767970 0.810833 0.787184 17355
Classification report for turbine 1, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.630744 0.796039 0.703817 9845
20 0.743615 0.298535 0.426033 7510
avg / total 0.679587 0.580755 0.583612 17355
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.
'recall', 'true', average, warn_for)
Classification report for turbine 1, turbine category 3.0
precision recall f1-score support
10 0.013699 0.011905 0.012739 84
11 0.018072 0.083333 0.029703 36
12 0.016129 0.083333 0.027027 36
13 0.000000 0.000000 0.000000 36
14 0.019048 0.055556 0.028369 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.869747 0.906191 0.887595 13293
20 0.751868 0.518157 0.613509 3690
avg / total 0.826218 0.804782 0.810532 17355
Classification report for turbine 1, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 17
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.051948 0.055556 0.053691 72
18 0.000000 0.000000 0.000000 72
19 0.938235 0.902144 0.919835 13622
20 0.740092 0.820701 0.778315 3140
avg / total 0.870542 0.856814 0.863023 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 4.0
precision recall f1-score support
19 0.982489 0.956287 0.969211 16311
20 0.517918 0.733716 0.607214 1044
avg / total 0.954543 0.942898 0.947435 17355
Classification report for turbine 1, turbine category 4.0
precision recall f1-score support
19 0.938685 0.936505 0.937593 15072
20 0.587144 0.596145 0.591611 2283
avg / total 0.892440 0.891731 0.892080 17355
Classification report for turbine 1, turbine category 4.0
precision recall f1-score support
19 0.649284 0.916912 0.760232 9845
20 0.763036 0.350732 0.480569 7510
avg / total 0.698508 0.671910 0.639214 17355
Classification report for turbine 1, turbine category 4.0
precision recall f1-score support
19 0.885528 0.959349 0.920961 13579
20 0.791225 0.554025 0.651713 3776
avg / total 0.865010 0.871161 0.862380 17355
Classification report for turbine 1, turbine category 4.0
precision recall f1-score support
19 0.961550 0.943143 0.952257 14000
20 0.780293 0.842623 0.810261 3355
avg / total 0.926510 0.923711 0.924807 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 5.0
precision recall f1-score support
10 0.134783 0.469697 0.209459 66
11 0.013017 0.158879 0.024062 107
12 0.007610 0.069444 0.013717 72
13 0.005119 0.050847 0.009302 59
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.976432 0.592968 0.737853 16070
20 0.346833 0.340469 0.343621 981
avg / total 0.924382 0.571536 0.703677 17355
Classification report for turbine 1, turbine category 5.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.938176 0.799429 0.863263 15072
20 0.564257 0.492335 0.525848 2283
avg / total 0.888988 0.759032 0.818877 17355
Classification report for turbine 1, turbine category 5.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.650764 0.890909 0.752133 9845
20 0.784431 0.313981 0.448459 7510
avg / total 0.708606 0.641256 0.620725 17355
Classification report for turbine 1, turbine category 5.0
precision recall f1-score support
10 0.031180 0.113821 0.048951 123
11 0.013072 0.013029 0.013051 307
12 0.007317 0.011905 0.009063 252
13 0.011799 0.015873 0.013536 252
14 0.039130 0.035714 0.037344 252
15 0.000000 0.000000 0.000000 233
16 0.000000 0.000000 0.000000 184
17 0.000000 0.000000 0.000000 180
18 0.000000 0.000000 0.000000 180
19 0.805181 0.866828 0.834868 11977
20 0.639568 0.398536 0.491070 3415
avg / total 0.682818 0.678594 0.674235 17355
Classification report for turbine 1, turbine category 5.0
precision recall f1-score support
10 0.072464 0.107527 0.086580 93
11 0.015238 0.186047 0.028169 43
12 0.002933 0.027778 0.005305 36
13 0.004950 0.055556 0.009091 36
14 0.007092 0.055556 0.012579 36
15 0.003378 0.027778 0.006024 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.942539 0.778078 0.852449 13703
20 0.763174 0.754289 0.758706 3264
avg / total 0.888197 0.757591 0.816362 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 6.0
precision recall f1-score support
10 0.513932 0.525316 0.519562 316
11 0.100967 0.129655 0.113527 725
12 0.080601 0.087537 0.083926 674
13 0.035806 0.023609 0.028455 593
14 0.029514 0.029720 0.029617 572
15 0.029851 0.033333 0.031496 540
16 0.039352 0.033268 0.036055 511
17 0.030797 0.037281 0.033730 456
18 0.039356 0.050926 0.044400 432
19 0.769539 0.720057 0.743976 12006
20 0.225049 0.433962 0.296392 530
avg / total 0.562010 0.535811 0.547169 17355
Classification report for turbine 1, turbine category 6.0
precision recall f1-score support
10 0.214286 0.908257 0.346760 109
11 0.028933 0.181818 0.049922 88
12 0.009785 0.069444 0.017153 72
13 0.008287 0.083333 0.015075 72
14 0.012214 0.111111 0.022008 72
15 0.009983 0.083333 0.017831 72
16 0.004983 0.041667 0.008902 72
17 0.001880 0.013889 0.003311 72
18 0.007386 0.069444 0.013351 72
19 0.899079 0.647416 0.752771 14476
20 0.555762 0.411846 0.473101 2178
avg / total 0.821397 0.600288 0.690104 17355
Classification report for turbine 1, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 51
11 0.017094 0.037736 0.023529 53
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.013158 0.055556 0.021277 36
16 0.004219 0.027778 0.007326 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.577679 0.689709 0.628743 9591
20 0.776151 0.300486 0.433243 7408
avg / total 0.650635 0.509709 0.532527 17355
Classification report for turbine 1, turbine category 6.0
precision recall f1-score support
10 0.263768 0.834862 0.400881 109
11 0.019417 0.166667 0.034783 72
12 0.012063 0.138889 0.022198 72
13 0.007657 0.069444 0.013793 72
14 0.005650 0.041667 0.009950 72
15 0.012987 0.111111 0.023256 72
16 0.004640 0.029851 0.008032 67
17 0.002141 0.027778 0.003976 36
18 0.000000 0.000000 0.000000 36
19 0.911416 0.710097 0.798259 13301
20 0.745202 0.450667 0.561664 3446
avg / total 0.848401 0.641314 0.726304 17355
Classification report for turbine 1, turbine category 6.0
precision recall f1-score support
10 0.050676 0.333333 0.087977 45
11 0.005042 0.041667 0.008996 72
12 0.008489 0.069444 0.015129 72
13 0.004211 0.027778 0.007313 72
14 0.002128 0.013889 0.003690 72
15 0.000000 0.000000 0.000000 72
16 0.006780 0.055556 0.012085 72
17 0.002331 0.013889 0.003992 72
18 0.000000 0.000000 0.000000 72
19 0.938003 0.687924 0.793732 13548
20 0.747721 0.720967 0.734100 3186
avg / total 0.869759 0.671161 0.754824 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 7.0
precision recall f1-score support
19 0.983029 0.951750 0.967137 16311
20 0.496481 0.743295 0.595320 1044
avg / total 0.953761 0.939211 0.944770 17355
Classification report for turbine 1, turbine category 7.0
precision recall f1-score support
19 0.938864 0.936372 0.937616 15072
20 0.587172 0.597459 0.592271 2283
avg / total 0.892600 0.891789 0.892187 17355
Classification report for turbine 1, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 65
11 0.000000 0.000000 0.000000 88
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.626303 0.914436 0.743428 9525
20 0.736949 0.354245 0.478486 7173
avg / total 0.648325 0.648286 0.605781 17355
Classification report for turbine 1, turbine category 7.0
precision recall f1-score support
10 0.021739 0.037037 0.027397 27
11 0.000000 0.000000 0.000000 108
12 0.000000 0.000000 0.000000 108
13 0.000000 0.000000 0.000000 108
14 0.000000 0.000000 0.000000 108
15 0.000000 0.000000 0.000000 108
16 0.000000 0.000000 0.000000 108
17 0.033333 0.009259 0.014493 108
18 0.000000 0.000000 0.000000 108
19 0.834566 0.950683 0.888848 12815
20 0.746038 0.528912 0.618987 3649
avg / total 0.773348 0.813310 0.786608 17355
Classification report for turbine 1, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.960042 0.911286 0.935029 14000
20 0.781022 0.829210 0.804395 3355
avg / total 0.925435 0.895419 0.909775 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 7
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 71
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.958040 0.948705 0.953350 15908
20 0.495464 0.703667 0.581491 1009
avg / total 0.906967 0.910516 0.907670 17355
Classification report for turbine 1, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 224
11 0.000000 0.000000 0.000000 260
12 0.023810 0.004425 0.007463 226
13 0.076923 0.009479 0.016878 211
14 0.000000 0.000000 0.000000 180
15 0.000000 0.000000 0.000000 180
16 0.000000 0.000000 0.000000 180
17 0.000000 0.000000 0.000000 180
18 0.000000 0.000000 0.000000 180
19 0.837493 0.923635 0.878457 13514
20 0.477324 0.526238 0.500589 2020
avg / total 0.708942 0.780640 0.742605 17355
Classification report for turbine 1, turbine category 8.0
precision recall f1-score support
10 0.000829 0.001095 0.000943 913
11 0.000000 0.000000 0.000000 80
12 0.036765 0.069444 0.048077 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.508658 0.697682 0.588361 8673
20 0.705804 0.221712 0.337429 7185
avg / total 0.546598 0.440795 0.433973 17355
Classification report for turbine 1, turbine category 8.0
precision recall f1-score support
10 0.008621 0.007576 0.008065 132
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.858010 0.840454 0.849141 13294
20 0.736128 0.506454 0.600065 3641
avg / total 0.811741 0.750101 0.776398 17355
Classification report for turbine 1, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 138
11 0.103896 0.098765 0.101266 324
12 0.011834 0.006173 0.008114 324
13 0.042683 0.021605 0.028689 324
14 0.012000 0.009259 0.010453 324
15 0.014599 0.006173 0.008677 324
16 0.022556 0.009259 0.013129 324
17 0.021858 0.012346 0.015779 324
18 0.020270 0.009868 0.013274 304
19 0.786014 0.851012 0.817222 11464
20 0.759704 0.806036 0.782184 3181
avg / total 0.663093 0.713109 0.686897 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.984241 0.846239 0.910038 16311
20 0.562404 0.699234 0.623399 1044
avg / total 0.958865 0.837396 0.892795 17355
Classification report for turbine 1, turbine category 9.0
precision recall f1-score support
10 0.062500 0.025000 0.035714 80
11 0.006410 0.009174 0.007547 109
12 0.000000 0.000000 0.000000 86
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.928280 0.863282 0.894602 14753
20 0.483182 0.560950 0.519170 1895
avg / total 0.842192 0.795275 0.817376 17355
Classification report for turbine 1, turbine category 9.0
precision recall f1-score support
10 0.000692 0.008547 0.001280 117
11 0.000000 0.000000 0.000000 144
12 0.041667 0.020833 0.027778 144
13 0.022989 0.013889 0.017316 144
14 0.006369 0.007937 0.007067 126
15 0.022727 0.009259 0.013158 108
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.535784 0.714076 0.612213 8859
20 0.740753 0.300853 0.427911 7389
avg / total 0.589604 0.493057 0.495211 17355
Classification report for turbine 1, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.876982 0.875690 0.876336 13579
20 0.786475 0.508210 0.617439 3776
avg / total 0.857290 0.795736 0.820006 17355
Classification report for turbine 1, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 7
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.027397 0.055556 0.036697 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.948736 0.896116 0.921676 13775
20 0.765558 0.820091 0.791887 3285
avg / total 0.897994 0.866609 0.881518 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 10.0
precision recall f1-score support
10 0.196901 0.304225 0.239070 710
11 0.336113 0.179514 0.234033 2919
12 0.135397 0.162959 0.147905 1798
13 0.093013 0.156158 0.116585 1364
14 0.081301 0.124334 0.098315 1126
15 0.077526 0.094984 0.085372 937
16 0.053494 0.078880 0.063753 786
17 0.064351 0.085020 0.073256 741
18 0.034717 0.068452 0.046069 672
19 0.517377 0.303918 0.382908 6074
20 0.049419 0.074561 0.059441 228
avg / total 0.283624 0.202190 0.227209 17355
Classification report for turbine 1, turbine category 10.0
precision recall f1-score support
10 0.045397 0.292683 0.078603 123
11 0.138353 0.237569 0.174868 905
12 0.065589 0.188011 0.097252 734
13 0.043879 0.118076 0.063981 686
14 0.047114 0.128617 0.068966 622
15 0.040945 0.084967 0.055260 612
16 0.030255 0.064626 0.041215 588
17 0.020658 0.046875 0.028678 576
18 0.039755 0.074004 0.051724 527
19 0.694858 0.261083 0.379554 10196
20 0.405594 0.162374 0.231907 1786
avg / total 0.468061 0.210775 0.271509 17355
Classification report for turbine 1, turbine category 10.0
precision recall f1-score support
10 0.006953 0.113333 0.013102 150
11 0.107822 0.135638 0.120141 376
12 0.036145 0.051282 0.042403 351
13 0.019900 0.024691 0.022039 324
14 0.016129 0.015432 0.015773 324
15 0.013953 0.018519 0.015915 324
16 0.030702 0.045307 0.036601 309
17 0.004073 0.007042 0.005161 284
18 0.004163 0.055556 0.007746 252
19 0.504064 0.373479 0.429055 7971
20 0.753196 0.290583 0.419372 6690
avg / total 0.526588 0.291328 0.364146 17355
Classification report for turbine 1, turbine category 10.0
precision recall f1-score support
10 0.184426 0.165138 0.174250 545
11 0.177327 0.247537 0.206631 1624
12 0.083741 0.160865 0.110145 1063
13 0.047956 0.100000 0.064825 880
14 0.049498 0.112462 0.068741 658
15 0.046864 0.101404 0.064103 641
16 0.044901 0.102431 0.062434 576
17 0.035934 0.064576 0.046174 542
18 0.022798 0.045175 0.030303 487
19 0.688757 0.270635 0.388583 8602
20 0.491722 0.341969 0.403396 1737
avg / total 0.427403 0.226332 0.277155 17355
Classification report for turbine 1, turbine category 10.0
precision recall f1-score support
10 0.199708 0.172327 0.185010 795
11 0.233975 0.356936 0.282663 2076
12 0.071710 0.128728 0.092109 1274
13 0.066377 0.105005 0.081338 1019
14 0.054152 0.094697 0.068902 792
15 0.042254 0.070978 0.052972 634
16 0.029756 0.052434 0.037966 534
17 0.023422 0.047228 0.031314 487
18 0.036158 0.073733 0.048522 434
19 0.638601 0.240400 0.349305 8203
20 0.266508 0.302620 0.283418 1107
avg / total 0.371630 0.210833 0.245344 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 11.0
precision recall f1-score support
19 0.982812 0.953528 0.967949 16311
20 0.504575 0.739464 0.599845 1044
avg / total 0.954043 0.940651 0.945805 17355
Classification report for turbine 1, turbine category 11.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 664
11 0.000000 0.000000 0.000000 419
12 0.000000 0.000000 0.000000 360
13 0.000000 0.000000 0.000000 360
14 0.000000 0.000000 0.000000 259
15 0.000000 0.000000 0.000000 216
16 0.000000 0.000000 0.000000 216
17 0.000000 0.000000 0.000000 208
18 0.000000 0.000000 0.000000 180
19 0.825181 0.933032 0.875799 13290
20 0.356529 0.701606 0.472800 1183
avg / total 0.656205 0.762316 0.702892 17355
Classification report for turbine 1, turbine category 11.0
precision recall f1-score support
10 0.210884 0.837838 0.336957 37
11 0.047244 0.166667 0.073620 36
12 0.007143 0.027778 0.011364 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 15
18 0.000000 0.000000 0.000000 0
19 0.579205 0.714925 0.639948 9615
20 0.756915 0.329631 0.459258 7472
avg / total 0.647334 0.540190 0.553166 17355
Classification report for turbine 1, turbine category 11.0
precision recall f1-score support
10 0.487500 0.344523 0.403727 566
11 0.015424 0.023810 0.018721 252
12 0.018059 0.031746 0.023022 252
13 0.022222 0.019841 0.020964 252
14 0.041152 0.039683 0.040404 252
15 0.008333 0.003968 0.005376 252
16 0.035176 0.027778 0.031042 252
17 0.083682 0.079365 0.081466 252
18 0.019802 0.007937 0.011331 252
19 0.759724 0.839397 0.797576 11681
20 0.568900 0.384541 0.458896 3092
avg / total 0.632138 0.648113 0.635117 17355
Classification report for turbine 1, turbine category 11.0
precision recall f1-score support
10 0.501923 0.337646 0.403712 773
11 0.072319 0.039781 0.051327 729
12 0.026769 0.029046 0.027861 482
13 0.022951 0.020000 0.021374 350
14 0.006557 0.006601 0.006579 303
15 0.003704 0.004000 0.003846 250
16 0.007326 0.009259 0.008180 216
17 0.033962 0.041667 0.037422 216
18 0.033816 0.032407 0.033097 216
19 0.806761 0.782980 0.794693 11704
20 0.519645 0.718809 0.603212 2116
avg / total 0.635130 0.634803 0.631970 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 16.0
precision recall f1-score support
19 0.982695 0.953957 0.968113 16311
20 0.506246 0.737548 0.600390 1044
avg / total 0.954034 0.940939 0.945993 17355
Classification report for turbine 1, turbine category 16.0
precision recall f1-score support
19 0.938892 0.936837 0.937863 15072
20 0.588946 0.597459 0.593172 2283
avg / total 0.892858 0.892192 0.892520 17355
Classification report for turbine 1, turbine category 16.0
precision recall f1-score support
19 0.649098 0.916912 0.760104 9845
20 0.762761 0.350200 0.480015 7510
avg / total 0.698283 0.671680 0.638902 17355
Classification report for turbine 1, turbine category 16.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 22
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.873815 0.956973 0.913505 13387
20 0.751299 0.553308 0.637280 3658
avg / total 0.832383 0.854797 0.838967 17355
Classification report for turbine 1, turbine category 16.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 57
11 0.000000 0.000000 0.000000 132
12 0.000000 0.000000 0.000000 108
13 0.000000 0.000000 0.000000 108
14 0.000000 0.000000 0.000000 108
15 0.000000 0.000000 0.000000 108
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.902876 0.930885 0.916667 13152
20 0.748134 0.830571 0.787200 3258
avg / total 0.824664 0.861366 0.842449 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 32
11 0.000000 0.000000 0.000000 180
12 0.000000 0.000000 0.000000 216
13 0.000000 0.000000 0.000000 216
14 0.000000 0.000000 0.000000 216
15 0.000000 0.000000 0.000000 216
16 0.000000 0.000000 0.000000 216
17 0.000000 0.000000 0.000000 216
18 0.000000 0.000000 0.000000 216
19 0.881926 0.956058 0.917497 14633
20 0.501340 0.749499 0.600803 998
avg / total 0.772433 0.849208 0.808144 17355
Classification report for turbine 1, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 12
11 0.071770 0.208333 0.106762 72
12 0.003690 0.013889 0.005831 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.004950 0.013889 0.007299 72
19 0.908882 0.814001 0.858829 14570
20 0.565151 0.503414 0.532499 2197
avg / total 0.834908 0.748084 0.788918 17355
Classification report for turbine 1, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 20
11 0.000000 0.000000 0.000000 108
12 0.000000 0.000000 0.000000 108
13 0.001730 0.009259 0.002915 108
14 0.000000 0.000000 0.000000 108
15 0.006410 0.018519 0.009524 108
16 0.000000 0.000000 0.000000 108
17 0.010050 0.018519 0.013029 108
18 0.015625 0.037037 0.021978 108
19 0.529747 0.579258 0.553398 8977
20 0.767123 0.321324 0.452930 7494
avg / total 0.605475 0.438894 0.482122 17355
Classification report for turbine 1, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 25
11 0.011407 0.020833 0.014742 144
12 0.000000 0.000000 0.000000 144
13 0.006135 0.013889 0.008511 144
14 0.000000 0.000000 0.000000 144
15 0.014706 0.027778 0.019231 144
16 0.033088 0.062500 0.043269 144
17 0.014151 0.020833 0.016854 144
18 0.022222 0.034722 0.027100 144
19 0.818879 0.833227 0.825991 12556
20 0.785861 0.527885 0.631544 3622
avg / total 0.757297 0.714492 0.730468 17355
Classification report for turbine 1, turbine category 18.0
precision recall f1-score support
10 0.020000 0.142857 0.035088 7
11 0.000000 0.000000 0.000000 36
12 0.004464 0.027778 0.007692 36
13 0.000000 0.000000 0.000000 36
14 0.012500 0.083333 0.021739 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.030568 0.194444 0.052830 36
19 0.943103 0.823521 0.879265 13707
20 0.797698 0.826722 0.811951 3353
avg / total 0.899086 0.810833 0.851499 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 19.0
precision recall f1-score support
19 0.982909 0.951996 0.967205 16311
20 0.497110 0.741379 0.595156 1044
avg / total 0.953686 0.939326 0.944825 17355
Classification report for turbine 1, turbine category 19.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 710
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.908306 0.943031 0.925343 14622
20 0.461362 0.578098 0.513175 1735
avg / total 0.811393 0.852319 0.830926 17355
Classification report for turbine 1, turbine category 19.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.808519 0.825190 0.816770 9845
20 0.702962 0.224368 0.340164 7510
avg / total 0.762842 0.565197 0.610529 17355
Classification report for turbine 1, turbine category 19.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.886378 0.941601 0.913155 13579
20 0.794106 0.549523 0.649554 3776
avg / total 0.866302 0.856295 0.855802 17355
Classification report for turbine 1, turbine category 19.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.961077 0.933000 0.946830 14000
20 0.778793 0.838450 0.807521 3355
avg / total 0.925839 0.914722 0.919900 17355
------------------------------------------------------------------------
Classification report for turbine 1, turbine category 20.0
precision recall f1-score support
19 0.982994 0.956839 0.969740 16311
20 0.523681 0.741379 0.613799 1044
avg / total 0.955364 0.943878 0.948328 17355
Classification report for turbine 1, turbine category 20.0
precision recall f1-score support
19 0.938842 0.937036 0.937938 15072
20 0.589533 0.597021 0.593254 2283
avg / total 0.892891 0.892308 0.892596 17355
Classification report for turbine 1, turbine category 20.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 8763
19 0.497160 0.961619 0.655450 7191
20 0.113465 0.279086 0.161337 1401
avg / total 0.215157 0.420974 0.284608 17355
Classification report for turbine 1, turbine category 20.0
precision recall f1-score support
10 0.333333 0.479365 0.393229 315
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.867398 0.951225 0.907379 13224
20 0.630833 0.467284 0.536879 3240
avg / total 0.784752 0.820743 0.798764 17355
Classification report for turbine 1, turbine category 20.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 4
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.943776 0.915494 0.929420 13715
20 0.765484 0.812127 0.788116 3348
avg / total 0.893502 0.880150 0.886523 17355
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 4
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.946047 0.862827 0.902523 16461
20 0.692073 0.809380 0.746144 3646
avg / total 0.887111 0.840924 0.861653 20399
Classification report for turbine 2, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 57
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.915021 0.939997 0.927341 17549
20 0.571497 0.539017 0.554782 2217
avg / total 0.849292 0.867248 0.858074 20399
Classification report for turbine 2, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 151
11 0.000000 0.000000 0.000000 180
12 0.006329 0.006711 0.006515 149
13 0.000000 0.000000 0.000000 144
14 0.000000 0.000000 0.000000 144
15 0.000000 0.000000 0.000000 119
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.884239 0.873775 0.878976 15718
20 0.673390 0.750432 0.709827 3470
avg / total 0.795925 0.800971 0.798069 20399
Classification report for turbine 2, turbine category 2.0
precision recall f1-score support
10 0.008230 0.023810 0.012232 84
11 0.000000 0.000000 0.000000 40
12 0.008065 0.027778 0.012500 36
13 0.000000 0.000000 0.000000 36
14 0.011364 0.083333 0.020000 36
15 0.000000 0.000000 0.000000 36
16 0.006803 0.027778 0.010929 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.914444 0.869967 0.891651 16119
20 0.771736 0.679816 0.722865 3904
avg / total 0.870357 0.817883 0.843041 20399
Classification report for turbine 2, turbine category 2.0
precision recall f1-score support
10 0.014493 0.250000 0.027397 8
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.006410 0.027778 0.010417 36
19 0.940606 0.889893 0.914547 13614
20 0.899278 0.883341 0.891238 6489
avg / total 0.913828 0.875043 0.893891 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 5
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.948540 0.919269 0.933675 16462
20 0.696738 0.849890 0.765731 3644
avg / total 0.889934 0.893671 0.890263 20399
Classification report for turbine 2, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 279
11 0.000000 0.000000 0.000000 276
12 0.000000 0.000000 0.000000 252
13 0.000000 0.000000 0.000000 236
14 0.000000 0.000000 0.000000 216
15 0.000000 0.000000 0.000000 216
16 0.000000 0.000000 0.000000 216
17 0.000000 0.000000 0.000000 216
18 0.000000 0.000000 0.000000 216
19 0.869271 0.943564 0.904895 16603
20 0.412289 0.525403 0.462024 1673
avg / total 0.741324 0.811069 0.774398 20399
Classification report for turbine 2, turbine category 3.0
precision recall f1-score support
10 0.034934 0.400000 0.064257 20
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.948308 0.816687 0.877590 16780
20 0.598614 0.573845 0.585968 3311
avg / total 0.877264 0.765332 0.817068 20399
Classification report for turbine 2, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.930301 0.881885 0.905446 16467
20 0.788165 0.701170 0.742127 3932
avg / total 0.902904 0.847051 0.873966 20399
Classification report for turbine 2, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 86
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.013158 0.013889 0.013514 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.926956 0.918029 0.922471 13395
20 0.883617 0.869126 0.876312 6342
avg / total 0.883446 0.873082 0.878231 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 4.0
precision recall f1-score support
19 0.965435 0.919080 0.941688 16745
20 0.696052 0.849206 0.765039 3654
avg / total 0.917181 0.906564 0.910045 20399
Classification report for turbine 2, turbine category 4.0
precision recall f1-score support
19 0.945247 0.954023 0.949615 18096
20 0.610304 0.565784 0.587201 2303
avg / total 0.907433 0.910192 0.908699 20399
Classification report for turbine 2, turbine category 4.0
precision recall f1-score support
19 0.939135 0.930461 0.934778 16782
20 0.690615 0.720210 0.705102 3617
avg / total 0.895069 0.893181 0.894054 20399
Classification report for turbine 2, turbine category 4.0
precision recall f1-score support
19 0.932610 0.949657 0.941056 16467
20 0.771688 0.712614 0.740976 3932
avg / total 0.901591 0.903966 0.902490 20399
Classification report for turbine 2, turbine category 4.0
precision recall f1-score support
19 0.957084 0.958053 0.957568 13827
20 0.911558 0.909617 0.910586 6572
avg / total 0.942417 0.942448 0.942432 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 5.0
precision recall f1-score support
10 0.180795 0.860714 0.298822 280
11 0.008221 0.106918 0.015267 159
12 0.004462 0.069444 0.008386 144
13 0.013233 0.145833 0.024263 144
14 0.007246 0.062500 0.012987 144
15 0.008074 0.048611 0.013848 144
16 0.006612 0.055556 0.011817 144
17 0.010740 0.062500 0.018330 144
18 0.008264 0.048611 0.014127 144
19 0.896463 0.403647 0.556653 15573
20 0.348354 0.118970 0.177366 3379
avg / total 0.745040 0.343987 0.459293 20399
Classification report for turbine 2, turbine category 5.0
precision recall f1-score support
10 0.077268 0.357513 0.127072 193
11 0.005391 0.005051 0.005215 396
12 0.075812 0.106061 0.088421 396
13 0.008865 0.012626 0.010417 396
14 0.006494 0.010667 0.008073 375
15 0.011799 0.012346 0.012066 324
16 0.000000 0.000000 0.000000 296
17 0.005831 0.006944 0.006339 288
18 0.000000 0.000000 0.000000 288
19 0.819660 0.760368 0.788901 15649
20 0.361194 0.269188 0.308477 1798
avg / total 0.663503 0.613314 0.636044 20399
Classification report for turbine 2, turbine category 5.0
precision recall f1-score support
10 0.510501 0.504792 0.507631 626
11 0.040770 0.064632 0.050000 557
12 0.030856 0.046709 0.037162 471
13 0.023229 0.043764 0.030349 457
14 0.017682 0.045802 0.025514 393
15 0.021918 0.044444 0.029358 360
16 0.016293 0.024316 0.019512 329
17 0.010183 0.016287 0.012531 307
18 0.019769 0.041667 0.026816 288
19 0.780193 0.637468 0.701646 14076
20 0.454326 0.445365 0.449801 2535
avg / total 0.614254 0.517427 0.560429 20399
Classification report for turbine 2, turbine category 5.0
precision recall f1-score support
10 0.136682 0.526961 0.217062 408
11 0.016035 0.027708 0.020314 397
12 0.003626 0.012626 0.005634 396
13 0.011218 0.035354 0.017032 396
14 0.036254 0.061856 0.045714 388
15 0.035714 0.053156 0.042724 301
16 0.003630 0.007937 0.004981 252
17 0.019298 0.043651 0.026764 252
18 0.006881 0.013100 0.009023 229
19 0.808860 0.625949 0.705746 14089
20 0.545033 0.321787 0.404662 3291
avg / total 0.651498 0.498995 0.559893 20399
Classification report for turbine 2, turbine category 5.0
precision recall f1-score support
10 0.009217 0.566038 0.018138 53
11 0.000000 0.000000 0.000000 72
12 0.001323 0.013889 0.002415 72
13 0.004267 0.041667 0.007742 72
14 0.001946 0.013889 0.003413 72
15 0.002342 0.013889 0.004008 72
16 0.002513 0.013889 0.004255 72
17 0.004367 0.027778 0.007547 72
18 0.010720 0.097222 0.019310 72
19 0.949199 0.669919 0.785473 13527
20 0.824537 0.385392 0.525270 6243
avg / total 0.881899 0.564439 0.681838 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 6.0
precision recall f1-score support
10 0.890977 0.096656 0.174393 2452
11 0.033898 0.027778 0.030534 72
12 0.230769 0.166667 0.193548 72
13 0.000000 0.000000 0.000000 72
14 0.069767 0.041667 0.052174 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.019608 0.013889 0.016260 72
18 0.016260 0.027778 0.020513 72
19 0.927653 0.896352 0.911734 16093
20 0.193187 0.621283 0.294729 1278
avg / total 0.852343 0.758665 0.759809 20399
Classification report for turbine 2, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 452
11 0.096491 0.037801 0.054321 291
12 0.012658 0.005435 0.007605 184
13 0.000000 0.000000 0.000000 144
14 0.028037 0.020833 0.023904 144
15 0.000000 0.000000 0.000000 144
16 0.032787 0.027778 0.030075 144
17 0.033708 0.023810 0.027907 126
18 0.023529 0.018519 0.020725 108
19 0.883558 0.890460 0.886996 16898
20 0.438780 0.522109 0.476831 1764
avg / total 0.772113 0.783960 0.777505 20399
Classification report for turbine 2, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.944055 0.834585 0.885951 16782
20 0.688895 0.682610 0.685738 3617
avg / total 0.898812 0.807638 0.850451 20399
Classification report for turbine 2, turbine category 6.0
precision recall f1-score support
10 0.006952 0.025751 0.010949 233
11 0.012422 0.046512 0.019608 86
12 0.006667 0.013889 0.009009 72
13 0.000000 0.000000 0.000000 72
14 0.005525 0.013889 0.007905 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.908869 0.831569 0.868503 16155
20 0.666461 0.630810 0.648145 3421
avg / total 0.831723 0.764939 0.796775 20399
Classification report for turbine 2, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.955382 0.878065 0.915093 13827
20 0.916748 0.852861 0.883651 6572
avg / total 0.942936 0.869945 0.904964 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 7.0
precision recall f1-score support
10 0.800000 0.012121 0.023881 330
11 0.000000 0.000000 0.000000 163
12 0.000000 0.000000 0.000000 72
13 0.018182 0.041667 0.025316 72
14 0.000000 0.000000 0.000000 68
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.949879 0.880374 0.913807 16468
20 0.595437 0.855289 0.702091 3082
avg / total 0.869800 0.840286 0.844263 20399
Classification report for turbine 2, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.943621 0.924901 0.934167 18096
20 0.574190 0.477204 0.521224 2303
avg / total 0.901913 0.874357 0.887546 20399
Classification report for turbine 2, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.946052 0.901800 0.923396 16782
20 0.699921 0.731269 0.715251 3617
avg / total 0.902410 0.871562 0.886489 20399
Classification report for turbine 2, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
19 0.934071 0.942977 0.938503 16467
20 0.774725 0.681333 0.725034 3932
avg / total 0.903357 0.892544 0.897356 20399
Classification report for turbine 2, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
19 0.956722 0.948073 0.952377 13827
20 0.911669 0.899878 0.905736 6572
avg / total 0.942207 0.932546 0.937351 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 246
11 0.000000 0.000000 0.000000 155
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 67
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.937119 0.917128 0.927016 16266
20 0.653303 0.854673 0.740543 3413
avg / total 0.856557 0.874308 0.863097 20399
Classification report for turbine 2, turbine category 8.0
precision recall f1-score support
10 0.034483 0.003717 0.006711 538
11 0.023077 0.012295 0.016043 244
12 0.000000 0.000000 0.000000 216
13 0.000000 0.000000 0.000000 216
14 0.000000 0.000000 0.000000 179
15 0.000000 0.000000 0.000000 144
16 0.000000 0.000000 0.000000 144
17 0.000000 0.000000 0.000000 144
18 0.000000 0.000000 0.000000 144
19 0.873440 0.929835 0.900756 16789
20 0.425854 0.531993 0.473043 1641
avg / total 0.754311 0.808324 0.779772 20399
Classification report for turbine 2, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.945285 0.856513 0.898712 16782
20 0.687744 0.682610 0.685167 3617
avg / total 0.899619 0.825678 0.860848 20399
Classification report for turbine 2, turbine category 8.0
precision recall f1-score support
10 0.049505 0.384615 0.087719 26
11 0.013953 0.041667 0.020906 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.915522 0.905291 0.910378 16197
20 0.702467 0.648611 0.674466 3600
avg / total 0.851016 0.833913 0.842063 20399
Classification report for turbine 2, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 16
11 0.002012 0.006944 0.003120 144
12 0.090909 0.062500 0.074074 144
13 0.012500 0.006944 0.008929 144
14 0.004202 0.006944 0.005236 144
15 0.000000 0.000000 0.000000 144
16 0.000000 0.000000 0.000000 144
17 0.000000 0.000000 0.000000 144
18 0.000000 0.000000 0.000000 144
19 0.891803 0.898365 0.895072 12909
20 0.874831 0.818096 0.845513 6322
avg / total 0.836254 0.822638 0.829108 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 61
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.005952 0.013889 0.008333 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.938661 0.894382 0.915987 16323
20 0.693469 0.855190 0.765885 3439
avg / total 0.868035 0.859895 0.862108 20399
Classification report for turbine 2, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 115
11 0.000000 0.000000 0.000000 92
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.928090 0.935863 0.931960 17790
20 0.510361 0.557956 0.533098 1898
avg / total 0.856874 0.868082 0.862365 20399
Classification report for turbine 2, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.944704 0.890776 0.916948 16782
20 0.680639 0.623998 0.651089 3617
avg / total 0.897882 0.843473 0.869808 20399
Classification report for turbine 2, turbine category 9.0
precision recall f1-score support
10 0.037037 0.041667 0.039216 24
11 0.000000 0.000000 0.000000 40
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.915515 0.928686 0.922054 16196
20 0.770251 0.687420 0.726482 3887
avg / total 0.873697 0.868376 0.870550 20399
Classification report for turbine 2, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.956593 0.929196 0.942696 13827
20 0.910877 0.881771 0.896088 6572
avg / total 0.941865 0.913917 0.927680 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 10.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.966192 0.793610 0.871438 16745
20 0.529483 0.361248 0.429478 3654
avg / total 0.887966 0.716163 0.792272 20399
Classification report for turbine 2, turbine category 10.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.943082 0.920203 0.931502 18096
20 0.611486 0.550152 0.579200 2303
avg / total 0.905646 0.878425 0.891728 20399
Classification report for turbine 2, turbine category 10.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 7
11 0.020000 0.055556 0.029412 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.006536 0.027778 0.010582 36
19 0.931873 0.887622 0.909210 16489
20 0.705029 0.752420 0.727954 3615
avg / total 0.878244 0.850973 0.864010 20399
Classification report for turbine 2, turbine category 10.0
precision recall f1-score support
10 0.241758 0.035313 0.061625 623
11 0.061728 0.025316 0.035907 395
12 0.065000 0.042623 0.051485 305
13 0.057143 0.027027 0.036697 222
14 0.000000 0.000000 0.000000 180
15 0.013699 0.005556 0.007905 180
16 0.000000 0.000000 0.000000 180
17 0.000000 0.000000 0.000000 180
18 0.000000 0.000000 0.000000 180
19 0.850961 0.915880 0.882228 14943
20 0.575651 0.653271 0.612010 3011
avg / total 0.718622 0.769891 0.740416 20399
Classification report for turbine 2, turbine category 10.0
precision recall f1-score support
10 0.327869 0.024067 0.044843 831
11 0.021583 0.006944 0.010508 432
12 0.011236 0.002597 0.004219 385
13 0.011111 0.003086 0.004831 324
14 0.000000 0.000000 0.000000 314
15 0.000000 0.000000 0.000000 288
16 0.022989 0.006944 0.010667 288
17 0.000000 0.000000 0.000000 288
18 0.000000 0.000000 0.000000 288
19 0.786140 0.901737 0.839980 11398
20 0.773960 0.902930 0.833485 5563
avg / total 0.664851 0.751409 0.698997 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 11.0
precision recall f1-score support
19 0.965187 0.920573 0.942352 16745
20 0.699639 0.847838 0.766642 3654
avg / total 0.917620 0.907544 0.910878 20399
Classification report for turbine 2, turbine category 11.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 986
11 0.000000 0.000000 0.000000 289
12 0.000000 0.000000 0.000000 260
13 0.000000 0.000000 0.000000 217
14 0.000000 0.000000 0.000000 180
15 0.000000 0.000000 0.000000 180
16 0.000000 0.000000 0.000000 180
17 0.000000 0.000000 0.000000 180
18 0.000000 0.000000 0.000000 158
19 0.847675 0.949040 0.895498 16307
20 0.449113 0.658003 0.533851 1462
avg / total 0.709821 0.805824 0.754124 20399
Classification report for turbine 2, turbine category 11.0
precision recall f1-score support
10 0.096000 0.151420 0.117503 317
11 0.005102 0.008929 0.006494 112
12 0.014218 0.027778 0.018809 108
13 0.011429 0.018519 0.014134 108
14 0.031008 0.037037 0.033755 108
15 0.008130 0.009259 0.008658 108
16 0.056452 0.064815 0.060345 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.896653 0.859313 0.877586 15993
20 0.579475 0.610059 0.594374 3221
avg / total 0.796645 0.773273 0.784467 20399
Classification report for turbine 2, turbine category 11.0
precision recall f1-score support
10 0.020927 0.043614 0.028283 321
11 0.003968 0.006944 0.005051 144
12 0.016529 0.027778 0.020725 144
13 0.000000 0.000000 0.000000 144
14 0.009615 0.013889 0.011364 144
15 0.000000 0.000000 0.000000 128
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.865822 0.820023 0.842301 15502
20 0.693151 0.658963 0.675625 3548
avg / total 0.779074 0.738811 0.758316 20399
Classification report for turbine 2, turbine category 11.0
precision recall f1-score support
10 0.648980 0.073339 0.131786 4336
11 0.091566 0.059098 0.071834 643
12 0.042493 0.027778 0.033595 540
13 0.027491 0.015936 0.020177 502
14 0.040741 0.025463 0.031339 432
15 0.061538 0.037037 0.046243 432
16 0.009050 0.004630 0.006126 432
17 0.014151 0.007389 0.009709 406
18 0.009539 0.015915 0.011928 377
19 0.740380 0.811109 0.774133 10604
20 0.218578 0.727434 0.336150 1695
avg / total 0.548484 0.502525 0.464197 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 16.0
precision recall f1-score support
19 0.962198 0.918125 0.939645 16745
20 0.689889 0.834702 0.755418 3654
avg / total 0.913420 0.903182 0.906645 20399
Classification report for turbine 2, turbine category 16.0
precision recall f1-score support
19 0.945665 0.954078 0.949853 18096
20 0.612045 0.569257 0.589876 2303
avg / total 0.908000 0.910633 0.909212 20399
Classification report for turbine 2, turbine category 16.0
precision recall f1-score support
19 0.948543 0.929269 0.938807 16782
20 0.700101 0.766105 0.731617 3617
avg / total 0.904491 0.900338 0.902070 20399
Classification report for turbine 2, turbine category 16.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 16
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.931135 0.950887 0.940908 16452
20 0.715675 0.706835 0.711228 3643
avg / total 0.878780 0.893132 0.885868 20399
Classification report for turbine 2, turbine category 16.0
precision recall f1-score support
11 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.955084 0.956534 0.955808 13827
20 0.908494 0.904900 0.906693 6572
avg / total 0.940074 0.939899 0.939985 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 53
11 0.104167 0.017361 0.029762 288
12 0.044444 0.006944 0.012012 288
13 0.000000 0.000000 0.000000 288
14 0.000000 0.000000 0.000000 288
15 0.021186 0.018382 0.019685 272
16 0.000000 0.000000 0.000000 252
17 0.035461 0.019841 0.025445 252
18 0.000000 0.000000 0.000000 252
19 0.849422 0.875869 0.862443 14678
20 0.687021 0.848337 0.759205 3488
avg / total 0.731489 0.776116 0.751548 20399
Classification report for turbine 2, turbine category 18.0
precision recall f1-score support
10 0.061856 0.240000 0.098361 25
11 0.022321 0.034722 0.027174 144
12 0.008902 0.041667 0.014670 144
13 0.012376 0.034722 0.018248 144
14 0.014682 0.062500 0.023778 144
15 0.006267 0.048611 0.011102 144
16 0.000000 0.000000 0.000000 144
17 0.003899 0.013889 0.006088 144
18 0.009498 0.048611 0.015891 144
19 0.899145 0.692235 0.782239 17013
20 0.593672 0.433228 0.500916 2209
avg / total 0.814812 0.626550 0.707586 20399
Classification report for turbine 2, turbine category 18.0
precision recall f1-score support
10 0.063492 0.210526 0.097561 19
11 0.005249 0.037037 0.009195 108
12 0.020997 0.074074 0.032720 108
13 0.007444 0.027778 0.011742 108
14 0.013575 0.055556 0.021818 108
15 0.002667 0.018519 0.004662 108
16 0.004115 0.009259 0.005698 108
17 0.008811 0.037037 0.014235 108
18 0.003431 0.018519 0.005789 108
19 0.923477 0.758222 0.832730 15932
20 0.687365 0.620815 0.652397 3584
avg / total 0.842429 0.702927 0.765652 20399
Classification report for turbine 2, turbine category 18.0
precision recall f1-score support
10 0.006579 0.111111 0.012422 18
11 0.029141 0.175926 0.050000 108
12 0.009494 0.027778 0.014151 108
13 0.028481 0.083333 0.042453 108
14 0.009756 0.037037 0.015444 108
15 0.005420 0.018519 0.008386 108
16 0.010336 0.037037 0.016162 108
17 0.004338 0.018519 0.007030 108
18 0.000000 0.000000 0.000000 108
19 0.905529 0.779382 0.837733 15656
20 0.783419 0.631443 0.699269 3861
avg / total 0.843783 0.719888 0.776128 20399
Classification report for turbine 2, turbine category 18.0
precision recall f1-score support
10 0.010870 0.083333 0.019231 12
11 0.065000 0.180556 0.095588 72
12 0.027027 0.083333 0.040816 72
13 0.005780 0.027778 0.009569 72
14 0.010753 0.041667 0.017094 72
15 0.000000 0.000000 0.000000 72
16 0.019481 0.083333 0.031579 72
17 0.005917 0.027778 0.009756 72
18 0.005479 0.027778 0.009153 72
19 0.940043 0.813974 0.872478 13310
20 0.912624 0.874019 0.892905 6501
avg / total 0.904707 0.811363 0.854604 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 19.0
precision recall f1-score support
19 0.965100 0.919857 0.941935 16745
20 0.697680 0.847564 0.765353 3654
avg / total 0.917198 0.906907 0.910305 20399
Classification report for turbine 2, turbine category 19.0
precision recall f1-score support
19 0.944502 0.953636 0.949047 18096
20 0.605733 0.559705 0.581810 2303
avg / total 0.906256 0.909162 0.907587 20399
Classification report for turbine 2, turbine category 19.0
precision recall f1-score support
19 0.947484 0.928852 0.938075 16782
20 0.697492 0.761128 0.727922 3617
avg / total 0.903157 0.899113 0.900813 20399
Classification report for turbine 2, turbine category 19.0
precision recall f1-score support
19 0.930944 0.949657 0.940207 16467
20 0.769786 0.704985 0.735962 3932
avg / total 0.899880 0.902495 0.900838 20399
Classification report for turbine 2, turbine category 19.0
precision recall f1-score support
19 0.956405 0.956751 0.956578 13827
20 0.908939 0.908247 0.908593 6572
avg / total 0.941113 0.941125 0.941119 20399
------------------------------------------------------------------------
Classification report for turbine 2, turbine category 20.0
precision recall f1-score support
19 0.964765 0.918961 0.941306 16745
20 0.694988 0.846196 0.763174 3654
avg / total 0.916441 0.905927 0.909398 20399
Classification report for turbine 2, turbine category 20.0
precision recall f1-score support
19 0.945445 0.954797 0.950098 18096
20 0.614878 0.567086 0.590016 2303
avg / total 0.908124 0.911025 0.909445 20399
Classification report for turbine 2, turbine category 20.0
precision recall f1-score support
19 0.947100 0.929210 0.938070 16782
20 0.698017 0.759193 0.727321 3617
avg / total 0.902934 0.899064 0.900701 20399
Classification report for turbine 2, turbine category 20.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 23
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.916175 0.949929 0.932747 16177
20 0.769719 0.713628 0.740613 3911
avg / total 0.874128 0.890142 0.881689 20399
Classification report for turbine 2, turbine category 20.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 56
11 0.000000 0.000000 0.000000 108
12 0.000000 0.000000 0.000000 108
13 0.200000 0.030303 0.052632 99
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.919686 0.952460 0.935786 13273
20 0.889704 0.910711 0.900085 6395
avg / total 0.878300 0.905388 0.891315 20399
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 62
11 0.000000 0.000000 0.000000 108
12 0.000000 0.000000 0.000000 97
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.922589 0.951133 0.936644 16678
20 0.805574 0.839278 0.822080 4374
avg / total 0.869409 0.898074 0.883505 21751
Classification report for turbine 3, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 41
11 0.000000 0.000000 0.000000 36
12 0.009615 0.111111 0.017699 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.006173 0.027778 0.010101 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.964337 0.836878 0.896098 18385
20 0.707063 0.870267 0.780221 3037
avg / total 0.913855 0.829111 0.866410 21751
Classification report for turbine 3, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.916382 0.839314 0.876156 15969
20 0.770146 0.783466 0.776749 5782
avg / total 0.877508 0.824468 0.849731 21751
Classification report for turbine 3, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 51
11 0.027027 0.027778 0.027397 72
12 0.054795 0.111111 0.073394 72
13 0.007634 0.013889 0.009852 72
14 0.007634 0.013889 0.009852 72
15 0.020134 0.041667 0.027149 72
16 0.012821 0.027778 0.017544 72
17 0.008130 0.013889 0.010256 72
18 0.000000 0.000000 0.000000 72
19 0.963808 0.881003 0.920547 19950
20 0.394930 0.822828 0.533702 1174
avg / total 0.905777 0.853294 0.873712 21751
Classification report for turbine 3, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.986772 0.912990 0.948448 19446
20 0.699136 0.878091 0.778462 2305
avg / total 0.956291 0.909292 0.930434 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 22
11 0.000000 0.000000 0.000000 180
12 0.000000 0.000000 0.000000 180
13 0.000000 0.000000 0.000000 180
14 0.000000 0.000000 0.000000 180
15 0.000000 0.000000 0.000000 180
16 0.000000 0.000000 0.000000 180
17 0.000000 0.000000 0.000000 180
18 0.000000 0.000000 0.000000 180
19 0.889026 0.944680 0.916008 16070
20 0.765134 0.847831 0.804362 4219
avg / total 0.805238 0.862397 0.832783 21751
Classification report for turbine 3, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 5
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.002257 0.027778 0.004175 36
19 0.969563 0.772617 0.859958 18471
20 0.724915 0.861065 0.787146 2987
avg / total 0.922910 0.774401 0.838382 21751
Classification report for turbine 3, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.912447 0.790970 0.847377 15969
20 0.757777 0.728814 0.743013 5782
avg / total 0.871331 0.774447 0.819634 21751
Classification report for turbine 3, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.989751 0.871215 0.926708 20507
20 0.433054 0.831994 0.569620 1244
avg / total 0.957912 0.868972 0.906285 21751
Classification report for turbine 3, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.985675 0.912887 0.947886 19446
20 0.697359 0.870716 0.774455 2305
avg / total 0.955121 0.908418 0.929507 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 4.0
precision recall f1-score support
19 0.959184 0.939728 0.949356 17305
20 0.782572 0.844354 0.812290 4446
avg / total 0.923084 0.920234 0.921339 21751
Classification report for turbine 3, turbine category 4.0
precision recall f1-score support
19 0.980215 0.942298 0.960883 18665
20 0.717174 0.884964 0.792283 3086
avg / total 0.942895 0.934164 0.936962 21751
Classification report for turbine 3, turbine category 4.0
precision recall f1-score support
19 0.926339 0.909575 0.917881 15969
20 0.762148 0.800242 0.780731 5782
avg / total 0.882693 0.880511 0.881422 21751
Classification report for turbine 3, turbine category 4.0
precision recall f1-score support
19 0.989420 0.930316 0.958959 20507
20 0.421223 0.836013 0.560194 1244
avg / total 0.956923 0.924923 0.936152 21751
Classification report for turbine 3, turbine category 4.0
precision recall f1-score support
19 0.986072 0.953872 0.969705 19446
20 0.694898 0.886334 0.779028 2305
avg / total 0.955216 0.946715 0.949498 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 5.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 63
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.928495 0.931874 0.930181 16763
20 0.809481 0.820648 0.815026 4349
avg / total 0.877421 0.882258 0.879830 21751
Classification report for turbine 3, turbine category 5.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.978783 0.899652 0.937551 18665
20 0.732987 0.869086 0.795256 3086
avg / total 0.943910 0.895315 0.917362 21751
Classification report for turbine 3, turbine category 5.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 7
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.911220 0.849981 0.879536 15698
20 0.762533 0.803057 0.782270 5758
avg / total 0.859501 0.826031 0.841859 21751
Classification report for turbine 3, turbine category 5.0
precision recall f1-score support
10 0.055556 0.076923 0.064516 13
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.978453 0.903302 0.939377 20259
20 0.417917 0.842149 0.558619 1191
avg / total 0.934253 0.887499 0.905567 21751
Classification report for turbine 3, turbine category 5.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.986102 0.934074 0.959383 19446
20 0.656687 0.732755 0.692639 2305
avg / total 0.951193 0.912740 0.931116 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.965261 0.871887 0.916201 17305
20 0.761204 0.733468 0.747079 4446
avg / total 0.923551 0.843593 0.881632 21751
Classification report for turbine 3, turbine category 6.0
precision recall f1-score support
10 0.042484 0.265306 0.073239 49
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.951791 0.929440 0.940483 18098
20 0.702511 0.850066 0.769277 3028
avg / total 0.889835 0.892281 0.889789 21751
Classification report for turbine 3, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.934949 0.869435 0.901003 15969
20 0.756789 0.771186 0.763920 5782
avg / total 0.887590 0.843318 0.864562 21751
Classification report for turbine 3, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.990165 0.903350 0.944767 20507
20 0.420684 0.820740 0.556252 1244
avg / total 0.957595 0.898625 0.922547 21751
Classification report for turbine 3, turbine category 6.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 57
11 0.086957 0.018519 0.030534 108
12 0.015152 0.009259 0.011494 108
13 0.085106 0.037037 0.051613 108
14 0.000000 0.000000 0.000000 108
15 0.000000 0.000000 0.000000 108
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.942432 0.930673 0.936516 18593
20 0.658319 0.857845 0.744953 2237
avg / total 0.874237 0.884097 0.877624 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 347
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.939019 0.919893 0.929358 16840
20 0.739283 0.843280 0.787865 3988
avg / total 0.862551 0.866811 0.863978 21751
Classification report for turbine 3, turbine category 7.0
precision recall f1-score support
10 0.476190 0.505618 0.490463 178
11 0.000000 0.000000 0.000000 41
12 0.000000 0.000000 0.000000 36
13 0.008065 0.027778 0.012500 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.966870 0.892767 0.928342 18306
20 0.728684 0.836247 0.778769 2974
avg / total 0.917276 0.869891 0.891823 21751
Classification report for turbine 3, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.934922 0.850147 0.890521 15969
20 0.745891 0.682809 0.712957 5782
avg / total 0.884672 0.805664 0.843320 21751
Classification report for turbine 3, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.989789 0.902814 0.944303 20507
20 0.441564 0.807878 0.571023 1244
avg / total 0.958434 0.897384 0.922954 21751
Classification report for turbine 3, turbine category 7.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 14
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.979992 0.924931 0.951666 19329
20 0.645855 0.878302 0.744353 2120
avg / total 0.933818 0.907544 0.918247 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 92
11 0.037500 0.014851 0.021277 606
12 0.004919 0.012963 0.007132 540
13 0.002976 0.005597 0.003886 536
14 0.021552 0.010893 0.014472 459
15 0.007576 0.002469 0.003724 405
16 0.063158 0.015152 0.024440 396
17 0.012766 0.007792 0.009677 385
18 0.113636 0.031348 0.049140 319
19 0.804072 0.767174 0.785190 14775
20 0.577054 0.733169 0.645811 3238
avg / total 0.636972 0.632293 0.632080 21751
Classification report for turbine 3, turbine category 8.0
precision recall f1-score support
10 0.012987 0.500000 0.025316 4
11 0.111111 0.638889 0.189300 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.973392 0.908051 0.939587 18532
20 0.659791 0.710284 0.684107 2927
avg / total 0.918310 0.870397 0.892912 21751
Classification report for turbine 3, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 56
11 0.000000 0.000000 0.000000 108
12 0.000000 0.000000 0.000000 108
13 0.004630 0.009259 0.006173 108
14 0.000000 0.000000 0.000000 100
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.893373 0.875213 0.884200 15250
20 0.731622 0.656201 0.691862 5733
avg / total 0.819219 0.786630 0.802315 21751
Classification report for turbine 3, turbine category 8.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 23
11 0.000000 0.000000 0.000000 72
12 0.045752 0.097222 0.062222 72
13 0.000000 0.000000 0.000000 87
14 0.000000 0.000000 0.000000 108
15 0.000000 0.000000 0.000000 108
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.950556 0.887189 0.917780 19741
20 0.387170 0.699836 0.498535 1216
avg / total 0.884512 0.844651 0.861045 21751
Classification report for turbine 3, turbine category 8.0
precision recall f1-score support
10 0.049774 0.079137 0.061111 139
11 0.037234 0.032407 0.034653 216
12 0.000000 0.000000 0.000000 216
13 0.000000 0.000000 0.000000 201
14 0.036176 0.087500 0.051188 160
15 0.026749 0.090278 0.041270 144
16 0.000000 0.000000 0.000000 144
17 0.000000 0.000000 0.000000 144
18 0.007853 0.020833 0.011407 144
19 0.927495 0.847481 0.885685 18083
20 0.628112 0.759259 0.687487 2160
avg / total 0.834644 0.782171 0.806058 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 9.0
precision recall f1-score support
10 0.003704 0.007042 0.004854 142
11 0.006944 0.009259 0.007937 216
12 0.021526 0.101852 0.035541 216
13 0.000000 0.000000 0.000000 216
14 0.000000 0.000000 0.000000 216
15 0.000000 0.000000 0.000000 216
16 0.000000 0.000000 0.000000 200
17 0.025243 0.072222 0.037410 180
18 0.054878 0.050000 0.052326 180
19 0.866983 0.808037 0.836473 15826
20 0.773340 0.719768 0.745593 4143
avg / total 0.779087 0.727185 0.751839 21751
Classification report for turbine 3, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 5
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.008319 0.138889 0.015699 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.970269 0.726087 0.830603 18473
20 0.694794 0.777889 0.733997 2985
avg / total 0.919408 0.723645 0.806183 21751
Classification report for turbine 3, turbine category 9.0
precision recall f1-score support
10 0.078704 0.087179 0.082725 195
11 0.007634 0.013072 0.009639 153
12 0.000000 0.000000 0.000000 103
13 0.000000 0.000000 0.000000 72
14 0.004566 0.013889 0.006873 72
15 0.005263 0.013889 0.007634 72
16 0.000000 0.000000 0.000000 72
17 0.006711 0.013889 0.009050 72
18 0.009709 0.027778 0.014388 72
19 0.880089 0.826904 0.852668 15373
20 0.721935 0.711556 0.716708 5495
avg / total 0.805252 0.765298 0.784640 21751
Classification report for turbine 3, turbine category 9.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 14
11 0.006757 0.018519 0.009901 108
12 0.015528 0.046296 0.023256 108
13 0.000000 0.000000 0.000000 108
14 0.000000 0.000000 0.000000 108
15 0.012308 0.037037 0.018476 108
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.013699 0.027778 0.018349 108
19 0.950702 0.828509 0.885410 19692
20 0.406457 0.778154 0.533992 1181
avg / total 0.883015 0.792975 0.830936 21751
Classification report for turbine 3, turbine category 9.0
precision recall f1-score support
10 0.016129 0.009346 0.011834 107
11 0.014599 0.055556 0.023121 72
12 0.004444 0.013889 0.006734 72
13 0.004651 0.013889 0.006969 72
14 0.020080 0.069444 0.031153 72
15 0.008403 0.027778 0.012903 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.963718 0.866280 0.912405 18980
20 0.642960 0.857280 0.734811 2088
avg / total 0.902917 0.838858 0.867033 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 10.0
precision recall f1-score support
10 0.823503 0.718389 0.767363 2507
11 0.095853 0.211259 0.131872 1652
12 0.061651 0.153114 0.087907 1156
13 0.050554 0.135834 0.073684 773
14 0.025083 0.092820 0.039493 571
15 0.013810 0.054591 0.022044 403
16 0.042274 0.091772 0.057884 316
17 0.015094 0.049180 0.023099 244
18 0.005064 0.050926 0.009213 216
19 0.663054 0.167108 0.266940 12082
20 0.197898 0.061715 0.094088 1831
avg / total 0.493982 0.215668 0.264586 21751
Classification report for turbine 3, turbine category 10.0
precision recall f1-score support
10 0.038168 0.576923 0.071599 78
11 0.009859 0.024306 0.014028 288
12 0.003810 0.013889 0.005979 288
13 0.014360 0.040590 0.021215 271
14 0.003012 0.007937 0.004367 252
15 0.000000 0.000000 0.000000 252
16 0.003636 0.007937 0.004988 252
17 0.009967 0.011905 0.010850 252
18 0.008646 0.011905 0.010017 252
19 0.889765 0.751607 0.814872 16957
20 0.511032 0.275201 0.357748 2609
avg / total 0.755745 0.622500 0.679318 21751
Classification report for turbine 3, turbine category 10.0
precision recall f1-score support
10 0.000612 0.111111 0.001217 9
11 0.021739 0.305556 0.040590 72
12 0.002484 0.027778 0.004561 72
13 0.010279 0.097222 0.018592 72
14 0.004396 0.027778 0.007590 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.921244 0.755485 0.830171 15406
20 0.699159 0.389757 0.500502 5760
avg / total 0.837785 0.639879 0.720779 21751
Classification report for turbine 3, turbine category 10.0
precision recall f1-score support
10 0.525714 0.476684 0.500000 386
11 0.005442 0.027778 0.009101 144
12 0.003597 0.013889 0.005714 144
13 0.004843 0.013889 0.007181 144
14 0.002488 0.006944 0.003663 144
15 0.000000 0.000000 0.000000 144
16 0.002907 0.006944 0.004098 144
17 0.006977 0.020979 0.010471 143
18 0.004525 0.018519 0.007273 108
19 0.933755 0.777824 0.848686 19372
20 0.291163 0.521640 0.373725 878
avg / total 0.852905 0.722955 0.780123 21751
Classification report for turbine 3, turbine category 10.0
precision recall f1-score support
10 0.003185 0.250000 0.006289 4
11 0.001764 0.027778 0.003317 36
12 0.000000 0.000000 0.000000 36
13 0.003478 0.055556 0.006547 36
14 0.001919 0.027778 0.003591 36
15 0.000000 0.000000 0.000000 36
16 0.002475 0.027778 0.004545 36
17 0.000000 0.000000 0.000000 36
18 0.002786 0.027778 0.005063 36
19 0.974288 0.806553 0.882521 19168
20 0.620556 0.487560 0.546077 2291
avg / total 0.923971 0.762448 0.835275 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 11.0
precision recall f1-score support
19 0.958200 0.937879 0.947931 17305
20 0.776647 0.840756 0.807431 4446
avg / total 0.921090 0.918027 0.919212 21751
Classification report for turbine 3, turbine category 11.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 1496
11 0.000000 0.000000 0.000000 613
12 0.000000 0.000000 0.000000 424
13 0.000000 0.000000 0.000000 381
14 0.000000 0.000000 0.000000 347
15 0.000000 0.000000 0.000000 324
16 0.000000 0.000000 0.000000 238
17 0.000000 0.000000 0.000000 216
18 0.000000 0.000000 0.000000 200
19 0.831592 0.940611 0.882748 15912
20 0.339728 0.796875 0.476368 1600
avg / total 0.633344 0.746724 0.680818 21751
Classification report for turbine 3, turbine category 11.0
precision recall f1-score support
10 0.020833 0.013514 0.016393 666
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 72
14 0.000000 0.000000 0.000000 72
15 0.000000 0.000000 0.000000 72
16 0.000000 0.000000 0.000000 72
17 0.000000 0.000000 0.000000 72
18 0.000000 0.000000 0.000000 72
19 0.901902 0.788148 0.841197 15643
20 0.621357 0.705508 0.660764 4866
avg / total 0.788279 0.725070 0.753300 21751
Classification report for turbine 3, turbine category 11.0
precision recall f1-score support
10 0.037037 0.125000 0.057143 56
11 0.000000 0.000000 0.000000 72
12 0.014577 0.069444 0.024096 72
13 0.006780 0.023256 0.010499 86
14 0.011194 0.027778 0.015957 108
15 0.003333 0.009259 0.004902 108
16 0.006250 0.009259 0.007463 108
17 0.011429 0.018519 0.014134 108
18 0.000000 0.000000 0.000000 108
19 0.953074 0.816362 0.879436 19729
20 0.388584 0.768395 0.516147 1196
avg / total 0.886172 0.783688 0.826543 21751
Classification report for turbine 3, turbine category 11.0
precision recall f1-score support
10 0.007782 0.100000 0.014440 20
11 0.006652 0.020833 0.010084 144
12 0.015707 0.041667 0.022814 144
13 0.002358 0.007692 0.003610 130
14 0.002183 0.009259 0.003534 108
15 0.003431 0.018519 0.005789 108
16 0.002747 0.009259 0.004237 108
17 0.006557 0.018519 0.009685 108
18 0.004975 0.018519 0.007843 108
19 0.940669 0.782705 0.854447 18514
20 0.662132 0.797255 0.723438 2259
avg / total 0.869713 0.749943 0.802829 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 16.0
precision recall f1-score support
19 0.959149 0.953828 0.956481 17305
20 0.824086 0.841880 0.832888 4446
avg / total 0.931542 0.930946 0.931218 21751
Classification report for turbine 3, turbine category 16.0
precision recall f1-score support
19 0.979654 0.941602 0.960251 18665
20 0.713986 0.881724 0.789039 3086
avg / total 0.941962 0.933107 0.935960 21751
Classification report for turbine 3, turbine category 16.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 64
11 0.000000 0.000000 0.000000 37
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.918755 0.910740 0.914730 15819
20 0.738221 0.803191 0.769336 5579
avg / total 0.857539 0.868374 0.862592 21751
Classification report for turbine 3, turbine category 16.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
19 0.989940 0.926123 0.956969 20507
20 0.428157 0.831190 0.565182 1244
avg / total 0.957810 0.920693 0.934561 21751
Classification report for turbine 3, turbine category 16.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
19 0.986093 0.951712 0.968598 19446
20 0.694898 0.886334 0.779028 2305
avg / total 0.955235 0.944784 0.948509 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 18.0
precision recall f1-score support
10 0.114943 0.185185 0.141844 54
11 0.009901 0.003086 0.004706 324
12 0.000000 0.000000 0.000000 324
13 0.000000 0.000000 0.000000 324
14 0.006231 0.006173 0.006202 324
15 0.000000 0.000000 0.000000 324
16 0.032258 0.003086 0.005634 324
17 0.000000 0.000000 0.000000 324
18 0.000000 0.000000 0.000000 287
19 0.846423 0.921941 0.882569 15232
20 0.725743 0.805371 0.763486 3910
avg / total 0.724208 0.791044 0.755898 21751
Classification report for turbine 3, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 6
11 0.000000 0.000000 0.000000 36
12 0.007339 0.111111 0.013769 36
13 0.002500 0.055556 0.004785 36
14 0.000000 0.000000 0.000000 36
15 0.009969 0.361111 0.019403 36
16 0.005226 0.083333 0.009836 36
17 0.002681 0.055556 0.005115 36
18 0.004386 0.055556 0.008130 36
19 0.964952 0.672542 0.792639 18381
20 0.750778 0.784460 0.767250 3076
avg / total 0.921674 0.680474 0.778436 21751
Classification report for turbine 3, turbine category 18.0
precision recall f1-score support
10 0.005181 0.100000 0.009852 20
11 0.009238 0.037037 0.014787 108
12 0.019499 0.064815 0.029979 108
13 0.025641 0.074074 0.038095 108
14 0.016807 0.037037 0.023121 108
15 0.000000 0.000000 0.000000 108
16 0.005747 0.009259 0.007092 108
17 0.000000 0.000000 0.000000 108
18 0.005848 0.018519 0.008889 108
19 0.876274 0.811605 0.842700 15149
20 0.750942 0.662295 0.703838 5718
avg / total 0.808129 0.740656 0.772561 21751
Classification report for turbine 3, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 7
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.002262 0.027778 0.004184 36
18 0.002717 0.027778 0.004950 36
19 0.975137 0.789310 0.872438 20224
20 0.435409 0.760552 0.553783 1232
avg / total 0.931349 0.777068 0.842572 21751
Classification report for turbine 3, turbine category 18.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 6
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.002778 0.027778 0.005051 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.010121 0.138889 0.018868 36
17 0.003497 0.027778 0.006211 36
18 0.000000 0.000000 0.000000 36
19 0.973353 0.823634 0.892256 19159
20 0.694260 0.773716 0.731838 2298
avg / total 0.930737 0.807549 0.863298 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 19.0
precision recall f1-score support
19 0.958979 0.955100 0.957035 17305
20 0.827945 0.840981 0.834412 4446
avg / total 0.932195 0.931773 0.931971 21751
Classification report for turbine 3, turbine category 19.0
precision recall f1-score support
19 0.979254 0.940745 0.959613 18665
20 0.710471 0.879456 0.785983 3086
avg / total 0.941119 0.932049 0.934979 21751
Classification report for turbine 3, turbine category 19.0
precision recall f1-score support
19 0.926152 0.912581 0.919316 15969
20 0.767952 0.799031 0.783184 5782
avg / total 0.884098 0.882396 0.883128 21751
Classification report for turbine 3, turbine category 19.0
precision recall f1-score support
19 0.989241 0.932608 0.960090 20507
20 0.428453 0.832797 0.565811 1244
avg / total 0.957168 0.926900 0.937540 21751
Classification report for turbine 3, turbine category 19.0
precision recall f1-score support
19 0.986285 0.954078 0.969914 19446
20 0.696259 0.888069 0.780553 2305
avg / total 0.955550 0.947083 0.949847 21751
------------------------------------------------------------------------
Classification report for turbine 3, turbine category 20.0
precision recall f1-score support
19 0.959841 0.948859 0.954318 17305
20 0.809432 0.845479 0.827063 4446
avg / total 0.929097 0.927727 0.928307 21751
Classification report for turbine 3, turbine category 20.0
precision recall f1-score support
19 0.980050 0.942245 0.960776 18665
20 0.716763 0.883992 0.791642 3086
avg / total 0.942695 0.933980 0.936779 21751
Classification report for turbine 3, turbine category 20.0
precision recall f1-score support
19 0.919911 0.909888 0.914872 15969
20 0.758395 0.781218 0.769637 5782
avg / total 0.876976 0.875684 0.876265 21751
Classification report for turbine 3, turbine category 20.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 18
11 0.000000 0.000000 0.000000 36
12 0.000000 0.000000 0.000000 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.977204 0.932562 0.954361 20226
20 0.419355 0.842494 0.559978 1219
avg / total 0.932193 0.914395 0.918833 21751
Classification report for turbine 3, turbine category 20.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 46
11 0.000000 0.000000 0.000000 72
12 0.000000 0.000000 0.000000 72
13 0.000000 0.000000 0.000000 69
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.083333 0.027778 0.041667 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.967410 0.951724 0.959503 19057
20 0.677759 0.885144 0.767692 2255
avg / total 0.917993 0.925659 0.920320 21751
------------------------------------------------------------------------
Classification report for turbine 4, turbine category 2.0
precision recall f1-score support
10 0.035088 0.160000 0.057554 50
11 0.018223 0.222222 0.033684 36
12 0.000000 0.000000 0.000000 36
13 0.002930 0.083333 0.005660 36
14 0.005605 0.138889 0.010776 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.000000 0.000000 0.000000 36
18 0.000000 0.000000 0.000000 36
19 0.955107 0.621726 0.753174 17794
20 0.749735 0.776013 0.762648 3652
avg / total 0.905982 0.639047 0.743291 21784
Classification report for turbine 4, turbine category 2.0
precision recall f1-score support
10 0.008174 0.111111 0.015228 27
11 0.016064 0.024845 0.019512 161
12 0.000000 0.000000 0.000000 144
13 0.011029 0.020833 0.014423 144
14 0.012448 0.020833 0.015584 144
15 0.003922 0.006944 0.005013 144
16 0.004785 0.006944 0.005666 144
17 0.007326 0.013889 0.009592 144
18 0.000000 0.000000 0.000000 144
19 0.885209 0.780495 0.829560 14109
20 0.784692 0.854453 0.818088 6479
avg / total 0.807103 0.760420 0.781099 21784
Classification report for turbine 4, turbine category 2.0
precision recall f1-score support
10 0.021739 0.004255 0.007117 235
11 0.020000 0.027778 0.023256 108
12 0.008547 0.018519 0.011696 108
13 0.006579 0.027778 0.010638 108
14 0.003839 0.018519 0.006359 108
15 0.003509 0.009259 0.005089 108
16 0.000000 0.000000 0.000000 108
17 0.020202 0.055556 0.029630 108
18 0.021429 0.027778 0.024194 108
19 0.920573 0.841176 0.879085 17044
20 0.674070 0.716836 0.694796 3641
avg / total 0.833581 0.778920 0.804560 21784
Classification report for turbine 4, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.988277 0.735816 0.843562 20622
20 0.208631 0.802926 0.331203 1162
avg / total 0.946689 0.739396 0.816232 21784
Classification report for turbine 4, turbine category 2.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.991270 0.892338 0.939206 20360
20 0.596782 0.859551 0.704460 1424
avg / total 0.965483 0.890195 0.923861 21784
------------------------------------------------------------------------
Classification report for turbine 4, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 14
11 0.000000 0.000000 0.000000 108
12 0.000000 0.000000 0.000000 108
13 0.000000 0.000000 0.000000 108
14 0.000000 0.000000 0.000000 108
15 0.000000 0.000000 0.000000 108
16 0.000000 0.000000 0.000000 108
17 0.000000 0.000000 0.000000 108
18 0.000000 0.000000 0.000000 108
19 0.932716 0.949826 0.941193 17280
20 0.745164 0.860452 0.798669 3626
avg / total 0.863904 0.896667 0.879535 21784
Classification report for turbine 4, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.959720 0.816432 0.882296 15117
20 0.806315 0.884806 0.843739 6667
avg / total 0.912770 0.837358 0.870496 21784
Classification report for turbine 4, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 4
11 0.049020 0.138889 0.072464 36
12 0.181818 0.055556 0.085106 36
13 0.000000 0.000000 0.000000 36
14 0.000000 0.000000 0.000000 36
15 0.000000 0.000000 0.000000 36
16 0.000000 0.000000 0.000000 36
17 0.008197 0.055556 0.014286 36
18 0.000000 0.000000 0.000000 36
19 0.937968 0.877753 0.906862 17571
20 0.724535 0.785514 0.753793 3921
avg / total 0.887373 0.849798 0.867439 21784
Classification report for turbine 4, turbine category 3.0
precision recall f1-score support
10 0.000000 0.000000 0.000000 0
11 0.000000 0.000000 0.000000 0
12 0.000000 0.000000 0.000000 0
13 0.000000 0.000000 0.000000 0
14 0.000000 0.000000 0.000000 0
15 0.000000 0.000000 0.000000 0
16 0.000000 0.000000 0.000000 0
17 0.000000 0.000000 0.000000 0
18 0.000000 0.000000 0.000000 0
19 0.987934 0.790079 0.877998 20622
20 0.213364 0.810671 0.337816 1162
avg / total 0.946617 0.791177 0.849183 21784