Skip to content
Snippets Groups Projects
Commit edb2beed authored by Pintér Gergő's avatar Pintér Gergő
Browse files

first commit - committing all file to repository

parents
No related branches found
No related tags found
No related merge requests found
Showing
with 1617 additions and 0 deletions
File added
File added
File added
File added
import pandas as pd
import constants as c
import sleep_stage_classifer as s
def check_pip(tester_list):
last_probas = [{k: v for k, v in elem.items() if k != 'Stage'} for elem in tester_list[-c.CHECK_LEN:]]
conditions_met_count = sum((elem['N2'] + elem['N3'] > 0.85) and (elem['N3'] <= 0.5) for elem in last_probas)
if len(last_probas) < c.CHECK_LEN:
return False
return conditions_met_count >= c.CHECK_LEN-1 #egy híján mindre igaz
#data/device managing
SAMPLING_FREQ = 250 #mintavételi freq, ez stabil, írja, ha megváltozik, nem változtatni
SIGNAL_TIME = 350 #ha időre fut a kód, akkor a start signal után az input() helyére sleep(...)
RESIST_TIME = 5
EPOCH_LEN = 30 #30 s-nyi epochokkal dolgozik
YASA_INPUT_LEN = 2*60*7 #percben (az epoch 30 s)
#EEG metadata values
MALE = True
AGE = 22
#file managing
FILE_IDENTIFIER = "full_night_full_time"
FILE_FOLDER_NAME = "C:\Programkornyezet\PythonProjects\AudiostimulationProject\AudiostimulationDirectory\output_files"
SHOW_FEEDBACK = True
#audiofeedback decision
CHECK_LEN = 3
"""
BrainBit eszköz kezelése, adatok fogadása,
kommunikáció az eszközzel.
Ezt futtatni!
Az on_signal_recieved-ből lehet kinyerni a beérkező adatot. Specifikációja a leírásában.
"""
from neurosdk.scanner import Scanner
from neurosdk.cmn_types import *
import concurrent.futures
from time import sleep
import constants as c
import sleep_stage_classifer as s
import file_manager as f
def sensor_found(scanner, sensors):
"""
Kiíratja az összes hatókörön belüli szenzort
"""
for index in range(len(sensors)):
print('Sensor found: %s' % sensors[index])
def on_sensor_state_changed(sensor, state):
"""
Ha a szenzor állapota megváltozik (pl.: disconnect) kiírja
"""
print('Sensor {0} is {1}'.format(sensor.name, state))
def on_battery_changed(sensor, battery):
"""
Amikor a szenzor töltöttségi állapota megváltozik kiírja az értékét
"""
print('Battery: {0}'.format(battery))
def on_signal_received(sensor, data):
"""
Ha beérkezik jel a szenzorból, továbbadja
és elindítja a feldolgozást.\n
A sleep_stage_classifiernek adjuk itt át a 'data' beérkező adatot.\n
Fontos! az adatok páronként érkeznek, de minden elem megfelel egy mérésnek.
A PackNum, ami meghatározza melyik adat érkezett, kettőnél megegyezik (250 Hz-en biztosan),
egy lista két eleme, ilyen listákból áll a 'data'. Pl.: 2 s alatt 250 Hz-en 250 PackNum-nyi adat érkezik,
de ez 500 mintát jelent, a frekvencia rendben van tehát. Ezeket később választjuk szét.
"""
s.epoch_maker(data)
def on_resist_received(sensor, data):
"""
Ha ellenállást mérünk, amikor új adat érkezikkiírja Ohm-ban az egyes elektródák értékeit.
"""
print(data)
try:
"""
Irányítja a kezelést
- Inicializálja a szenzort, és 5 s-ig keresi a hatókörben. A scanner csak eddig fut. (Elég)
- Kiír minden információt, és létrehoz egy sensor-t, inicializálja a fenti függvényeket.
- Kiírja az alap adatokat, a sorozatszámot és frekvenciát a biztonság kedvéért
- Futtat egy constants-ban meghatározott idejű ellenállásmérést, kiírja (Vált. lehet)
- Futtatja az adatgyűjtést addig, amég input nem jön(felébredtünk) (enter), akkor leállítja
- Ekkor futtatja a fájlbamentést, ami egy globális változóból ment, csv fájlba. (file_manager)
- Ezt a globális listát biztonsági okokból töröljük
- Lecsatlakozik és eltávolítja a szenzort
"""
scanner = Scanner([SensorFamily.LEBrainBit, SensorFamily.LEBrainBitBlack])
scanner.sensorsChanged = sensor_found
scanner.start()
print("Starting search for 5 sec...")
sleep(5)
scanner.stop()
sensorsInfo = scanner.sensors()
for i in range(len(sensorsInfo)):
current_sensor_info = sensorsInfo[i]
print(sensorsInfo[i])
def device_connection(sensor_info):
return scanner.create_sensor(sensor_info)
with concurrent.futures.ThreadPoolExecutor() as executor:
future = executor.submit(device_connection, current_sensor_info)
sensor = future.result()
print("Device connected")
sensor.sensorStateChanged = on_sensor_state_changed
sensor.batteryChanged = on_battery_changed
sensFamily = sensor.sens_family
sensorState = sensor.state
if sensorState == SensorState.StateInRange:
print("connected")
else:
print("Disconnected")
print("sensor serial number:", sensor.serial_number) #az eszköz beazonosítása
if sensor.is_supported_parameter(SensorParameter.SamplingFrequency):
if sensor.sampling_frequency == sensor.sampling_frequency.FrequencyHz250:
print("sampling frequency:", 250, "Hz")
else:
print("sampling frequency changed:", sensor.sampling_frequency)
if sensor.is_supported_feature(SensorFeature.Resist):
sensor.resistDataReceived = on_resist_received
if sensor.is_supported_feature(SensorFeature.Signal):
sensor.signalDataReceived = on_signal_received
if sensor.is_supported_command(SensorCommand.StartResist):
sensor.exec_command(SensorCommand.StartResist)
print("Start resist")
sleep(c.RESIST_TIME)
sensor.exec_command(SensorCommand.StopResist)
print("Stop resist")
if sensor.is_supported_command(SensorCommand.StartSignal):
sensor.exec_command(SensorCommand.StartSignal)
print("Start signal")
input()
sensor.exec_command(SensorCommand.StopSignal)
print("Stop signal")
f.sleep_stage_file_maker() #stop signal után menti el fájlba az eredményt
s.yasa_output_list.clear() #biztonság kedvéért törli a nagy listát
sensor.disconnect()
print("Disconnect from sensor")
del sensor
del scanner
print('Remove scanner')
except Exception as err:
print(err)
"""
Az egész mérés adataiból csv fájl írása, a fájlok vizualizálása,
feldolgozása
Feldolgozáshoz beírni az analyze_file()-ba a fájl abszolút elérési útvonalát és ezt futtatni.
"""
import os
import datetime
import constants as c
import sleep_stage_classifer as s
import audio_feedback as a
import pandas as pd
import matplotlib.pyplot as plt
import yasa
def sleep_stage_file_maker():
"""
Létrehoz egy csv. fájlt az mérés során felvett összes
adatból
A névkonvenció: hóvap_nap_file_identifier. Az atuális hónap nap, a file_identifiert pedig a
constants-ban lehet beállítani. (pl.:full_night, vagy test)
A mentés helye az output_files (C:\Programkornyezet\PythonProjects\AudiostimulationProject\AudiostimulationDirectory\output_files)
DataFrame-ből csv írása, mentődnek a:
prediktált alvási fázisok
és az egyes alvási fázisok valószínűségei minden 30s epochra.
Pl egy sor: W, 0.22, 0.4, 0.28, 0.01, 0.99 (5 fázis: N1, N2, N3, R, W)
"""
current_date = datetime.datetime.now().strftime("%m_%d")
file_name = f"{current_date}_{c.FILE_IDENTIFIER}.csv" # A fájl neve most tartalmazza a dátumot
file_path = os.path.join(c.FILE_FOLDER_NAME, file_name) # Célmappa megadása
yasa_output_df = pd.DataFrame(s.yasa_output_list)
yasa_output_df.to_csv(file_path, index=False)
def analyze_file(csv_file_path):
"""
Fájl feldolgozása, statisztika, valószínűségi plot,
hisztogram.
- A csv.-t feldolgozzuk, külön DataFrame-be kerülnek a betűvel jelzett 'Stage'-k és az 5 oszlopnyi 'Probability'.
- Ábrázoljuk egy 'yasa' parancssor alapján a hisztogramot. Méretét az adatok mennyisége határozza meg.
- Ábrázoljuk 'matplotlib'-bel a valószínűségeket (ahogy a 'yasa'-ban is, de az fájlból nem működik). Méretét az
adatmennyiség határozza meg.
- Ábrázoljuk az összes szükséges értéket és kimutatást 'yasa' függvény segítségével.
:param csv_file_path: output_list-be mentett .csv fájlok abszolút elérési útvonala
"""
df = pd.read_csv(csv_file_path)
stages = df['Stage']
probabilities = df.iloc[:, 1:] # Az első oszlop a 'Stages', a többi a valószínűsége
stages_int = yasa.hypno_str_to_int(stages)
if c.SHOW_FEEDBACK:
dict_list = df.to_dict(orient='records')
pip_results = [a.check_pip(dict_list[:i + 1]) for i in range(len(dict_list))]
# Hipnogram ábrázolása
plt.figure(figsize=(int(len(stages)/40), 5))
hypn = yasa.Hypnogram(stages, freq="30s")
hypn.plot_hypnogram(lw=2, fill_color="whitesmoke")
plt.show()
# Valószínűségplot ábrázolása
colors = ["#99d7f1", "#009DDC", "xkcd:twilight blue", "xkcd:rich purple", "xkcd:sunflower"]
ax = probabilities.plot(kind='area', figsize=(int(len(probabilities)/6), 5), stacked=True, color=colors, alpha=0.8, linewidth=0)
ax.set_xlabel('Time (30-sec epoch)')
ax.set_ylabel('Probability')
ax.legend(frameon=False, bbox_to_anchor=(1, 1))
if c.SHOW_FEEDBACK:
for i, result in enumerate(pip_results):
if result: # Ha True, akkor kiemeljük az adott szakaszt
ax.axvspan(i, i + 1, color='yellow', alpha=0.5) # Kiemelés sárga színnel
plt.show()
print((sum(pip_results)/2), "percnyi ingerlés volt összesen")
# Alvási statisztikák kiíratása táblázatban
statistics = yasa.sleep_statistics(stages_int, sf_hyp=1/30)
stat_df = pd.DataFrame(list(statistics.items()), columns=['Parameter', 'Value'])
plt.figure(figsize=(4, 6))
plt.title('Sleep Statistics')
plt.axis('off')
plt.table(cellText=stat_df.values, colLabels=stat_df.columns, loc='center', cellLoc='center', colColours=['lightgray'] * 2)
plt.tight_layout()
plt.show()
#A függvény használata (r-el kezdődjön), csak akkor kikommentelni, ha ezt akarjuk!:
analyze_file(r'C:\Programkornyezet\PythonProjects\AudiostimulationProject\AudiostimulationDirectory\output_files\02_14_full_night_full_time.csv')
Megjegyzsek: Valami komment
Megjegyzsek:
Alvs hossza: 300 msodperc
Alvsstdiumok:
WWWWWWWWN3N3
\ No newline at end of file
Megjegyzsek:
Alvs hossza: 27600 msodperc
Alvsstdiumok:
WWWN1WWWRN1N1N1WRRWWWWWWWWWWWRWWRRWWN1N1N2N2N2N2N2N2WWRRN2N1N1N2N2N2WWWN2N1N2N2N2N2N2WWWN2N2N2N2N2N2N3N2N2N2N2N2N2N2N2N3N3N2N2N2N2N2N2N2WN2N2WN3N2WN2N2N2N2N2N3N1N2N2N2N2N2N2N3N3WN1N3N2N2N2N2N2RRN2WN2N2N2N2N2N3N3N3N3N3WN2N2N2N2N2N3N2N3N3N2N2N2N2N2N2N2RRN1N2N2N2N2N2N3RRRWWWN1N2N1N2N2N1N3WN2N2N2N2N2N2N2N2N2N1N2N2N2N2N1WN1N1WWWN2N2N2N1N1N1WN1WRWN2N1N1N1N1N2WN2RRRN2N1N2WWWWN2N1N2N2N2N1RRRWN2N2N2N2N2N3N2N2WWWRN2N2N2N2N3N1N2WWRN2N2N2N2N3N3N2N3N3N2N2N2N2N2N2RRWN3N1N1N2N2N3N3N3N2WWN2N2N2N2N2N3WWWN3N3N3N2N2N2N2N2WWWN2N2N2N1N2N3N3N3WN1N2N2N3N1RRRN1N3N2N2N2N2N2WN3RWRN1N1N2N2N2N2N2N2N2N3N3N3N2N2N2N2N1N1RWRRN2N2N2N2N2N2N3N2N3N1N2N2N2N2N2N1WN3N2N2N2N2N2RWWRWN2N2N2N2N2WN2N2RRN1N1N1N2N2N1WWWWWN1N1N2N2N2N2N2WWWN1RN1N2N2N1N2N2WN1N2N2N1N1N1RN1WWN2N2WN1N1RN2N2N2WN2N1N2N1N1RRN1N1WWN1N1N1N1N2N1N1N1RRRRN2N2N2N2N2N2WWN2N2N2N2N2N2WWWN1RN2N2N2N2N2WN2WN2N2N2N1N2N2N2N2RWN2N2N2N2WN2N2N2N2RWRRN2N2N2N2N2WN2N2N2RN2RN2N2N1WWWN1N2N2N2N2N2N2N2WN1N2N2N2N2N2N2N2N2WN2N2N2N2N2N2N2N2N2N1N1N1N2N2N2N2N2N2WWN2N2N2N2N2N2N2N2N2N1N1N2N2RN2N2WN2N2N2WWWN2N1WRRWN1N1WN1N1N1N2RWWWN1N1N1N1RRRN1RWWWN2N1RN1N1N1RN2WRRN1N1N1N2WWWWN2N1N2N2N1RRRWWN2N2N2RRN1WRWN1N1N1N2WRRWN1WWN1N1N1N2RRRRWRN2N2N1N2N1N1N2N2N2N2N2N2N2N2N2N2N2N2N2N2WN2N2WN2N2WN2WWN2N2N2N2N2N2N2N2WWN1N2N2N2N2N3N2N2N3N2N2N2N2N2N2N2N2N2N1WRRN2N2N1N2N2N2WN2N3N2N2N2N2N2N2WWN2N2N2RN2N2N2RWWN2N2N2N2RN1N1N1RN2N2N1N2N1N1RRN1RRWN1N1N1N1WN1WWWWRRRWN1N1N1N2WN1WN1N1N1N1N1N1WWN2N1N1N2RN1N1RRWN2N2N1N1RRRRRN1N2N1N2N2RRRN1WWWWRRRN2N2N2N2N2N2N1N2N2N2N2N2N2RWWN2N2N2N2N2N2N2N2WWWN2N1N2N2N2N2N2RRRN2N2N2N2N2N1WN2N2RRN2N2N2N2N2RN2N2N2N2N2N2N2N2N2N2
\ No newline at end of file
,Stages,Wake,N1,N2,N3,REM
Stage,N1,N2,N3,R,W
W,0.002025900648336483,0.009979557415976325,0.01171355587644056,2.224687916083924e-05,0.9762587391800857
W,2.90158196275357e-09,0.024423642771819798,0.10950051368826261,0.0001899210398244758,0.8658859195985111
N3,0.022629665001471472,0.0818853683578004,0.7496875233967508,0.00022653612552841834,0.14557090711844894
W,0.008276845851208843,0.11888112668369767,0.02332754183335283,0.0005157720289213804,0.8489987136028192
W,0.03565482372045853,0.2597570083894267,0.07319620642229158,0.04324808554239315,0.5881438759254299
W,0.009909968480305929,0.0634486010217303,0.06080684116391874,0.005219620796238941,0.8606149685378061
W,0.1325512293352536,0.17271264929839975,0.01325466198179207,0.026014960183161302,0.6554664992013932
W,0.0452223865262344,0.02315421216180819,0.0029222264245234767,0.03318452375773362,0.8955166511297002
W,0.07035429645396082,0.039163804415101915,0.0069106393995640725,0.06928877013710229,0.8142824895942709
W,0.05706552239486159,0.019662641664345212,0.015049185872325205,0.13045439865920944,0.7777682514092585
W,0.022214476601400485,0.010829513694268671,0.002176552723987714,0.024006585761255025,0.940772871219088
W,0.013626923605200866,0.018888202378959884,0.048230677270222136,0.1045728586331831,0.814681338112434
W,0.030042626901077986,0.023422322997999893,0.003766560318475127,0.19041392351710382,0.7523545662653432
W,0.12420056125338974,0.07242519839480432,0.01027438412066539,0.1971833879198383,0.5959164683113022
W,0.07362903273024068,0.14334823383055598,0.005939035893297939,0.14178703983673788,0.6352966577091675
W,0.040093618528286634,0.25681086985324986,0.003851931858316699,0.0880761513234036,0.6111674284367432
W,0.013322951984131488,0.09576162884364431,0.025098390989393322,0.015532215536175682,0.8502848126466552
W,0.04865500127878461,0.060733899410997126,0.0028260428289169615,0.03171378252458794,0.8560712739567135
W,0.07563164640230227,0.057876159266785715,0.002413070899277222,0.015361138304666629,0.8487179851269682
W,0.06172424360603551,0.12759625351251108,0.003352094489946202,0.014816265336526399,0.7925111430549808
N2,0.12942806582614869,0.42989853281764756,0.002959224517117996,0.05415795739799791,0.3835562194410879
W,0.015249566165468955,0.31457743399852633,0.03541343141594838,0.05507987518633362,0.5796796932337226
W,0.00043362124545577363,0.021987195363591058,0.05869162653674065,0.44459286984228114,0.47429468701193145
W,3.720779500613049e-10,0.02967606716796003,0.009012937072576058,0.22938968609833404,0.731921309289052
W,0.0024112053714663057,0.04657764663995931,0.017850162600028613,0.3623411354846584,0.5708198499038873
W,0.020026101916746503,0.1461429391443934,0.005885004950519741,0.3217309447498832,0.5062150092384571
N2,0.028595156159133474,0.39403794494200395,0.016274804968531197,0.32235105537924763,0.23874103855108372
N2,0.018132742009970643,0.7587611755093091,0.03133407623450841,0.06057257306697668,0.13119943317923508
W,5.947481702839215e-07,0.326557845075159,0.10543430949916606,0.09586988231098459,0.47213736836652015
W,0.04340181479816643,0.33593855131310785,0.009485715391254495,0.2604771312185694,0.35069678727890197
Stage,N1,N2,N3,R,W
W,0.01685255426118443,0.013249274645548991,0.0003280177221047121,2.8522272397348685e-05,0.9695416310987645
W,0.028791307498248177,0.05900669753033996,0.0034208155603053787,0.00011820555714401766,0.9086629738539624
W,0.03347898776161945,0.05776909571912616,0.0015089321200870238,0.00019202615708724147,0.90705095824208
N2,0.013168768311165991,0.4646271624453543,0.2285325415156575,0.017975705584168073,0.2756958221436542
W,0.011190472859742782,0.08376573821522024,0.01727709129365639,0.08621605828005689,0.8015506393513238
W,0.018304819710535467,0.03453332924928245,0.01082009656202286,0.003381318026359621,0.9329604364517996
W,0.058483470839050825,0.04833841688007413,0.0005230397878734787,0.33993415437380853,0.5527209181191931
W,0.09870438716671155,0.24384135276945396,0.0011379506203972557,0.12233390411724661,0.5339824053261907
W,0.023638580179478903,0.059454044266927276,0.0004265346835038811,0.01145622005336113,0.9050246208167287
W,0.07342798506914074,0.2762629902834446,0.000519615663171554,0.10023491132346268,0.5495544976607804
W,0.03462376623428166,0.09297898143847012,0.0005274280222898573,0.09913161792733892,0.7727382063776195
W,0.010962549058756401,0.06235548643384609,0.0037466211597762156,0.16589863437239424,0.7570367089752271
N1,0.3752284379288402,0.22627807061190658,0.001468833022344287,0.16623472847432408,0.2307899299625849
W,0.1685721613543341,0.18019547470556355,0.0004450093381465267,0.21534825303171853,0.4354391015702373
W,0.1653443030092205,0.35107062387189114,0.0008015534186317142,0.11689315598345822,0.3658903637167984
W,0.10203040437520303,0.19021057698043659,0.0024411643315476552,0.04436326762623848,0.6609545866865743
W,0.03214397306812326,0.03239407177622585,1.1191320804178787e-06,0.0072679095613077,0.9281929264622627
W,0.06046469708493318,0.1443317948512544,0.0007621753613996207,0.021230896964959327,0.7732104357374534
W,0.011947893116029024,0.35625457771188407,0.02720556889287289,0.17101230628156447,0.4335796539976494
W,0.018036567619596214,0.37638048548577585,0.00526478636015102,0.005442710717121152,0.5948754498173559
W,0.06691823436570192,0.11621722704302026,0.0013608660517463126,0.02201388135483145,0.7934897911847001
W,0.0278949081630063,0.046396011882456484,0.0010787539533118522,0.013509382054664043,0.9111209439465614
W,0.018299482093079297,0.034337532920117965,0.0016999685599660857,0.008211303361647439,0.9374517130651892
W,0.03211226531295446,0.015491190368078686,0.00020307311114367322,0.03716131071436053,0.9150321604934627
W,0.0406296869418211,0.011558398339602228,0.00013390683643919933,0.06419244530146007,0.8834855625806773
W,0.08940697930326964,0.011575875783959957,9.966412150319913e-05,0.12960751609525867,0.7693099646960087
W,0.16434290672160295,0.021447713313064345,0.00016076942993008102,0.15691654238689595,0.6571320681485068
W,0.16088575799605886,0.0185969575802058,0.00013043070731763286,0.09836764491596947,0.7220192088004483
W,0.2386615489246571,0.03531632963545687,0.0003152993297088818,0.23578614384561192,0.4899206782645653
R,0.24644580959565193,0.08038932683698904,0.00021659170384253932,0.35993148441163497,0.3130167874518815
R,0.30624489600927524,0.06368258469558055,0.00033033255533216537,0.35433431044591,0.275407876293902
R,0.17541642807483723,0.02677220758637965,0.0003234403474932152,0.6481221869622801,0.1493657370290097
R,0.12682114911160844,0.08737475038946481,0.0015667418128987448,0.4965778921978715,0.2876594664881565
W,0.1839604368400958,0.15397427237202307,0.0003417137190769921,0.2890338656351306,0.37268971143367363
R,0.001378577366667972,0.003872403895987985,0.0001418154871146181,0.5876866862737347,0.4069205169764948
W,0.004645437570453739,0.002163163121734088,7.286881695254834e-06,0.01477863013028411,0.9784054822958328
W,0.023079424453192308,0.005241638240258425,2.1851021468525547e-05,0.00397708096662229,0.9676800053184584
W,0.015023474614135246,0.002886279573977201,0.00011513826609216006,0.004352563214465795,0.9776225443313297
W,0.2030733662195383,0.009084705488645081,0.005990210477215177,0.004072257507500101,0.7777794603071013
W,0.058804665724630494,0.013279966312163827,0.0013570295940905897,0.012950121824291146,0.9136082165448239
W,0.010604068287680648,0.00453446183637991,0.00019940003822398753,0.0036011233761868468,0.9810609464615285
N1,0.551640325941175,0.020138326033105388,0.0017703550597902818,0.004921969793008972,0.4215290231729203
W,0.05088247018686497,0.09764541927052105,0.0018443562195856315,0.00120776912868039,0.848419985194348
W,0.0034098354050238,0.06492358620584211,0.0905872727447484,0.0016392807437160188,0.8394400249006697
W,0.006414664384547081,0.031072750850188506,0.02827919361917018,0.00813363538389601,0.9260997557621983
W,0.015182457281943468,0.13990875269793443,0.13467662778168274,0.007475816368039409,0.7027563458703999
W,0.008745286698200329,0.01201033545838245,0.0006670120832765849,0.004734974602842917,0.9738423911572978
W,0.00589406905577472,0.01210702088260997,0.0033066041835493193,0.0007486668056801913,0.9779436390723857
W,0.0020010702920603717,0.0067161950010286645,0.0003745999485089661,0.0006115689603512483,0.9902965657980508
W,0.0025080065046364296,0.005872975693145682,0.00046061222255944955,0.0024598509278922704,0.9886985546517663
W,0.007198857626363485,0.008583942481330948,0.00037182302160316047,0.012945982312996377,0.970899394557706
W,0.03883189391627601,0.026882758117529496,0.0011251491817195769,0.004456414882826381,0.9287037839016486
W,0.013525711294313113,0.05989510547440514,0.003183917990962826,0.01233627902719328,0.9110589862131256
W,0.01040749595899052,0.01987992430949217,0.03840003162383311,0.0029128600764314755,0.9283996880312527
W,0.005557333308580425,0.02936892444693897,0.005012876124728168,0.0025580770851743382,0.9575027890345782
W,0.008996700530826282,0.06449154529852547,0.031219491735627374,0.00397831604013355,0.8913139463948874
W,0.00738629379442413,0.041581724531844604,0.0012990544276662859,0.01857562848522974,0.9311572987608352
W,0.013158686399536988,0.062290319636986245,0.0001270336098367564,0.023347485619391883,0.9010764747342482
W,0.008436499187415061,0.20412644041911213,0.0002315923514316654,0.04615124607832323,0.741054221963718
W,0.005612184073590672,0.033320341826162454,3.589236410468642e-05,0.015240356822729203,0.9457912249134129
W,0.015981691391601795,0.0179827101949162,1.26769707176598e-05,0.024931395731614896,0.9410915257111494
W,0.07118393168495078,0.023411403356440486,1.8368693634999323e-05,0.11858028485180236,0.7868060114131714
W,0.18843516378110745,0.037934364565435204,0.00011208070258137337,0.25443453685591144,0.5190838540949646
W,0.19373428414977,0.12103923118148904,0.000124346617184323,0.11828145566377986,0.5668206823877767
R,0.12432006543775644,0.14656907686078158,0.00040315886000229435,0.5900849074329222,0.1386227914085375
R,0.01847362558236111,0.10023313627617943,0.001281952084594671,0.49003533242605407,0.38997595363081067
W,0.029321048993310766,0.21386242627912494,0.005157334557022656,0.22065521545446165,0.53100397471608
W,0.043322269655394374,0.10310380529388162,0.004259177841829823,0.3338334922955302,0.5154812549133639
R,0.13294644537865688,0.23129245257013362,0.005976522207635373,0.4387080168728852,0.19107656297068884
N2,0.03608079912654091,0.6053489109425106,0.01050099940993952,0.1093157316495372,0.23875355887147165
R,0.02862087185488158,0.3195175101078342,0.006737714377483494,0.38646921520458083,0.2586546884552199
N2,0.029227914015367378,0.6332274603653293,0.004258571124170273,0.20320831894734115,0.13007773554779192
R,0.05116752170508081,0.3024045947987891,0.00443677604734715,0.5321964596962077,0.10979464775257528
R,0.1290516814150992,0.03544113465865198,0.0015502738230944886,0.629879336149451,0.20407757395370332
R,0.12470228093828882,0.06791193845851598,0.001566453626975886,0.7053516254017054,0.10046770157451392
R,0.21282096074289863,0.12203000876642697,0.0002242653360463678,0.3999043845312593,0.26502038062336875
W,0.042489838464654796,0.06227314340378071,0.00856485927203858,0.3305038327456855,0.5561683261138405
N1,0.5544749379190591,0.19405260999328863,0.004955715858195625,0.013400976549350187,0.23311575968010634
N2,0.3100803269716511,0.5041195544208649,0.03611526005247261,0.0066517618035071766,0.14303309675150422
N2,0.19756944578502625,0.701062966924617,0.011040501263838643,0.006175530912515473,0.08415155511400264
N2,0.0839142059226855,0.8799675931955213,0.0024398355183580644,0.006315126672322095,0.027363238691112866
N2,0.07610951726591357,0.8804858585186055,0.003220067641787572,0.0051172175166764745,0.03506733905701674
N2,0.1438204602233241,0.7467850352600833,0.002191365485203068,0.06849221995741546,0.038710919073974025
N2,0.005990800827602758,0.9832669594386511,0.0018354719178430897,0.004357427898490038,0.004549339917413051
N2,0.03417051036401659,0.8951845493976572,0.0018070503938474151,0.02588666579300272,0.04295122405147611
N2,0.05078195759750698,0.5325254202967655,0.05320147261053541,0.015524373961645774,0.3479667755335464
N1,0.3262868977268455,0.2019995540122364,0.00781010829321555,0.25132243671655774,0.21258100325114496
N2,0.11314578792281686,0.6635646661532468,0.008940243301660012,0.17958975733290627,0.03475954528936992
N2,0.04863250637722707,0.780170137828431,0.01568079963237748,0.10298959346359485,0.052526962698369525
N2,0.01847279829272526,0.859370682211725,0.013028863306929112,0.04277656286293697,0.06635109332568376
N2,0.011687132056851932,0.9601137731458114,0.004194265359086752,0.009833158066751065,0.014171671371498907
N2,0.029035026151458393,0.6772778387890089,0.003117395939174494,0.17308600159319903,0.11748373752715903
N2,0.02592799974830466,0.8363204109572322,0.00875245434114221,0.03548174136692792,0.0935173935863929
N2,0.010076809469149704,0.9339603660014748,0.0027229668461486007,0.025003295351566222,0.028236562331660428
N2,0.016386641513454016,0.9211184675890716,0.005319430150871141,0.00851633400681809,0.04865912673978538
N2,0.006035303157802726,0.9019322112312168,0.0013955982773466657,0.07078365268696132,0.019853234646672657
N2,0.003718364311655502,0.9211604797027516,0.027584020703386166,0.012688323477125145,0.03484881180508144
N2,0.009096786592208415,0.8735771019208179,0.08451791751009008,0.01509338170003869,0.0177148122768449
N2,0.007020411555698414,0.8330806657909112,0.14444257880297337,0.0030832722059029242,0.012373071644514143
N2,0.011632158616736879,0.6694626625433283,0.29279203026261064,0.0001199060185223573,0.025993242558801758
N2,0.012445605871195135,0.6866485948161599,0.25029579408869695,0.0010201938440335323,0.04958981137991454
N2,0.04970665625868995,0.8664713356140784,0.03606034001806348,0.013965950865900986,0.03379571724326707
N2,0.013388953264178856,0.7986249894145935,0.1713779150593856,0.00117359301463604,0.015434549247205887
N2,0.017442613318656215,0.6381613392802548,0.32345186226656436,0.0004032280711602655,0.02054095706336437
N2,0.0114844110673919,0.7578178421464541,0.19915092233692974,0.0009549820126483037,0.030591842436575898
N2,0.00393313968870899,0.5765225616214633,0.38063045504803467,0.00010551653058621399,0.03880832711120688
N3,0.0010734923330760376,0.19049694349850244,0.7977527791632644,6.444066737111109e-05,0.010612344337785986
N3,0.001173618411716491,0.15555758955026944,0.820595568423011,0.0003425388072346469,0.0223306848077685
N3,0.002195399387331506,0.2269878327042929,0.7090272951880314,0.0006244556825696251,0.06116501703777466
N2,0.003442991283330033,0.7915710714400329,0.16507872954574662,0.0012896979162613698,0.03861750981462923
N3,0.0008833771511061374,0.14800176183289998,0.8298187939120062,0.00036229934527693704,0.02093376775871056
N3,0.0002625053015471348,0.2929154678161638,0.6978769054823404,0.00018547179550266725,0.008759649604445979
N3,0.0003399693374043217,0.4175903018502779,0.5568196396398924,0.00023154327259441806,0.025018545899830793
N3,0.00041578525255262286,0.24293017683877274,0.6873600831641609,0.0006056905024465437,0.06868826424206732
N3,0.000421735317321906,0.1400122276252051,0.8201039365416546,0.0007240681333352704,0.03873803238248326
N3,0.0015323375330287801,0.055928223109266505,0.916460669042558,0.0016941262652817113,0.024384644049864984
N3,0.0009226694345535313,0.08008374024555819,0.8750849834646314,0.0008130750872939712,0.043095531767963005
N3,0.0010009712053557893,0.10809054852624815,0.8578245877605267,0.0009289362753242772,0.03215495623254506
N3,0.0024755266630966245,0.17103071692568694,0.7969724429267816,0.00031307569339248124,0.029208237791042306
N3,0.000416958881681656,0.09063010845123082,0.8897974912645001,0.00013472954791468662,0.01902071185467262
N3,0.00046015202989606134,0.07170644804330861,0.9127369227406018,3.9225254618136353e-05,0.015057251931575418
N3,0.001007788448123635,0.10822098744989049,0.8676652481732452,7.572917938064253e-05,0.023030246749360137
N3,0.002122720954085781,0.2587039731964181,0.6231028401434568,0.0009388743347727312,0.11513159137126659
N3,0.0005947502577053147,0.06159800742941301,0.9115633915041383,0.00012056415521679752,0.0261232866535265
N3,0.0006101992960483693,0.0413319880334016,0.9368361059125311,7.67674331262393e-05,0.02114493932489264
N3,0.0007748203532266038,0.17914718153935474,0.794794916705388,0.0003873039706498208,0.024895777431380696
N3,0.0021894794462713665,0.2043449263821878,0.7524217835651752,0.000990002863141577,0.040053807743224
N3,0.003948101814844601,0.19784652035232514,0.7709313820710885,0.0006010732915064345,0.02667292247023544
N3,0.0020827393725720983,0.12926643683959693,0.8476371822653056,0.00024355911256219502,0.020770082409963003
N3,0.0003497020580635412,0.04146607100955981,0.9535039840593921,7.266629385534189e-05,0.004607576579129062
N3,0.0014370918141281834,0.10902252456995823,0.8537862529161014,0.0006157047388870434,0.03513842596092522
N3,0.0016882986695813333,0.37479196943867166,0.5635547852289972,0.0016680337136645814,0.05829691294908519
N3,0.00023321197189889433,0.08770303670966978,0.8909039385019227,0.00042613134059156374,0.020733681475916897
N3,0.0007200760020126848,0.12204064393062694,0.8553632396026227,0.0007669552754706409,0.02110908518926717
N3,0.0003361256546416181,0.04080252710543294,0.9494746528187573,8.402933301166896e-05,0.009302665088156557
N3,0.0003810964356037148,0.05205625114540939,0.9371493029818807,0.0003167864893485806,0.010096562947757664
W,0.013983397219208327,0.0558674368261822,0.05923104045546877,0.0015414593377740943,0.8693766661613667
W,0.0060746146955423614,0.026893041075323015,0.0013671758426155051,0.014054876642234773,0.9516102917442844
W,0.12812254605935167,0.05036599403910524,0.009251389382298528,0.0077691982839933026,0.8044908722352512
N2,0.1343395939091827,0.5894877628322645,7.658444241560981e-122,0.03147814238203264,0.24469450087652017
W,0.07402371454935974,0.2869567909295059,0.0026176360924162977,0.07342250222530561,0.5629793562034126
W,0.13362473796130114,0.18592269709980325,0.009724470871407126,0.31054627779548644,0.36018181627200213
N2,0.08616810257845739,0.40494909615356744,0.025868441324747925,0.16057208769849582,0.3224422722447314
N2,0.048740496654584894,0.48717752570767586,0.05136869479901733,0.19833541164927085,0.21437787118945106
N2,0.04350881893028624,0.6599974491942046,0.004904810857602213,0.07820863606808126,0.21338028494982572
N2,0.07618077102774444,0.45984497597659185,0.008790675091001355,0.15691225677021642,0.2982713211344459
W,0.041332966305883984,0.20493087091246645,0.03979438744219492,0.32461074160858755,0.38933103373086714
N2,0.08731104551213942,0.5256529633406198,0.006592463844001075,0.20310194457337793,0.17734158272986178
N2,0.15502061147732626,0.3187478428130846,0.05235912932646403,0.23678773036651532,0.2370846860166097
R,0.2353332030416623,0.22936083118759065,0.004789474448747659,0.3103573988681825,0.22015909245381685
N2,0.155834908223751,0.452817250364091,0.008549944487375831,0.241505505645044,0.14129239127973808
N2,0.03366659116924004,0.7466647880440892,0.07552598099169072,0.03270802353524958,0.11143461625973038
N2,0.015549530559917339,0.919724513650101,0.008169354024884256,0.008336881461891111,0.048219720303206336
N2,0.00842692319858429,0.9176476067881417,0.025596085715596177,0.008370826618414231,0.039958557679263436
N2,0.008499102546311376,0.8854133068054237,0.07808847005334656,0.005258779077150967,0.022740341517767507
N2,0.0027288364916406697,0.8050087066757701,0.15869199655354832,0.000763998277580384,0.03280646200146071
N2,0.0062414178352961985,0.704061359668559,0.2604366203808436,0.0007523509868131572,0.028508251128487976
N2,0.003660594813049253,0.4945028783298257,0.494084343554285,0.00029466094119492514,0.007457522361645186
N3,0.0017205747033405161,0.4294542669988821,0.5547081034065003,0.0002477221660139825,0.013869332725263084
N2,0.00470844491812648,0.49240213930839216,0.48428125894235236,0.0007473860339238375,0.01786077079720509
N3,0.002741057616436483,0.31788460003212937,0.6677710073521795,0.0009886300753928685,0.010614704923861849
N3,0.0016957735767710866,0.23581249800115917,0.7524543747409363,0.00013944122603923862,0.009897912455094086
N3,0.0014321537808176098,0.3265936576475245,0.6481394499571662,7.30785269630505e-05,0.02376166008752858
N3,0.0005550995368632359,0.2742802617792262,0.7110057677035999,3.509732157780504e-05,0.014123773658732828
N3,0.00021861498725953967,0.12513700824842114,0.8672980100397059,5.698219874129448e-05,0.007289384525872158
N3,8.908667079077318e-05,0.04564298134656679,0.9492640529076991,6.0917689448277027e-05,0.004942961385495074
N3,0.0003603177025957848,0.030664948752828082,0.9324224444264629,0.00010616883799617175,0.03644612028011705
N3,0.00018174519961563473,0.032337725365984824,0.9636883758643485,0.000184572892553517,0.003607580677497682
N3,0.0002769165306904027,0.03158285423986227,0.9650845360562994,0.00014040198940586137,0.0029152911837421456
N3,0.0002719595268313888,0.05967135143544221,0.9319960217273544,3.055940614532497e-05,0.00803010790422671
N3,0.004997500993683755,0.39467458380099696,0.46534447079341357,0.0006455558575725703,0.13433788855433304
N2,0.01284176117904885,0.5583382603366412,0.3361665650958126,0.0018252057087951251,0.09082820767970233
N2,0.045298564157849205,0.7883073704443125,0.01129624265860649,0.08050212713630836,0.07459569560292353
N2,0.01416554094615216,0.9352965969117453,0.025707721259805565,0.01070126157003808,0.014128879312258905
N2,0.00976502431267159,0.818652876937282,0.049053324581546744,0.010897187686754307,0.11163158648174536
N2,0.02549083678832688,0.7456332248107597,0.08344831292793067,0.026962608940273334,0.11846501653270947
N2,0.044513865034558085,0.3365445274149431,0.018103650429224002,0.31151132573142515,0.2893266313898496
N2,0.007065481370629534,0.5720288433406185,0.19006320287849318,0.060360473156683664,0.17048199925357502
N2,0.01755579347639627,0.714524703192894,0.08862796320900954,0.050492084100582646,0.12879945602111764
W,0.0165340053480087,0.09880732221897533,0.011104440716161337,0.03364222868994691,0.8399120030269077
W,0.08461003382529206,0.0038728466808579704,0.00010766211446465309,0.0012620976878036,0.9101473596915817
W,0.3236848159207722,0.006185251358886225,2.418779584904604e-05,0.033830148368351375,0.6362755965561412
W,0.01824224368206681,0.00482018986917549,0.00031534571989660855,0.04064063443569455,0.9359815862931665
W,0.17930650478961146,0.07104615653690612,2.5166783346376123e-41,0.0800107174305334,0.6696366212429489
W,0.39504566452335765,0.1498391347972795,0.0009864990309509532,0.030180549896584318,0.42394815175182754
N2,0.08761475035550323,0.6164587089551636,0.005452795925913756,0.05183376977122519,0.23863997499219422
N2,0.037935914092482356,0.899634688845243,0.0036791887636133894,0.015104146569391786,0.04364606172926937
N2,0.1167429166602111,0.6087509073898821,0.0012735635856536514,0.011321391952118924,0.26191122041213416
W,0.10589395611863067,0.26177600195933454,0.00023080505234530888,0.1155749458830461,0.5165242909866434
W,0.0935840926962133,0.1447582470611733,0.0011098646938605453,0.22696974800141917,0.5335780475473337
W,0.019254494115236626,0.1686420506477696,1.5698642423431628e-58,0.050445059014179075,0.7616583962228147
W,0.1173599762627805,0.36321588734101523,0.0010180875400228543,0.0815802372813496,0.4368258115748317
N2,0.17502762126918783,0.4640757408255677,0.0003632171700179752,0.07600365535411338,0.28452976538111324
W,0.25317074538033707,0.18906584704583257,0.00036261250119307793,0.15327572409720425,0.40412507097543293
N2,0.22892566906014308,0.5216506758844673,0.002158170958534105,0.17537355501105525,0.0718919290858003
N2,0.1457120857930787,0.7235373243252436,0.003342806702899328,0.08766215511961756,0.03974562805916058
N2,0.03779024604012811,0.7639417421621904,0.014114749454180895,0.13521680534707187,0.04893645699642895
N2,0.022817965017113646,0.8353645925165206,0.008638721724614398,0.10104678895703037,0.032131931784721075
N2,0.03936491017302911,0.533638955816889,0.0070350463826209485,0.2663655784269654,0.15359550920049542
N2,0.004856286536992723,0.9222562332904041,0.011602198043536802,0.04029057865919011,0.020994703469876398
N2,0.014256326226560877,0.9528398076163876,0.004007931628531006,0.016158922077335755,0.012737012451184785
N2,0.008938199802075534,0.9641153453094751,0.01059270288591655,0.005863860197987962,0.010489891804544805
N2,0.014305384313028646,0.9380607489625608,0.021836043655962197,0.003059418147311802,0.02273840492113675
N2,0.010186398236981723,0.933424774271596,0.047829172707485504,0.0010381827032796514,0.007521472080657281
N2,0.009717064007807332,0.9073971549674501,0.06704655537896267,0.0005580192188301015,0.015281206426949571
N2,0.004480840689318517,0.8463593528022173,0.14352235812469205,0.00010063620899117479,0.005536812174780917
N2,0.0025422000896206764,0.7446203839511103,0.24741129074866308,6.964968121123584e-05,0.005356475529394661
N2,0.004477076022007997,0.8804008352606004,0.10474829082776811,8.1251162505085e-05,0.010292546727118155
N2,0.044139786227656345,0.9109270312497072,0.004970439229604418,0.002102818852131893,0.03785992444090018
N2,0.03943826126016079,0.5556304169070054,0.008105726316246483,0.008432450638560397,0.38839314487802695
W,0.12437398039423396,0.2957321921039696,0.020478792742928853,0.07516853935796662,0.4842464954009009
W,0.02288584199720242,0.04925082069609321,0.02129930693710139,2.1936284870288414e-23,0.906564030369603
N1,0.5250309848290111,0.38235682155085754,0.004094385399825886,0.003566898371131005,0.08495090984917447
N2,0.2273620808896156,0.6341540676124726,0.006772789763553044,0.006946178490736101,0.12476488324362277
N1,0.5204834848710141,0.15052694934571656,0.0013204287579797914,0.0547925362994229,0.27287660072586667
N1,0.663068320123341,0.15616252284672896,0.00018075010425784195,0.03159962591861795,0.1489887810070543
W,0.372614486310173,0.14455706434847815,0.0006536272378583005,0.026537816614651717,0.4556370054888388
W,0.24509828918862506,0.16064988772750766,0.00044455305282721345,0.012525513889736757,0.5812817561413034
W,0.14496907319950245,0.06582715391230903,0.0004871752034748718,0.039236473795455494,0.7494801238892581
W,0.13730743884619506,0.0652534266984187,0.0004062807725022526,0.01109756335915162,0.7859352903237323
W,0.04698854320334465,0.06411100075411767,8.410336217487721e-05,0.030226991244339967,0.8585893614360229
W,0.21638117556030853,0.03682537693050838,0.00013098573972530745,0.025510117884492214,0.7211523438849656
W,0.1501607707655251,0.09826265203579504,0.00013267072336856051,0.020783209288224753,0.7306606971870866
W,0.26974609994971827,0.09321593015192806,0.00011661452503832313,0.0285551128100853,0.60836624256323
W,0.12123686330435633,0.12471468432987921,0.0008250799315841352,0.07980275453525154,0.6734206178989288
W,0.13370845711581397,0.10746006912923195,0.00011515430800607423,0.018176218846159244,0.7405401006007887
W,0.11229546320316525,0.19812681802632762,0.0033929880229053764,0.06168180721201039,0.6245029235355913
W,0.05744430474210398,0.0061509221261141465,7.534081346182188e-05,0.029432046991566454,0.9068973853267536
W,0.2722860064053385,0.16590856909784116,0.00020288506161167348,0.055555986187263456,0.5060465532479451
N1,0.45215060347660857,0.06136976734722345,9.106244854525856e-05,0.1630517493414541,0.3233368173861686
W,0.25176713490869823,0.09368582482369218,0.0008188312205237414,0.057801534434080315,0.5959266746130055
N2,0.1697330491713123,0.4289871920577315,0.0009924185735423776,0.06398047631078072,0.3363068638866331
W,0.2240006101048712,0.06116342470299174,0.00010495103550312418,0.05949682853437371,0.6552341856222602
N1,0.4630153551407801,0.10639693468371735,0.00042644423090471196,0.10072411727766682,0.32943714866693097
N1,0.5016379748605914,0.045924676055693794,8.031259794273894e-05,0.07463570562538678,0.37772133086038534
W,0.05631473840655797,0.1164748889234881,0.001995930044614778,0.0318172353832218,0.7933972072421174
W,0.2035142050481277,0.19321463982179027,0.0012338356897573742,0.023006745478144325,0.5790305739621804
N1,0.43208147372503225,0.2436667274350407,0.0005834458427408452,0.09234237763109782,0.23132597536608845
N1,0.3720508339484867,0.14473775647092993,0.0003100232970227568,0.2500006068093917,0.23290077947416904
N2,0.1832233463825334,0.3553933892868908,0.00659264610997257,0.1803512858772715,0.27443933234333173
W,0.027358773894088296,0.030430069352302747,0.012902371882732544,0.10106533193500851,0.8282434529358679
W,0.01582957665909322,0.10031647421634923,0.07793540576671544,0.3677662241626477,0.4381523191951944
N1,0.5535368327617783,0.13392684918842235,0.0014337577424021778,0.0061142965109388485,0.3049882637964583
N1,0.4524303541555717,0.34576444728127975,0.012183129429150077,0.00923711028235497,0.18038495885164346
N2,0.3003139556381674,0.47213619946671764,0.06191636138251442,0.021710428267678817,0.14392305524492166
N2,0.059936362088766314,0.8909432586073386,0.008523196226163139,0.0028054716081241282,0.03779171146960762
N2,0.024339732697955425,0.8848244448967764,0.04446305564336565,0.0011377396218284366,0.04523502714007428
N2,0.0036544471778889357,0.9329988624402127,0.020054653968150708,0.000219117327404598,0.043072919086343295
N2,0.009483282178090956,0.5707213874431663,0.3652615147612703,0.002786191457005966,0.05174762416046658
N2,0.01826807482466085,0.8129226004797305,0.01675155601993232,0.1261780002907162,0.025879768384960092
N2,0.015277511451144614,0.8782173896677729,0.0339456921049285,0.01964681628069144,0.05291259049546245
N2,0.016719380742922584,0.9131916271277349,0.012252620130856172,0.018263541889570113,0.039572830108916046
N2,0.0293835834836808,0.9493090385903852,0.004863338361381273,0.009483915694808139,0.006960123869744617
N2,0.016157212156807512,0.8868915466106945,0.010188847579809104,0.01920535686151882,0.06755703679117016
N2,0.02762594825421114,0.9281082563939254,0.007349377430596518,0.024251425189065062,0.012664992732201862
N2,0.045165769136929185,0.8481156921076249,0.004668516873820726,0.0384822856519075,0.06356773622971772
N2,0.008986619181160085,0.9731653646975603,0.0051200670423198515,0.004716178431328038,0.008011770647631773
N2,0.012367296294421834,0.9554309462768421,0.007392752918780125,0.007194543977309081,0.017614460532646672
N2,0.020803074806175662,0.8826900614593409,0.017084949694837044,0.004181592893632773,0.07524032114601371
N2,0.018107525267458315,0.6382745971061312,0.2774135933177059,0.021277824836234725,0.0449264594724699
N2,0.04466646242132188,0.8724843709952794,0.03875251960337955,0.018916049030596616,0.025180597949422453
N2,0.008273842367886143,0.7152646022077281,0.21660491732629517,0.014662889030666565,0.04519374906742401
N2,0.03025773275791965,0.9451076856814619,0.013838279778280723,0.004476757856434702,0.00631954392590282
N2,0.009542574026520204,0.8794827396398346,0.0907482501651788,0.001185622646929435,0.01904081352153702
N2,0.009324608569336748,0.9389706248479622,0.013815527784506567,0.00025257279868833694,0.03763666599950625
N2,0.007549628283364748,0.9020334840860313,0.03541510612143918,0.0004695489751534851,0.054532232534011314
N2,0.002691149316641906,0.8840282201733355,0.08593459942555812,0.00032690177216721314,0.02701912931229712
N2,0.0070914302986879105,0.9304832819173645,0.051258506640990076,0.0007815753392575199,0.010385205803700335
N3,0.001358737638085622,0.46417460404309174,0.5229451448396492,0.00046492908580223006,0.011056584393371214
N2,0.012074271934150891,0.5052979882303251,0.4310516315086819,0.002049203365213916,0.04952690496162822
N2,0.007543290385470917,0.6778746747878975,0.1819577829274002,0.0016927806493258982,0.13093147124990562
N2,0.012794210881237972,0.5820335253129708,0.3276652052961998,0.00058399492024896,0.07692306358934255
N3,0.010261290700629264,0.3923112972088431,0.5791802865718554,6.544088953735695e-05,0.018181684629134824
N2,0.002797453198711091,0.9117372863431162,0.07263640114025646,0.000243627156053993,0.01258523216186237
N2,0.002735484745351561,0.49618556229748717,0.4646231819448007,0.0002898611999947311,0.03616590981236595
N2,0.09278751378773271,0.49149680789445876,0.2495063212430136,0.002077706370091517,0.16413165070470354
W,0.27506304380791435,0.06817324725921686,0.2695697621373113,0.01624924784191417,0.37094469895364324
N3,0.02748200408744464,0.14503108253169306,0.4473185568198074,0.0016585587683223717,0.37850979779273247
N2,0.1701735905638046,0.6505010708899845,0.007608133181090311,0.02567095604793099,0.14604624931718943
W,0.006402160208550255,0.2345043284947836,0.0003264562034216997,0.04115695617066018,0.7176100989225842
N2,0.03301651250419438,0.7966287086435483,0.02946205837541123,0.02864574443287269,0.11224697604397339
N2,0.027879663154906167,0.6902794374540672,0.1451340821573299,0.045675630792012555,0.09103118644168415
N2,0.018673877089489796,0.603853683738231,0.25934404038356684,0.0445962644360678,0.07353213435264457
N2,0.008902257736258554,0.6572374824106225,0.20963193452422918,0.06525886198268811,0.05896946334620167
N2,1.7761840041764927e-10,0.7848558922435717,0.12118733340206966,0.017726235282794083,0.07623053889394621
N2,0.0050914783959747235,0.7680450152961636,0.12300334789705648,0.07350343766742262,0.030356720743382647
N2,0.0029502021038381896,0.6070575150163867,0.22990776430428336,0.005255610954061443,0.1548289076214302
N2,0.0026224647780482605,0.7956742894848703,0.16929059253428225,0.002271832418220811,0.03014082078457835
N2,0.004347165805086785,0.5878879102149444,0.36767006324102536,0.0007090331567970999,0.03938582758214652
N2,0.001460883530634752,0.5112147448465474,0.4644064635310133,0.0004167263735714325,0.022501181718233183
N3,0.0011243812907043146,0.3675225649682894,0.6069560007663977,0.0006741413194037621,0.02372291165520495
N2,0.004744413445639605,0.49790675711947185,0.4245591917657514,0.0008689226368193467,0.0719207150323177
N3,0.0023059982624557282,0.34633779720451224,0.6315751612439355,0.000578353261402201,0.019202690027694334
N3,0.004260858885629539,0.11983684438654071,0.8423602811908603,0.00018063998730197958,0.03336137554966749
N3,0.015287767392777443,0.44541819478295364,0.5098782993247871,0.0005906444304515664,0.0288250940690302
N3,0.0029763184324336426,0.24112778917729122,0.7431162933435438,0.00021746914790181645,0.012562129898829577
N3,0.0005873323265048121,0.09525331435631788,0.8973096408598431,8.843344380029866e-05,0.006761279013533973
N3,0.0006411613704779504,0.34828848504403315,0.6158038837933051,8.006357021999427e-05,0.03518640622196373
N3,0.0038476332492093273,0.3742179364007403,0.5443352755898065,0.00020653657320996883,0.07739261818703387
N3,0.0006170750688008702,0.19960509241393778,0.4640040687598737,0.0002604147289905193,0.3355133490283972
N3,0.0002816337575176007,0.07687924036438616,0.8733623949602959,9.257646412527554e-27,0.049476730917800374
N2,0.004429335338313149,0.5278238502454502,0.40936409164810283,0.0006608659825971241,0.057721856785536756
N3,0.00028526619264212437,0.09117294691415391,0.902585535013525,5.455282890039772e-05,0.005901699050778575
N3,0.000221442519542452,0.15607033827165842,0.833517856595142,7.214847344272417e-05,0.01011821414021437
N3,0.000566574798673576,0.1445631175190566,0.8441342813314624,7.683612210922564e-05,0.010659190228698297
N3,0.0008544400597422478,0.11123657156970394,0.8721123208513649,0.0006511399442119882,0.01514552757497686
N3,0.0006664072350207931,0.0710374508304746,0.917765753624017,0.00037420052318737677,0.010156187787300163
N3,0.004789780865812758,0.2725830701818599,0.6844021465877845,0.0016733357296295785,0.03655166663491327
W,0.0465818089809333,0.26161926677007696,0.06963285473604733,0.07176204528178314,0.5504040242311592
N2,0.03615035454889749,0.5200733762280229,0.2876421668892076,0.008500402093474559,0.14763370024039746
W,0.1574780246644231,0.25167821878764646,0.17867962610278096,0.054322571454792856,0.35784155899035663
W,0.16482564897662516,0.24331310864328679,0.001716748460368392,0.08658043076102917,0.5035640631586905
W,0.18501239020558669,0.09926788238529527,0.01806280428729126,0.06479244249298546,0.6328644806288414
W,0.03668226459024646,0.09426781087923822,0.005990504398901592,0.06289300518786572,0.8001664149437481
W,0.056188071926681384,0.1633282208187413,0.005924805529441949,0.010982681995208588,0.7635762197299267
W,0.013173744039043402,0.2696311363375052,0.007527673111048587,0.03222840684910246,0.6774390396633003
W,0.017002484538914377,0.2584671056365837,0.024792308814422938,0.10025210097273972,0.5994860000373392
N2,0.012925781258962911,0.45057073865209374,0.023346382377910643,0.08187255488617902,0.4312845428248537
W,0.033309816121790875,0.30969228934552623,0.045612707852359706,0.11606148746853955,0.4953236992117837
N2,0.004246442578853624,0.46746356570961,0.032769984968334304,0.08562382064069296,0.40989618610250905
N2,0.023828598405048255,0.6867962365935927,0.10458815431977081,0.02173818973953912,0.1630488209420492
N2,0.012781198897897191,0.8045451863110602,0.12416030302826911,0.005542760229549347,0.052970551533224206
N2,0.018268941892502798,0.8536651304515621,0.10021861342573161,0.007548375505278195,0.020298938724925285
N2,0.004313174863374787,0.5435521475614324,0.43497099593834293,0.0012457997526030605,0.015917881884246823
N2,0.008682667661976524,0.6992973234623363,0.24832025210225045,0.004339110833351239,0.03936064594008525
N2,0.006178584444800098,0.5552121266664266,0.4225237672614041,0.0058053039192476836,0.010280217708121542
N3,0.00090352909105352,0.17588292576030215,0.8190887926052695,0.00033507140946773293,0.0037896811339069893
N2,0.012031208057992397,0.6888365510949374,0.2798810428446147,0.0019281725339124068,0.017323025468543203
N3,0.007625503438781793,0.3433973544741377,0.6393076234609435,0.0022182471101410855,0.007451271515995824
N3,0.002106975096369393,0.4059436643903926,0.5843374511923937,0.002170345320460545,0.005441564000383857
N3,0.0010452609609973307,0.1913229142229844,0.8038880603435629,0.00021992078893677322,0.003523843683518816
N3,0.002553199717883411,0.3675237386093687,0.6170100384340728,0.0008048989558454169,0.012108124282829522
N3,0.0010242790792593071,0.371033530774489,0.6201453396268115,0.00017697162363658218,0.007619878895803688
N2,0.0026653529179953657,0.5243068621932786,0.4677874389395692,0.0002185990933584973,0.005021746855798363
N3,0.003484812399081991,0.35903826629149793,0.6043187564091241,0.006468527641514512,0.026689637258781422
N3,0.0020504875090115522,0.3957202602290094,0.5783695404957244,0.0002595687022019866,0.023600143064052535
N3,0.004325460327169906,0.28153630305403826,0.6898022116936804,0.0002659858858535869,0.024070039039257966
N3,0.0038237981134595757,0.2653080194968356,0.5997343352385445,0.007778874009974405,0.12335497314118593
N3,0.00959425883754123,0.44284641667045593,0.523262691907795,0.002161159375264224,0.022135473208943702
N2,0.011653420729977793,0.5699237767022707,0.3482349036435812,0.017500771690439825,0.052687127233730494
N3,0.005564929011794994,0.3356089615886268,0.5694699245779453,0.027993640426546847,0.061362544395086115
N3,0.006838983198610929,0.2929525564274208,0.6265743840847042,0.02643616992642172,0.04719790636284232
N3,0.0033099242020726413,0.4264733304456137,0.5484657716026569,0.003758833536444136,0.017992140213212632
N3,0.0020009863677066778,0.3155657030708728,0.663264016209574,0.002608932112261343,0.01656036223958525
N3,0.0013156400330151614,0.2909463094252112,0.6894382520683021,0.001071485714282964,0.017228312759188735
N3,0.0014472222760199185,0.2285784726098672,0.7294250367541565,0.0012988490830908887,0.03925041927686544
N2,0.010042720842077406,0.513794497269921,0.40057832904267804,0.0015062145013752996,0.07407823834394828
N2,0.019608392578196507,0.6461950242227202,0.2223281296049795,0.0025541707662366346,0.1093142828278673
N3,0.0036391889830165304,0.11286307484420316,0.8570245759432268,0.003186979730667838,0.023286180498885572
N3,0.005064643328932396,0.23349306413738952,0.7376668085494182,0.0008387149681276678,0.022936769016132227
N3,0.001140427742104348,0.07135447174646127,0.8933721193161014,0.002918128198074851,0.031214852997258076
N3,0.0010044705564094696,0.017589846504154762,0.9724631817998933,5.405113393443547e-05,0.008888450005608221
N3,0.004334682231666134,0.24602797398980242,0.7099809486811056,0.0049001494576445415,0.03475624563978119
N3,6.09041517365968e-05,0.014018754150529406,0.9831553247037185,4.647822977585232e-27,0.0027650169940156392
N3,0.00023550905708150409,0.046324819563114183,0.941407153481229,0.00010755305256714297,0.011924964846008128
N3,0.0008893247599158574,0.15460640664041628,0.7849367710619153,0.0003727489747188641,0.05919474856303371
N3,0.0013196221925468822,0.4224647249277768,0.5522069366238574,0.00045455015617968915,0.023554166099639135
N3,0.0006145899065944158,0.11957482324493604,0.8698823041521219,1.7402422822809782e-26,0.009928282696347815
N3,0.002124782864401575,0.17075383407645697,0.8104305951423821,7.733948053366555e-05,0.016613448436225663
N2,0.0033933097414636793,0.6288232404899154,0.3317397011971122,0.0012787570862226355,0.03476499148528601
N2,0.000923491352626778,0.6509342714213536,0.33939694705095835,0.0007353399820077867,0.008009950193053514
N2,0.0102295755933495,0.740764862007444,0.17561399958427273,0.002255527435910241,0.07113603537902351
W,0.0059602588518460845,0.2241228325867607,0.2783791639991609,0.015282271715562425,0.4762554728466697
N3,0.002656642226874762,0.1532685582200217,0.7485543022781362,9.034287433111192e-26,0.0955204972749671
N2,0.005483503014821955,0.585099067086607,0.39616711565489726,0.0003190182247164288,0.012931296018957242
N3,0.0034502321586865167,0.410841170170464,0.5123897108559445,0.046441358562389144,0.026877528252515753
W,7.087052324371166e-31,0.20944887024058012,0.34872684237298723,0.06047183618537858,0.381352451201054
N3,0.0027030599627556554,0.39745587150212663,0.4507841526177285,0.024022406957921617,0.12503450895946766
N3,2.3296799322216377e-32,0.2278281204302735,0.5366985681466332,0.043900011775549745,0.19157329964754347
N2,0.005951865218205949,0.4726662295518592,0.23469877356643845,0.0035143784177093743,0.2831687532457871
N3,0.003408294953012837,0.2911860168653707,0.5391150987658638,0.1115471414225576,0.05474344799319504
N2,0.012299207218739684,0.36446672479272896,0.2576735265363969,0.270077444384039,0.09548309706809557
N3,0.012330534078296587,0.1700080950700226,0.5098654914962482,0.2940192377267486,0.013776641628684028
N2,0.004587384805278461,0.49150000097046864,0.28729042648362113,0.20481867496831574,0.011803512772315915
N3,0.002293850560097645,0.2591052986037419,0.5167370555898564,0.20518273355405967,0.0166810616922444
N3,0.003399001228339282,0.4020453725876407,0.5063654880671489,0.03637071953773074,0.05181941857914037
N3,0.006679955432944077,0.35514719641803744,0.5598666581502948,0.06627406944093248,0.012032120557791202
R,0.0015506562545767098,0.3303845324302114,0.09711088597773125,0.5295345869375132,0.041419338399967476
N2,0.2123153007469207,0.3695262236206125,0.06387290661993879,0.1197103034836975,0.2345752655288305
R,0.0303997697809787,0.050549046804908716,0.11472857834347566,0.7909459098564467,0.013376695214190335
R,0.10944293548567513,0.27841762505447526,0.03820459162853712,0.5192512708722391,0.054683576959073436
W,6.595169098855392e-05,0.012784373993449082,0.0369088566333737,0.02392781964589102,0.9263129980362977
N3,7.995396301919005e-281,0.1529917495477156,0.48067069886804037,4.776418626827868e-24,0.3663375515842441
W,0.07497686555775158,0.39382083091987113,0.08569658364499373,0.02067110303528861,0.42483461684209506
W,8.10056843604231e-279,0.0020684792392155794,2.3523520980791576e-05,0.1922521755709402,0.8056558216688635
W,0.30573107537006006,0.01210787965085159,0.0008922416898455392,0.0036306654182822586,0.6776381378709605
W,0.07111573874964547,0.011589143226879666,0.00047501257344150107,0.0034241132416324045,0.913395992208401
W,0.15251882766707295,0.04566404769100286,0.0015492453689238126,0.013007710244084817,0.7872601690289155
W,0.23315282325977657,0.16688656733037166,0.004716194325930148,0.05607064142253048,0.5391737736613912
W,0.2481631121937522,0.25864685181013497,0.004035952582949649,0.09204027650088052,0.3971138069122827
W,0.18541246902109362,0.1726375756655857,0.0021814718096997638,0.13721017812817118,0.5025583053754497
W,0.11357396582159607,0.37050555525381174,0.0010989925793281237,0.030725149531070396,0.4840963368141936
W,0.10816191582803532,0.2683040014768739,0.0016296572751305952,0.21916512761548138,0.4027392978044789
W,0.2247294361531265,0.16948827121259713,0.0011893237024793036,0.16597712998803985,0.4386158389437574
W,0.024270577981948878,0.22510344812605607,0.0012679754335661493,0.11218154973711507,0.6371764487213138
W,0.12057591118877614,0.2362738846018712,0.0015300838267409927,0.11798864871625854,0.5236314716663532
N2,0.12017632732806358,0.3659595157256782,0.0012293167582338286,0.16770369047320596,0.34493114971481836
N2,0.05274857722514865,0.6751138728963301,0.010868740157907283,0.01696852860471923,0.2443002811158948
W,0.25349653786311027,0.22720098292405244,0.002838452210780676,0.06826478678017368,0.4481992402218829
N2,0.09490776186868174,0.7596263440067191,0.008049763230846836,0.025269799547081043,0.1121463313466714
N2,0.07670350938236527,0.8362298971249256,0.026445654150285904,0.029524080821841273,0.031096858520581944
N2,0.08527443393029382,0.7957539779571772,0.0002541788056996,0.031935727374485294,0.08678168193234395
N2,0.0712055770013091,0.7330582873891359,0.001067357576172598,0.053553334818454854,0.14111544321492756
N2,0.10904949361601848,0.6800061340824315,0.0037661457359378656,0.02781536970892836,0.17936285685668393
N2,0.11311002178557505,0.7676205607890014,0.0018759964617529221,0.009828684459077891,0.10756473650459272
W,0.3287439030883698,0.24057790030458073,0.0010340064060896693,0.03435920154232123,0.3952849886586385
W,0.2223012606160967,0.37019362478888795,0.0012521858632047467,0.01377091219210696,0.3924820165397036
W,0.20363244172042572,0.05387014534567095,0.00015320020095604595,0.04299231645195024,0.699351896280997
W,0.2824869680999315,0.033836773433967834,0.00034538868446232717,0.018566248964410274,0.664764620817228
W,0.048951519978651784,0.15736472112125036,0.0008970035630620401,0.004907915285881761,0.787878840051154
W,0.046222585434806625,0.01847501248976884,2.7336937347062785e-05,0.007342889021335748,0.9279321761167417
W,0.09399589065866486,0.05597292496645205,7.963420119152776e-05,0.013860313283641016,0.8360912368900505
N1,0.3950887344540307,0.17474463257284226,0.0017377656546774857,0.07565353036375126,0.3527753369546982
W,0.11821051661683969,0.06947637586531435,6.231055750823346e-05,0.06853244804929412,0.7437183489110436
W,0.18015671560442578,0.1117985420728902,0.0012567500633601494,0.010811229312351029,0.6959767629469729
W,0.048902030958292916,0.18209274572869155,0.00017893291430552235,0.007913139259009733,0.7609131511397003
W,0.05058597304890648,0.40991867919032776,0.000359721110630329,0.008590042109007549,0.5305455845411278
W,0.26610737146256785,0.3278880462323753,0.0009725949900116642,0.03567704711428158,0.3693549402007637
W,0.016875691570988595,0.02254674599307237,5.318642813044563e-05,0.007000188116788383,0.9535241878910202
W,0.024409083813731608,0.04182572048234644,0.000990374131204112,0.05796528147921697,0.8748095400935009
W,0.008692497140965321,0.022856022626504966,0.0026722744385039047,0.026904864772739755,0.9388743410212861
W,0.019599498582669263,0.021774752824195914,0.00045712443656683666,0.020670860679062406,0.9374977634775056
W,0.005385447825057861,0.010237360892965152,0.000290238891213201,0.19455271258140297,0.7895342398093608
W,0.004511427767266311,0.046769136754303386,0.0039783155471451725,0.01084235644139821,0.9338987634898869
W,0.018638321130177143,0.00608079562758307,7.993831620404967e-05,0.06848836841605603,0.9067125765099796
W,0.019109463887530664,0.0073466046602440015,0.00020331309761703132,0.3808156433614188,0.5925249749931896
W,3.0090132670999427e-279,0.004130691182531382,0.0005532758820528569,0.41202250195039253,0.5832935309850232
W,0.06147311782467818,0.10411947451948049,0.009983791293816097,0.026302064895311283,0.7981215514667139
R,0.0075629482935900905,0.03969082413169443,0.008502217921582483,0.5592359260889026,0.38500808356423044
W,0.01465714700534668,0.02990490556730364,0.0021140477899448105,0.020233085601074834,0.93309081403633
W,0.05542075922436938,0.001786474751447864,0.0008494686068098457,0.0008884241073433045,0.9410548733100296
W,0.03502290355762549,0.057024747484503584,0.022194135848005756,0.0034107495099046973,0.8823474635999605
W,0.3316957191742094,0.2244226013636456,0.004318931702607992,0.0056853601303246196,0.4338773876292123
N2,0.14744262586321727,0.6026939337919387,0.0025518977743364786,0.012688391599485246,0.2346231509710223
W,0.0017485935333324606,0.03918080528345409,0.016767463124236534,0.0011137714177139883,0.9411893666412628
N2,0.04772436510022684,0.6639433039041152,0.011257196674119204,0.013957063392240725,0.26311807092929806
W,2.211973376209059e-06,9.749453996990474e-05,5.5223389911469985e-06,2.1743113296441076e-07,0.9998945537165298
N2,0.000787599234479969,0.4955575044437412,0.01626286652662804,0.004118485761028424,0.48327354403412237
N2,4.661849654594187e-25,0.7035808599234338,0.021461078888944093,0.01880516635350814,0.25615289483411396
W,0.00035688059754012357,0.07206474605938888,0.022804507060027557,0.005293798659969719,0.8994800676230736
N2,0.05723185618765686,0.6775374716287018,0.002844906911611229,0.046630679796871695,0.21575508547515845
N2,0.009649945594204776,0.8004110037976272,0.0027726820279588703,0.02686220681793469,0.16030416176227438
N2,0.018613559042366903,0.7738140286261559,0.0014435497669065774,0.08177050756438042,0.12435835500019032
N2,0.08184387211283602,0.6290633583489111,0.0008706385304264179,0.2465309472731678,0.04169118373465864
N2,0.06793754193537332,0.6446198889467396,0.002122527600700309,0.23845995235465378,0.04686008916253296
N2,0.01808883408677686,0.7649118375073873,0.0018011367472610814,0.12684320665052778,0.088354985008047
N2,0.027563961017807337,0.6991620713090186,0.0030640459308477136,0.20565542407577225,0.0645544976665541
R,0.01890087300777243,0.24505048213605674,0.023667065782028703,0.5272806046249287,0.18510097444921333
N2,0.024722999657531143,0.7720504547671961,0.009940821026513674,0.055381534123450614,0.1379041904253085
N2,0.008293971728656159,0.9713917596194782,0.0017887215697204807,0.008560450474498124,0.009965096607646889
N2,0.01610713784147807,0.9526616545419664,0.0018051335496151422,0.008504369920774172,0.02092170414616637
N2,0.019723630876386497,0.9371826352431802,0.0016882885778606686,0.026481309078247944,0.014924136224324636
N2,0.039127084710816565,0.7398607254502818,0.0010470191731310992,0.18483857466545414,0.03512659600031642
N2,0.09655207653309278,0.701406897427472,0.0008633711871688945,0.16239254099480974,0.03878511385745661
N2,0.05076467946598226,0.8894601684983469,0.004258197896963452,0.03387778055780436,0.021639173580903184
N2,0.049965862452294806,0.8814983469808331,0.0034378327938737138,0.048708281350620074,0.016389676422378343
N2,0.10878990800587553,0.6369851974906029,0.0021440500092841878,0.1109143860211506,0.14116645847308681
N2,0.04321385382804504,0.8609710836111077,0.006127958046680794,0.04106589534319038,0.0486212091709758
N2,0.01786532805426787,0.6209932090021462,0.01478151176685581,0.009061382695857607,0.3372985684808726
N2,0.11700172516043215,0.7751012722424016,0.012064043897947218,0.009114759567917751,0.08671819913130124
N2,0.12467764116348935,0.8045769913385161,0.006239616767811749,0.002489620361936584,0.062016130368246325
N1,0.3781462632539425,0.34340963498177024,0.008238548730228338,0.000827755300640767,0.269377797733418
N2,0.19227756703783297,0.5563497589639695,0.0068811955290253735,0.012478414314995957,0.2320130641541761
N2,0.16453592874230114,0.38066936984955835,0.0036190297574246683,0.23729550886128695,0.2138801627894289
N2,0.09353536482484107,0.7351642053812412,0.0005854884002987326,0.07288340765500091,0.09783153373861828
N2,0.19282667693063943,0.6287224264988197,0.0009903213075190898,0.07642666979474072,0.10103390546828102
N2,0.0639958434836125,0.6132617665883064,0.0004029173274301876,0.062289451384763286,0.2600500212158876
N2,0.04441724443805889,0.6522702751938395,0.003432733581169598,0.15499873880531215,0.1448810079816199
N2,0.04892316960375312,0.48333396072505846,0.001886335985397693,0.42369270652069585,0.04216382716509487
R,0.06884877914281227,0.15008949494831395,0.0019177408393638285,0.6987292392671884,0.08041474580232144
R,0.026400273983239637,0.16525242811691676,0.002922586276917278,0.6893607395231218,0.1160639720998046
R,0.03312264597042613,0.12917935873092926,0.0008558844515522695,0.7478536607453568,0.08898845010173555
R,0.043893886768589435,0.17987681870614913,0.0021963877011490665,0.7314998942410057,0.04253301258310669
R,0.037731878166542034,0.14201246693971184,0.00034633469343074485,0.8054132875921256,0.014496032608189815
N2,0.22880221529428874,0.5479066862199029,0.004303951998050729,0.1471289448820156,0.07185820160574205
N2,0.12952364260104543,0.6565516466989565,0.005671973112906554,0.17621124140679145,0.03204149618030002
N2,0.03875555258899647,0.8212394763293138,0.0038853758760121052,0.013367660606789995,0.12275193459888771
N2,0.02359366113604205,0.7686979162718951,0.0015430163608338688,0.13529755490672096,0.07086785132450808
N2,0.03320935339555848,0.9021284346598387,0.009724114523018459,0.0022393016647385628,0.05269879575684576
N2,0.07302325714952294,0.833472647268739,0.005600808582957141,0.0022855704737602275,0.08561771652502037
N2,0.06254005030797621,0.7604828770601091,0.008200659465770827,0.08276581478134579,0.08601059838479809
N2,0.10488383656650603,0.7263531433802518,0.007372107104014328,0.03227236963577393,0.12911854331345388
N2,0.02714491389312005,0.8320232852083829,0.006823075135675829,0.0015445249375083067,0.13246420082531313
N2,0.035405451859218326,0.931029233159961,0.015403150851575427,0.001994741815254443,0.016167422313990765
N2,0.04330248661944395,0.8338489292626523,0.10996452690782851,0.0006483439002372899,0.012235713309837816
N2,0.027753783067381736,0.9187018316541875,0.0045312179562165995,0.0031275007453791625,0.045885666576835085
N2,0.006943244261734374,0.9574361331863163,0.024924675682311707,0.00018067571262701945,0.010515271157010777
N2,0.10043955270898124,0.8722530329499865,0.00814787996987299,0.000337510023718392,0.018822024347440847
N2,0.04885180107415568,0.9175957600533218,0.0066357012784945945,0.0012110372584497524,0.02570570033557809
N2,0.012367158131865149,0.9664669250831311,0.00951332595355376,0.0002759806772057196,0.011376610154244187
N2,0.008741940841325558,0.9493376664930971,0.017050452940888965,0.00032430702346229214,0.024545632701225884
N2,0.003735279562874141,0.9399323198097691,0.03013825475576918,0.00041184215710727385,0.025782303714480294
N2,0.02852293341239177,0.8763785574226387,0.021372475018131238,0.004273444749825342,0.06945258939701308
N2,0.01651964075800611,0.9083349923589892,0.01616191481054685,0.026740358145233734,0.032243093927224104
N2,0.011266773579151276,0.8880404485979608,0.005929314884149807,0.026107439436574485,0.06865602350216364
N2,0.023092152119459433,0.910933085997595,0.021839895716536918,0.03211235427859612,0.012022511887812575
N2,0.0887857365026101,0.730138978075912,0.07538569199453499,0.0022648371351309477,0.10342475629181198
N2,0.10909121065979044,0.5781379709424115,0.10007700478081254,0.010330231612404386,0.20236358200458113
N2,0.03681231261308371,0.7637885043440099,0.08785740582922853,0.02314176465991802,0.08840001255376004
N2,0.04597120604246368,0.8962459836770515,0.008781186534786203,0.004517301314120928,0.04448432243157752
N2,0.032098670971664335,0.787036457572753,0.08339164682465987,0.006263107162863123,0.09121011746805974
N2,0.016562695905031916,0.88908267043898,0.054942201883806344,0.004878474702210061,0.03453395706997156
N2,0.01651833919374961,0.7897416811300102,0.12717623516790058,0.00732150209774277,0.05924224241059671
N2,0.00027715656162335137,0.8760856015327757,0.05603064851497574,0.008541675600235867,0.05906491779038932
N2,0.011289030320723608,0.891511824842737,0.046403931762710876,0.011906345493222214,0.03888886758060612
N2,0.008252469362573227,0.8747396590685714,0.017582940400026517,0.013186884655420115,0.08623804651340876
N2,0.003918491770960668,0.8690239069889292,0.04567146781219601,0.004714452029830869,0.07667168139808338
N2,0.0019110969023770326,0.688948099434159,0.28690839718103167,0.0021072749573491584,0.020125131525083155
N2,0.00606198278212245,0.8952316410960637,0.03184373656179231,0.00378571747215308,0.06307692208786833
N2,0.01033203661632528,0.9107091931351932,0.012454637708560269,0.007283454081976609,0.05922067845794454
N2,0.002033992801226266,0.9350633174290068,0.046848034366084076,0.0046840247435427996,0.011370630660140008
N2,0.006162606042933942,0.952487295783154,0.029308765943494235,0.0009223551821124526,0.011118977048305535
N2,0.019417291522078654,0.8971985900645824,0.02579993678549213,0.02084983645870022,0.036734345169146504
N2,0.012529200010167333,0.8107168911619138,0.015489327028771328,0.0010288486706438963,0.16023573312850364
N2,0.02233380332652961,0.8584291089820691,0.026911277158084942,0.0019446209177016983,0.09038118961561475
N2,0.01653057531327559,0.5407907490725274,0.17430546149703413,0.002023430652303434,0.26634978346485927
N2,0.041979385839705334,0.6538630911499421,0.17213815234370963,0.005194170963993208,0.12682519970264958
N2,0.10168912213559635,0.7387634228839149,0.015435870643068183,0.00054153732129561,0.14357004701612502
N2,0.1724442586882301,0.5048325901266807,0.0027118037329004023,0.022553929172141603,0.2974574182800471
N2,0.10486941962661232,0.6023539891172485,0.003783766959394845,0.0063395737827082665,0.282653250514036
N2,0.05840854916034839,0.895819672338685,0.0018239023160529582,0.0017908340443792137,0.042157042140534326
N2,0.03504690901277434,0.9458921994489603,0.0007996785817344787,0.010275556094918693,0.007985656861612133
R,0.0717862829603429,0.12801517516785949,0.0013731594310597479,0.6895575254393709,0.10926785700136708
W,0.07061124798773671,0.1671427182822994,0.0004425873450767813,0.2699915619808453,0.4918118844040417
N2,0.14831034672871518,0.7571382168271619,0.0018452194498563843,0.022706074364994725,0.07000014262927191
N2,0.16157238921588418,0.7615763814392382,0.0019321465459007216,0.014825199989220801,0.06009388280975611
N2,0.1540359888626395,0.5084034324923683,0.0012689674342174638,0.037438358811096306,0.2988532523996784
W,0.014615480744411508,0.10900741191444695,2.871605482752248e-60,0.008464501698596087,0.8679126056425455
W,0.0634501959545511,0.28453773269049976,0.0005974362116613429,0.055238163270167326,0.5961764718731204
W,3.954586207447624e-08,1.254896648088704e-07,4.901297413619849e-10,3.215265180858551e-08,0.9999998023216916
W,0.18493470262344533,0.37239360007300804,0.000419955026101572,0.06883989846189909,0.3734118438155458
N2,0.01513602055029699,0.9468191886355799,0.0023997581855094686,0.013046524727245516,0.022598507901368158
N2,0.037268292848078706,0.9403291832365978,0.0018895019112302777,0.0043382162864105435,0.01617480571768251
N2,0.03250763742124402,0.9431901585715692,0.0024600244832074874,0.009429079279124187,0.012413100244855008
N2,0.08844170021912173,0.8212375545184124,0.003735605185662139,0.053455326030002095,0.03312981404680179
N2,0.08509305628489738,0.8256817055928739,0.005210145794267658,0.019884804572743657,0.06413028775521747
N2,0.1923955782502041,0.6977592417661654,0.0030060885272681025,0.01819826863235814,0.08864082282400428
N2,0.014459316752436103,0.7883088627507612,0.02268466797385927,0.0001799666318395702,0.17436718589110375
N2,0.05326464229606731,0.7653552939503198,0.007066178435119634,0.006329465171634395,0.16798442014685874
N2,0.01691892472601384,0.9410335638183046,0.001985057726239085,0.0015023103524238154,0.038560143377018845
N2,0.014922997805329232,0.8876005084049602,0.02004360125338716,0.0005956283699191176,0.07683726416640423
N2,0.0202799242896001,0.9496901287539349,0.010057106348862858,0.0017280197202531162,0.018244820887349012
N2,0.020793465365693424,0.9385896993512227,0.011314984524890713,0.0009860205869066546,0.028315830171286457
N2,0.018748056206092413,0.9451820755899235,0.011688852284462346,0.0014587591109825845,0.022922256808539168
N2,0.00814407075501387,0.8289944754299747,0.05978138242495193,0.0003061895568521589,0.10277388183320706
N2,0.05291332929814027,0.5689878260863841,0.013989415619319857,0.002614552967199105,0.36149487602895675
W,0.011836904204600708,0.09310332671219375,0.03806980694555774,0.0003426414981299384,0.8566473206395179
W,0.054679111606047465,0.08707633158821419,0.00145643598064374,0.015785218127109018,0.8410029026979856
W,0.038473655114790575,0.011638947104611563,7.022876955320934e-05,0.005443789945281704,0.944373379065763
N1,0.8730801546291441,0.0038264621107614877,0.0004838433792718436,0.002308770183225614,0.12030076969759698
N2,0.11466313127584135,0.4286521377746581,0.013052206697191685,0.028182988208615006,0.41544953604369395
W,0.06682660265455696,0.10512385710198946,0.003761419044225003,0.022244913431150225,0.8020432077680784
W,0.10956697514776845,0.13037565087234138,0.0033146516715510366,0.02782678489920108,0.7289159374091381
W,0.3060572786714732,0.06267397596817342,0.0011714787607056746,0.004555032044307287,0.6255422345553405
N1,0.5087056764490379,0.019406532062837118,0.0001733416120044779,0.015477815403362178,0.45623663447275853
N1,0.7148091048787206,0.005442377940857653,0.000223541490530653,0.03975376009074025,0.23977121559915077
W,0.4138224770774216,0.016004567745180817,0.0003323677598504201,0.13069450708107322,0.439146080336474
W,0.1817419337696838,0.008835157683283055,6.83454776041343e-05,0.14133721801363028,0.6680173450557988
W,0.40497527114902854,0.0035831714390444523,0.00020533208757225635,0.04964872588590768,0.5415874994384471
W,0.4575719659293644,0.007359304379437626,6.230146074551996e-05,0.04261266632858401,0.49239376190186845
W,0.001752836363013042,0.0006911333851793203,0.00015855581878299792,0.018987800149093636,0.978409674283931
W,0.07636941798544467,0.017340935430682828,0.0007062751007553555,0.09878288715010916,0.806800484333008
W,0.15571658566221042,0.017335563292841735,0.0012026898176765244,0.22767539075076337,0.5980697704765079
W,0.009201813378995265,0.0077739454492654755,0.0001697713031880417,0.0032319403580092242,0.979622529510542
W,0.06141257068348946,0.0044038601285728085,9.179362330674309e-05,0.008443449828390803,0.9256483257362402
W,0.06627503602639939,0.01709312403828729,0.00015327258605092966,0.012024186472672765,0.9044543808765896
W,0.25998485360212903,0.042035527663766635,0.0008204404019527715,0.036277717924438464,0.6608814604077131
N1,0.551786787293099,0.031680498487421445,0.0008200014934925408,0.04265123025846489,0.37306148246752224
W,0.43191551338264855,0.07313248348986628,0.00016661193386867002,0.0450611441939547,0.44972424699966185
W,0.22026066339575462,0.07405205972236098,0.000506553144082216,0.1044228123494839,0.6007579113883184
W,0.20874993188516816,0.019188873183458938,0.00018946426882354077,0.1420349805605906,0.6298367501019587
W,0.07680602118882798,0.16632978663347509,0.0004905483362094454,0.32185208498616413,0.4345215588553233
W,0.2249506061052374,0.22291295038329814,0.00316748920287969,0.10037855633864692,0.4485903979699377
N1,0.575423242534774,0.0992648733989295,0.0007845908374629314,0.24850567250602604,0.07602162072280746
W,0.2982666699445512,0.17464161659023655,0.0007334350170537489,0.1561346508804866,0.3702236275676718
W,0.021688176617539166,0.20258492918535814,0.015482108219737278,0.17187358351705231,0.588371202460313
W,0.04172634747477824,0.005874278289684201,6.170449958012578e-05,0.02535632532928629,0.9269813444066712
W,0.2430263450141962,0.02415268739116851,0.0005247401772426575,0.06129072097406325,0.6710055064433293
R,0.2721467835877841,0.040792195110714496,0.0005148434627916975,0.4267866332115931,0.2597595446271165
W,0.056837818884454785,0.04089333384014049,0.0001055037122825092,0.3115336924096896,0.5906296511534326
R,0.1376828827378841,0.21322563091273644,0.0016575895751784733,0.41934649641855326,0.22808740035564773
N2,0.16463779724252747,0.49259069606002825,0.006743613110115557,0.27840141700874405,0.0576264765785847
R,0.026406285181288798,0.050877643457578385,0.0007477721221773721,0.50660195017717,0.4153663490617853
R,0.09742936808730447,0.09774517089741269,0.00011010185976011364,0.6435742573956051,0.16114110175991753
R,0.10301781481676624,0.3627091115986058,0.000457942600321029,0.4807864198738465,0.05302871111046041
N2,0.07114250922491817,0.5920807940050606,0.0019482664436768005,0.28166077643279097,0.053167653893553615
W,2.7727317450601746e-11,0.03660999412927708,0.0002817412609520231,0.007030486429885813,0.9560777781521578
W,8.618392790409681e-11,0.09472169736293119,0.0005453731441036774,0.0557067570710514,0.8490261723357299
R,0.07707624634603673,0.26191636853985595,0.0005654795042384939,0.3469240546538482,0.3135178509560207
R,0.05975945468534699,0.03729150525114721,0.0003680951695946999,0.6617225143989091,0.2408584304950021
R,0.27533380484649533,0.1746367989579353,0.0009157846042117403,0.27619404116844865,0.2729195704229091
N2,0.20859372699765008,0.7365436447947318,0.0031297316153665535,0.012251070009225307,0.039481826583026174
W,0.22298396938136889,0.08319132467610822,0.0006663371409187312,0.18549571612434979,0.5076626526772543
N2,0.244358976722239,0.516041058918599,0.0005989207171411823,0.154725436938839,0.08427560670318185
W,0.3034211131785402,0.037042823094312664,0.00016109500357550362,0.0804280253193527,0.5789469434042189
N2,0.09557327495081037,0.519020987948567,0.003792572379113635,0.21417125325295416,0.1674419114685548
N2,0.06514267142470825,0.5176601641206943,0.007485138467240783,0.21948246602870106,0.19022955995865581
R,5.6219261981458e-25,0.03269020361426954,0.0003054549542166126,0.7188254996738492,0.2481788417576645
R,0.013558697071548925,0.01955052838360477,6.658228922403133e-05,0.8780964105527433,0.08872778170287893
R,0.20814692975405166,0.020323371153678552,0.00020582177661353143,0.473556095788835,0.29776778152682115
W,0.1797573261014263,0.06678585962779135,0.0006915129434141415,0.1504772179005488,0.6022880834268195
R,0.11990171826123917,0.13936229606021933,0.0008990975557291074,0.4026240557472677,0.3372128323755447
W,0.2605505315391775,0.05796212938365102,0.0008732629535452373,0.2549043389304578,0.42570973719316857
W,0.12068762361573397,0.02514857122530947,0.00035632826616171907,0.2180889549718322,0.6357185219209626
W,0.023502960207897713,0.06478361931163296,0.006177116658760365,0.023731520633192574,0.8818047831885163
N1,0.6644961275556316,0.06913492332137157,0.005120550196949772,0.001622765813196933,0.25962563311285025
N1,0.5078341138672493,0.19331634544155996,0.0020168597475199493,0.0027255513800641157,0.2941071295636067
N2,0.13219946093250173,0.5057887787874302,0.0021787237734873254,0.017272793171464157,0.3425602433351165
W,0.06650594391621177,0.34709077753710743,0.004381217161576832,0.001095801065076396,0.5809262603200276
N2,0.19014086290696372,0.49757427694908996,0.0009028317541636373,0.007561494752987054,0.3038205336367958
N2,0.0063634244056020575,0.9118315751437942,0.0028202617823924326,0.0012056182813875696,0.07777912038682364
N2,0.04185380410694947,0.6623175301158392,0.004163004428055874,0.0020487742523746075,0.2896168870967809
W,0.1389383398147544,0.3940740990258975,0.003772629140958427,0.056742880502612225,0.4064720515157775
W,0.050581759366490966,0.3985834058779068,0.001540854916661125,0.12800984889103523,0.4212841309479058
N2,0.01827013972970501,0.6613455821437182,0.0031589503696914504,0.051768327006256123,0.2654570007506291
W,0.004779496488832482,0.025229512043596854,0.0013188377626712363,0.20385316982657972,0.7648189838783198
R,0.030052698570631805,0.3141980394598603,0.010426541874855848,0.4225765865150284,0.2227461335796237
N1,0.5165864755996534,0.07277762461966611,0.003205428248962847,0.010334849426716667,0.397095622105001
N1,0.4450300416190889,0.2319825650359849,0.013011938433395452,0.014822126148904578,0.2951533287626262
W,0.2835120699961283,0.2743021832296757,0.0037182743672901264,0.004709731923986565,0.43375774048291915
W,0.28528573459743034,0.16267008153603107,0.0015086494023158108,0.04608336733128459,0.5044521671329382
N2,0.07813480799215515,0.8158000681679741,0.001613708851091294,0.005314566825655647,0.09913684816312379
N2,0.12713322257905352,0.763043180894047,0.0021682826224797033,0.06859418224200275,0.039061131662417044
N2,0.26821576698970123,0.5922168401646682,0.0021747278121488113,0.08560036040686488,0.051792304626616645
N2,0.030081857935421258,0.7462798100511593,0.0012730330739043499,0.11873773091625721,0.10362756802325795
N2,0.06318992668857856,0.44950752128879284,0.0009545681031198352,0.345628071736722,0.14071991218278682
N2,0.05522520579299652,0.5531929425117532,0.0035276011634262526,0.27485968312465403,0.11319456740717003
N2,0.0912082482815377,0.6353876712494053,0.0006460086177365495,0.1402963693105593,0.13246170254076114
N2,0.06391335791492728,0.5191423554837707,0.0019501447741207207,0.34231989227710286,0.07267424955007838
N2,0.06627172106526374,0.6556291718441783,0.0008737406054762859,0.23522722692973902,0.041998139555342574
N2,0.11733630070481847,0.41700876575937273,0.0006892514912491107,0.38383846030987157,0.08112722173468814
N2,0.05546801839721552,0.6354972598554329,0.00254682389402359,0.2700808407227546,0.0364070571305733
N2,0.030787930186952528,0.8739327144700847,0.0016700122895742275,0.07301978821882676,0.020589554834561898
N2,0.05834085216058871,0.7346556008277169,0.0034966990531299794,0.10723355471927407,0.09627329323929044
N2,0.031237612090744195,0.8239189380388479,0.0012176352221893588,0.06910616584530471,0.07451964880291397
N2,0.06763431200006852,0.8443420329667245,0.004381378720658928,0.04543741131874797,0.03820486499380029
N2,0.22564934846943632,0.5383066691547422,0.004288293111641943,0.126387441285003,0.10536824797917642
N2,0.10658042419008304,0.8501684495910388,0.002006220939637693,0.022775280737976952,0.01846962454126344
N2,0.06322081620013358,0.9185458674499742,0.0017478579331657042,0.003909948374947726,0.012575510041778941
N2,0.05598520437644765,0.9251323935009883,0.001636331147292277,0.0043465356762213,0.012899535299050602
N2,0.041224549677342466,0.9421787324238335,0.003942865018954053,0.0031942003517737043,0.009459652528096066
N2,0.013770524317299313,0.9676570032043986,0.0027185560694252676,0.003743454312986226,0.012110462095890631
N2,0.04258042290184875,0.9289505682673185,0.002195602697566747,0.01807543392232072,0.008197972210945424
N2,0.04088216642327847,0.9300914413011588,0.005255299598407607,0.00338862014386719,0.020382472533288152
N2,0.05438166516831001,0.9120146186462252,0.009887220595993921,0.0020223041142299514,0.021694191475241077
N2,0.06460870118135312,0.9024375996474568,0.012065374039574755,0.005203711037552264,0.015684614094062663
N2,0.2883646491687655,0.6434240057957081,0.015454420561434201,0.004344785359752625,0.04841213911433965
N2,0.09146306160637388,0.8192606613801905,0.02140268832418688,0.006467598756419594,0.06140598993282921
N2,0.0462377305818278,0.919143234185416,0.0048838628895902765,0.0017318517476625041,0.028003320595503388
N2,0.027869853465008275,0.9043800127100472,0.004558037439640739,0.002388344327036587,0.060803752058267116
N2,0.03842750639237516,0.9037010315639221,0.012103344717967233,0.006836854824903981,0.03893126250083144
N2,0.03928825320917634,0.6559945836351957,0.0017351063527190774,0.23695400060412722,0.06602805619878176
N2,0.011568715488713714,0.8228570789647027,0.02133522571522635,0.004025180636108636,0.14021379919524835
N2,0.027933394754424568,0.7601387850625931,0.023731776450874615,0.0745295223245523,0.11366652140755522
N2,0.01864131305824448,0.9587827033962024,0.006641266703179771,0.0005624497578981669,0.015372267084475174
N2,0.019706606746701216,0.952092421812785,0.020033952803048035,0.0013336868292827863,0.006833331808183091
N2,0.005705369485405281,0.977312980679084,0.008724093520511265,0.0007543388804522389,0.007503217434547362
N2,0.015783809527137694,0.9324585446831843,0.007857148771724009,0.0005800125111315371,0.04332048450682247
N2,0.14770740891202047,0.7635878585265226,0.01352533307618786,0.0023651571697249586,0.07281424231554412
N2,0.06091927689362947,0.8897266190287624,0.008268683279438251,0.0056635187766406435,0.03542190202152897
N2,0.10967331062650772,0.8242653187317265,0.01108255126790584,0.0021035757333964524,0.052875243640463566
N2,0.13735349107925407,0.7747202691940182,0.02897148190152623,0.0024206315210350098,0.05653412630416653
N2,0.044613144373537014,0.8313667292003543,0.029199558420868257,0.018789233436669255,0.07603133456857111
N2,0.02180325376158714,0.8947331285570022,0.046080275024361315,0.003772641116484762,0.03361070154056448
W,1.1353120597605705e-42,0.20758956803789436,0.025351745431440146,0.0023039022854425975,0.7647547842452228
W,0.16124292373216462,0.3925940881745372,0.03896416818852383,0.006254138609524762,0.40094468129524946
N2,0.014058952516170451,0.7999871253803305,0.04212090946743076,0.0016208410852263902,0.142212171550842
N2,0.014815439969101849,0.7895478470247048,0.030358279894072252,0.0018828701198792196,0.16339556299224176
N2,0.018263774020397635,0.4773499806101755,0.4281215252952364,0.0008160719093700648,0.07544864816482036
N2,0.01698446886026043,0.5085767649744923,0.37331795635676,0.0013913368458041647,0.099729472962683
N2,0.04024079366497987,0.8157771781331832,0.11176619205100842,0.0011545568408390147,0.031061279309989316
N2,0.06802165412533942,0.7693765954544043,0.09570780877055064,0.006454576894512178,0.0604393647551935
N2,0.001119386414748215,0.8913788482054094,0.014469256729385557,0.0032163053333067924,0.08981620331715
N2,0.013297182875090343,0.9167312116640847,0.019479252063780532,0.0004069599547159395,0.05008539344232861
N2,0.01751976924153236,0.8772397485487567,0.019785624742678042,0.0007958825043869964,0.08465897496264582
N2,0.016457891212745396,0.7188191349587222,0.11087899841231151,0.0018748114379864317,0.15196916397823462
N2,0.06352245694793704,0.7010210692855844,0.01560542259212224,0.001070125459887258,0.21878092571446908
N2,0.015392299407673709,0.5899450781689776,0.24425211820558304,0.0006030283968977685,0.14980747582086792
N2,0.061831318584016685,0.7998696937760132,0.03433066518046927,0.0015236728222920166,0.10244464963720872
N2,0.027115597618859517,0.862299252349477,0.08613809083637522,0.0011964774400301133,0.023250581755258178
N2,0.025833588618470973,0.8052975485252468,0.11463695907479259,0.0007537231130147381,0.05347818066847496
N2,0.045818720364157926,0.8915561824286865,0.04397774039993023,0.0006173605024346152,0.01802999630479097
N2,0.020671454393879976,0.8150558331229472,0.10414268318627377,0.0013499097612252745,0.05878011953567406
N2,0.0016457639355416808,0.879408458107506,0.07621383742039116,0.0007461194389704263,0.04198582109759063
N2,0.01119087261333576,0.6805116594922875,0.08796756225789713,0.0019036142148503774,0.2184262914216292
N2,0.027649495425916104,0.5991324481984915,0.08543157039357621,0.0026675774225111046,0.28511890855950506
N2,0.032479290677445115,0.7274271616354928,0.08229039166057621,0.001224423870186,0.15657873215629978
N3,0.007547276520873847,0.37260811951646877,0.46988523525287307,0.0013654997929933533,0.14859386891679097
N3,0.00299317150185668,0.2600501266483809,0.6997568581353344,0.0009238562103122887,0.03627598750411571
N2,0.014662104758639426,0.7227126883771943,0.19089999688958398,0.0016070918803435497,0.07011811809423882
W,0.024318227956176434,0.018898445249017057,0.000610711868672732,0.003708199715340372,0.9524644152107934
W,0.14475359700656354,0.01676151292101775,0.0003089625529693075,0.0320233561344946,0.8061525713849548
W,0.3446459188960329,0.12339560046841594,0.0011434249529332407,0.01636101571921231,0.5144540399634056
W,9.194920687818402e-279,0.004674239012259399,0.000653534224451625,0.24109315718038318,0.7535790695829058
W,1.6596869623033297e-279,0.0031173807310812957,0.0004268397289406803,0.20615544942458613,0.7903003301153919
W,0.05487627775803111,0.046214945503093886,8.57160454931169e-05,0.0037833037310699437,0.8950397569623119
W,0.21569307930497228,0.08238136225886647,0.0006623654337756322,0.05091152379417026,0.6503516692082154
N2,0.250309255524517,0.30521046741907093,0.01006254462595243,0.13727061690480544,0.2971471155256541
N2,0.21290835382145545,0.45521931283966693,0.0007250237470498196,0.024946123785079356,0.3062011858067484
N2,0.19248745361516098,0.5671258422804616,0.0013736879389642494,0.09678224984876897,0.14223076631664416
N2,0.1116070702610492,0.4316491818015479,0.001118227095338719,0.34943728247435807,0.10618823836770624
N2,0.06527095540058733,0.4734330987025105,0.00244828482354167,0.3620782103576333,0.09676945071572733
R,0.10669322505827405,0.14411146897374777,0.0005941975059447724,0.6762465138648869,0.07235459459714651
R,0.12254553935038266,0.22498332978790167,0.0004726968613535261,0.5476229268491065,0.10437550715125574
N2,0.08397858051751199,0.4320005413597127,0.0009133067573113979,0.3946076038717201,0.08849996749374381
R,0.11961785248434557,0.3719612129541363,0.0006237606322262641,0.387824921032333,0.11997225289695886
R,0.13426783904931106,0.19534779826842447,0.0011020509713366826,0.41062116925492126,0.2586611424560066
R,0.19078119274690156,0.21044216903292956,0.000846947461337339,0.46322017783959396,0.13470951291923747
R,0.14270944271674296,0.3330494410224187,0.0006872845337744129,0.4263200728216173,0.09723375890544665
R,0.15896238743589614,0.2645608216280955,0.00039901212078418216,0.4871974736664162,0.08888030514880789
R,0.12020594780627684,0.30642855923585316,0.0002002753685416022,0.5196479587740369,0.053517258815291464
N2,0.18001191065705174,0.3916784334037728,0.0004774511491246008,0.29212398449950583,0.13570822029054505
R,0.22846202404295265,0.25767472753806964,0.0002835742804774828,0.4487554539208915,0.06482422021760871
R,0.14669249834184966,0.3347770734910578,0.0008215116393001365,0.47648736645151407,0.04122155007627827
N2,0.11241679006621152,0.7070696209974499,0.0016916707672633,0.14485454722194185,0.03396737094713337
N2,0.03534878349883483,0.9082740049474527,0.002019649487961649,0.02524792132054098,0.02910964074520979
N2,0.10011638910412933,0.8461031806516912,0.0006278442414860582,0.03002465586320886,0.02312793013948469
N2,0.07155828021716282,0.8305591933618225,0.0012752221980991566,0.04648647334096217,0.05012083088195339
N2,0.09293156251792123,0.8611347562026419,0.0018806480671026814,0.01579166067354468,0.028261372538789437
N2,0.05783025388740731,0.9044084755805908,0.007465538702311874,0.0027181070859370127,0.02757762474375302
N2,0.12908425563490908,0.8168211966708113,0.0017483193005502957,0.015548090282596249,0.036798138111133145
N2,0.15160764068855612,0.759840153519979,0.003683586366697085,0.02291177326378107,0.061956846160987
N2,0.03568196656728485,0.9344844654733053,0.0025196020793634396,0.007699003479866744,0.01961496240017944
N2,0.026920720831855073,0.9486126577094678,0.0018515565373013682,0.001594946834636669,0.021020118086739197
N2,0.03763355750818091,0.9255217668010236,0.005932175074055971,0.0019766860232910775,0.028935814593448232
N2,0.04084560892428094,0.8263711964907626,0.004489333102489886,0.014101750098363083,0.11419211138410343
N2,0.10204415255074231,0.8661010732667322,0.0031316278546383238,0.0018346353768938875,0.026888510950993295
N2,0.1105597981714136,0.8170020041548344,0.019682664606149643,0.006484200795419657,0.04627133227218277
N2,0.2971002489997775,0.673065015132083,0.005189128860430623,0.0009720704800481888,0.023673536527660497
N2,0.011099771019955506,0.9525325276315305,0.004551018735501473,0.00043582362144412403,0.03138085899156837
N2,0.009996620507433177,0.9386246400734524,0.011078481796878096,0.0006408010997530048,0.03965945652248316
N2,0.013582514963316123,0.962944672279379,0.005251648453862659,0.00022877189546403198,0.01799239240797815
N2,0.03634658764012888,0.873479922963908,0.0036819951152379463,0.0007821423426137591,0.08570935193811154
N2,0.01670416383708839,0.7634839023733371,0.15658453631570798,0.0007367102618607447,0.06249068721200582
N2,0.09060364154741114,0.6149438518659672,0.011452938567684246,0.0005445294674951133,0.28245503855144233
N2,0.10967748894529313,0.4946929416603393,0.006816975937194632,0.0017104870772546828,0.3871021063799182
N2,0.04689469413701336,0.7369587871751974,0.009979345395560377,0.0005951266656568951,0.20557204662657205
N2,0.0798119878591479,0.586166128839079,0.006252188573364736,0.001621750580517583,0.3261479441478906
W,0.009884524030428013,0.07693751411377735,0.016684945105382248,0.00013427184374077916,0.8963587449066718
W,0.04459620247087857,0.22032268485799467,0.005582657545300392,0.0005008897460850897,0.7289975653797414
W,0.004015256109992126,0.056706569154049404,0.0036278176064575484,0.00019841877916384326,0.935451938350337
W,0.002233680485384488,0.008236113870968792,0.00025841840489988955,0.0004992878905868247,0.98877249934816
W,0.19823535025884648,0.001986005086176219,0.0006802299668152649,0.0007022260036554974,0.7983961886845065
W,0.053524434674885504,0.010775715947607341,0.0007343243289313081,0.003817755810123869,0.9311477692384521
W,0.05493364494252614,0.017293350169647982,0.0005771546187883335,0.004970208909998053,0.9222256413590396
W,0.015489882376711265,0.0016037024568288413,0.00031793382930577103,0.012061841920472329,0.9705266394166817
W,0.09548721297549512,0.012270613323037952,6.592557676245349e-05,0.029101610508271814,0.8630746376164327
W,0.046692943027063435,0.0007338911828060023,8.091064921564423e-06,0.013493950264502277,0.9390711244607066
W,0.15585121985531253,0.014629592111902493,0.0001836676995541663,0.09421707817409954,0.7351184421591314
W,0.3753329652004894,0.011485586176128295,0.0006392809762498056,0.025960545540329963,0.5865816221068025
W,0.20156258446807745,0.00265417604632523,8.592061257516437e-05,0.016209733425679596,0.7794875854473425
W,0.16867617240899482,0.0014665510523289315,8.518171545715534e-05,0.01308412466857637,0.8166879701546428
W,0.3440711054296286,0.007112366524096762,0.000294431941558531,0.01671895720720616,0.6318031388975098
W,0.33960031223496817,0.02773634142390525,0.00037188029048962096,0.06456995921279897,0.5677215068378381
W,0.0386853591780688,0.075098580961882,0.0011083350346137162,0.1599756698399516,0.7251320549854839
W,0.041472260639167056,0.016230926052898876,0.00023515045518406668,0.1232552416032207,0.8188064212495292
W,0.2673826284464977,0.06340250364008164,0.0010193032982670008,0.2575030158574983,0.4106925487576554
R,0.3642974851164839,0.010165110854867026,1.8875816548437557e-05,0.3837862168989119,0.24173231131318879
W,0.05545513971461608,0.011534705659795216,0.00010496766006759181,0.05417339063246915,0.878731796333052
W,0.033759241571860374,0.002638504011267328,0.0001477888137493592,0.0015804889376324824,0.9618739766654903
N1,0.5318019938693512,0.025088636815920048,8.54222912917221e-05,0.009911442330935858,0.4331125046925012
W,0.0728591574588237,0.0038054553141595973,0.00019168243744397025,0.009365597368208405,0.9137781074213644
W,0.027636625872977008,0.0971802463277353,0.007708536373598095,0.02775971469552972,0.8397148767301599
W,0.1982996802952626,0.009129676206680662,0.00030031157172589844,0.008658033805532893,0.783612298120798
W,0.060133900511444904,0.015696705167536882,0.0006870035917328029,0.0025005238509017355,0.9209818668783838
W,0.2079046765610303,0.0150115818535305,0.00011265160032860968,0.010172035477112875,0.7667990545079977
W,0.37887506344969457,0.05043549227231314,7.15605667955846e-05,0.12229245225555344,0.44832543145564324
W,0.17730166392166483,0.033253805818309196,8.098157978797545e-05,0.1822867934102866,0.6070767552699514
N1,0.5650562399232518,0.054285895576840965,0.0002388931142481397,0.10278179124433227,0.27763718014132677
N1,0.45427218913164874,0.10069838877987057,0.00030741124091656014,0.14761465816616434,0.29710735268139976
R,0.07428500134129293,0.32229671911947455,0.000628907356391943,0.40923842617818257,0.193550946004658
W,0.27564339827716866,0.05129782716690173,0.0010762819282934362,0.17850886027155682,0.49347363235607933
W,0.1833321466352635,0.2000259011108596,0.0010123869894080007,0.30252808694041095,0.313101478324058
W,0.19501339430951736,0.10837635942029084,0.0011959835181238677,0.04895603011248256,0.6464582326395854
W,0.195539844220855,0.052186396514036656,0.0002886561339953404,0.22394177209029198,0.5280433310408211
W,0.03754312347975398,0.24816911786366824,0.0031224933644663586,0.05640756267361896,0.6547577026184925
W,0.07570473993551621,0.21395667121972686,0.0030943354127644794,0.351188371361272,0.3560558820707205
W,0.203306201853488,0.08791806470072426,0.0008044638489119419,0.20345600006300887,0.5045152695338668
W,0.1678335283388034,0.23317901341046646,0.001047940084118679,0.06683437395067438,0.531105144215937
W,0.11653700184803374,0.2066189712062725,0.001450364286062935,0.27617596043465603,0.3992177022249747
W,0.115537807804194,0.0792135217546347,0.0005440210649544179,0.1163900018289012,0.6883146475473156
W,0.15170957669736887,0.0897334048551737,8.272330845619284e-05,0.3338216066211438,0.42465268851785737
W,0.06746633534019106,0.40311745287183076,0.0016287450981450474,0.02349971242979693,0.5042877542600362
W,0.08939428637106216,0.19221478886397134,0.001087654802360606,0.12662208330848615,0.5906811866541197
W,0.09162054000585815,0.07719130322844221,0.0008109590854566554,0.004914388084744292,0.8254628095954988
W,0.05566393534493553,0.08321960697447456,0.0692633715950101,0.005223171302449703,0.7866299147831302
Stage,N1,N2,N3,R,W
W,0.0008895853014080202,0.0022713948453392005,0.00034338871852268213,4.167058199082962e-05,0.9964539605527394
W,0.05509204365403952,0.15931451506262417,0.026786944292761315,0.00047481625235089157,0.7583316807382241
W,0.06771030655650585,0.19492434226657993,0.043607584728122095,0.0010693858259889898,0.6926883806228032
W,0.044448641191602314,0.17029671180553144,0.020858943797353348,0.003043816877363092,0.7613518863281498
W,0.0874437311371782,0.23925601072631272,0.10941383766002957,0.0052147036136014095,0.5586717168628782
N2,0.06625930738082794,0.48555234087904203,0.04131852858985634,0.034431256143415585,0.372438567006858
W,0.047914516428623856,0.24173388442174745,0.003589538249468626,0.14388643412602029,0.5628756267741398
W,0.015221256711729313,0.0878632771963969,0.03151975531016059,0.06835409907802316,0.79704161170369
W,0.026073048014952815,0.010377252801707761,0.009372008089323331,0.09737997987433784,0.8567977112196783
W,0.012087436773320881,0.006359162309277259,0.0018551938054154446,0.049625365767893906,0.9300728413440925
W,0.028155749403293916,0.014314318390862137,0.0015639166322385233,0.0667597967694567,0.8892062188041487
W,0.01823885765611203,0.02946036786354922,0.0021686052582777127,0.05245962523321586,0.8976725439888451
W,0.015763588683894977,0.0048353015858062145,0.0004330374052047901,0.10351737249929398,0.8754506998258
W,0.009245345979069064,0.09168104361353097,0.029100192663368017,0.12784078496983858,0.7421326327741934
W,0.013094976615717818,0.02332634743559203,0.0007856112180404759,0.05383291151421418,0.9089601532164354
W,0.043067734006227584,0.02655953457501415,0.0012783601644698677,0.1465189134694068,0.7825754577848816
W,0.04738541541575175,0.10575538378421599,0.003914672085262455,0.16602819048419543,0.6769163382305744
W,0.04725483622214221,0.08131039867851883,0.002932443023407398,0.04438641625205691,0.8241159058238747
W,0.016708269793059876,0.054349088173815396,0.001425372159768101,0.0690884355418241,0.8584288343315325
W,0.01485819961533023,0.14139352253952853,0.005482455457716664,0.14313961517559728,0.6951262072118273
W,0.020627965673816567,0.12788823346303285,0.002182479491973216,0.11368757200407588,0.7356137493671014
W,0.01585506291676829,0.09867732236776666,0.002484582874396156,0.14856557498084108,0.7344174568602277
W,0.022593604733523467,0.0546691385430778,0.002442049574274942,0.12994428182579557,0.7903509253233282
W,0.022609457962281254,0.08188705223382427,0.00979869878032654,0.2187259796133968,0.6669788114101711
W,0.027392506770238467,0.06831682488068605,0.0010708466640158558,0.21082792300840886,0.6923918986766509
W,0.018601974972508328,0.28470637831348383,0.021400929526158134,0.09964893659491308,0.5756417805929367
W,0.04128274980082811,0.14557896785343163,0.0029744247876089852,0.22077611633723768,0.5893877412208937
N2,0.00420250468494365,0.5815821859032337,0.04105932913616937,0.005989496850957443,0.36716648342469577
W,0.04105371064884853,0.2764049160031375,0.01381335871798781,0.11549295838576074,0.5532350562442655
W,2.2057981697694086e-17,0.009714837557046815,0.011137870472054117,0.0008402528996976602,0.9783070390712014
W,0.005507284958360325,0.04675374734847352,0.005691761521469343,0.0021609870247754183,0.9398862191469215
W,0.011248984175130226,0.022785282109072724,0.0031458613126980183,0.0006324587119231481,0.9621874136911759
W,0.008109813687413715,0.015853050944635672,0.0005031974009655673,0.0071102139065281796,0.968423724060457
W,0.07657144365602181,0.1178598151461415,0.0036727340808055215,0.008169308400956279,0.7937266987160748
W,0.02022578020989842,0.0158556111436918,0.0010655736073420196,0.017553093702121658,0.9452999413369461
W,0.016298847826262786,0.1406603216396216,0.006417544970704315,0.11495959475421155,0.7216636908091998
W,0.019058864812435142,0.03194369959220403,0.01901667030055629,0.17811289352787077,0.7518678717669338
W,0.005861488982326433,0.005802584903645221,0.0005875163683219276,0.01706579337961139,0.9706826163660951
W,0.0032740406190055454,0.0013887661624797333,0.00046558225252348766,0.007108967272042949,0.9877626436939482
W,0.0057446776165013995,0.006490993822956914,0.0010115988218984868,0.03870399469176141,0.9480487350468818
W,0.018342924330069323,0.011460267235387882,0.0003656861645425772,0.0889412648526679,0.8808898574173323
W,0.0057431255433458344,0.004091242843090174,0.0006460005196306586,0.041547700800312976,0.9479719302936205
W,0.005971234521874955,0.011000699142312088,0.0058007766202120715,0.28659413722346694,0.6906331524921339
W,0.014640277193011163,0.017108506051094242,0.004037896098649046,0.03463379994801014,0.9295795207092354
W,0.01021170754140041,0.006467524841289129,0.00034994956596773395,0.04720099988935097,0.9357698181619918
W,0.021633995553418488,0.021578429313201114,0.0007382398851975147,0.05850026398000604,0.897549071268177
W,0.04067703358811717,0.012855631784383143,0.0003794764784256483,0.020371112207816122,0.925716745941258
W,0.12558920455689576,0.20203664194245724,0.00021119496444475165,0.11670060583804621,0.555462352698156
W,0.1475590069878239,0.031165495491672617,0.00011654673135597654,0.345204953963248,0.47595399682589945
W,0.05408695968134732,0.024023809552223892,0.00043375896162869623,0.17258712744563662,0.7488683443591635
W,0.11036400411851208,0.05553788738499605,0.00012908867646632978,0.35917758687023,0.4747914329497955
R,0.12502902711466266,0.07473362547103171,8.33987129241667e-05,0.4907707800814265,0.3093831686199549
R,0.14801752993181377,0.16161643619584998,7.001200392686447e-05,0.5029348959011373,0.18736112596727225
W,0.011826479678875665,0.23994479231953342,0.0022935988951138836,0.3484735349739683,0.39746159413250876
R,0.014416031917179975,0.30115781664387836,0.001321231654113311,0.4487343747390051,0.2343705450458233
R,1.273137311880395e-25,0.17450040006968973,0.0003832977815021097,0.6272793753195326,0.19783692682927562
R,1.745718387836511e-25,0.1939967545050437,0.002461592625926342,0.684632334722229,0.11890931814680104
R,0.007956818884578642,0.36317187986732974,0.0026950764967672695,0.5196721561400784,0.10650406861124591
R,1.3264671760281657e-25,0.23211541491246543,0.0009849236391201032,0.689238553537707,0.07766110791070756
R,1.154641585382692e-25,0.23626821702914422,0.0013668129148369217,0.7115321392991342,0.05083283075688475
R,0.007481729787007711,0.4412827696785615,0.0024890887737381187,0.4837258380661829,0.06502057369450973
R,2.2060504175880056e-25,0.21238501755305533,0.0020008813071013478,0.705365045711396,0.08024905542844735
N2,1.5861398114804758e-25,0.4346488542248131,0.0018670710581575197,0.4181296148305016,0.1453544598865278
N2,0.035182711617132836,0.4334249976192925,0.0055966322592083855,0.35813646227037504,0.16765919623399125
N2,3.813971942720173e-25,0.49507025358181284,0.00690153020101177,0.28388107025287473,0.2141471459643008
N2,0.015861703595857427,0.6249196654569953,0.002155729342319467,0.20602737884529154,0.1510355227595363
N2,5.193628292404824e-25,0.496293813966832,0.01210501357676596,0.19166828032277225,0.2999328921336299
N2,0.01830808700099944,0.5187125824109347,0.004801552930752237,0.15467142189130428,0.3035063557660095
R,0.01847544336997967,0.23575603190932445,0.0022147078807154253,0.4718177216721671,0.2717360951678132
N2,0.013641763608109904,0.6580905813376885,0.003320374456810864,0.030354778616543475,0.2945925019808473
N2,0.046794828874759324,0.6935280039250662,0.01103452698247479,0.10109047134204274,0.14755216887565703
N2,0.02591022672383204,0.4855976785127494,0.003931909250027964,0.3577182789234645,0.12684190658992617
N2,0.023618043398119768,0.4738972439301745,0.004969455695535924,0.38900390299297766,0.10851135398319213
N2,0.0642730741361839,0.48629133340360287,0.0024686339229106065,0.21528863590352967,0.231678322633773
N2,0.04261824805746659,0.574722954852271,0.008360942857605413,0.14434663457681843,0.22995121965583853
N2,0.038875315469946124,0.7712535332920565,0.011481602619471135,0.01821577076515836,0.16017377785336787
W,0.011917302677098153,0.3038062778141975,0.024110326309898462,0.023526962305910414,0.6366391308928955
W,0.027831258571203436,0.09835971171720465,0.0005787318462565022,0.031279084779352435,0.841951213085983
W,0.05103214216894528,0.13220863305940408,0.0014028961515900583,0.0050830768780040095,0.8102732517420566
W,0.05706123532107907,0.07449453400791822,0.000571671181356268,0.002263429315788511,0.865609130173858
W,0.04371860691568612,0.10455858999328464,0.0010760033167330218,0.008411874961195229,0.842234924813101
W,0.18361359328248653,0.37660169244395436,0.006940295001381699,0.04556188370538574,0.38728253556679165
W,0.021235289543200732,0.06697412949398594,0.004604088957132592,0.01720137153278379,0.8899851204728969
W,0.027989312985702404,0.0845812577314323,0.005390158837048856,0.022642075796994055,0.8593971946488222
W,0.040774060308419735,0.09344477818629926,0.003636839292879281,0.028950215344534257,0.8331941068678674
W,0.009088295474951508,0.020630360952877704,0.0022521570222840924,0.019526751777413167,0.9485024347724735
W,0.02940759102758029,0.050686684607679625,0.006588982958926837,0.023221456629724354,0.8900952847760888
W,0.018163068501282457,0.026882819743431614,0.00022752381653718445,0.004075186433137155,0.9506514015056116
W,0.03927010345742716,0.2357892863518326,0.016435015039410264,0.0037921045571580017,0.704713490594172
W,0.05118812190956738,0.08718839626162928,0.005419439385702484,0.001339249867499736,0.854864792575601
W,0.05016593131006062,0.03168045098273046,0.0019780717714530855,0.0022064124266260076,0.9139691335091298
W,0.016991773567515252,0.02161183943236497,0.0004276632227225899,0.0025035705284459143,0.9584651532489513
W,0.0884884859586024,0.2956084003882462,0.009233433146545672,0.009186917917123259,0.5974827625894824
W,0.003827097119420468,0.0833054417807263,0.05203345833862659,0.017094188634812248,0.8437398141264143
W,0.05689479161209634,0.09583550519243599,0.004534935125020866,0.0020773532663887623,0.8406574148040581
W,0.02689245340933574,0.04863431344946418,0.000744818139369549,0.002814156329074125,0.9209142586727563
W,0.026444025141582873,0.025793016336597755,0.0017288414000711343,0.0034356282763475608,0.9425984888454008
W,0.020488095596967234,0.010050413983219299,3.815800687689164e-05,0.010230058471653085,0.9591932739412834
W,0.033221750301463765,0.012085225838543599,0.00018035150609612343,0.025484847269152483,0.929027825084744
W,0.027816947028167588,0.0308628682758096,0.0012873795463435504,0.026537551197957157,0.9134952539517222
W,0.012127633766663301,0.006693583463062022,0.00022325043001740654,0.011494993675754931,0.9694605386645023
W,0.057134355207127285,0.00919827007616799,0.0002068238701345533,0.009384585180438701,0.9240759656661314
W,0.03828538809899856,0.03535213066658931,0.00033756051869081067,0.010861631607089708,0.9151632891086315
W,0.04759548403515591,0.07173914451922672,0.0015276679040679465,0.014225788296916458,0.8649119152446328
W,0.050501576572229076,0.07019077596898446,0.000757396467549965,0.004162995420922323,0.8743872555703143
W,0.005631053859955932,0.0893723817237018,0.11138115675091012,0.03944575541706846,0.7541696522483637
W,0.012888684192977295,0.014512425053054423,0.0007340365679395559,0.0017953604180943735,0.9700694937679343
W,0.010563628508877591,0.013257125522209593,0.0001377412210556481,0.0026493081528358455,0.9733921965950213
W,0.01439752191944047,0.01651030245433727,0.000283508537409211,0.0012527712728851372,0.9675558958159278
W,0.056275404274603064,0.14693500329140657,0.02027652846158357,0.01770077929042092,0.7588122846819859
W,0.008723197094268508,0.04766008856914667,0.0014180947297468731,0.0018500584026962725,0.9403485612041417
W,0.04513214578573216,0.2034559382965496,0.0038536465946800635,0.022809347868007215,0.724748921455031
W,0.06447104400183855,0.23928503437091372,0.001894910933794891,0.014750409920966533,0.6795986007724863
W,0.12339557126703735,0.1346533290467276,0.0013425372473022563,0.04638651165371805,0.6942220507852148
W,0.07811584974257857,0.04982816287450078,0.00023434929305554805,0.04311744088417718,0.8287041972056879
W,0.10298940199217448,0.12625520455450528,0.001425733170273164,0.06699013101543914,0.7023395292676078
W,0.1226154547699539,0.08774396391926255,0.001737974950862538,0.1887059324151525,0.5991966739447685
W,9.055882134792436e-25,0.3598782240075776,0.0035875387915618485,0.24145713974740554,0.39507709745345493
R,0.040942160689266184,0.17424646231980137,0.0023140092281608545,0.559700791171962,0.2227965765908097
N2,0.009824171473187607,0.4201218219354137,0.008361482531770952,0.32189055806916705,0.2398019659904606
W,0.002009091327815209,0.013119529483021619,0.00038352795416317923,0.03528815370962754,0.9491996975253725
W,0.002050652003413257,0.034863727060068704,0.002289609075471339,0.02620775396117789,0.9345882578998689
W,0.0032441627950698516,0.036859988226809186,0.0011359341659983562,0.05552112970232075,0.9032387851098019
W,0.004535533358182458,0.03917022223201765,0.0017238328371327546,0.07082597682820421,0.8837444347444631
W,0.0029414643829321417,0.08379852983684329,0.0024932037642388443,0.028470890042245577,0.8822959119737401
W,0.006524921669107823,0.06928954591142077,0.0008775972771866284,0.029748453401576877,0.8935594817407078
W,0.005243510292211716,0.09613909019644569,0.0028204094227855733,0.01708815714632458,0.8787088329422325
W,0.0041896234019352975,0.07224924625048669,0.0013202412892894273,0.03346052358899555,0.8887803654692931
W,0.005279369770629662,0.15449656436408685,0.004533490256698838,0.015045394861060775,0.820645180747524
W,0.011055288904077289,0.10708535366247622,0.0020900792827528614,0.03290217113399608,0.8468671070166974
W,0.010094315791257195,0.14084219438319964,0.0016487415050904443,0.027921844223026893,0.8194929040974258
W,6.000714418464408e-26,0.15369069667375418,0.0007596917770828915,0.01018213624057468,0.8353674753085883
W,0.006120781980602775,0.34322763251080646,0.011053165744936628,0.013259597388949053,0.6263388223747052
N2,0.029005282875804644,0.7577115258089789,0.0051169826710100895,0.09790903073256761,0.11025717791163862
N2,0.012912481181918869,0.8709116489992588,0.007737144968797261,0.024155207535141318,0.08428351731488391
N2,0.021351521638398832,0.7023292384337868,0.01117389068568732,0.026620604678968745,0.23852474456315825
N2,0.013888979398465546,0.6825351430359289,0.005834201549747611,0.14455522404048787,0.15318645197537004
N2,0.009490097561841923,0.7134415002297021,0.015642769627238134,0.11063415049763489,0.15079148208358298
W,0.013622434115270908,0.33610659637354,0.008987346738246053,0.02452170084879879,0.6167619219241443
N2,0.009682050969967366,0.8096584792875217,0.03692013791799588,0.01323079055549204,0.1305085412690229
W,0.013351522435444262,0.03883390816053462,0.0021497610868018,0.003251772226070301,0.942413036091149
W,0.020690342485630533,0.10854257651227087,0.00226749477470321,0.008589477662946909,0.8599101085644486
W,0.23270372842581083,0.05661776013596183,0.001199345529335309,0.018686747397564183,0.6907924185113278
W,0.02631188715181574,0.029418022704969866,0.0011677174416135886,0.00084982653567219,0.9422525461659286
W,0.043277375515221365,0.13647803722999635,0.006488454697929009,0.0026199807676236964,0.8111361517892296
W,0.03628522615045448,0.07739290517220306,0.004063280221778049,0.002207358069481946,0.8800512303860825
W,0.03808902635040466,0.15432209822848275,0.006482752719459583,0.006445769461381297,0.7946603532402717
W,0.049791795743642286,0.37339044468894117,0.026749255731200523,0.0028429980431683957,0.5472255057930475
W,0.1366740416370918,0.19070777669987185,0.0010840671748602359,0.019500367976292857,0.6520337465118834
W,0.015164258190833195,0.15097565998341947,0.02296772412590545,0.002770321650071851,0.8081220360497701
W,0.16020474983080885,0.40452309471589276,0.0005338905230707951,0.002382643169954599,0.4323556217602731
W,0.009486073279580332,0.019427397404080008,0.0011342599521657155,0.00019549450065099318,0.969756774863523
W,0.012092186735716996,0.02665209142316951,0.0007751657890370926,0.0004737909112392485,0.9600067651408372
W,0.01932159169009538,0.011920824315628959,7.559588745189617e-05,0.00027646442704481545,0.968405523679779
W,0.002501951648613387,0.037611893201629026,0.003284692270331784,0.00025474803343762984,0.9563467148459882
W,0.02567148302896008,0.03568920030288365,0.00031211691398319645,0.007332753973213506,0.9309944457809595
W,0.032264401449614996,0.015517295702413334,0.00011046752702168957,0.012441879879652973,0.939665955441297
W,0.011428904775195495,0.004715646344627412,4.8180554070945865e-05,0.0038899380500806414,0.9799173302760255
W,0.006356762693751246,0.0031230894115817187,0.000141093756703598,0.0016522869722894558,0.988726767165674
W,0.003873115551275952,0.003143449053897703,0.00014776385750634471,0.0009276927271439254,0.991907978810176
W,0.0065104895426395665,0.004053163609110463,0.00018804697495966488,0.006628987349460627,0.9826193125238297
W,0.014914851945986064,0.013887541621126718,0.000253343436437538,0.005152719053044966,0.9657915439434046
W,0.03871156808004957,0.037458278154685214,0.0011046569502957452,0.02208078202216636,0.9006447147928031
W,0.09727347447669712,0.11211441967259939,0.00016571548447718754,0.05903187592482835,0.7314145144413979
W,0.005180136335748399,0.009042512146321615,0.00025419235072854206,0.006936368878353957,0.9785867902888475
W,0.0008224937000803565,0.0023927475079261453,7.428213788894587e-05,0.0026653240876985396,0.9940451525664059
W,0.0014428099847082947,0.009962146792595704,0.0020153742397780393,0.005424575655580637,0.9811550933273373
W,0.0018278643099476682,0.004068151913528649,0.013470315030699682,0.0009611659667270014,0.979672502779097
W,0.015486493061533832,0.010030898900733509,2.8676740944789615e-05,0.0020654860994022742,0.9723884451973857
W,0.004106836340213439,0.008096265592069728,0.0008297230324923743,0.00783579742583655,0.979131377609388
W,0.002699916139795004,0.007570773581371533,0.005646106063650205,0.0005174011233643035,0.9835658030918191
W,0.008811871990036878,0.03271334203463224,1.0305452308127988e-05,0.0615646380207077,0.8968998425023151
W,0.013788548529186817,0.060107251806917526,0.000578930708917687,0.0004912405408966305,0.9250340284140814
W,0.006487714232656683,0.012267507511377613,0.000180497678194123,0.00027823573203624206,0.9807860448457354
W,0.007410798080651164,0.022479945874829696,0.0006446692392029633,0.0019166529367932181,0.967547933868523
W,0.027920408551307226,0.03285756882836541,8.817290216668971e-05,0.014959156370774069,0.9241746933473867
W,0.027245231825203838,0.2704220658864427,0.0032017780556048083,0.008501430347047957,0.6906294938857007
W,0.04053923390974019,0.09781627023466369,0.0003088141633192959,0.0120631545359439,0.849272527156333
W,0.03758872914641142,0.01919792777368303,0.00012632042572630113,0.012154852938044398,0.9309321697161348
W,0.019574550991336568,0.017278272224548915,7.0447823183964e-05,0.0074156143471647736,0.9556611146137658
W,0.04032877006708589,0.023859363520412024,0.00015698087818401772,0.015617710428221684,0.9200371751060965
W,0.04169800636495828,0.02134432251241768,0.00016456513640008833,0.014991608916473383,0.9218014970697505
W,0.024423945934631933,0.0361989602390107,9.50455288380478e-05,0.01874130676277312,0.9205407415347462
W,0.07163749343154616,0.10876427288461106,0.00020409212068480832,0.027121823579806165,0.7922723179833518
W,0.045670528046733445,0.042202688951624316,0.005921060506744902,0.02019939733426296,0.8860063251606344
W,0.06749650313155059,0.07176786537367214,0.00044834682595076613,0.0375690436877082,0.8227182409811183
W,0.008214553375363153,0.02936608368552168,0.001161717093668671,0.006717387703578566,0.9545402581418679
W,0.07832791817895102,0.13173626776476421,0.002753428476292265,0.06547854948905343,0.721703836090939
Stage,N1,N2,N3,R,W
W,0.002626378060979944,0.0008452205235932133,9.257080365551088e-05,1.203247549055142e-05,0.9964237981362808
W,0.006735267523176601,0.04214023533110446,0.0003006590672606694,0.00017949491712633957,0.950644343161332
N1,1.0,1.4199884619444972e-29,8.409307922546103e-31,2.026861113536818e-31,6.767822444362542e-29
W,0.012244129970904476,0.04432503530076358,0.011029222031614647,0.006980005124859897,0.9254216075718573
W,0.05231632598150453,0.2948076292310942,0.10252965238574721,0.02032226037802676,0.5300241320236272
N2,0.16901092894497807,0.37971069661276696,0.07588710637177844,0.031102351051729656,0.34428891701874687
W,0.09184619157539443,0.14853949071088823,0.011585092998889757,0.014347288703027995,0.7336819360117995
N2,0.057571730481338644,0.5848773923933529,2.16934074117868e-19,0.05708008191660571,0.30047079520870285
N2,0.14438217868613532,0.6522908440744886,0.0016636269766680135,0.07605830354545953,0.12560504671724843
N2,0.09357152339652389,0.6736560078405235,0.008951013749988829,0.030668329501450327,0.19315312551151365
W,0.15577005116253453,0.04996430659982471,1.9069089638254923e-16,0.0031853539372140634,0.7910802883004265
W,0.01507256186434252,0.10490402469237095,0.10628590028136727,0.05299290643779035,0.720744606724129
W,0.10049720254341893,0.05315291712386953,0.0002006024120529332,0.23341314730608217,0.6127361306145764
R,0.18290763592625142,0.09133022582978993,0.00039795011490684803,0.4770928170366954,0.24827137109235636
R,0.08129300630232483,0.17996554739271511,0.0004067404618271504,0.6006101563687967,0.1377245494743363
R,0.0539052947302153,0.18861668010069954,0.0005223973060189988,0.5972376348440667,0.15971799301899947
R,0.02156744549569251,0.2358256553152908,0.0009973659059537498,0.5067925321439251,0.23481700113913795
N2,0.013616279680657444,0.4641107439222475,0.0017849695781581062,0.43311553721638574,0.08737246960255124
R,0.01077103609767435,0.307976306467244,0.0020291498467854413,0.547220961439225,0.13200254614907114
R,0.010766269329211592,0.09105793913701035,0.0008677838027594278,0.8327262633751434,0.06458174435587516
N2,0.004552360328953477,0.5521022950725851,0.0044328696425775796,0.4123046359925116,0.026607838963372214
N2,0.008892637336449969,0.4991598326094913,0.006604193012795026,0.2531582690671525,0.23218506797411131
N2,0.007364679987098732,0.6980289660310971,0.0024713795862073484,0.1322577827432272,0.15987719165236958
N2,0.007167487404042679,0.8773848107312886,0.010966194892541229,0.019488040588986594,0.084993466383141
N2,0.00906140882308519,0.923822442945422,0.013100685448306972,0.016919327514156045,0.03709613526902971
N2,0.006536561164978216,0.9395457602661944,0.006071625316952741,0.0279595764026661,0.019886476849208516
N2,0.00794662215503057,0.8465666247878527,0.00682751428736703,0.10245428016498416,0.03620495860476552
N2,0.0036260209884749657,0.953413315845864,0.0019189097765071733,0.025523677388570358,0.015518076000583535
N2,0.005983644186745773,0.9262337853534811,0.009252254693679025,0.03436224759371562,0.024168068172378352
N2,0.05172149051334346,0.6312362550694937,0.05911555298869515,0.0583294394043087,0.19959726202415895
N2,0.2128661874617179,0.6336351663236978,0.0008699915668861579,0.07353045285047699,0.0790982017972213
N2,0.18621204867554816,0.6321138367048561,0.0021603323509899242,0.12644175814193892,0.05307202412666693
N2,0.20117464194583196,0.6376599300349589,0.0026398113110965844,0.12617599106651176,0.03234962564160075
N2,0.23411486800339656,0.6034331257512301,0.001301005556121556,0.14286215722520287,0.018288843464048816
N2,0.04887831903175016,0.896790543305438,0.0011599798225582017,0.0406530403832961,0.012518117456957589
N2,0.02416548784162753,0.9258309166236633,0.0038102903367230228,0.023260260948531064,0.022933044249455043
N2,0.1047717762006615,0.6454060587145528,0.0011268697818069317,0.18201910467430427,0.06667619062867444
N2,0.022455033096990238,0.8902242610942162,0.003013851488372495,0.04265520991354347,0.0416516444068778
W,0.022601071675601197,0.09706362295044363,0.007117844460868583,0.08156370655758158,0.791653754355505
W,0.0056131321850588535,0.011596740775329187,0.0015095097071186345,0.03308812986082292,0.9481924874716703
W,0.012964222686392812,0.08170876600058483,0.018621971901183754,0.013881123852003205,0.8728239155598355
N1,0.46118786891752056,0.10846675844386063,0.00021029867198588492,0.018679776811492448,0.4114552971551407
N2,0.3041693022407568,0.41518714553246205,0.0023389469101834214,0.06222812626471374,0.21607647905188399
N2,0.20054272286815927,0.5548893475443666,0.013065994822774814,0.03298006998835005,0.19852186477634914
N2,0.09294625439985033,0.8623755096682687,0.01206272316004201,0.006170344698678468,0.026445168073160538
N2,0.14682899000690947,0.7835298765345108,0.009291453222921076,0.028394495413734618,0.03195518482192406
N2,0.005159933195409031,0.9711382619962775,0.008119349937578896,0.0009746694341877204,0.014607785436546866
N2,0.036621235614451575,0.8533569999269518,0.01142300695804313,0.023921714723019967,0.07467704277753354
N2,0.0251275100523895,0.9287020713648303,0.006082990415118854,0.014644997861565789,0.02544243030609566
N2,0.025240519463425547,0.9370339725579026,0.007928270987619774,0.0034820305428864503,0.02631520644816552
N2,0.036706244817910745,0.9323495314096304,0.010390194653623133,0.003425124700125169,0.017128904418710515
N2,0.14596667654179393,0.7755246911707092,0.001355714093952575,0.029744936888775955,0.04740798130476829
N2,0.05327435872092505,0.8687588764865362,0.0016090553166257704,0.03943288773614826,0.03692482173976471
N2,0.07039781056035894,0.7552865691191353,0.0006425494687578691,0.13777786893557661,0.03589520191617135
N2,0.012768665473131453,0.9457664828300701,0.006263847155780403,0.024047803983881982,0.011153200557135807
N2,0.016346285071163605,0.9633184185318672,0.0036522899003834544,0.006966947394532024,0.009716059102053861
N2,0.017310698581203047,0.9372520885748512,0.009500157895669088,0.011718814303830481,0.024218240644446106
N2,0.03453095270232838,0.9219139862937112,0.005335182369283379,0.016603272441569065,0.021616606193107627
N2,0.017020390232605848,0.9606146633896546,0.004628719845881929,0.006574401823499334,0.011161824708358054
N2,0.010864737933130211,0.9678675930637685,0.008160851873936163,0.005575053874499794,0.007531763254665215
N2,0.013273247482434428,0.9231813368524541,0.025878597011972242,0.0013360499236539417,0.036330768729485076
W,0.014923923863849164,0.07341520866923647,0.017578779766555874,0.01043081130342402,0.8836512763969345
W,0.0006862858920612143,0.011715284308492007,0.007991688503842015,0.0012920459716104522,0.9783146953239942
W,0.08568611237266113,0.0746048207074697,0.0049615889744649274,0.005121020186037019,0.8296264577593672
N2,0.27135270997732513,0.43705879726550584,0.0033253847092369593,0.016061030042909534,0.2722020780050226
W,0.2582565829918959,0.25796750064400015,0.0019479708905543193,0.07515542120289555,0.406672524270654
N2,0.06268389891202293,0.6577144260040948,0.018753111869294414,0.006029092884072148,0.25481947033051566
N2,0.2506685023310592,0.6750776688290178,0.0028991407511126206,0.011679069728956744,0.05967561835985355
N2,0.10354603374562352,0.7880665302235756,0.005398605465921488,0.015205118383377566,0.0877837121815019
N2,0.01393822622493823,0.9532666561921636,0.015504300227979079,0.003351667786267222,0.013939149568651634
N2,0.08196357156650848,0.838978658867622,0.004240270985954298,0.023418483744617753,0.051399014835297234
N2,0.01669761923628464,0.9237597826689355,0.010793911955461909,0.006355358212615071,0.04239332792670306
N2,0.03153943516631304,0.9278946869113385,0.003640774982205802,0.008950452166859803,0.027974650773282574
N2,0.02093537703189581,0.9402831269084322,0.010176518901357881,0.013756748962663348,0.01484822819565095
N2,0.03648967275418589,0.9321170054177919,0.002048375646409508,0.014093668593538448,0.015251277588074342
N2,0.017216061434707598,0.9495008042394241,0.010906962588738599,0.0025936140731651347,0.01978255766396467
N2,0.022249708428369642,0.9404670733831904,0.006148752677353041,0.007051028288791006,0.024083437222295993
N2,0.0556054454593777,0.8935155377422932,0.0010424217792009435,0.01512483172938737,0.03471176328974084
N2,0.012846143893108257,0.9756869574367129,0.0017625003073858446,0.004060694416701065,0.005643703946091901
N2,0.06970740859405504,0.8109675275958566,0.0013635627306734662,0.03229324960118239,0.08566825147823263
N2,0.2160037340747208,0.5093048130404872,0.0006755029392559945,0.02257620423457498,0.251439745710961
N1,0.4536262641645023,0.22782477093838874,0.0004427024244900951,0.18911217225237534,0.12899409022024355
N2,0.10881794347576886,0.8283421598979839,0.0009439198504327486,0.0311156653414121,0.03078031143440247
N2,0.0840258744018989,0.7680885564065113,0.0025197559071638118,0.037379335851717314,0.10798647743270873
N2,0.025518475680423154,0.8781591162923532,0.0487121787412668,0.02424725324863791,0.023362976037318788
N2,0.12255193234299236,0.7554632415054333,0.008760467418349446,0.02922214661657319,0.0840022121166517
N2,0.12040833409899311,0.8030831824021475,0.004697934805020714,0.03144733301764789,0.04036321567619069
N2,0.054017515573642046,0.7714130933894077,0.0021829563498228207,0.011163487690360817,0.16122294699676673
W,0.004741443529608093,0.03827452359384384,0.01847036755161189,0.19557258763156674,0.7429410776933694
W,0.12029389326311,0.1492515991638702,0.005856423942916418,0.005784335929445484,0.718813747700658
N1,0.4663014677378334,0.2533913641156883,0.0016575855619988104,0.023676429699120826,0.2549731528853586
W,0.06448523816630379,0.2878719273105516,0.004823560914354166,0.027386914155865458,0.615432359452925
N2,0.10553868050685705,0.8185996913919087,0.0033035865361709356,0.005370303455367491,0.0671877381096959
N2,0.048139689771675126,0.8957104816776774,0.0042438409002533315,0.001819739223537129,0.050086248426856946
N2,0.003807500429113669,0.8699165615995735,0.09913744952456362,0.0003824065165435229,0.02675608193020561
N2,0.006240763287630813,0.9672400373883875,0.004015156475832888,0.0004057251751444522,0.02209831767300404
N2,0.0036835657404507343,0.9765604465589196,0.003901943435013481,0.0051043612967132095,0.010749682968903012
N2,0.010315219411967528,0.9264313516370443,0.005485051161719266,0.02148227814034223,0.03628609964892665
N2,0.006839332824855691,0.9611343464028419,0.007344265129980739,0.0033845984267528786,0.021297457215568995
N2,0.023244242633732596,0.9184359760819352,0.0057281053560307525,0.015440002074105393,0.03715167385419624
N2,0.015368126561104213,0.9109105719774577,0.01610621499890675,0.012770677269277551,0.04484440919325361
N2,0.013851218924815278,0.93915591927412,0.0029699456115659557,0.008008133818082023,0.03601478237141684
N2,0.0047706741187323815,0.9671235241771635,0.010462912332500638,0.0032574307174129172,0.014385458654190462
N2,0.003899430812191735,0.7446452771329898,0.20838426614291572,0.0003563392502001467,0.04271468666170268
N2,0.04781986534747766,0.8000945106632957,0.006770810446029271,0.00045635809466418163,0.14485845544853307
W,0.027052073653513767,0.30635296185129296,0.1830508050709491,0.0010352444054615216,0.4825089150187825
N2,0.39417948544338394,0.5174540865410462,0.004421237548216403,0.0006817423938622702,0.0832634480734912
W,0.14651919722358175,0.264201766119944,0.001134720715195692,0.0014362023704716648,0.5867081135708068
N2,0.2492621931378057,0.3837796143864566,0.0012928758578106064,0.0070510593030466565,0.3586142573148804
W,0.18363073714923872,0.2798094002984598,0.0022425728666308387,0.0016449065625165605,0.5326723831231541
W,0.1449759220508788,0.12212316232029245,0.0033668010470531604,0.0017937389502343717,0.7277403756315413
W,0.03375720602409768,0.07376689141830943,0.0034997239301274535,0.0072597988335635,0.8817163797939018
N1,0.473690949337984,0.06763621852367087,0.001356706623940935,0.2398391305083166,0.2174769950060877
W,0.1580227804728825,0.01253634143178934,0.0004398440891666888,0.10198465276833765,0.7270163812378236
W,0.24479022932629368,0.05014302704713486,0.001706907706458567,0.28263945930659157,0.4207203766135213
W,0.29256525707547565,0.12361407354583592,0.0008831106258909849,0.07381514477113951,0.5091224139816579
W,0.03906307955017551,0.06059202845716242,0.005687584313649068,0.05534432267559193,0.839312985003421
W,0.0021979828025702353,0.003457493471651447,0.013842034718916261,0.023050757967699363,0.9574517310391626
W,0.058499294769184966,0.04132945988001313,0.000719143498778592,0.012722789219855604,0.8867293126321677
W,0.2559368156878348,0.18046425123172122,0.002661328949906092,0.01753360998886881,0.5434039941416691
W,0.2218589288228164,0.04639785604202153,0.0002167358790188988,0.02315564227131277,0.7083708369848305
W,0.09911797401809491,0.16518108418026117,0.0012732578171497397,0.05482444265764457,0.6796032413268496
W,0.22110638903149019,0.06900028566525279,0.0012995092872373146,0.05521933118985099,0.6533744848261688
N1,0.40032252938974755,0.07455029121469996,0.001209499840649447,0.13169914171875863,0.39221853783614447
W,0.3232303377067485,0.03495816608493509,0.0015319295673757816,0.18832908318764022,0.45195048345330036
N1,0.45250342438838353,0.12817537021571027,0.0030337969985350073,0.10527615423120336,0.31101125416616787
N1,0.43268747980903327,0.07475892422318431,0.0006144217985427023,0.1071479331156462,0.3847912410535935
W,0.2830696833515257,0.2169390876566663,0.0012869144846857914,0.05510976579395013,0.44359454871317194
W,0.2623103137114527,0.046412622775699346,0.0006894960844608519,0.07532053436660188,0.6152670330617853
W,0.09410461577820281,0.04703988544378095,0.001956682827064771,0.038833625476036554,0.818065190474915
W,0.03588304356528002,0.03480989387885707,0.0026558603776204582,0.027266578666702283,0.8993846235115401
W,0.2666716481255152,0.06262267893249183,0.0008028802684177562,0.11554306869291539,0.5543597239806599
W,0.3522489875533225,0.060134114499056354,0.0010565008504505255,0.17051150396075204,0.41604889313641846
W,0.03372310431349903,0.02946226401044163,0.0031585098014135183,0.0804423490710346,0.8532137728036112
W,0.12235476559807551,0.07663144361592719,0.00026898750307875557,0.08092843299839342,0.7198163702845252
W,0.3313000109783217,0.08089795382871313,0.0004692800773617828,0.15281503981304423,0.43451771530255906
N1,0.3762244750346523,0.12306306117144752,0.00042042595024169847,0.25272348310401105,0.24756855473964742
N1,0.35388306590719504,0.20217346429704328,0.0014631562105721896,0.23251561810595764,0.2099646954792318
W,0.06278273126686412,0.26348748459666027,0.003671244486038429,0.20880620959482818,0.46125233005560895
R,0.009348678072361217,0.08702009530226086,0.009756142598331359,0.772659559371208,0.1212155246558386
W,0.3210144452748198,0.23744848273522673,0.0011438828474988321,0.023186129773168102,0.41720705936928637
W,0.2665577388498211,0.11980550377443178,0.0015406809722398212,0.018340179431675457,0.5937558969718318
W,0.3567741585312742,0.08311406214805511,0.00027180356565032236,0.031725437008376024,0.5281145387466444
N1,0.6243889585788309,0.06765374815527682,0.00013178959888117937,0.007007893681164703,0.3008176099858464
W,0.16326498183843682,0.05126520045487815,0.0002473284556825649,0.0036982026991371035,0.7815242865518653
W,0.06662891691803696,0.06744786811859159,0.0022072437345471534,0.00784060935267688,0.8558753618761474
W,0.06049417861850162,0.044212219116404695,0.0001500384533370894,0.008830937646379022,0.8863126261653775
W,0.02556734030045777,0.031361942094716086,0.001895856158282308,0.010916130662296,0.9302587307842479
W,0.037034884217428204,0.02079428978068587,0.0004839740146044015,0.004741760240765636,0.9369450917465157
W,0.14150094024542528,0.047302436115502715,0.0006837692942714004,0.03955862148547268,0.770954232859328
W,0.1770625614909312,0.1123224324441353,0.001794083287647057,0.13305181183953624,0.5757691109377502
W,0.017907731482572315,0.01628279970896173,6.545952986049924e-05,0.009548045643293583,0.9561959636353118
W,0.11080759812833038,0.11110161632732325,0.0006620266445315908,0.04801190132731432,0.7294168575725005
W,0.28475274560405694,0.2419045402973054,0.0014512171229292558,0.13555836501039656,0.3363331319653119
N1,0.5011811143002958,0.16017858900762097,0.0009074333794937956,0.04126336832623912,0.2964694949863504
W,0.24288684597584034,0.3392096954091829,0.0007610139386937149,0.05027297984701982,0.3668694648292632
W,0.24583608921396272,0.2227967020889546,0.00177244830151192,0.05020084004772453,0.4793939203478463
W,0.20940304260757525,0.3420829399405112,0.0016898663428429725,0.03524389520180822,0.4115802559072623
N2,0.3367558329585474,0.3511133787905657,0.0005165624566181249,0.11385619948280952,0.19775802631145933
R,0.0028050184542643512,0.035694822390255246,0.006241964014401433,0.6535470558658067,0.30171113927527227
N2,0.12039129811953975,0.5230200415302809,0.031349733063096366,0.08088288038431819,0.24435604690276472
W,0.07553829461143731,0.12662360731183775,0.0007096616426467916,0.013144304987359004,0.7839841314467192
N1,0.4676171016329594,0.3843994525363553,0.0009138566661597559,0.0584357408265757,0.08863384833794996
N1,0.41843348765738947,0.1072370480515955,0.0011429610248153133,0.24864163963247315,0.22454486363372667
W,0.07623305962159699,0.3846836973705932,0.011932943403717243,0.021391067482238194,0.5057592321218544
N2,0.26439174892192885,0.5325520342673724,0.0016192977352450426,0.05149376885270228,0.14994315022275134
N1,0.441383540304607,0.22506462552047563,0.021874142084369916,0.018358043915476376,0.2933196481750711
W,0.18757043400173593,0.2660740446824086,0.007752219006932537,0.019727234448250117,0.5188760678606729
N1,0.37428035192162573,0.3367560701472017,0.016510489941830155,0.02558233531688363,0.24687075267245884
"""
A beérkező adatokat epochokra bontja, és alkalmazza a 'yasa' alvási fázis
osztályozó metódust
- A 'YASA' egy open-source előtanított osztályozó metóus: https://raphaelvallat.com/yasa/build/html/index.html
- Egy epoch-lista folyamatosan töltődik (30s-nyi adat a frek függvényében)
- Egy lista, ami alapján a 'yasa' klasszifikál majd folyamatosan töltődik ebből, nagysága állítható, optimalizálandó
- Ezt a bemeneti listát raw EDF változóvá alakítjuk a szabványok szerint, mert ezt tudja kezelni a 'yasa'
Megtörténik a klasszifikáció, ennek három kimenete van:
- Printeli a prediktált értéket (betűjelek) amikor elkészül, tehát kb. 3 0 s-onkékt.
- Feltölt egy globális listát, amiből majd a fájl megíródik.
- Az aktuális érték továbbadódik az audio_feedbacknak, ami döntést hoz ez alapján a hangstimulációról
"""
import yasa
import mne
import numpy as np
import time
import constants as c
import audio_feedback as a
epoch_data_list = [] # egy epochnyi adat
yasa_input_list = [] # a yasa-ba bemenő adatmennyiség
yasa_output_list = [] # a fájlba írandó lista folyamatos bővüléggel
first_call = True # az első 5 perc flagje a yasa_classifier-ben
def yasa_classifier(raw):
"""
A beérkező nyers EEG adatokból meghatározza epochonként az
alvási fázist és a valószínűségeket
- A yasa.SleepStaging parancs tölti be az EDF adatokat a sls ('yasa'-ba töltött (változtatható nagyságú)
adathalmazt tartalmazó saját típusú) változóba. A 'yasa' kizárólag EGY! elektródával működik,
ezért célszerű egy central-derivationt megadni (változtatható). Az alany metaadatai a constants-ban
változtathatóak. Ez után a
- .predict() fél perces epochok készítése után a fázisoknak megfelelő betűjelek listájával tér vissza.
- .predict_proba() az ugyanezen 5 s-es epochoknál az egyes alvási fázisokhoz tartozó valószínűségekkel
(5 fázis: N1, N2, N3, R, W) tér vissza.
- A 'yasa' esetéban minél hosszabb időtartamot elemez annál jobb az eredmény, 5 percnél kevesebbet nem tud,
így az első 5 percet meg kell várni, utána tudjuk epochonként megkapni az értékeket.Ezt kezeli az if/else.
Az első 5 perc esetén kiírjuk az egész listát, utána, fél percenként ablakolt adatok érkeznek, az ezekből készült
listából az utolsó elem szükséges/új nekünk. több adat a pontos mérést szolgálja.
- Az if/else-n belül a prediktálás eredményei, és a valószínűségek, mint dictionary
a yasa_output_list globális változóhoz adódnak, amiből a file_maker a teljes mérés végén csv. fájlt készít.
- Kiírja az aktuális értéket
- Meghívja majd az audio_feedbacket az érték alapján, ami majd meghatározza az audiostimulációt.
:param raw: EDF fájl
"""
start_time = time.time()
global yasa_output_list, first_call
sls = yasa.SleepStaging(raw, eeg_name="O1-O2", metadata=dict(age=c.AGE, male=c.MALE))
y_pred = sls.predict()
y_proba = sls.predict_proba()
if first_call:
for i in range(len(y_pred)):
y_pred_i = y_pred[i]
y_proba_i = y_proba.iloc[i].to_dict()
yasa_output_list.append({"Stage": y_pred_i, **y_proba_i})
print(y_pred_i)
first_call = False
else:
y_pred_last = y_pred[-1]
y_proba_last = y_proba.iloc[-1].to_dict()
yasa_output_list.append({"Stage": y_pred_last, **y_proba_last})
print(y_pred_last)
end_time = time.time()
elapsed_time = end_time - start_time
print(
f"Eltelt idő: {elapsed_time} s, y_pred hossza: {len(y_pred)}\n") # Eltelt idő és az y_pred hosszának kiírása
def raw_object_maker(yasa_input_list): #névkonvenció? nemtudom
"""
A beérkező adatokból a 'yasa' számára feldolgozható
EDF fájlt készít
- Az eszközből a yasa_input_list-be töltött adatok párosával (2 elemű listaként) érkeznek. Ezt először kezelni kell.
- Létrehozzuk az egyes elektródák értékeit tároló változókat, és ebbe töltjük az összes értéket,
így a dupla elemek megszűnnek
- Elvégezzük az EDF formátum megvalósításához szükséges formázásokat
- Elkészítünk central-derivationokat, később ezeket az EEG csatornákat lehet a 'yasa' klasszifikálónak beadni,
a kapott és kiszámolt EEG adatok listáival, az EEG nevekkel és a mintavételi
frekvenciával létrehozzuk az EDF fájlt.
- Meghívjuk a yasa_classifier függvényt
:param yasa_input_list: Az apoch_maker által meghatározott méretűbrainBitből érkező lista (dupla elemekkel)
"""
o1_data = []
o2_data = []
t3_data = []
t4_data = []
for pair in yasa_input_list:
for obj in pair:
o1_data.append(obj.O1)
o2_data.append(obj.O2)
t3_data.append(obj.T3)
t4_data.append(obj.T4)
o1_np = np.array(o1_data)
o2_np = np.array(o2_data)
t3_np = np.array(t3_data)
t4_np = np.array(t4_data)
o1_o2_derivation = o2_np - o1_np
t3_t4_derivation = t4_np - t3_np
eeg_data = np.array([o1_np, o2_np, t3_np, t4_np, o1_o2_derivation, t3_t4_derivation])
ch_names = ['O1', 'O2', 'T3', 'T4', 'O1-O2', 'T3-T4']
ch_types = ['eeg'] * 6
sfreq = c.SAMPLING_FREQ
info = mne.create_info(ch_names=ch_names, sfreq=sfreq, ch_types=ch_types)
raw = mne.io.RawArray(eeg_data, info)
yasa_classifier(raw)
def epoch_maker(data):
"""
A beérkező nyers adatból elkészíti a szükséges méretű listát, amelyet továbbít közvetetten a
klasszifikálónak
A listák méretei itt változtathatóak meg!
- A globális változók a többszöri meghívás miatt szerepelnek:
- Az epoch_data_list egy-egy epoch hosszát határozza meg. Ez ugyan a constants-ban változtatható, de ne változtass,
a sampling_freq (250 Hz) és az epoch_len (30 s) is adott. /2 a duplikált bemeneti adatok miatt fontos, megoldása
a raw_object_maker-ben.
- A beérkező adat hozzáadódik az epoch_data_list-hez. Ez az alapegységünk, 30 s-nyi adat! Ha ez "megtelik"
hozzáadódik a yasa_input_list-hez, ez az (epoch méret egész többszörösére) változtatható hosszúságú lista,
amit a 'yasa' klasszifikáló egészben kap meg. Most 15 perc, minél hosszab, annál pontosabb a klasszifikálás,
de nő a feldolgozási idő is.
- A YASA_INPUT_LEN a constants-ban változtatható méretű.
- A yasa-nak szükséges legalább 5 perc, ezért az első 5 percet egyben adjuk át, utána epochonként.
- Amikor "megtelik" az első epoch törlődik, és egy új hozzáadódik, ablakolunk.
:param data: BrainBit-ből érkező nyers adat
"""
global epoch_data_list, yasa_input_list
epoch_data_list_len = int(c.SAMPLING_FREQ * c.EPOCH_LEN / 2)
epoch_data_list.append(data)
if len(epoch_data_list) >= epoch_data_list_len:
yasa_input_list.extend(epoch_data_list)
epoch_data_list = []
if len(yasa_input_list) > (c.YASA_INPUT_LEN) * epoch_data_list_len:
del yasa_input_list[:epoch_data_list_len]
if len(yasa_input_list) > epoch_data_list_len * 10:
raw_object_maker(yasa_input_list)
0% Loading or .
You are about to add 0 people to the discussion. Proceed with caution.
Please register or to comment