In [158]:
# imports libraries
import os
import sys
import imp
import glob
import matplotlib.pyplot as plt
import numpy as np
from scipy import signal
import pandas as pd
from __future__ import division
%matplotlib inline
In [159]:
import ipywidgets as widgets
from ipywidgets import interactive
from IPython.display import display
In [160]:
# Grabs the preprocessing and automatic_sync files
sys.path.append(os.path.join(os.pardir,'pythonCode'))
In [161]:
import preprocessing as pp
import automatic_sync as autoS
imp.reload(autoS)
Out[161]:
<module 'automatic_sync' from '../pythonCode/automatic_sync.py'>
In [162]:
import fracture_prediction as predict
imp.reload(predict)
Out[162]:
<module 'fracture_prediction' from '../pythonCode/fracture_prediction.py'>
In [163]:
import detection as detect
In [164]:
# reading the data
rawDataPath = os.path.join(os.pardir,'rawAudio')
files = glob.glob(os.path.join(rawDataPath,'*.wav'))
names = []
for name in files:
fileName = os.path.basename(name).split(".")[0]
names.append(fileName)
# Determines which cameras will be selected (['Bents'],['Camera Location'],['Motion #'])
filt = (None,None,['18']) # Selects the bent 1 cameras during motion 18
# Applies filter to camera names and returns only selected subset names
audioFiles = pp.getKeys(names,filt);
# Reads the .wav files from the list generted by getKeys
(names,cDataset) = pp.readWAV(rawDataPath,audioFiles)
Opening GP_B1_NL_18 ...
Opening GP_B1_NU_18 ...
Opening GP_B1_SL_18 ...
Opening GP_B1_SU_18 ...
Opening GP_B2_SL_18 ...
Opening GP_B2_SU_18 ...
Opening GP_B3_NL_18 ...
Opening GP_B3_NU_18 ...
Opening GP_B3_SL_18 ...
Opening GP_B3_SU_18 ...
In [165]:
## syncing the dataset
final_offsets, sDataset = autoS.sync_dataset(cDataset,'GP_B1_NL_18',names,mask=[0,1])
Median-filter based fraction detection:
In [166]:
# extract fractures for each signal in the dataset (only the first channel)
fractureTimes = predict.applyFracturePredictor(sDataset, detect.med_filt)
plt.title('Median-filter based fraction detection')
Out[166]:
<matplotlib.text.Text at 0x12ca31da0>
Spectrogram-based fracture detection:
In [167]:
# extract fractures for each signal in the dataset (only the first channel)
fractureTimes = predict.applyFracturePredictor(sDataset, detect.spectrogram_ridges)
plt.title('Spectrogram-based fracture detection')
Out[167]:
<matplotlib.text.Text at 0x184ca8860>
Scaleogram-based fracture detection:
In [168]:
# extract fractures for each signal in the dataset (only the first channel)
fractureTimes = predict.applyFracturePredictor(sDataset, detect.cwt_ridges)
plt.title('Scaleogram-based fracture detection')
Out[168]:
<matplotlib.text.Text at 0x1ab25dda0>
Edge-based fracture detection:
In [169]:
# extract fractures for each signal in the dataset (only the first channel)
fractureTimes = predict.applyFracturePredictor(sDataset, predict.edges2fractures, smoothing=5)
plt.title('Edge-based fracture detection')
Out[169]:
<matplotlib.text.Text at 0x1d5994e80>
In [170]:
# read Islam's estimates
import csv
csvPath = os.path.join(os.pardir,'IslamEstimates')
fileName = glob.glob(os.path.join(csvPath,'GP_B1_NL_18.csv'))
fractInd = list(csv.reader(open(fileName[0], 'rt'), delimiter=','))
fractInd = np.array([float(i[0]) for i in fractInd]) # in counts
fractIM = 1/48000*(-final_offsets['GP_B1_NL_18'] + fractInd)
In [171]:
# Display the estimates
imp.reload(predict)
predict.displayFractureEstimates(fractureTimes, fractIM, signal=sDataset['GP_B1_NL_18'][:,0])
['B1', 'B1', 'B3', 'B1', 'B2', 'B3', 'B2', 'B3', 'B1', 'B3']
Out[171]:
<matplotlib.axes._subplots.AxesSubplot at 0x1bb7c0b38>
In [172]:
# Calculate the dissimilarity measure
d = {}
for key in fractureTimes.keys():
d[key] = (predict.dissimilarity(fractureTimes[key],fractIM,0.1,1.,'distance'))
In [173]:
error = sum(d.values())
In [174]:
print('The total dissimilarity measure '+str(round(error,2))+'.')
The total dissimilarity measure 386.35.
Interactively select the fracture detector:
In [175]:
def wrapper_prediction(option):
methods = {'Edges':predict.edges2fractures,'Filtering':detect.med_filt,'Spectrogram':detect.spectrogram_ridges,'Scaleogram':detect.cwt_ridges}
methods[option.value]
# predict fractures
fractureTimes = predict.applyFracturePredictor(sDataset, methods[option.value])
# display the fractures
predict.displayFractureEstimates(fractureTimes, fractIM, signal=sDataset['GP_B1_NL_18'][:,0])
# calculate the dissimilarity measure
d = {}
for key in fractureTimes.keys():
d[key] = (predict.dissimilarity(fractureTimes[key],fractIM,0.1,1.,'distance'))
return(fractureTimes)
error = sum(d.values())
print('The total dissimilarity measure '+str(round(error,2))+'.')
In [176]:
type_selector = widgets.Dropdown(
options=['Filtering','Edges','Spectrogram','Scaleogram'],
value='Filtering',
description='Select the fracture detector:',
)
display(type_selector)
In [177]:
wrapper_prediction(type_selector)
['B1', 'B1', 'B3', 'B1', 'B2', 'B3', 'B2', 'B3', 'B1', 'B3']
Out[177]:
{'GP_B1_NL_18': array([ 10.05654464, 10.11904465, 10.16583634, 10.23952386,
10.2824197 , 10.35891973, 10.39000307, 10.46454476,
10.56041978, 10.59637813, 10.65610731, 10.72387817,
10.77831568, 10.8226907 , 10.9342324 , 10.99702408,
11.01087825, 11.07466994, 11.13560745, 11.24423249,
11.25391999, 11.32648251, 11.41923254, 11.47673256,
11.51796173, 11.60987843, 11.64564927, 11.73206596,
11.77852431, 11.84152433, 11.92344102, 11.9673577 ,
12.00679521, 12.06862856, 12.17708693, 12.24310778,
12.27104529, 12.32033697, 12.419212 , 12.45362868,
12.53777454, 12.58764955, 12.66954541, 12.73871209,
12.77204544, 12.83925379, 12.93479549, 12.98475383,
13.00110801, 13.0804622 , 13.14017055, 13.22935807,
13.29650393, 13.37404562, 13.40383729, 13.46802481,
13.52685816, 13.57239984, 13.65689987, 13.70619155,
13.7633999 , 13.84550409, 13.8893791 , 13.96789996,
14.00169163, 14.07277499, 14.15371251, 14.24392087,
14.27631672, 14.3407959 , 14.40833759, 14.48458761,
14.55498346, 14.58494181, 14.65337933, 14.74673352,
14.7849627 , 14.82685854, 14.93571274, 14.95504608,
15.0094211 , 15.09160862, 15.17194198, 15.18992115,
15.30658785, 15.3405462 , 15.42046289, 15.43973373,
15.50175458, 15.58510877, 15.67185879, 15.70781714,
15.801588 , 15.84117134, 15.91983803, 15.99790056,
16.0261089 , 16.08108808, 16.17035894, 16.20444228,
16.30590065, 16.32654649, 16.39329651, 16.4849007 ,
16.54294238, 16.5914424 , 16.67150492, 16.74644244,
16.78850496, 16.82406747, 16.90529666, 16.99717169,
17.02981753, 17.06940087, 17.17319257, 17.18865091,
17.28510927, 17.34038012, 17.41767181, 17.47133849,
17.54663018, 17.58738019, 17.66619272, 17.7328594 ,
17.79704692, 17.86094277, 17.90246362, 17.9391303 ,
18.01123448, 18.09233868, 18.17806787, 18.21817205,
18.2775679 , 18.35885959, 18.42794294, 18.49333879,
18.50210963, 18.57960965, 18.67233885, 18.70806802,
18.80958889, 18.86267224, 18.91769309, 18.96658893,
19.05854729, 19.0805473 , 19.13515148, 19.20373484,
19.26408902, 19.35519322, 19.4301724 , 19.48017242,
19.5213391 , 19.59569329, 19.63846413, 19.71300582,
19.76688084, 19.84065169, 19.88861004, 19.95604756,
20.01054758, 20.06740176, 20.17842262, 20.2223393 ,
20.27129765, 20.32923517, 20.38027685, 20.47396438,
20.50123522, 20.61313109, 20.64304776, 20.72581862,
20.75975613, 20.81415198, 20.90940201, 20.98511036,
21.06094372, 21.10508957, 21.15846458, 21.24254794,
21.27117295, 21.32248546, 21.42656883, 21.47794384,
21.55554803, 21.60604805, 21.63050639, 21.69606891,
21.7971106 , 21.81283977, 21.8959648 , 21.94263148,
22.00548566, 22.08617319, 22.1295482 , 22.20094406,
22.31117325, 22.3443816 , 22.43088162, 22.45821496,
22.50463164, 32.04442613, 32.09409281, 32.15565533,
32.31225954, 32.33346788, 32.39138456, 32.44788458,
32.56098878, 32.56907212, 32.67594715, 32.736593 ,
32.75338467, 32.87130137, 32.91155138, 32.97082224,
33.04398892, 33.08113477, 33.16207229, 33.21975981,
33.29415566, 33.35336401, 33.38123902, 33.45607238,
33.54759324, 33.57925991, 33.64134327, 33.72809329,
33.77771831, 33.90155168, 33.97653087, 34.03482255,
34.11073924, 34.17682259, 34.1953851 , 34.30434346,
34.36653098, 34.42576016, 34.44488517, 34.56190604,
34.56969771, 34.63503106, 34.73305192, 34.88990614,
35.04519785, 35.07621869, 35.12765621, 35.29163542,
35.39876045, 35.44973963, 35.61063551, 35.7774064 ,
35.85328142, 35.93538561, 35.94932311, 36.05621898,
36.09230232, 36.15759401, 36.23440653, 36.29607322,
36.35863574, 36.39863575, 36.44159409, 36.53817746,
36.59178164, 36.67524 , 36.69513584, 36.78203169,
36.84282338, 36.87688589, 36.94878174, 37.01734426,
37.11432346, 37.1446568 , 37.23149016, 37.28788601,
37.35490686, 37.42030272, 37.48492773, 37.53546942,
37.61980277, 37.62613611, 37.68776113, 37.77328199,
37.85651118, 37.90930286, 37.94434454, 38.04003207,
38.10971959, 38.22484462, 38.30357381, 38.31961548,
38.67146975, 39.00565735, 39.12690739, 39.21826158,
39.2954491 , 39.32867828, 39.39471997, 39.47457416,
39.53536584, 39.58249085, 39.63324087, 39.74313673,
39.80774092, 39.8659076 , 39.9508868 , 40.05899099,
40.06697016, 40.15838686, 40.24988688, 40.26626189,
40.33947024, 40.41834527, 40.44792861, 40.53607447,
40.57038698, 40.65340784, 40.70442869, 40.81488705,
40.92694958, 40.93972042, 41.11680381, 41.13494965,
41.24942885, 41.25782468, 41.36447055, 41.42588723,
41.45951224, 41.50063725, 41.56253311, 41.64122063,
41.74330399, 41.79222067, 41.81667901, 41.8832832 ,
41.94057488, 42.05834575, 42.10972077, 42.18549162,
42.68903344, 42.76245013, 42.95942935, 43.37778364,
43.59453371, 44.98601328, 45.05522164, 46.97770137,
47.02749305, 47.0656389 , 47.3170348 , 47.67374324,
47.75330577, 59.41816338, 59.44668422, 59.52810091,
59.60455927, 59.63891344, 59.71058013, 59.78320515,
59.830726 , 59.88924685, 59.97103854, 60.03558023,
60.12216359, 60.15276776, 60.20214278, 60.31220531,
60.36143449, 60.3899345 , 60.44128868, 60.53887204,
60.59151789, 60.66805958, 60.72635126, 60.77895545,
60.81405962, 60.92697632, 60.94308049, 61.03697636,
61.17674723, 61.1899764 , 61.28893476, 61.36362229,
61.42958064, 61.43951814, 61.55568484, 61.57339318,
61.66743488, 61.69420572, 61.80905992, 61.84768493,
61.92039328, 61.9879558 , 62.03864332, 62.087685 ,
62.14116418, 62.22256004, 62.29578923, 62.35364341,
62.39741426, 62.47291428, 62.51208096, 62.59220598,
62.6403935 , 62.71733102, 62.77135187, 62.8648519 ,
62.93681025, 62.98553943, 63.03439361, 63.06743529,
63.16164365, 63.22458117, 63.31203953, 63.33672703,
63.40562289, 63.45472707, 63.54039376, 63.62347712,
63.64741463, 63.72393548, 63.76560216, 63.82541468,
63.8871022 , 63.97320639, 64.0141439 , 64.1078106 ,
64.17076895, 64.19097729, 64.27578981, 64.35631067,
64.37908151, 64.49414404, 64.52453989, 64.73818578,
64.76210246, 64.81670664]),
'GP_B1_NU_18': array([ 10.12375299, 10.15871133, 10.24171136, 10.28000304,
10.32060721, 10.40623224, 10.51902394, 10.57825312,
10.67644065, 10.69914899, 10.78723235, 10.81848236,
10.99652408, 11.06241993, 11.12037828, 11.13714912,
11.24333665, 11.27098249, 11.32462834, 11.37633669,
11.48129506, 11.56227425, 11.57837842, 11.63308677,
11.75135764, 13.12748304, 13.46073314, 14.57065014,
14.79817104, 15.40323371, 17.39544264, 18.07113034,
31.93359276, 31.9402386 , 32.14211366, 32.22342618,
32.37117622, 32.38686373, 32.57461379, 32.69000965,
33.06573893, 33.17100979, 33.30325983, 33.33588484,
33.38342652, 33.56078074, 33.57217658, 33.72815579,
33.75180163, 34.40588516, 34.45069767, 34.56130187,
34.56942687, 34.63673939, 34.86430196, 34.89048947,
34.93851032, 35.03942701, 35.07653119, 35.12744787,
35.39884379, 35.4506563 , 35.86384392, 35.9099481 ,
36.05657315, 36.08138565, 36.16671901, 36.20853152,
36.43788576, 36.55101079, 36.56505246, 36.8123442 ,
36.82786504, 36.87886506, 37.10378179, 37.26746934,
37.32171935, 37.41471938, 37.48401107, 37.52005275,
37.61805277, 37.62505278, 38.0414279 , 38.06259457,
38.14736543, 38.23971962, 38.30269881, 38.32034465,
38.55374055, 38.57584472, 38.63486557, 38.71021976,
39.11836572, 39.13715739, 39.24721992, 39.25284492,
39.43140748, 39.53934501, 39.71330339, 40.32559524,
40.41484527, 40.66917868, 40.87417874, 40.92930375,
41.39642889, 41.48053308, 41.57451228, 46.96613887,
59.42912171, 59.46164256, 59.56235092, 59.57347592,
59.64043428, 59.68908012, 59.88914268, 60.09208024,
60.14612193, 60.20587194, 61.23645558, 61.25905975,
61.36837229, 61.39847646, 61.44560148, 61.54689317,
61.59605985, 61.66970571, 61.68880988, 61.78218491,
61.85499743, 61.88551827, 61.9915183 , 62.02974748,
62.07260166, 62.15449752, 62.20849754, 62.25574755,
62.33370591, 62.45662261, 62.50408096, 62.73983103,
62.84212272, 62.97403943, 63.00137277, 63.09476863,
63.16701865, 63.32924787, 63.43545623, 63.44472707, 63.51858126]),
'GP_B1_SL_18': array([ 5.13148068, 10.05856547, 10.11079465, 10.17891967,
10.23639886, 10.27275303, 10.36256556, 10.3783989 ,
10.4880031 , 10.55558645, 10.59637813, 10.66331565,
10.70527399, 10.79635735, 10.81341986, 10.91427406,
10.98796158, 11.0488991 , 11.08962827, 11.16752413,
11.21102414, 11.28144083, 11.36012835, 11.38754503,
11.48264922, 11.54498258, 11.58708675, 11.64525344,
11.71327429, 11.76931598, 11.83198266, 11.88012851,
11.96562853, 12.05575356, 12.10242024, 12.13710775,
12.20133694, 12.28275363, 12.33687864, 12.37927449,
12.49987869, 12.51589953, 12.68531625, 12.74073293,
12.79248294, 12.83481629, 12.90587881, 12.99127467,
13.03277468, 13.08623303, 13.15294138, 13.20435807,
13.28627476, 13.35408728, 13.38644145, 13.44031647,
13.50777482, 13.56927484, 13.66431653, 13.72102488,
13.79669157, 13.8706916 , 13.87839993, 13.96262912,
14.02562914, 14.08654583, 14.18002502, 14.21971253,
14.27902505, 14.32358756, 14.43004593, 14.46548344,
14.55765013, 14.57829597, 14.67008766, 14.74525435,
14.76802519, 14.83662938, 14.89242106, 14.98840026,
15.0159211 , 15.09706696, 15.1420878 , 15.20550449,
15.31246285, 15.34158786, 15.41679622, 15.4698379 ,
15.53037959, 15.5700671 , 15.63660878, 15.72494214,
15.75529632, 15.84992135, 15.9041922 , 15.95523388,
16.01144223, 16.11769226, 16.14692143, 16.22077562,
16.28679648, 16.31833815, 16.41052568, 16.46312986,
16.54987989, 16.5875049 , 16.64248408, 16.72052577,
16.77069245, 16.84083831, 16.91354666, 16.97898418,
17.0535467 , 17.10202588, 17.15054673, 17.24240092,
17.2883801 , 17.32671345, 17.43673432, 17.49504683,
17.55431768, 17.58777603, 17.63644271, 17.68767189,
17.75154691, 17.81402609, 17.89792195, 17.98456781,
18.03681783, 18.12235952, 18.1705262 , 18.23938039,
18.26298456, 18.37079709, 18.40094293, 18.43790128,
18.54717214, 18.61054716, 18.629068 , 18.72056803,
18.7507347 , 18.85238057, 18.87994307, 18.94221393,
19.01031811, 19.07431813, 19.14150565, 19.20163067,
19.30235987, 19.36177655, 19.42471407, 19.44592241,
19.5345266 , 19.61233912, 19.64577663, 19.69760998,
19.79604751, 19.8532767 , 19.90986005, 19.9773809 ,
20.00913091, 20.11725594, 20.12892261, 20.18948513,
20.304131 , 20.36242268, 20.42721436, 20.45542271,
20.51890189, 20.56411024, 20.6693186 , 20.69477694,
20.80623531, 20.86052699, 20.90502701, 20.9910062 ,
21.02917288, 21.06921455, 21.15071458, 21.22704793,
21.29519379, 21.3358813 , 21.39798548, 21.49002718,
21.53746469, 21.57304804, 21.6758189 , 21.74233975,
21.80444394, 21.85273562, 21.90861064, 21.98644399,
22.0243815 , 22.06811068, 22.14452737, 22.18813155,
22.28290241, 22.31688159, 22.43323579, 22.44390246,
22.53642332, 32.06707197, 32.12673865, 32.27094703,
32.37290539, 32.43738458, 32.46425959, 32.54055127,
32.56663462, 32.66507215, 32.71334299, 32.76944718,
32.82225969, 32.92261389, 32.99836391, 33.00011391,
33.10280144, 33.13494728, 33.20567647, 33.302364 ,
33.35438485, 33.37546819, 33.45313488, 33.51003073,
33.57832241, 33.64369743, 33.72848913, 33.76775997,
33.97940587, 34.04853089, 34.10588507, 34.18548926,
34.18930176, 34.30084346, 34.33140597, 34.4170935 ,
34.44107267, 34.56209354, 34.56328104, 34.63565606,
34.70496858, 34.85488529, 34.93455198, 34.95855199,
35.03355201, 35.12323954, 35.16132288, 35.19182289,
35.27505208, 35.3309896 , 35.42817713, 35.45088547,
35.53186466, 35.57798967, 35.66901053, 35.70001054,
35.75828139, 35.81792724, 35.90992727, 35.98001062,
36.01453147, 36.08213565, 36.15459401, 36.22834403,
36.29184405, 36.33834406, 36.37717741, 36.48057327,
36.54017746, 36.58753164, 36.64428165, 36.71605251,
36.7867192 , 36.86221922, 36.88634422, 36.94184424,
37.02028176, 37.10532346, 37.1365943 , 37.23651099,
37.261886 , 37.36853187, 37.39644854, 37.44094856,
37.51763608, 37.61788611, 37.62959444, 37.70176113,
37.803907 , 37.85878201, 37.88728202, 37.97171955,
38.03838623, 38.10632375, 38.13807376, 38.23455296,
38.30149048, 38.31661548, 38.38353217, 38.61228223,
38.64990725, 38.71294893, 38.86205314, 39.04588653,
39.11769905, 39.18169907, 39.22671992, 39.28261577,
39.37040746, 39.3996158 , 39.45588665, 39.56105335,
39.58842836, 39.63655337, 39.73557423, 39.78349091,
39.81807426, 39.88451178, 39.9615743 , 40.02959515,
40.08028267, 40.14190769, 40.24365772, 40.27392856,
40.3169494 , 40.42257444, 40.49017862, 40.54919947,
40.57692865, 40.62565783, 40.69811618, 40.80905372,
40.88099124, 40.94313709, 41.00013711, 41.06744963,
41.16063715, 41.23507468, 41.25809552, 41.32111637,
41.39036639, 41.47322058, 41.52982476, 41.56799144,
41.62647062, 41.71053315, 41.78799151, 41.81315818,
41.8984082 , 41.9979499 , 42.03840825, 42.06480409,
42.16853328, 42.19282496, 42.72792928, 43.23586693,
43.2519086 , 43.61070038, 43.86749212, 44.34480476,
44.78149239, 45.06357581, 45.23026336, 46.0763261 ,
46.52843041, 46.852368 , 47.10530558, 47.24601395,
47.59032655, 47.9880975 , 48.2159934 , 48.95472279,
55.31334967, 59.43676755, 59.4861009 , 59.50333007,
59.57187176, 59.63349677, 59.72845514, 59.78572599,
59.841851 , 59.91693436, 59.9425177 , 60.04460106,
60.09316358, 60.17918444, 60.19739277, 60.30699697,
60.33145531, 60.43551784, 60.45895535, 60.52014287,
60.58751789, 60.6338304 , 60.70401792, 60.75197627,
60.87339297, 60.92435132, 60.96174717, 61.03670552,
61.12128888, 61.1716639 , 61.23328891, 61.25737225,
61.35103895, 61.43312231, 61.46185148, 61.55651818,
61.59445569, 61.68089321, 61.74664323, 61.78510158,
61.81655992, 61.92089328, 61.9678933 , 62.04595582,
62.0813725 , 62.13626835, 62.22870587, 62.26320588,
62.35870591, 62.37937259, 62.47497678, 62.5576018 ,
62.58816431, 62.68574768, 62.72093519, 62.78499771,
62.84420606, 62.90256024, 62.96072692, 63.02578944,
63.06349779, 63.15993532, 63.19451866, 63.30316452,
63.31445619, 63.42653956, 63.48139374, 63.53360209,
63.58039377, 63.63212296, 63.69860214, 63.75762299,
63.82587301, 63.8833522 , 63.95997722, 64.03789391,
64.10420643, 64.14135227, 64.23583147, 64.25383147,
64.37116484, 64.37703984, 64.47991487, 64.69124827,
64.90237333, 65.73922774]),
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10.42666975, 10.49398227, 10.5013156 , 10.62081564,
10.65531565, 10.74698234, 10.79412819, 10.8225032 ,
10.93562823, 10.98794074, 11.01129492, 11.09877411,
11.13358662, 11.24473249, 11.27377416, 11.33394085,
11.38717003, 11.47714922, 11.52527424, 11.59156592,
11.66408678, 11.70498262, 11.80183682, 11.82996183,
11.88525351, 12.90471214, 13.03210801, 13.17175389,
13.18769139, 13.27235809, 13.40783729, 13.4468998 ,
13.53754566, 13.91500411, 14.03771248, 14.20569169,
14.75456686, 14.85429605, 15.47825457, 15.53760875,
15.60833794, 16.19456728, 16.87502582, 17.42144264,
18.1816512 , 18.42240127, 20.84827699, 21.82213144,
21.91211064, 31.92836359, 32.56832212, 33.02419725,
33.17100979, 33.36215568, 33.38134319, 33.58517658,
33.72863496, 33.7523433 , 33.95711419, 34.00478087,
34.425656 , 34.45311434, 34.5586352 , 34.56671854,
34.63598939, 34.86340613, 34.88973947, 34.98544783,
35.03651035, 35.1249062 , 35.1253437 , 35.42946879,
35.44311463, 35.90867727, 36.05478148, 36.08171899,
36.16578151, 36.54634412, 36.56511496, 36.8109067 ,
36.86519839, 36.87965672, 37.36007353, 37.41705271,
37.4745944 , 37.55019859, 37.61874027, 37.62567778,
37.71207364, 38.04415707, 38.06426124, 38.14238626,
38.23569879, 38.30246964, 38.32119882, 38.55244888,
38.58986556, 38.64005308, 39.12044905, 39.12549072,
39.24574075, 39.42701164, 40.32374107, 40.41001193,
40.48711612, 40.66672034, 41.57034561, 59.61785094,
59.66995512, 59.72764264, 59.76124681, 59.83889267,
59.88291352, 60.10987192, 60.21662195, 60.29193447,
60.33762198, 61.20697641, 61.31130977, 61.32491394,
61.42397647, 61.48910149, 61.56041401, 61.58212235,
61.65135154, 61.71749739, 61.76128907, 61.83737243,
61.90114328, 61.95874746, 62.02889332, 62.09158083,
62.17820586, 62.2000392 , 62.25991422, 62.33318507,
62.39587259, 62.48314345, 62.55670597, 62.61214349,
62.644706 , 62.79135187, 62.85706023, 62.87974773,
62.9878936 , 63.02389361, 63.11358114, 63.14645615,
63.22749784, 63.29566452, 63.3320812 , 63.39245622,
63.43964373, 63.51185209, 63.61468545, 63.66674797,
63.69453964, 63.86018552, 63.92706054]),
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10.33456555, 10.38398223, 10.45960726, 10.54466978,
10.57531562, 10.65191981, 10.71066983, 10.79212819,
10.87248238, 10.88327405, 10.99598241, 11.02427409,
11.12464912, 11.14919079, 11.22696165, 11.28877417,
11.33119085, 11.41481587, 11.4984409 , 11.53335757,
11.57550342, 11.66050344, 11.74562847, 11.7515243 ,
11.84852433, 11.87594101, 11.9705452 , 12.04125356,
12.0889619 , 12.16648276, 12.23919111, 12.26487862,
12.33652448, 12.401837 , 12.48204535, 12.53971204,
12.61867039, 12.66339957, 12.72792042, 12.80619128,
12.85864963, 12.8844413 , 12.96371216, 13.00494134,
13.07079553, 13.13594138, 13.20189973, 13.29239976,
13.36325395, 13.37946228, 13.46517064, 13.52148316,
13.62004569, 13.63014986, 13.68914988, 13.79523324,
13.81471241, 13.92039994, 13.99658747, 14.03262914,
14.11792084, 14.18681669, 14.22965003, 14.26019171,
14.34871257, 14.37848341, 14.48494178, 14.5578793 ,
14.58323347, 14.6856085 , 14.70369184, 14.76187936,
14.85387939, 14.89502523, 14.95656692, 15.0067336 ,
15.10404613, 15.1411503 , 15.21492116, 15.28069201,
15.35087953, 15.37708787, 15.4561504 , 15.52610875,
15.62321295, 15.66406713, 15.73248381, 15.78571299,
15.85806718, 15.91258803, 15.93969221, 16.02419223,
16.11848393, 16.13287976, 16.22754646, 16.26233814,
16.32748399, 16.37875484, 16.48160903, 16.54431739,
16.5877549 , 16.67104659, 16.74369244, 16.77425495,
16.85494248, 16.91740083, 16.95669251, 17.02492169,
17.07863004, 17.13992173, 17.20560925, 17.25352593,
17.35735929, 17.3851718 , 17.44856765, 17.53017184,
17.57221352, 17.67150522, 17.70963023, 17.76398441,
17.83142193, 17.92083862, 17.94140113, 18.02800532,
18.09233868, 18.13567202, 18.21731788, 18.30429707,
18.35694292, 18.42248461, 18.48152629, 18.54604714,
18.58669299, 18.68160968, 18.69408885, 18.77135971,
18.82342222, 18.89117224, 18.98925561, 19.06077646,
19.12154731, 19.17879733, 19.22194318, 19.25481819,
19.36902655, 19.4321724 , 19.44733908, 19.5343391 ,
19.58396412, 19.64604747, 19.74471416, 19.80896418,
19.8714642 , 19.90456838, 19.9879434 , 20.06083926,
20.06381842, 20.12754761, 20.24958931, 20.26952682,
20.31902683, 20.39146435, 20.49456855, 20.55813107,
20.60858942, 20.6506311 , 20.73552696, 20.79323531,
20.85529782, 20.91269367, 20.9913812 , 21.02952704,
21.09863123, 21.15713125, 21.24183961, 21.31223546,
21.35871464, 21.38206881, 21.47425634, 21.50319385,
21.59542304, 21.65054806, 21.71302724, 21.80665227,
21.81354811, 21.89206896, 21.97369399, 22.05550651,
22.10404819, 22.17875655, 22.21296489, 22.29873575,
22.32186076, 22.55927749, 31.9341136 , 31.98328028,
32.05117613, 32.06480113, 32.14994699, 32.22107201,
32.28150953, 32.32269704, 32.42225957, 32.45234292,
32.56023878, 32.56509295, 32.64228047, 32.71317633,
32.75842634, 32.8651972 , 32.88238471, 32.9607389 ,
33.03680142, 33.08773894, 33.13840562, 33.21713481,
33.312239 , 33.31553067, 33.38396819, 33.45480154,
33.55957241, 33.57763491, 33.65471827, 33.74173913,
33.77984331, 33.85098916, 33.89440584, 33.97176003,
34.00280171, 34.09886424, 34.17298926, 34.24473928,
34.3112393 , 34.36955181, 34.37532265, 34.46334351,
34.51861436, 34.57634354, 34.63719773, 34.69896858,
34.7779061 , 34.86065613, 34.88980197, 34.9793645 ,
35.04323951, 35.07898952, 35.13305204, 35.2161354 ,
35.26098958, 35.34719794, 35.39213545, 35.4543438 ,
35.551323 , 35.59419801, 35.65451053, 35.72773972,
35.7910314 , 35.87498976, 35.92353144, 35.97463562,
36.00044813, 36.09973983, 36.17411485, 36.19844819,
36.29742738, 36.3521149 , 36.37653157, 36.4617191 ,
36.55605246, 36.61957331, 36.63194832, 36.73946918,
36.75686502, 36.82346921, 36.93355257, 36.95524008,
37.05974011, 37.07682345, 37.14292763, 37.23724016,
37.29026101, 37.36126103, 37.40607354, 37.48267773,
37.55684442, 37.62276111, 37.63232361, 37.7096778 ,
37.80007366, 37.81638617, 37.89986536, 37.99942789,
38.04251123, 38.06688624, 38.1459071 , 38.24105296,
38.30688631, 38.32344882, 38.38019883, 38.45657386,
38.54878222, 38.57617806, 38.67111559, 38.74078227,
38.80230312, 38.87455315, 38.88057398, 38.99465735,
39.00188652, 39.07659487, 39.15817823, 39.22030325,
39.27674076, 39.33967828, 39.37824079, 39.48674083,
39.53299084, 39.61197003, 39.64080337, 39.72201173,
39.77061591, 39.86024094, 39.92428262, 39.97924097,
40.03605349, 40.08894934, 40.13697018, 40.23353271,
40.30517857, 40.31951191, 40.39569943, 40.48151195,
40.54255364, 40.59322032, 40.68232451, 40.73840786,
40.80767872, 40.81484538, 41.01261628, 41.10738714,
41.12519964, 41.21061633, 41.26238718, 41.34707471,
41.37663722, 41.48130391, 41.53494976, 41.59540812,
41.6641998 , 41.74897066, 41.78774151, 41.83890819,
41.92236655, 41.95169989, 42.05742908, 42.09840826,
42.17897079, 42.24482497, 42.61653342, 42.66692926,
42.69926261, 42.77309596, 43.30163779, 43.3502003 ,
43.5833462 , 43.72007541, 44.35730476, 44.39442978,
45.12497166, 46.35330535, 46.43538871, 47.05626389,
47.10153474, 47.58318072, 47.67818074, 47.71626409,
47.7506391 , 47.90384748, 48.98157696, 57.7907879 ,
59.34762169, 59.41826754, 59.47016339, 59.50308007,
59.59718426, 59.68655929, 59.69043429, 59.76047598,
59.85085101, 59.88712185, 59.97689271, 60.03118439,
60.0652469 , 60.15351776, 60.19585111, 60.2690178 ,
60.34349698, 60.42860118, 60.46374702, 60.54222621,
60.60078873, 60.63928874, 60.73589293, 60.77743461,
60.87414297, 60.92518466, 60.94230966, 61.01630968,
61.12430971, 61.17868473, 61.24147642, 61.28137226,
61.36397645, 61.40272646, 61.48233065, 61.50701816,
61.57999735, 61.63110153, 61.73108073, 61.76620574,
61.85968493, 61.90114328, 61.99874747, 62.00760164,
62.08528917, 62.16612252, 62.24433088, 62.28731006,
62.34193507, 62.40341426, 62.46287261, 62.52756013,
62.61199765, 62.68174767, 62.72312269, 62.75566436,
62.83837272, 62.88106023, 62.97368526, 63.04937278,
63.10391447, 63.17922699, 63.24987284, 63.26199785,
63.3293312 , 63.37791455, 63.49366458, 63.54976876,
63.56568544, 63.68353964, 63.74278965, 63.77910217,
63.84160218, 63.91170637, 63.99385223, 64.00206056,
64.08453976, 64.15526894, 64.18849812, 64.30545649,
64.33481066, 64.42539402, 64.45376903, 68.61454109]),
'GP_B2_SU_18': array([ 10.12216966, 10.14212799, 10.24452386, 10.2711072 ,
10.35735722, 10.42631558, 10.48704476, 10.54912811,
10.61414897, 10.64275314, 10.69096149, 10.77739902,
10.83152403, 10.92389906, 10.98916991, 11.02769076,
11.09979494, 11.14162829, 11.24102415, 11.301295 ,
11.33821168, 11.38510753, 11.48204506, 11.53927424,
11.57821175, 11.66483678, 11.7270243 , 11.76006597,
11.83898266, 11.93508686, 11.97331604, 12.05723273,
12.08450357, 12.18583693, 12.24144111, 12.26064945,
12.41744117, 12.74081626, 12.7628371 , 12.8551913 ,
12.93098298, 12.9772955 , 13.05467052, 13.07527469,
13.16479555, 13.24096224, 13.29796226, 13.36600395,
13.40650396, 13.49071232, 13.52000399, 13.58023318,
13.63539986, 13.74908739, 13.79929574, 13.84892076,
13.91954578, 13.9936083 , 14.01633747, 14.07410832,
14.15733751, 14.18969169, 14.28950422, 14.32931673,
14.43423343, 14.49287928, 14.55015013, 14.62156682,
14.68052517, 14.73344185, 14.75375436, 14.85769189,
14.89002523, 14.96627525, 15.00096276, 15.09754612,
15.15231697, 15.24917117, 15.26583784, 15.3660462 ,
15.40387955, 15.44460873, 15.51517125, 15.58348377,
15.63783795, 15.68965047, 15.78690049, 15.84812968,
15.92527554, 15.98246305, 16.00858806, 16.11581726,
16.15669227, 16.20815062, 16.29883815, 16.32967149,
16.42308818, 16.4927132 , 16.52510905, 16.62402574,
16.68271326, 16.74923411, 16.78912996, 16.81504663,
16.89900499, 16.99015085, 17.00858836, 17.10502588,
17.1474009 , 17.23294259, 17.28558844, 17.32010928,
17.41040097, 17.47538016, 17.55671352, 17.61510937,
17.68363022, 17.72838023, 17.77154691, 17.84548444,
17.90360945, 17.9446928 , 18.0493595 , 18.08273451,
18.16273453, 18.19150537, 18.2745054 , 18.37229709,
18.4176096 , 18.43838044, 18.55435965, 18.60548466,
18.65252634, 18.70404719, 18.79813055, 18.82613056,
18.88125558, 18.99883894, 19.04977646, 19.08375563,
19.12650565, 19.18942233, 19.25071402, 19.34719321,
19.39642239, 19.43754741, 19.53892244, 19.58194328,
19.68227664, 19.749235 , 19.80800585, 19.83538086,
19.92383922, 19.95806839, 20.04644342, 20.07913093,
20.16258929, 20.19200596, 20.27240182, 20.32448517,
20.40004769, 20.49388105, 20.50017272, 20.60402692,
20.64902693, 20.74998529, 20.75013113, 20.81561031,
20.89204784, 20.9908187 , 21.00596454, 21.1246104 ,
21.16796458, 21.24286044, 21.28188128, 21.36054797,
21.39571465, 21.48533968, 21.5464647 , 21.56254803,
21.64894389, 21.68852724, 21.80600644, 21.82661061,
21.87694396, 21.94094398, 22.03796484, 31.92692609,
31.98746778, 32.03209279, 32.11903032, 32.14698866,
32.20075951, 32.30869704, 32.37259289, 32.37734289,
32.47405126, 32.52242627, 32.57373878, 32.67144715,
32.69782215, 32.78209301, 32.87438471, 32.88590554,
32.99046807, 33.03448892, 33.10182227, 33.15117646,
33.21978064, 33.3063015 , 33.33646818, 33.39480153,
33.47919739, 33.53084323, 33.57988492, 33.6262391 ,
33.72628079, 33.7504058 , 33.83636416, 33.91494751,
33.96269753, 34.04698922, 34.08811423, 34.16501009,
34.20323927, 34.29178096, 34.35859348, 34.37880182,
34.46686434, 34.51376019, 34.56707271, 34.63317689,
34.68896858, 34.80634361, 34.85421862, 34.88998947,
34.95830199, 35.03688535, 35.07569786, 35.1256562 ,
35.18780206, 35.25232291, 35.36651044, 35.39001045,
35.4449688 , 35.55984383, 35.563323 , 35.6706772 ,
35.70026054, 35.81213557, 35.85130225, 35.92773978,
35.94907311, 36.0091148 , 36.1182815 , 36.15273984,
36.2326357 , 36.29761488, 36.36696907, 36.38911491,
36.46886493, 36.53111495, 36.56684413, 36.66509416,
36.74994835, 36.76911502, 36.8144692 , 36.89442756,
36.98771925, 37.0383026 , 37.09055262, 37.15099014,
37.22290682, 37.29763601, 37.35365686, 37.37938604,
37.47761523, 37.50713607, 37.61669861, 37.62511528,
37.69003196, 37.76328198, 37.86599035, 37.91842786,
37.98776122, 38.0442404 , 38.07394874, 38.14644876,
38.23732379, 38.30159464, 38.32142798, 38.38421967,
38.46219886, 38.53465721, 38.57167806, 38.63001141,
38.73482394, 38.75511561, 38.83513647, 38.87886565,
38.99907402, 39.00099068, 39.10326155, 39.12724072,
39.23771992, 39.29955327, 39.31821994, 39.3974908 ,
39.45207415, 39.53040751, 39.7391784 , 39.75624091,
40.03319932, 40.14986602, 40.26790772, 40.33257441,
40.49557446, 40.51830363, 40.57901198, 40.652262 ,
40.69426202, 40.79251204, 40.99699127, 41.05584546,
41.12003297, 41.2095955 , 41.48601225, 41.53819977,
41.60832479, 41.77284567, 41.83744985, 41.90092904,
42.14382494, 43.61199204, 44.48209647, 45.61163847,
59.42991338, 59.4797884 , 59.52258008, 59.61303844,
59.64962178, 59.73503847, 59.76360098, 59.85826767,
59.90189269, 59.97349688, 60.05485107, 60.10464275,
60.17576777, 60.20501778, 60.26853863, 60.31720531,
60.4061845 , 60.47218452, 60.52976787, 60.60276789,
60.6298304 , 60.77858045, 60.83924713, 61.1829139 ,
61.19801807, 61.27678893, 61.33333061, 61.41464313,
61.47026815, 61.55514318, 61.60278902, 61.64680987,
61.70805989, 61.79214325, 61.81778909, 61.88949744,
61.97035163, 62.04820582, 62.12278918, 62.14578918,
62.22276837, 62.27618506, 62.3230184 , 62.39960176,
62.46093511, 62.50466429, 62.57953931, 62.66168517,
62.69608101, 62.78870604, 62.81749771, 62.91141441,
62.9867686 , 63.03591445, 63.08953946, 63.16197698,
63.24693534, 63.26456035, 63.37456038, 63.43233123,
63.49962292, 63.52864376, 63.60993545, 63.65293546,
63.70985214, 63.799248 , 63.86639386, 63.8796022 , 63.99881056]),
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10.22944052, 10.27719053, 10.31821138, 10.42294058,
10.49123226, 10.56010728, 10.59612813, 10.67937815,
10.68935732, 10.78148235, 10.81741986, 10.87746155,
10.99981575, 11.00712825, 11.10181578, 11.13296162,
11.23477415, 11.27987833, 11.32531584, 11.4177117 ,
11.43977421, 11.55189924, 11.59152426, 11.65314927,
11.69021179, 11.7510868 , 11.87437851, 11.88194101,
11.98448271, 12.00867021, 12.0862119 , 12.14312859,
12.20858694, 12.27319112, 12.35183698, 12.38083699,
12.46898285, 12.60106622, 12.72731626, 12.77117044,
12.85173296, 12.90431631, 12.978108 , 13.04823302,
13.09879553, 13.14662888, 13.1959414 , 13.26921225,
13.31383726, 13.4232123 , 13.47425398, 13.530754 ,
13.56948317, 13.63987903, 13.72010822, 13.76467073,
13.83967075, 13.92937911, 13.97112913, 14.04802498,
14.08296249, 14.13540001, 14.19398336, 14.25350421,
14.36346257, 14.39062925, 14.4481501 , 14.53627513,
14.62183765, 14.62700432, 14.74962936, 14.7879627 ,
14.85908772, 14.91246274, 14.99877526, 15.04223361,
15.10942113, 15.14279614, 15.23548367, 15.28515035,
15.32781703, 15.43246289, 15.46900457, 15.54127542,
15.60610877, 15.64492129, 15.68858797, 15.76998382,
15.83160884, 15.90177553, 15.94512971, 16.03044223,
16.11960893, 16.14292143, 16.23665063, 16.29977565,
16.35333816, 16.38000484, 16.47223403, 16.54710905,
16.58942157, 16.67485909, 16.71406744, 16.79425496,
16.83581747, 16.87746332, 16.98377585, 17.01865086,
17.11981755, 17.12958839, 17.22346342, 17.29983844,
17.36056763, 17.43581765, 17.45404682, 17.55644268,
17.60290103, 17.64115104, 17.69127606, 17.79046359,
17.86988028, 17.90540112, 17.94067196, 18.06194283,
18.07081784, 18.15123453, 18.19458871, 18.31200541,
18.35592209, 18.40865127, 18.49288046, 18.53944297,
18.62177633, 18.68542218, 18.70858886, 18.76215137,
18.86994307, 18.87985974, 18.95652643, 19.05017229,
19.06706813, 19.15325566, 19.20992234, 19.28600569,
19.32421404, 19.42538074, 19.47779742, 19.55344327,
19.59535995, 19.66485997, 19.74863083, 19.79152668,
19.81819335, 19.88821421, 19.96183923, 20.01873508,
20.07052676, 20.18533929, 20.22977681, 20.25531848,
20.34448517, 20.42471436, 20.46327688, 20.53294356,
20.57136024, 20.6605686 , 20.71244362, 20.78983947,
20.84723532, 20.885277 , 20.96554786, 21.04286038,
21.11377707, 21.12696457, 21.24796461, 21.27573545,
21.3196938 , 21.42979799, 21.47121467, 21.51611052,
21.58542304, 21.6791314 , 21.71471475, 21.76319393,
21.82946478, 21.91946481, 21.94244398, 22.04104817,
22.06281901, 22.14077737, 22.22354823, 22.25092324,
22.3415691 , 31.98123861, 32.03919696, 32.0709678 ,
32.13205115, 32.24563452, 32.30642621, 32.34430122,
32.38065539, 32.48819709, 32.5093221 , 32.6099888 ,
32.6292388 , 32.71365549, 32.77703051, 32.81661386,
32.92661389, 32.98805141, 33.05398893, 33.10782228,
33.17103063, 33.23084315, 33.28590566, 33.32796817,
33.4093432 , 33.48628072, 33.55721824, 33.56932241,
33.6579891 , 33.73032246, 33.78650998, 33.87178083,
33.87526 , 33.9764267 , 34.04596839, 34.10467674,
34.17134342, 34.19342676, 34.25359345, 34.32321847,
34.38394765, 34.47940601, 34.51482269, 34.62061439,
34.68538524, 34.72623942, 34.76869777, 34.85615613,
34.93578115, 34.99965617, 35.05823952, 35.08438536,
35.12705204, 35.2326354 , 35.26780208, 35.35101044,
35.38203128, 35.46661464, 35.50365632, 35.57505217,
35.66628136, 35.70330221, 35.79788557, 35.86940642,
35.93680228, 35.94813561, 36.01713563, 36.11055233,
36.16967735, 36.21055236, 36.26201071, 36.36015657,
36.37976074, 36.48244827, 36.53961496, 36.57386497,
36.73338585, 36.80161503, 36.81507337, 36.88836506,
36.99030259, 37.06055261, 37.06434428, 37.15249014,
37.20528182, 37.28582351, 37.31867769, 37.40099021,
37.48992774, 37.50490691, 37.57709443, 37.66586529,
37.6995528 , 37.8097195 , 37.812907 , 37.93117787,
37.96767788, 38.00990706, 38.10274042, 38.16642794,
38.18803211, 38.2837613 , 38.37001133, 38.37863633,
38.4850947 , 38.53388638, 38.57055306, 38.66905308,
38.7127406 , 38.80561562, 38.87130314, 38.89524065,
38.98953235, 39.01807402, 39.10884488, 39.12784489,
39.19080324, 39.28090743, 39.33688662, 39.40534497,
39.43774081, 39.55619918, 39.56428252, 39.68515755,
39.74901174, 39.75736591, 39.8657201 , 39.91430345,
39.99251181, 40.02647015, 40.09980351, 40.17257436,
40.20609521, 40.28755356, 40.32253274, 40.37709526,
40.48653279, 40.52255363, 40.56915781, 40.65901201,
40.81484538, 40.92538708, 40.94163709, 41.09976214,
41.14053298, 41.24432468, 41.25022051, 41.35942888,
41.38911639, 41.45251224, 41.50528309, 41.60811645,
41.68663731, 41.72551232, 41.80859568, 41.83584569,
41.88049153, 41.94161655, 42.02236657, 42.06742909,
42.15788745, 42.2140333 , 42.53865839, 42.6695126 ,
42.74474179, 42.78815847, 42.93203351, 43.3444503 ,
43.37620031, 43.60647121, 43.72753374, 43.8104296 ,
44.35659643, 44.38205477, 44.99822162, 45.01440912,
45.90688855, 46.47703456, 46.83090966, 47.04203472,
47.10126391, 47.67886824, 47.69228492, 47.79536828,
48.54388933, 58.3781839 , 59.37445503, 59.40212171,
59.44422589, 59.56003842, 59.59187176, 59.66201762,
59.73591347, 59.75668431, 59.85037184, 59.87947601,
59.98145521, 60.02610106, 60.10889275, 60.14355943,
60.19364277, 60.30639281, 60.31935114, 60.41937201,
60.44033035, 60.5031637 , 60.58189289, 60.66349708,
60.73078877, 60.76035127, 60.8568513 , 60.89620548,
60.97747634, 61.03608052, 61.11391388, 61.18333057,
61.22343474, 61.25060142, 61.37264312, 61.42889314,
61.43753897, 61.55589318, 61.61303903, 61.65218487,
61.69172655, 61.75364323, 61.85924743, 61.88918494,
61.93964329, 62.06093499, 62.10226834, 62.14118502,
62.23483088, 62.25683088, 62.35068508, 62.41770593,
62.4450601 , 62.5259143 , 62.56324764, 62.63664349,
62.71635185, 62.80199771, 62.84597689, 62.93403942,
62.96606026, 63.00693527, 63.12197697, 63.13237281,
63.20589366, 63.31210203, 63.34931037, 63.38189371,
63.48264374, 63.53395626, 63.57503961, 63.64743546,
63.72362298, 63.75728966, 63.86291469, 63.93693555,
63.9938939 , 64.03956058, 64.06770642, 64.17433145,
64.21595646, 64.31058149, 64.32045649, 64.42506069]),
'GP_B3_NU_18': array([ 8.92906514, 10.05216963, 10.12139882, 10.12975299,
10.24729469, 10.2564197 , 10.31823221, 10.42485724,
10.48335726, 10.55125312, 10.58752396, 10.68706566,
10.71625316, 10.76581568, 10.85837821, 10.93154489,
10.95019073, 11.01110742, 11.12450328, 11.1872533 ,
11.24975332, 11.28917 , 11.31621167, 11.41681587,
11.46708672, 11.55762841, 11.58662842, 11.64433677,
11.70737846, 11.81008682, 11.82600349, 11.92777436,
11.93754519, 12.68602458, 12.73660793, 12.8683788 ,
12.90352464, 12.984983 , 13.01264968, 13.10206637,
13.15229555, 13.2183789 , 13.28644142, 13.3352956 ,
13.43519147, 13.45102481, 13.51352482, 13.65781653,
13.80100408, 13.87177493, 13.90969161, 13.94552495,
14.02014997, 14.07504582, 14.13212917, 14.26137921,
14.59144181, 14.65110849, 14.70185851, 14.75358769,
14.85144189, 15.28115035, 15.33487953, 15.40540038,
15.44877539, 15.55002542, 15.5860671 , 15.68152546,
16.00983806, 16.08587975, 16.15960894, 16.24252563,
16.27054647, 16.3542965 , 16.57331739, 16.78519246,
16.84315081, 16.91462999, 16.95927584, 17.04852587,
17.09154671, 17.34319262, 17.41242181, 17.47710933,
17.51790101, 17.57415102, 17.62721354, 17.70485939,
17.81021359, 17.81873443, 17.99573448, 18.07921367,
18.24456789, 18.35163042, 18.3914221 , 18.44658878,
18.51048463, 18.58290132, 18.65400551, 18.9659431 ,
19.01856812, 19.0941723 , 19.16892233, 19.195964 ,
19.30179737, 19.42533907, 19.74369333, 19.81021418,
19.90006838, 19.95446423, 20.01908924, 20.12954761,
20.21456847, 20.49965189, 20.51104772, 20.61100609,
20.68079777, 20.74925613, 20.77713113, 21.17804792,
21.19133959, 21.29446462, 21.36783964, 21.38471465,
21.46356884, 31.9367386 , 31.99615528, 32.01607195,
32.09646781, 32.15640533, 32.20565534, 32.31209287,
32.37150956, 32.38380123, 32.48813459, 32.54294711,
32.61138463, 32.62840547, 32.73217633, 32.78919718,
32.86996804, 32.88584304, 32.9730514 , 33.0619056 ,
33.06255143, 33.12573895, 33.24892648, 33.307989 ,
33.31275984, 33.38671819, 33.46319738, 33.50840573,
33.59082242, 33.66461411, 33.71898912, 33.76680164,
33.84565583, 33.88390584, 33.98419753, 34.00430171,
34.09544757, 34.16421842, 34.19665593, 34.34396847,
34.42661433, 34.46444768, 34.55861437, 34.62351022,
34.63555189, 34.71215608, 34.76894777, 34.85105196,
34.88584363, 34.95255199, 35.03271868, 35.1189062 ,
35.12711454, 35.23221874, 35.26138541, 35.3305521 ,
35.38976045, 35.49465631, 35.53513549, 35.58653134,
35.63319802, 35.74526055, 35.78551057, 35.83761475,
35.88740643, 35.93913561, 36.0055523 , 36.10661483,
36.16623985, 36.23309403, 36.25340654, 36.33092739,
36.37523991, 36.43955243, 36.51584412, 36.77032336,
36.86184422, 36.88561506, 36.95878175, 37.04009427,
37.07809428, 37.12963596, 37.24774016, 37.29871935,
37.34067769, 37.38321937, 37.49517774, 37.53961525,
37.60934444, 37.66634446, 37.74955281, 37.79453199,
37.81261533, 37.91990703, 37.99974039, 38.03690706,
38.09457375, 38.14786543, 38.24024046, 38.29534464,
38.32299048, 38.38507383, 38.46363636, 38.50942804,
38.62146974, 38.65019891, 38.71284476, 38.79240729,
38.81924063, 38.87705315, 38.97478234, 39.03544903,
39.08690737, 39.13653239, 39.31238661, 39.33319911,
39.3987408 , 39.44203248, 39.50092833, 39.60859503,
39.62780337, 39.71478256, 39.76984508, 39.82030342,
39.92040762, 40.05507433, 40.09919934, 40.16526186,
40.23017855, 40.26342856, 40.33955358, 40.48186612,
40.5149703 , 40.58686615, 40.63315783, 40.69386618,
40.75976204, 40.81292872, 40.90536624, 40.98578294,
41.03378295, 41.17436632, 41.19161633, 41.54611643,
41.56609561, 41.72786649, 41.77951234, 41.82028318,
42.1134916 , 42.12584577, 42.27949165, 42.36999168,
42.37676251, 42.69817927, 43.40859615, 43.59263787,
44.46997146, 58.35376723, 59.38910087, 59.46251756,
59.53853841, 59.61130927, 59.65422595, 59.69818429,
59.75326764, 59.85839267, 59.90924686, 59.99135105,
60.03820523, 60.11445525, 60.12895525, 60.21505945,
60.2975803 , 60.34160115, 60.43720535, 61.12480972,
61.16828889, 61.24351808, 61.2953931 , 61.36814312,
61.39314313, 61.45030981, 61.53695567, 61.57099735,
61.64135153, 61.73876823, 61.75758074, 61.83799743,
61.91678912, 61.98580997, 62.05945582, 62.06699749,
62.12662251, 62.2123517 , 62.25920588, 62.32941424,
62.42353927, 62.46303928, 62.5427893 , 62.61393515,
62.63564349, 62.71743519, 62.79483104, 62.82322688,
62.91933108, 62.94516442, 63.03497695, 63.07139362,
63.17056032, 63.223852 , 63.30943536, 63.3158312 ,
63.39553955, 63.48676875, 63.51197709, 63.58126877,
63.64995629, 63.69264381, 63.82214384]),
'GP_B3_SL_18': array([ 8.93375264, 10.0571488 , 10.09958632, 10.143253 ,
10.23846136, 10.25085719, 10.33019055, 10.37881556,
10.45366975, 10.53319061, 10.58900313, 10.68046149,
10.68894066, 10.79329485, 10.83104486, 10.87587821,
10.98896158, 11.01839909, 11.08894077, 11.14004496,
11.24502415, 11.2909825 , 11.31931584, 11.38131586,
11.46398255, 11.51152423, 11.6121076 , 11.6273576 ,
11.72144096, 11.79031598, 11.82881599, 11.91292018,
11.95733686, 12.00364938, 12.10781608, 12.13577442,
12.20981611, 12.29887863, 12.31681614, 12.39258699,
12.47796202, 12.55058704, 12.56614954, 12.67750374,
12.71502459, 12.79373294, 12.82037879, 12.91514965,
12.9714205 , 13.02277468, 13.0922122 , 13.17519139,
13.20058723, 13.26602475, 13.35323311, 13.40187896,
13.44229564, 13.52956649, 13.58606651, 13.68664987,
13.71089988, 13.80729574, 13.8737541 , 13.89135827,
13.95712912, 14.00762914, 14.07860832, 14.16581668,
14.19987919, 14.27306671, 14.36621258, 14.40698342,
14.49446261, 14.54785846, 14.61610848, 14.68175434,
14.69487934, 14.8044627 , 14.85135855, 14.8954419 ,
14.95900442, 15.00433776, 15.10206696, 15.14960864,
15.19106699, 15.31060869, 15.36675454, 15.42365039,
15.4633379 , 15.50360874, 15.60367127, 15.6822963 ,
15.6959838 , 15.76862966, 15.86537968, 15.9085672 ,
15.99444222, 16.04175474, 16.09262975, 16.15235894,
16.19292145, 16.29060898, 16.37219233, 16.37796317,
16.43960902, 16.54021322, 16.60777574, 16.64906742,
16.71431744, 16.81062996, 16.84337997, 16.92908833,
16.99565085, 17.00506752, 17.07169254, 17.15756757,
17.23113009, 17.30769261, 17.32858845, 17.43179681,
17.45860932, 17.53825518, 17.6206927 , 17.63454687,
17.72890107, 17.75727608, 17.86158861, 17.87815111,
17.99119281, 18.00738032, 18.070797 , 18.15652619,
18.24169289, 18.2796304 , 18.34694292, 18.42990128,
18.45731795, 18.55144298, 18.57917215, 18.625068 ,
18.71671386, 18.77996388, 18.82529723, 18.88558891,
18.96773477, 19.05729729, 19.11083898, 19.15994316,
19.22463068, 19.25704735, 19.33990154, 19.37629739,
19.48077659, 19.5259641 , 19.57563078, 19.68094331,
19.7425475 , 19.79442251, 19.84365169, 19.91288088,
19.96117256, 20.02313091, 20.07342259, 20.13300594,
20.21338097, 20.30752683, 20.34769351, 20.39733936,
20.48648522, 20.50200605, 20.59819358, 20.64111026,
20.71598528, 20.7677353 , 20.82475615, 20.89469367,
20.97102703, 21.02673538, 21.10369373, 21.18169375,
21.23550627, 21.30898546, 21.36667298, 21.42354799,
21.47900634, 21.56150637, 21.57419387, 21.62602722,
21.73777725, 21.77602726, 21.82023561, 21.91750647,
21.95519398, 22.05250651, 22.06456902, 22.1329857 ,
22.24723574, 22.28208991, 22.3650691 , 22.39688161,
22.56531916, 31.9579886 , 32.01446779, 32.06730114,
32.17278033, 32.24236369, 32.2808637 , 32.37269706,
32.41817624, 32.49030126, 32.51773877, 32.59136379,
32.64280131, 32.732093 , 32.76828051, 32.8478222 ,
32.89473888, 32.99394724, 33.05925976, 33.06532226,
33.17359313, 33.22873898, 33.3109265 , 33.33071817,
33.38648902, 33.47405155, 33.5367599 , 33.59603075,
33.64646827, 33.71134329, 33.80359331, 33.84242666,
33.90311418, 33.94646836, 34.01565588, 34.0927184 ,
34.16780176, 34.1947601 , 34.30226013, 34.34136431,
34.43519767, 34.45390601, 34.5337602 , 34.59596855,
34.66301023, 34.74561443, 34.80617694, 34.83401029,
34.93005198, 34.94157282, 35.01265617, 35.10430203,
35.15448955, 35.19219789, 35.27226041, 35.32488543,
35.40613545, 35.46482297, 35.52086465, 35.5732605 ,
35.68215637, 35.74071889, 35.75853139, 35.83461475,
35.92978144, 35.94201061, 36.06013565, 36.10730233,
36.16696901, 36.23478153, 36.29011488, 36.34096906,
36.37742741, 36.4589066 , 36.51157328, 36.59626081,
36.66248999, 36.74574002, 36.80005253, 36.81261504,
36.9061984 , 36.99551092, 37.0389901 , 37.08044845,
37.15563597, 37.24509433, 37.30488602, 37.32617769,
37.41549021, 37.47842773, 37.54857359, 37.56655276,
37.65634445, 37.72953197, 37.78746949, 37.82113617,
37.9221362 , 37.99915705, 38.0349279 , 38.06790707,
38.16392794, 38.21307378, 38.30115714, 38.34803216,
38.38103217, 38.48619886, 38.5054072 , 38.56790722,
38.64978225, 38.74121977, 38.76469895, 38.8492823 ,
38.87671981, 38.98415734, 39.02957402, 39.08342821,
39.3933033 , 39.72482423, 39.99365764, 40.00117848,
40.08257434, 40.17530353, 40.23017855, 40.30959524,
40.3126994 , 40.42934527, 40.47097028, 40.51192863,
40.57215781, 40.637012 , 40.71957452, 40.80011621,
40.98080377, 41.06172046, 41.11601214, 41.16355382,
41.2024705 , 41.30315803, 41.33690804, 41.42159556,
41.47528308, 41.50088725, 41.61072062, 41.68476231,
41.74051232, 41.80951235, 41.84411652, 41.91488738,
41.97057489, 42.04594991, 42.08211659, 42.17117912,
42.19534579, 42.28292915, 42.49657505, 42.61292925,
42.65432509, 42.72845012, 42.77332513, 42.90705434,
42.93842935, 43.1132419 , 43.36747114, 43.56205453,
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47.09215974, 47.14422225, 47.6427224 , 47.69982658,
47.77836827, 47.90911831, 58.35982973, 59.3651217 ,
59.39139254, 59.44305922, 59.55691342, 59.6213301 ,
59.65783012, 59.7358093 , 59.79555932, 59.87095518,
59.92241353, 59.99918438, 60.06139273, 60.08933024,
60.14005942, 60.23260112, 60.27241363, 60.34953865,
60.40783034, 60.44472618, 60.5148512 , 60.61643456,
60.67001791, 60.68895542, 60.76835128, 60.8467888 ,
60.92024715, 60.98878884, 61.09705971, 61.17887223,
61.22587224, 61.29141393, 61.35414312, 61.40795563,
61.49941399, 61.54710151, 61.57841402, 61.64424737,
61.70562239, 61.81030992, 61.8744766 , 61.91289328,
61.98178913, 62.02822665, 62.098435 , 62.15272669,
62.23168504, 62.29872673, 62.31791423, 62.4139351 ,
62.45778928, 62.5334143 , 62.61185182, 62.67472684,
62.68876851, 62.81081021, 62.82083105, 62.91399774,
62.94131025, 63.00293527, 63.09189363, 63.18120616,
63.20868533, 63.30303952, 63.35710204, 63.42462289,
63.4598729 , 63.51399792, 63.57026877, 63.6847688 ,
63.72641465, 63.75566466, 63.82303968, 63.91058137,
63.95172722, 64.04426891, 64.08647726, 64.12626893,
64.24026897, 64.25364397, 64.32191483, 64.41616485, 64.61885241]),
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10.13873216, 10.20258635, 10.2815447 , 10.36514889,
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10.66025315, 10.71919067, 10.76129484, 10.82433653,
10.93696156, 10.99235741, 11.00746158, 11.11541995,
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11.89398268, 11.99939938, 12.00637855, 12.0717744 ,
12.12535775, 12.1903161 , 12.26835779, 12.36273282,
12.38689949, 12.61206622, 12.67229541, 12.73771209,
12.78889961, 12.83669129, 12.87929547, 12.99662884,
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13.50460815, 13.58821235, 13.63002486, 13.69798321,
13.79077491, 13.87383743, 13.92279578, 13.97025413,
14.04781665, 14.08077499, 14.14696251, 14.18769169,
14.28054588, 14.35112924, 14.4358376 , 14.43925426,
14.55410846, 14.58644181, 14.66846266, 14.73892102,
14.76635853, 14.82267104, 14.9007544 , 14.95302525,
15.02233777, 15.08527529, 15.12731697, 15.2321295 ,
15.28312951, 15.34575453, 15.43523372, 15.49650458,
15.52271292, 15.5797546 , 15.63954628, 15.6922338 ,
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16.80835913, 16.84660914, 16.91312999, 16.98015085,
17.05502587, 17.08008838, 17.1462759 , 17.19690091,
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17.55913018, 17.62160937, 17.65046355, 17.7300469 ,
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20.3036935 , 20.33058934, 20.41513103, 20.46527688,
20.54650607, 20.60511025, 20.63733943, 20.70575611,
20.75148529, 20.81379781, 20.92990201, 20.98929786,
21.06208955, 21.10440206, 21.18458959, 21.20625626,
21.25388128, 21.35265214, 21.41700632, 21.48904801,
21.53950636, 21.57254804, 21.62515222, 21.72638142,
21.77233976, 21.87154812, 21.93000648, 21.93973564,
22.05727735, 22.08877736, 22.15908988, 22.22200656,
22.25581907, 22.64498585, 29.38542534, 31.92659276,
31.99419695, 32.04242613, 32.08628031, 32.15803033,
32.24048869, 32.27607203, 32.35932205, 32.39098873,
32.48450959, 32.5021971 , 32.58634296, 32.67963465,
32.7335305 , 32.76863468, 32.84561387, 32.90567638,
32.9756139 , 33.05125976, 33.0888431 , 33.13155145,
33.24036398, 33.305614 , 33.317114 , 33.38811403,
33.46709322, 33.5378849 , 33.62113493, 33.63728077,
33.71334329, 33.80757248, 33.87292667, 33.88823917,
33.96640586, 34.02980171, 34.0837809 , 34.14834342,
34.19642676, 34.29488513, 34.3203018 , 34.39165599,
34.47842685, 34.55086437, 34.62078106, 34.65615607,
34.70134358, 34.75292693, 34.81636445, 34.92411448,
34.96134366, 35.05730202, 35.1070937 , 35.17134372,
35.19815623, 35.29303125, 35.3294271 , 35.41578129,
35.43767713, 35.56178133, 35.61051051, 35.64090636,
35.74692722, 35.76853139, 35.81498974, 35.92290644,
35.95190645, 36.03684397, 36.08246899, 36.15557318,
36.19965652, 36.27617738, 36.31971906, 36.39919825,
36.44513576, 36.50334411, 36.74876085, 36.75442752,
37.02709427, 37.06930261, 37.20836515, 37.29703185,
37.3588652 , 37.40865688, 37.47107356, 37.50601107,
37.61715694, 37.66121945, 37.74530281, 37.78121949,
37.86494868, 37.9190112 , 37.98517788, 38.02807373,
38.10313625, 38.15419877, 38.22117795, 38.30490714,
38.34215715, 38.38565717, 38.48842803, 38.52863638,
38.56469889, 38.65961558, 38.7278656 , 38.77536562,
38.85786564, 38.88101148, 38.99644901, 39.00890735,
39.07894904, 39.22367825, 39.31011577, 39.36438662,
39.39282413, 39.47142832, 39.52657417, 39.58838669,
39.67865755, 39.71728256, 39.76247007, 39.82986593,
39.88501178, 39.97809514, 40.01303265, 40.09328267,
40.15478269, 40.24530355, 40.2923869 , 40.34340775,
40.38197026, 40.46076195, 40.51201196, 40.62474116,
40.626012 , 40.80105371, 40.89044957, 40.95997043,
41.01934545, 41.06972046, 41.16672049, 41.20644967,
41.30190803, 41.34263721, 41.37911638, 41.48838725,
41.55101227, 41.57442894, 41.68324147, 41.73669982,
41.77584567, 41.83967902, 41.8789707 , 41.96847073,
42.04582491, 42.11394994, 42.12574161, 42.29238749,
42.33865833, 42.48707505, 42.55320006, 42.60332508,
42.64595009, 42.69863761, 42.75201262, 42.92555434,
42.98222102, 43.3412003 , 43.39142948, 43.56174203,
43.59001287, 43.6833254 , 43.73395041, 43.83347128,
44.30836725, 44.3668881 , 44.3800756 , 44.44415896,
44.70328403, 44.95647161, 45.01442996, 45.56155512,
45.56528429, 46.99472221, 47.06103473, 47.07328473,
47.14893059, 47.31357647, 47.62011823, 47.67820158,
47.70663909, 47.75393077, 47.81436828, 47.89522248,
47.98113917, 48.50678516, 58.3513089 , 58.40422558,
59.3741217 , 59.42916338, 59.45766339, 59.52224674,
59.61953844, 59.63889261, 59.69953846, 59.76133015,
59.86428851, 59.90580936, 59.99605938, 60.05001773,
60.09397608, 60.15149693, 60.19899694, 60.27737196,
60.31843448, 60.3841845 , 60.45693452, 60.51555954,
60.58739289, 60.62685123, 60.69243459, 60.80918462,
60.87364297, 60.90320548, 61.05941386, 61.12160138,
61.17683056, 61.19783057, 61.2831431 , 61.37078895,
61.37970562, 61.45418481, 61.55818484, 61.59626819,
61.62868486, 61.71151822, 61.77233074, 61.83628909,
61.89541411, 61.99826831, 62.06124749, 62.06839333,
62.14676835, 62.1903517 , 62.28528922, 62.34170591,
62.39651842, 62.47258095, 62.53739347, 62.60451849,
62.67922684, 62.69343518, 62.77426854, 62.83091439,
62.92299775, 62.97303943, 63.05922695, 63.09397696,
63.14906031, 63.23945617, 63.30428953, 63.34947704,
63.38878955, 63.49308125, 63.55501877, 63.59433128,
63.63337296, 63.73918549, 63.75251882, 63.84562302,
63.91962304, 63.95114388, 64.02191474, 64.11866477,
64.15664394, 64.18916479, 64.28224815, 64.32531066, 64.60845658])}
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Content source: thonstad/acoustical_monitoring
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