Commit a8846bcd authored by eudesyawog's avatar eudesyawog

interpolate data

parent f0842134
import os
import numpy as np
import pandas as pd
import scipy as sp
from scipy import sparse, linalg
import seaborn as sns
import matplotlib.pyplot as plt
sns.set()
def smooth_plot (csv,lstBands):
ptrn = os.path.basename(csv)
year = ptrn.split('_')[1]
outFolder = "./interpolate"
if not os.path.exists(outFolder):
os.makedirs(outFolder)
df = pd.read_csv(csv)
outdf = None
ggplot_dic = {}
for band in lstBands:
cols = [col for col in df.columns if col.startswith(band) and col.endswith("Mean")]
cols.sort()
times = pd.date_range(start="{}0501".format(year), end = "{}1031".format(year), freq='D')
dic = {}
for index, row in df.iterrows():
lstValues = []
for j in range(len(times)): # dates
date = str(times.strftime('{}_%Y%m%d_Mean'.format(band))[j])
if date in cols:
lstValues.append(row[date])
else :
lstValues.append(np.nan)
upsampled = pd.Series(lstValues,index=times)
interpolated = upsampled.interpolate(method='linear',limit_direction='both')
resampled = interpolated.resample('5D').mean()
dic.setdefault('feat_index',[]).append(index)
if band == lstBands[0] :
dic.setdefault('ID',[]).append(row['ID'])
dic.setdefault('Biom_f',[]).append(row['Biom_f'])
dic.setdefault('Biom_s',[]).append(row['Biom_s'])
dic.setdefault('Rdt_f',[]).append(row['Rdt_f'])
dic.setdefault('Rdt_s',[]).append(row['Rdt_s'])
for idx , value in resampled.items():
dic.setdefault('{}_{}'.format(band,idx.strftime("%Y%m%d")),[]).append(value)
ggplot_dic.setdefault('Date',[]).append(idx.strftime("%Y-%m-%d"))
ggplot_dic.setdefault('Band',[]).append(band)
ggplot_dic.setdefault('Plot',[]).append(row['ID'])
# ggplot_dic.setdefault('Crop',[]).append(row['Crop'])
ggplot_dic.setdefault('Sowing',[]).append(row['Sowing'])
ggplot_dic.setdefault('Harvest',[]).append(row['Harvest'])
ggplot_dic.setdefault('Value',[]).append(value)
if outdf is None :
outdf = pd.DataFrame.from_dict(dic)
else:
outdf = outdf.merge(pd.DataFrame.from_dict(dic),on='feat_index',how='inner')
outCSV = os.path.join(outFolder,'{}'.format(ptrn.replace(".csv","_interpolate.csv")))
outdf = outdf.drop(columns='feat_index')
outdf.to_csv(outCSV,index=False)
# To ggplot
plotCSV = os.path.join(outFolder,'{}'.format(ptrn.replace(".csv","_interpolate_toggplot.csv")))
ggplot_df = pd.DataFrame.from_dict(ggplot_dic)
ggplot_df = ggplot_df.loc[ggplot_df.Plot.isin(outdf['ID'])]
ggplot_df.to_csv(plotCSV,index=False)
if __name__=='__main__':
csv = "./stats/niakhar_2017_opt_gapf_notree.csv"
smooth_plot(csv,["B2","B3","B4","B8","B5","B6","B7","B8A","B11","B12","NDVI","NDWI","EVI","MSAVI2","GDVI","CIGreen","CIRedEdge"])
csv = "./stats/niakhar_2017_radar_notree.csv"
smooth_plot(csv,["VH","VV"])
csv = "./stats/niakhar_2018_opt_gapf_notree.csv"
smooth_plot(csv,["B2","B3","B4","B8","B5","B6","B7","B8A","B11","B12","NDVI","NDWI","EVI","MSAVI2","GDVI","CIGreen","CIRedEdge"])
csv = "./stats/niakhar_2018_radar_notree.csv"
smooth_plot(csv,["VH","VV"])
csv = "./stats/nioro_2018_opt_gapf_notree.csv"
smooth_plot(csv,["B2","B3","B4","B8","B5","B6","B7","B8A","B11","B12","NDVI","NDWI","EVI","MSAVI2","GDVI","CIGreen","CIRedEdge"])
csv = "./stats/nioro_2018_radar_notree.csv"
smooth_plot(csv,["VH","VV"])
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ID,Biom_f,Biom_s,Rdt_f,Rdt_s,VH_20170501,VH_20170506,VH_20170511,VH_20170516,VH_20170521,VH_20170526,VH_20170531,VH_20170605,VH_20170610,VH_20170615,VH_20170620,VH_20170625,VH_20170630,VH_20170705,VH_20170710,VH_20170715,VH_20170720,VH_20170725,VH_20170730,VH_20170804,VH_20170809,VH_20170814,VH_20170819,VH_20170824,VH_20170829,VH_20170903,VH_20170908,VH_20170913,VH_20170918,VH_20170923,VH_20170928,VH_20171003,VH_20171008,VH_20171013,VH_20171018,VH_20171023,VH_20171028,VV_20170501,VV_20170506,VV_20170511,VV_20170516,VV_20170521,VV_20170526,VV_20170531,VV_20170605,VV_20170610,VV_20170615,VV_20170620,VV_20170625,VV_20170630,VV_20170705,VV_20170710,VV_20170715,VV_20170720,VV_20170725,VV_20170730,VV_20170804,VV_20170809,VV_20170814,VV_20170819,VV_20170824,VV_20170829,VV_20170903,VV_20170908,VV_20170913,VV_20170918,VV_20170923,VV_20170928,VV_20171003,VV_20171008,VV_20171013,VV_20171018,VV_20171023,VV_20171028
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AMES3,7274.666667,7274.666667,1770.0026670000002,1665.0,0.0047094994697017955,0.004737287371054941,0.004848438976467521,0.0049549019855001705,0.004893606555634652,0.004776391646136409,0.004773320639191043,0.004941465486074992,0.005025422076384227,0.004576186375053608,0.004042762417148277,0.004419064068275949,0.005401849458758957,0.006427627852285542,0.007582385254942853,0.008924315041965909,0.013506368738441651,0.01916846373806829,0.023721363809373643,0.02661047148819707,0.030198959163997487,0.03821685348731884,0.04693412780761719,0.04454138313514599,0.034741959134161754,0.028199321175543003,0.031427041344020676,0.03500244663533382,0.03506582601058887,0.033958530080491225,0.03284084508960374,0.031707576507531504,0.03043958086898362,0.02831831387275659,0.026062319820053914,0.02515992219897284,0.02515992219897284,0.012485654457755709,0.012539853911468946,0.012756651726321896,0.013004183510075446,0.013642328372900036,0.014410677595414978,0.01459195562030958,0.013892626848773681,0.01324658437051635,0.01293802174968996,0.01268274542214214,0.015062476845755093,0.01919888010347523,0.024820259141461288,0.0348965655202451,0.046851703395014224,0.08817088085672128,0.13927807151407431,0.16336667710456293,0.14692740509475485,0.13423271455626556,0.14525370666946189,0.160019280253977,0.15133202767026596,0.1270095576410708,0.1079401489617168,0.10462992433188618,0.10236525892635476,0.10316147550868529,0.1049779860869698,0.10793463849791007,0.11260150365783397,0.115427333375682,0.10659327196038286,0.09591817510300786,0.09164813636005788,0.09164813636005788
AMSF3,6160.0,6160.0,1346.8,1252.0,0.003534906676837376,0.0035234191233203525,0.003477468909252257,0.0034337815725141102,0.003465288688266088,0.0035218606215147745,0.0035758078807876224,0.003625818129096712,0.0036887596228292996,0.003833599004244047,0.003991369631082292,0.004282005752126375,0.004661218869307685,0.005254556670311898,0.006490268522784823,0.007872761478499761,0.011254940241102188,0.015303680939333781,0.018363464446294876,0.01993981216635023,0.021805718754019054,0.025505498169906556,0.029494836453407537,0.02915488680203756,0.025928745194086954,0.02361042859062316,0.024015587000619797,0.024589973073157054,0.025486982057964992,0.026491532013529828,0.026345253936828128,0.024472733811726648,0.022713433844702584,0.02167119487883553,0.020742176071045896,0.02037056854793004,0.02037056854793004,0.01011723421868824,0.010134904583295187,0.01020558604172298,0.010340467663038345,0.011577941122509185,0.013182945194698514,0.013218797388530911,0.010900921764827909,0.008820150083019618,0.008241036699877845,0.007899027258630783,0.01024510640473593,0.01438324460907588,0.0187693201123722,0.023899207512537636,0.030076429673603605,0.05436186563400995,0.08468337286086308,0.09911906056933932,0.0897260190002502,0.08443883941287088,0.10515545237632025,0.12997792732147945,0.13015599194027128,0.11390444967481825,0.09944007604841201,0.0903372083391462,0.08202344027776567,0.08255195996117971,0.08602790889285858,0.08446415643843393,0.07534085190485393,0.06753107082276116,0.06804027160008749,0.06986299582890101,0.07059208552042644,0.07059208552042644
AMES2,12464.0,12464.0,2162.5586670000002,2029.0,0.005517864850030017,0.0055010494011551595,0.005433787605655728,0.005367141376383862,0.005362021685832769,0.005377410841521932,0.005426212552175,0.005525133095273923,0.005624685180720998,0.0057282370343730215,0.005832420430373196,0.005862637131071803,0.005843542701569363,0.006350037403664186,0.008433299500550795,0.01071344950602422,0.014960814471268536,0.019863917756436478,0.023357540517304074,0.024736942491721158,0.026741885427218764,0.03270858778289302,0.03930083109964779,0.038710897538199354,0.033332846057948784,0.029038726927629162,0.02799640484710238,0.027134591726521357,0.026270142835171068,0.025404815353564363,0.025464551365790677,0.02691188261876652,0.027923981467289714,0.02617960842094611,0.02400000297014986,0.02312816078983136,0.02312816078983136,0.015136558618118513,0.015205906754109395,0.015483299298072928,0.015854391351861147,0.01770403017452107,0.020046517920138233,0.0205184497050385,0.01818454754886343,0.016057051028778305,0.01523679020392954,0.01462293501517073,0.01646026791031681,0.019931726194732817,0.02506949139471671,0.03520617734140424,0.046661734284453124,0.07685804841530264,0.11330128160875237,0.13020389115632472,0.11779556523508102,0.11027204954802101,0.13368566534412443,0.16198409137441153,0.15370728186707,0.12104698200130937,0.0953534680219432,0.09056031170176035,0.08733407537735516,0.0914120413177642,0.09792474134644466,0.09885923898042137,0.0914264330223425,0.08429517959480855,0.07907375886072567,0.07415389065718768,0.0721859433757725,0.0721859433757725
AMFF2,11988.0,11988.0,1935.6673329999999,1803.0,0.004334823574338641,0.00427234377179827,0.004022424561636789,0.003769510867340224,0.0036501358662332805,0.0035752737628562104,0.0037870452162765316,0.004428767004892939,0.004940404966473579,0.004628178690161024,0.0041858685868127,0.004402528703212738,0.005058502299445016,0.005935715309211186,0.007476646559579032,0.009187880442256019,0.013300843465895879,0.018214382869856695,0.022538482007526214,0.02597842074575878,0.02922329136303493,0.031232730547587073,0.03304710161118281,0.031642318197659086,0.028091431799389062,0.025675661705789103,0.02666524052619934,0.027815693616867067,0.028456534658159525,0.028927505016326897,0.02868305359567914,0.02736546950680869,0.02591811963490077,0.02364891980375562,0.02124995418957301,0.02029036794389997,0.02029036794389997,0.012206191676003592,0.012228132486343381,0.012315895727702548,0.012415680743399118,0.012666035266149612,0.012966579624584742,0.013402723982220605,0.01404226833865756,0.014616979701178414,0.014781082102230617,0.014880351509366719,0.017634967820984976,0.02215981540225801,0.028115713795026143,0.03836476462227958,0.04935712751888094,0.06943595522925967,0.09254360454423088,0.11684195087069557,0.14292634271440052,0.16517502614430019,0.16313088962009975,0.15725104468209403,0.1398092644555228,0.11465952736990792,0.09569478579929898,0.0952850307737078,0.0957582092285156,0.09356920378548758,0.09049280370984758,0.08978864692506336,0.09264285507656281,0.0941782113483974,0.08736083904902141,0.0792246148699806,0.07597012519836427,0.07597012519836427
AMSS3,4475.333333,4475.333333,768.6793332999999,706.0,0.0034227843252604443,0.0033974032874075364,0.0032958791359959027,0.0031983068158695895,0.0032480105724377387,0.003346806354570709,0.0033749638321149003,0.0032971638527759238,0.0032303019057984316,0.0032327141637770117,0.003246064454117078,0.003667615804096197,0.004361301193834684,0.005162818506526733,0.006287831588079465,0.007456683552505184,0.009091139639784026,0.010880797101347239,0.012431740360772053,0.013624612316989259,0.015581384241180931,0.022376189295877546,0.02993489431854862,0.030041280208818067,0.02517945334415308,0.02129811728560685,0.020358253645416872,0.019627831072881984,0.019725875299782293,0.020100075126494338,0.01982681196541327,0.018582354322642554,0.017391828802608,0.016542873393235857,0.015747850106599882,0.01542984079194549,0.01542984079194549,0.00936045742674962,0.00963777687725605,0.01074705467928176,0.011845869945999761,0.011924401225659671,0.011662837842966888,0.011438823786357905,0.01127113371887463,0.01110688471954141,0.010964429151825189,0.010825414652259021,0.011093712093046045,0.011633550827401862,0.01542003424108962,0.028946451692773194,0.04289710404355521,0.054744050540113345,0.06588976175193019,0.07780545723251582,0.09087612911625463,0.10384528460918656,0.11617150296034165,0.1283962049206898,0.11674838418128508,0.08918554830871171,0.06791755433050577,0.06553408603540202,0.06432432264289598,0.06535672181404677,0.06713650850641648,0.06625568786723501,0.06138395623072682,0.05731347167251895,0.058317551943546445,0.06012287929287426,0.06084501023260538,0.060845010232605384
AMFF3,7617.333333,7617.333333,1232.616,1150.0,0.005725991360995234,0.005533196153689404,0.004762015324466083,0.004005724409607804,0.004095837575237768,0.004468085434363812,0.004885454060269051,0.005370503836343077,0.005775950240845583,0.005677241958728453,0.005498930305039801,0.005329002759286336,0.005164664618822993,0.005375049932270634,0.006709605607451224,0.008193582752529455,0.011242975994032256,0.014814174601009917,0.01708424800918216,0.01740263361914628,0.018761230853139133,0.026707835039313954,0.035694650849517506,0.035115040686665745,0.028157813208443776,0.022685435961703863,0.021667609409410125,0.02095965094306842,0.021374767329417114,0.022164241999995952,0.022909025756680235,0.023586773142522693,0.02392982165424191,0.02215311062984726,0.020041700731329368,0.01919713677192221,0.01919713677192221,0.01788240062947176,0.0180573042558164,0.018756918761194973,0.01948691497043688,0.02023907097018495,0.020998613566768413,0.020794104556648093,0.019143518136472117,0.017707258158800553,0.017628398983656958,0.017763866251017772,0.018036892219465604,0.018401623988638118,0.02168516930268735,0.03372515525136675,0.04681835592198534,0.0701129809528792,0.09680808077053148,0.11056332685509507,0.10490879234002562,0.1015736467984258,0.112927964755467,0.12660167168597786,0.11725988193434111,0.09257442772793933,0.0712507270631336,0.06001228702311613,0.05036830253341571,0.05933925732463395,0.07451519187615843,0.08334402324391062,0.08265219983600436,0.0807447922473051,0.07113868484691697,0.06031699326573586,0.05598831663326341,0.05598831663326341
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P14,2107.101712,2107.101712,630.4991817000001,630.4991817000001,0.006938625127077104,0.006807173006236554,0.006281364522874355,0.005827518732597431,0.00706335778037707,0.008862425107508898,0.009089075898130735,0.0069571018839875865,0.005131612345576286,0.005247191153466701,0.005669254437088966,0.006815847009420395,0.008445459107557934,0.009750734170277914,0.010082998126745225,0.01071930045882861,0.017801304658253986,0.027031876146793365,0.032568274438381194,0.03256341293454171,0.03438052564859391,0.047736808409293494,0.06291506538788477,0.06313771829009054,0.05338996847470601,0.04563838983575502,0.04387532472610473,0.04256889080007871,0.04349330464998881,0.045161334425210954,0.04371012300252915,0.03758004978299141,0.032392208129167564,0.033171833058198305,0.03489368955294291,0.03558243215084076,0.03558243215084076,0.019151555001735692,0.019306676536798482,0.019927162677049637,0.02060884927709897,0.021926779548327124,0.023456791043281553,0.023286766310532885,0.020566687236229574,0.018393249809741972,0.019681876152753828,0.02151714414358139,0.024126140773296355,0.027250956495602923,0.03337049464384715,0.04847420006990433,0.06413045128186544,0.08074835936228433,0.09768681973218916,0.11284104784329732,0.1253189275662104,0.13800539076328278,0.15201288263003032,0.1662289579709371,0.16601434350013733,0.15617926915486655,0.14682716886202493,0.13892399072647094,0.13162142594655354,0.13368097941080728,0.13886123895645142,0.1383297880490621,0.1292307714621226,0.12108084321022035,0.1189418077468872,0.1177518606185913,0.11727588176727295,0.11727588176727295
P15,2692.108295,2692.108295,351.5508388,351.5508388,0.004943833686411382,0.004910702382524809,0.004778177166978518,0.004648592028145987,0.004671322181820869,0.0047448240996648865,0.004904318290452162,0.005192800890654325,0.005434221588075161,0.005377583567880922,0.005273883644905356,0.0056636178245147075,0.006382308072514005,0.007086942551864518,0.007749409725268682,0.00842138919979334,0.009306757400433222,0.010263255176444847,0.012811778941088254,0.017748341688679326,0.022883785329759123,0.029278807962934174,0.03587271148959795,0.03651650746663411,0.03319356507725185,0.03032091665599081,0.0287991501390934,0.02754473926292525,0.02975184801552031,0.033112796644369766,0.0335111017856333,0.029465441695517965,0.025498786071936293,0.022032492069734472,0.018645202534066308,0.017290286719799042,0.017290286719799042,0.015970110893249508,0.016302469496925667,0.01763190391163031,0.019009594350225395,0.020258817407819957,0.021465218005081017,0.02133159008291033,0.01918791938159201,0.017308579074839747,0.017103331267005868,0.01716241385373804,0.022770488945146404,0.032077892373005554,0.04118710452069839,0.0497017428278923,0.0587944640053643,0.07888725068834093,0.10264672587315242,0.12584742572572497,0.1482099625799391,0.16508989731470747,0.1472466852929857,0.12392087115181818,0.10810868193705876,0.09730557600657144,0.08769248276948928,0.08164942761262257,0.0763889643881056,0.0816451178656684,0.09040681024392445,0.09172062824169795,0.08186263466874759,0.07286828806002935,0.06934370555811459,0.06668277002043195,0.06561839580535889,0.06561839580535889
P17,2762.508229,2762.508229,495.41587539999995,495.41587539999995,0.0038091905263005475,0.0037851410860918005,0.0036889433252568146,0.003597110692335635,0.0036559986824892003,0.0037651268803343477,0.0038119690353367605,0.0037653821260750695,0.003710289299488067,0.003601325663174091,0.0034838561095348027,0.003713174742095325,0.004173685498789054,0.004757286293976972,0.005710157204647454,0.00676614666471676,0.009308999898482344,0.012347474390146686,0.014150554833768989,0.014100544205328233,0.015170234441757201,0.023331363489027736,0.03261219340116799,0.03307403593647237,0.027656553553886153,0.023693867281180662,0.024095569338117327,0.02464884831791832,0.0235661235796351,0.02193806426865714,0.020951365532518244,0.02092670765863795,0.02072234847107712,0.01937988096353959,0.017857712142321527,0.017248844613834302,0.017248844613834302,0.012935968077912623,0.012948370588069061,0.012997980628694807,0.013040211229097279,0.012912404375011418,0.012727918369429454,0.012507979156208687,0.012234860131529723,0.0120746266476962,0.012629334922550486,0.013296928738250214,0.014000020465072321,0.014726777465976015,0.019546093259538926,0.036643085431079477,0.054403066391847575,0.0718191691807338,0.08912064591232609,0.09630502000146982,0.08831374012694067,0.08709101676940918,0.12873581801952957,0.17714917578664766,0.16911925345051043,0.12346047771220306,0.08766596365948112,0.08146423466351568,0.0772878655771009,0.07997518980584177,0.0849504118063012,0.08473359159871834,0.07672870807907209,0.069224252262894,0.06488917190201429,0.06105451924460274,0.05952065818163812,0.059520658181638125
P16,4417.7501649999995,4417.7501649999995,540.2597352999999,540.2597352999999,0.0035551223489973275,0.0035217527548472086,0.0033882743782467314,0.0032653583917352886,0.0034326742092768356,0.0036967339615027114,0.003773396489796815,0.003568963182193262,0.003372223195102479,0.0032242075712592515,0.003083885267928795,0.0032955378293991096,0.003741840300736604,0.0043491481630890455,0.005439472198486328,0.006785584919982486,0.01225287781821357,0.019093897442022962,0.022214010026719837,0.019752762052747938,0.01882248904969957,0.02758839086250022,0.03788526764622441,0.03876554502381219,0.033368089463975695,0.028695946666929456,0.02619974215825399,0.02395591682857937,0.02407897843254937,0.02499100234773424,0.025862928673073098,0.02667470861364294,0.02696595112482707,0.023960456583235,0.020434424612257217,0.0190240118238661,0.0190240118238661,0.011466108428107368,0.011266312334272598,0.010467127958933512,0.009678458615585611,0.00967844812958329,0.009941323929362826,0.010345329178704154,0.010961028602388168,0.011542437275250752,0.011906671192910936,0.012236614359749688,0.015932473209169178,0.021872275846975826,0.0283461543807277,0.03642226060231527,0.044996059294100166,0.0609260947616012,0.07930820915434093,0.09242405008386681,0.09764048081857186,0.10574301189846462,0.13212417849787958,0.16139144544248227,0.152963654200236,0.11940582416675712,0.09372140849078144,0.09165723588731554,0.09081753562997888,0.08839809453045881,0.0854520731502109,0.0823632416901765,0.07906019511046233,0.0765301251411438,0.078895573704331,0.08203399887791388,0.08328936894734701,0.08328936894734701
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ID,Biom_f,Biom_s,Rdt_f,Rdt_s,VH_20180501,VH_20180506,VH_20180511,VH_20180516,VH_20180521,VH_20180526,VH_20180531,VH_20180605,VH_20180610,VH_20180615,VH_20180620,VH_20180625,VH_20180630,VH_20180705,VH_20180710,VH_20180715,VH_20180720,VH_20180725,VH_20180730,VH_20180804,VH_20180809,VH_20180814,VH_20180819,VH_20180824,VH_20180829,VH_20180903,VH_20180908,VH_20180913,VH_20180918,VH_20180923,VH_20180928,VH_20181003,VH_20181008,VH_20181013,VH_20181018,VH_20181023,VH_20181028,VV_20180501,VV_20180506,VV_20180511,VV_20180516,VV_20180521,VV_20180526,VV_20180531,VV_20180605,VV_20180610,VV_20180615,VV_20180620,VV_20180625,VV_20180630,VV_20180705,VV_20180710,VV_20180715,VV_20180720,VV_20180725,VV_20180730,VV_20180804,VV_20180809,VV_20180814,VV_20180819,VV_20180824,VV_20180829,VV_20180903,VV_20180908,VV_20180913,VV_20180918,VV_20180923,VV_20180928,VV_20181003,VV_20181008,VV_20181013,VV_20181018,VV_20181023,VV_20181028
P473-M3,6272.2,1913.5,924.0,757.4,0.006854007791166436,0.006285870524301922,0.005730181619456915,0.0058246661811114445,0.006135875231599154,0.006267438332239786,0.006129532508109802,0.006055429802365499,0.006385413513063839,0.006779200342147862,0.007261510377060877,0.007802835882526555,0.008137273910927445,0.00785104950813398,0.007563431771922873,0.007871396465388607,0.008377888635413288,0.009595695423753294,0.01188047413956629,0.014127178061498356,0.01613274162218451,0.01810023038898973,0.022253123048233653,0.027862951635770062,0.03154422850369319,0.0294398502127765,0.027322392403807273,0.03075515842873212,0.036037999064954994,0.03773114942524531,0.0340397643716368,0.03071196732455737,0.02968689431882885,0.029025409319629415,0.027712464332580566,0.025965212686965455,0.024654773952754117,0.020228199762840796,0.020974482575508015,0.021662986931735524,0.020751766962547824,0.01930730555155506,0.019191807263518035,0.02106975365991462,0.022682526503523738,0.02261586684614556,0.02228403363597992,0.021859832822460016,0.02137405360670394,0.02137929075929128,0.02285757701690883,0.024392392591798685,0.025471686772559878,0.02639914048861151,0.029030103389530965,0.03421633006775216,0.04011138800072343,0.05049571054711188,0.06158886434825043,0.07993009972245725,0.10310338947870959,0.11723644896729353,0.10424881765287217,0.09047821537000403,0.08973482645809923,0.09333384200318219,0.0965897721242687,0.09933107410936051,0.10069805302032053,0.09336098579511251,0.08464959549577271,0.09014702169862514,0.1051169922362724,0.11634447013950783
P473-M1,7255.6,2255.4,1069.0,876.3,0.008768697186957958,0.008283867738967719,0.007803852290146113,0.007774110912352569,0.007894460891568382,0.007918980463530664,0.007799754424612651,0.007766838129176651,0.008280550209126731,0.008880572032558825,0.008617732760518096,0.007779652758162152,0.00734048294004544,0.008098043674646421,0.008933989022129265,0.009984126848767894,0.01110566216845845,0.01263466847035312,0.014774881245553956,0.016922868060511215,0.019120090460592463,0.02132508690043013,0.026107596103535143,0.03260844714881837,0.036006649242815124,0.03009690448295238,0.024073669545410216,0.02531555826349776,0.02897915486679521,0.031276409016099085,0.031524149484412615,0.03147431057552959,0.02953980227773504,0.02730771460274393,0.028076505938241653,0.03084588328073191,0.03292291628759961,0.02255922043046286,0.02353442061779111,0.024439924539521683,0.023359495539997895,0.021617088900055998,0.021011704622313034,0.022111853887868484,0.02318408419919569,0.024079494467077328,0.02494698578073073,0.025213440490323445,0.025079204130542366,0.025270012691039446,0.026435956012370976,0.027698776426241377,0.029730249744977143,0.03201794069866802,0.03707392363585243,0.04628234454827716,0.05588595867156983,0.0679924631303595,0.08049416080001712,0.08944582939147949,0.09603081193081169,0.09864050842994868,0.08932434680850007,0.07981905613758769,0.07883530069691266,0.08069205699965012,0.08246966572695001,0.08412855309109356,0.0862765387047169,0.0915221465650455,0.09725685267485389,0.09868172712104264,0.09723338045815164,0.09614712046098339
P494-M2,7483.3,5132.9,887.0,727.1,0.014372314337421865,0.014904049827772029,0.015379228136118722,0.01443757555064033,0.013023646000553581,0.01218789684421876,0.012219418278511831,0.0122518010875758,0.012289639270188762,0.012328338827572618,0.01260504630558631,0.013040425730686561,0.01331575125748036,0.013110915089354797,0.012905139972766242,0.013162625478763207,0.01357453119228868,0.01389794694442375,0.014088627754473221,0.014471862202181537,0.01607460302172923,0.01786989747893577,0.022377750891096455,0.02869397693989324,0.032712489337313404,0.029837860780603742,0.026688618373637108,0.025489467616174738,0.024940347408547125,0.025565622776162394,0.027952491506641985,0.03011471585315817,0.030854192434572707,0.03136902463202383,0.028751268544617826,0.024045120267307058,0.020515509059323984,0.05575772944618673,0.04821182349148919,0.040803601870349815,0.04153312771928077,0.044975236058235175,0.04508342228683772,0.04019072534991246,0.03637255587998558,0.039359727034381786,0.04342142565577638,0.046066321870859926,0.04776668314840279,0.04880968338134242,0.047880600480472345,0.04689462967947418,0.046856759809980206,0.04713492358432096,0.047872425878749174,0.04929893595330855,0.05107171342653387,0.05503751775797675,0.05934958948808557,0.07480680767227621,0.0976941234925214,0.11284866578438701,0.10480488749111401,0.09596321021809298,0.09595767189474666,0.09889751322129192,0.10423833482405716,0.11318062684115242,0.11984888385323918,0.11211491916693891,0.10210691947563019,0.09157167462741626,0.08068493300793217,0.0725198767933191
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P135-M-SER,9917.0,2544.1,,834.2,0.010567895229905845,0.01130538759753108,0.012062945667033394,0.012628567094604175,0.01313020964153111,0.012956366408616304,0.011769294505938888,0.010777953080832958,0.011026238013679784,0.011470253424098095,0.011405303841456773,0.011001044263442358,0.010762595121438307,0.011021577287465334,0.011323041624079148,0.011891753723224003,0.012549548409879208,0.013741311927636465,0.0157340286920468,0.0178940886631608,0.021113988943398,0.02450123243033886,0.029154873453080654,0.034652779499689736,0.03805930161227782,0.035191671922802925,0.03213583069543044,0.03196633358796437,0.03275895118713379,0.033361416930953666,0.03367865489174922,0.03405930921435356,0.03484160049508016,0.03568730813761552,0.03307844325900078,0.028166530032952625,0.02448259511341651,0.04462263360619545,0.042758066207170486,0.04080092913160722,0.03857596342762311,0.0362617215141654,0.034643515944480896,0.0340693648904562,0.03362706061452627,0.034019785933196545,0.034544358029961586,0.033676138147711754,0.03187939027945201,0.030906364445885025,0.03240450471639633,0.03428724917272727,0.04062170286973317,0.048440059646964066,0.05394850422938665,0.05599208051959672,0.05872492417693137,0.06582312782605489,0.07361059884230295,0.09444379061460495,0.12397412955760956,0.14165476560592652,0.12378629297018051,0.10515666430195172,0.1083753357330958,0.11887677386403084,0.12076334903637569,0.10972762977083525,0.10016929171979427,0.0999677013605833,0.10124349221587178,0.09913915209472178,0.09478139132261276,0.09151307074353099
P88-M-SER,13556.0,2842.6,,787.5,0.00819406903707064,0.00877532362937927,0.009337725104429784,0.009124829524602645,0.008653501593149626,0.00812423511957511,0.007508060832818349,0.006952889424103957,0.006784069576324561,0.0066762526065875325,0.0072620540857315065,0.008310267864129483,0.009093029147539382,0.009079432945985061,0.009020342444762207,0.008938712034469996,0.008849568321154666,0.008899872272442549,0.009159347720635242,0.0096347216459421,0.011477452592971999,0.013536082017116058,0.017250907191863427,0.022069862867013002,0.02565628371177575,0.02554510006537804,0.0252490711517823,0.02532343191978259,0.02552125591498155,0.025185674887437094,0.024049986325777498,0.02327313386476957,0.024768910041222204,0.026623522318326515,0.02595934225962712,0.023615967310391943,0.021858436098465557,0.02588512732432439,0.025322929712442255,0.02478227328031491,0.025051006292685484,0.025589535786555363,0.024957808470114685,0.022570695938208166,0.020447590626203098,0.019996531040240555,0.01980947867417947,0.020023387212019704,0.02050460301912748,0.021563215255737303,0.02435401678085327,0.027082002560297653,0.026947115629147266,0.025857937794465286,0.02611264143234644,0.028383167279072297,0.030726564297309283,0.03353147873511681,0.03640926434443547,0.055289931480701146,0.08483918630159819,0.1027351817717919,0.08567139918987567,0.06755562892326941,0.06546385838435245,0.06871342108799862,0.07213638379023626,0.07581944649036114,0.07881144303541918,0.07742668726505378,0.07535086533962151,0.06937309686954203,0.0607940307030311,0.05435973107814788
P189-M-SER,11389.0,3302.0,,1636.3,0.006194123798801054,0.00679271855661946,0.007377511378257507,0.007264923280285251,0.006919874875776231,0.006905175024463285,0.007385998002944455,0.007798480872184999,0.007778143049568258,0.007689465117710892,0.007575404451739402,0.007444421963025164,0.0073924513914251835,0.007577516571167976,0.007815965208955989,0.008778280340215211,0.009981884302631501,0.010908756204830705,0.011420530016704272,0.012100493984837686,0.013845662275950113,0.015759020723322387,0.02067127150873984,0.027582783852854082,0.03231913551207512,0.03053000511661652,0.02850331675621771,0.028726067081574463,0.029698630302183088,0.029646868346839828,0.028058618627568727,0.02687992772748394,0.028295109348912394,0.03011984978952716,0.030093466851019095,0.028833001659762474,0.027887652766320013,0.026051537606023977,0.02543976230006064,0.02488566480657106,0.025828599417081443,0.02727054472892515,0.026572143903342626,0.02266322387162075,0.019316519614188905,0.019530515260593864,0.020306726681288852,0.020956117876114382,0.021520962253693612,0.02259956390626969,0.025219437383836318,0.027773793743502705,0.02760757015597436,0.026534486586047762,0.027000323675012077,0.029774541752312776,0.03357404232025146,0.04386699866223079,0.055185237494848105,0.07161031076985022,0.0914399403397755,0.10425024206920334,0.09600256027713898,0.08712887323030863,0.08804507511918262,0.0922245733199581,0.09296585821336315,0.08854982314571257,0.08507316743173907,0.0875459142910537,0.0909580405040454,0.09199275816640548,0.09144253679501113,0.09102987076646538
P143-M-SER,8667.0,2612.5,,634.1,0.006061410851645887,0.006564485137922722,0.007036443002391281,0.00657099955960324,0.0057930890143963335,0.0055147082659236174,0.005985622212552189,0.006326606895839961,0.0058447062446360006,0.005232876330091242,0.00570838545498095,0.006908787272826969,0.007804982460033126,0.0077885577553196954,0.007753364384522912,0.00829295491614537,0.009024140081907573,0.010930027355227554,0.014597967789884198,0.017924603506138455,0.01908964267251087,0.019913377120480902,0.023473874518745823,0.028858880550540682,0.03285777513046711,0.03269833535478826,0.03216412293980693,0.0290423373729862,0.025058027422218992,0.02414742059874953,0.02784736846622668,0.03077416001704702,0.028804294895707523,0.026061273457711205,0.023735758505369492,0.021688581210130835,0.020153198238701847,0.016481352898112516,0.017228244689472934,0.018099395712913822,0.020647044070282873,0.02375352487229464,0.02482096667875323,0.022829849991882055,0.02129307075550682,0.022633762038939183,0.02442879077286748,0.02490971067495513,0.02451455802248235,0.02516692228484572,0.02896183729171753,0.03277660263212104,0.03380612323158666,0.033907228917406315,0.0390834745607878,0.05187243014051204,0.06317565963979352,0.0650692906296044,0.06547719553897255,0.07905885002069306,0.10142300421731514,0.11725118913148577,0.11347146619830215,0.10829840710288599,0.09765320493463885,0.08518395507544803,0.07915325889810484,0.08278039324353315,0.085732130418744,0.08440635218257793,0.08240517677619444,0.07735396686353183,0.0702694006133498,0.06495597592571327
P192-M-SER,8194.0,3070.2,,1560.6,0.0069928350995798584,0.007178076955138659,0.007384176462725864,0.007826782315155194,0.00834822361586524,0.00829187467124293,0.0073688403586220875,0.006545214550416978,0.0063511759368448314,0.006256545827688416,0.006639983077518276,0.007342131900005653,0.007891632298954197,0.00798318742728624,0.008030391333858822,0.007737218519377578,0.00733058679787839,0.007314179194429534,0.007883107768056171,0.008810493911876053,0.01200811133358648,0.015564186325490148,0.020963517368816936,0.02759168577975914,0.032062532862678905,0.03006141596153134,0.027859532833099367,0.028515821597615225,0.030124834326447036,0.0312919020652771,0.03179605231910456,0.03204789278937168,0.030701771297090043,0.02910334002124807,0.029578730219700294,0.031436668067681986,0.03283012145366825,0.02500193666239254,0.027023501083499102,0.028951536338837423,0.027679873294517644,0.025341644150311832,0.02309910456339518,0.02100009931241228,0.01917492884104369,0.019084045307232383,0.019266996553035386,0.02051571939812332,0.02247495664273455,0.024699763261555322,0.02772127800300473,0.03067449321512316,0.03160160877665535,0.03185335778799213,0.03184211514686626,0.03143638502704641,0.0328469458173533,0.04576068237179615,0.06049070983636573,0.07837204464146348,0.0983542510069133,0.11250169655012954,0.10914485962664495,0.10507263472822848,0.1056277087477387,0.10772521573989118,0.10953227157801226,0.11090365068508627,0.11123060359329476,0.10494285724202139,0.09761068469188253,0.09658053077635217,0.09975172261722752,0.10213011649788403
P85-M-SER,21222.0,2268.9,,1675.5,0.011455112177392712,0.011359345653782719,0.01125381063076033,0.011044267511022266,0.010800055025712305,0.01048227831505347,0.010054155266371326,0.009684616035741308,0.009686107652774754,0.009746183087860327,0.00995285971009213,0.010257270457088085,0.010508131872916568,0.010598345295242641,0.010718012287996816,0.011528491541959238,0.01256924154965774,0.01340437928835551,0.013931098623552185,0.014790723699590436,0.01775875180095866,0.021059685643168465,0.026325739596201027,0.032901873623115425,0.03692803516768027,0.033304279265196426,0.02949508925278982,0.02999800270882206,0.03193828398766725,0.03273867912914442,0.03182924506456956,0.03129913508892059,0.03317141100980234,0.03542301101960997,0.03592165915862374,0.035251672717108246,0.034749182885971626,0.03355045629584271,0.033064961433410645,0.03259556811788808,0.032780123793560524,0.033182662466297974,0.03364548907763716,0.03419874759687894,0.034536032443461206,0.033505484029866646,0.03225896194361259,0.03195149807826332,0.0322700730268506,0.0332114302161811,0.03602113412774127,0.038715219497680656,0.03745982439621635,0.034887935804284134,0.03622626567232436,0.04342992323032325,0.05105014547057775,0.06130861069845117,0.07198364060858022,0.09297942856083745,0.12085572187451347,0.13823388849479565,0.12411767503489617,0.10896016100178593,0.10655361673106319,0.10839739571446957,0.10430492439131804,0.09130807760832965,0.08121907659198926,0.0895464320977529,0.10078163337016452,0.10233794606250265,0.09744166636812515,0.09376945659734201
P187-M-SER,9528.0,1937.3,,472.1,0.006180266308230023,0.00622271035992822,0.0062568727851838105,0.006110132895698843,0.005903092234633689,0.00583690069904623,0.005981982851675313,0.006049300470324449,0.005624109373767246,0.005121153743230095,0.005592353208813556,0.006712989405144093,0.007366818068332451,0.006620224132094272,0.005851080794205037,0.0060764708260233075,0.006633371981077415,0.0071643921293953585,0.007656590767609056,0.008195856456146684,0.009033213463402533,0.009917637520982316,0.012874782605226653,0.01721374170724736,0.020196698813937437,0.019111649934635606,0.017881745007611062,0.01811243720756945,0.018829995116522148,0.019760567088459812,0.021010660154874936,0.02223053484462028,0.02325902648212374,0.024257299742957417,0.023081337989762772,0.02045588622721591,0.01848679740530576,0.019694086146909137,0.020347460064777105,0.021020087761472368,0.021549253038657727,0.0220305975093398,0.022264467191326527,0.022127124690270245,0.021798993543136958,0.02026253430418266,0.018535286419151364,0.018969598551129185,0.020844950694446415,0.022563857972159866,0.02381343065306198,0.02501706402431163,0.025863124418628307,0.026589993820633994,0.02677234891773194,0.02613793255746827,0.025797117865362835,0.02731578040492627,0.029128044612647952,0.04184167745501496,0.06182288938714553,0.07609412938125373,0.0732354535612949,0.06963040810222773,0.06972062495327735,0.07104259590769922,0.07196926608566166,0.07230298509893492,0.07282099391138831,0.0745061714519826,0.07637563879175704,0.07274892025215682,0.06545807779297348,0.05998994594858599
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ID,Biom_f,Biom_s,Rdt_f,Rdt_s,VH_20180501,VH_20180506,VH_20180511,VH_20180516,VH_20180521,VH_20180526,VH_20180531,VH_20180605,VH_20180610,VH_20180615,VH_20180620,VH_20180625,VH_20180630,VH_20180705,VH_20180710,VH_20180715,VH_20180720,VH_20180725,VH_20180730,VH_20180804,VH_20180809,VH_20180814,VH_20180819,VH_20180824,VH_20180829,VH_20180903,VH_20180908,VH_20180913,VH_20180918,VH_20180923,VH_20180928,VH_20181003,VH_20181008,VH_20181013,VH_20181018,VH_20181023,VH_20181028,VV_20180501,VV_20180506,VV_20180511,VV_20180516,VV_20180521,VV_20180526,VV_20180531,VV_20180605,VV_20180610,VV_20180615,VV_20180620,VV_20180625,VV_20180630,VV_20180705,VV_20180710,VV_20180715,VV_20180720,VV_20180725,VV_20180730,VV_20180804,VV_20180809,VV_20180814,VV_20180819,VV_20180824,VV_20180829,VV_20180903,VV_20180908,VV_20180913,VV_20180918,VV_20180923,VV_20180928,VV_20181003,VV_20181008,VV_20181013,VV_20181018,VV_20181023,VV_20181028
P302-M-SER,,2816.3,,579.5,0.0017755891219908449,0.0016807188131228213,0.001588289182977516,0.0016109445014921557,0.0016719614695601102,0.001723706242250127,0.0017615427218732379,0.0017935524905930047,0.0017886597569249257,0.0017779403123535029,0.001840526222431359,0.0019519823689420682,0.0023471521291913108,0.0035934627306561514,0.004822249088634631,0.004884458222643001,0.004557808281994668,0.004848214758544409,0.006064205860891262,0.008190688941659047,0.016083621219092722,0.02488704547494733,0.02962901211586319,0.031663340346819877,0.035280181713798806,0.04364456248884442,0.0515822212569186,0.04709134449144038,0.038457622548111345,0.032057570810077575,0.029008024379986674,0.026941915419923156,0.031104243770033034,0.036250009590170294,0.03596188992011447,0.03205117992326325,0.029118147425624834,0.01263880479235609,0.012492321619466572,0.01233371499539757,0.012066748629765017,0.01176366235027794,0.011478094326681784,0.011218803686922003,0.011002404649718467,0.011057652428704481,0.011155791810246741,0.011185719686395982,0.011170173225616541,0.013699898866712213,0.02386544081343322,0.034031595936676366,0.0365729719316926,0.03657275488396653,0.03833122280131535,0.042727718166276525,0.050598006689247965,0.08046898521295116,0.11381375689466462,0.12428222984826869,0.11949983698313311,0.12106531514507049,0.1416744063882267,0.1618166636352112,0.15451229586988605,0.1380590531004577,0.12560179654289694,0.1191385193031375,0.11384349790941765,0.11594743020728189,0.11921961835118569,0.11811460967825242,0.11409146979409439,0.11107411488097589
P377-M-SER,,3624.9,,1838.8,0.0033289275547065357,0.0031875912899231363,0.003053126509564676,0.0031483506474426735,0.0033201377580661584,0.00339426393687266,0.003321898717953689,0.0032458757213240015,0.0031466867991931102,0.003043840099351503,0.002931952968288963,0.002814038883079134,0.0029576940177166292,0.0038860568118960943,0.004825017410274124,0.0051700308246843355,0.005317061844438609,0.006165312592870461,0.008065392934318686,0.010660784276011755,0.017659811952588846,0.025354150629410786,0.03081150023457241,0.034777523791960495,0.03989383185526194,0.048460993436303466,0.056556260126783255,0.05270656526941146,0.044875216562755824,0.03852928012642267,0.03441146209557326,0.03127889019427914,0.03438621044683509,0.038478776828946314,0.03716195141128187,0.03223886479376697,0.028546549830630794,0.017925499768146985,0.017553527756492694,0.01717826184397615,0.017022684724679746,0.01694033720312339,0.016714718737880257,0.016274193857106965,0.015922718866430097,0.016135226513030634,0.016436784049727603,0.015393260681983267,0.013453016711278062,0.01387993025176465,0.021408316325826616,0.029037680012164734,0.03138316818589818,0.031967364522096746,0.035943252680980996,0.045006678573893774,0.05565861774356452,0.0763711409993691,0.09867217753193165,0.1083432062230881,0.10959422968664054,0.11880938296008559,0.15191692566320844,0.18393424698228494,0.17243519395884904,0.14643068282124236,0.12547684345308313,0.11209901173909505,0.10122336585922997,0.1061948969288103,0.11366861383251363,0.10894567974329783,0.09609164499213593,0.08645111892876452
P271-M-SER,,3135.4,,1672.4,0.002135862206870859,0.002010667256333611,0.0018873726102438839,0.0018921796571124683,0.0019396872683004902,0.0020091236992315813,0.0021114533597772767,0.002196104512973265,0.00216879178628777,0.002123800552252567,0.0021857774731787764,0.0023190664974125945,0.002606228664517402,0.003355010260235179,0.004091885767199777,0.004152832247994163,0.003988469053398479,0.004717621478167447,0.006787047331983392,0.009331760514866222,0.014886626781839316,0.020916780377879293,0.026726798577742145,0.03239005984682025,0.03792007287343342,0.04305034117265181,0.047919578841238306,0.048490009885845765,0.04762750538912686,0.04369433937650738,0.03515518109003703,0.028377836617556478,0.03275864630034476,0.03890126979712284,0.03778726675293663,0.03183551268144088,0.027371697127819065,0.011573824015530674,0.012076254324479537,0.012590178088708357,0.012934161316264759,0.013221497698263687,0.012964490507588241,0.011890967957901233,0.010910702131011269,0.01052106221516927,0.01022467902212432,0.010321550477634778,0.01068059169884884,0.012768755428718798,0.02004428668455644,0.02738693757490678,0.03075037436051802,0.032787406444549555,0.037337124708927034,0.04565587224382343,0.05528054735877297,0.07317609714739251,0.09237757451606521,0.1061819314956665,0.11638820821588691,0.12419203281402588,0.12478850104592062,0.12472808043162027,0.12005101695205225,0.11383507251739503,0.11141410307450728,0.1146855961192738,0.11702388459985909,0.11345187750729649,0.10894666585055264,0.10269421230662953,0.09527693083792023,0.08971396973638825
P307-M-SER,,3998.8,,2547.3,0.004683151003582025,0.004695195193384208,0.004702052240278207,0.004606507572473264,0.0044768289997686745,0.0045400567693648,0.0048926440524119956,0.005188501095460131,0.005125066618514217,0.005004901901569242,0.004817512300279406,0.004585306109426328,0.004759749296184199,0.006154140615774915,0.007530770309610304,0.00736774260701697,0.006691495772280726,0.007423845121803366,0.01026908874771434,0.013226600682813358,0.016895145242769992,0.020675958111914673,0.026142058808819136,0.032731684724230124,0.037973931204519494,0.03917403937944399,0.04003191425389973,0.03877172802528264,0.03680552142897463,0.03357321296642029,0.028441751704496494,0.024531115425957574,0.028352370708856184,0.03339445097513967,0.03245475401286206,0.02752720556487705,0.023831544228888286,0.018197618434631746,0.018759030921786442,0.01931145785940499,0.019281085540006886,0.019056446801603233,0.01885712614246443,0.01869578260222292,0.01848150382634082,0.01793196855806837,0.01732949805415534,0.017230978199079927,0.01746842544322959,0.019996454409264793,0.02939622854095658,0.03878661448659461,0.04113626791760812,0.04113901051041348,0.04495479650227333,0.054490147592714935,0.06415368747087866,0.07462908967128247,0.0852326806594084,0.09219166032629075,0.09672089911234405,0.10241162906804635,0.11158683253269568,0.12021003486284243,0.1154127432629953,0.10614195368648353,0.0994804752158703,0.09673296340410484,0.09494105632009069,0.0992013125118347,0.10441717343133002,0.09964184667549882,0.08820572813611666,0.07962863923158002
P303-M-SER,,2507.1,,1023.4,0.0025728445432402873,0.0025493094866926025,0.0025202518182270454,0.0024094384276505676,0.0022713731297037826,0.0022878172496954606,0.002536025496594834,0.00274789996445179,0.002729660498373436,0.0026750872532526654,0.0025244515050541275,0.002309774088137077,0.002392104286136049,0.003365457328883084,0.004370512330170834,0.005055179740443375,0.005633051287044178,0.00617749916784691,0.006671811549952536,0.0077282035892659974,0.012344433457562419,0.01752274298306668,0.02266641584309665,0.02778699759281043,0.03308027588959897,0.038891643827611753,0.044316396821628926,0.042263991182500675,0.03771919933232395,0.03353022192463732,0.029874966180685802,0.027213461290706287,0.030845711809216126,0.035471713181697964,0.03509104306047613,0.03137259194345186,0.028583753605683646,0.016438846804878927,0.016468846797943117,0.0164729646841685,0.015988704652497264,0.015341651981527154,0.014988619811607129,0.015076618393262225,0.015175844918597827,0.015346181753909949,0.015527746532902573,0.014889984781091863,0.013706005342078931,0.01460374510649479,0.021746642481197013,0.029206233674829656,0.036121155998923564,0.04285452203317122,0.045194275451428956,0.040943609945701835,0.040124247724359685,0.061036472970789124,0.08538000150160355,0.09861609935760497,0.10444724343039773,0.11347336292266845,0.13208440867337315,0.14999864101409913,0.1457853057167747,0.1341961145401001,0.12239242322517163,0.11026698170286235,0.10116368943994694,0.11120067581985935,0.12425981145916562,0.1215375553477894,0.10829437140262485,0.09836198344375147
P390-M-SER,,5120.0,,1503.0,0.0029498513472282282,0.002784141544568337,0.0026232219432706892,0.002672808318488342,0.002792563352544429,0.0027834693927549373,0.0025811019421970774,0.002418495386333789,0.0025077078302027816,0.002636681168766345,0.0025779573341547435,0.002394102050759698,0.002321247537594057,0.002581395335116629,0.0028630420607698845,0.003198667182087224,0.00355228510195926,0.003867299416981174,0.004124408324727905,0.004631863925921716,0.0067248485856137045,0.009068179938752774,0.014940492682537793,0.02316545968675344,0.03252419088519899,0.04528421466633425,0.057336521485431044,0.053248630405145846,0.04378067335839999,0.03623670036509886,0.03157870345196481,0.027984335260876153,0.031126282309408237,0.03533185807998571,0.034612582901776844,0.030610073757710427,0.02760819189966061,0.01596980761673491,0.015752773163682322,0.015602452472104867,0.016815755326869124,0.01848359936374729,0.019534188475312485,0.019658895198908226,0.019499306608054594,0.017539181025688255,0.015294760128872539,0.01353979388536033,0.012111130744050453,0.01162451527549722,0.013964042825213935,0.016451804920778433,0.018781645823333224,0.021058846328218105,0.022992141502725202,0.02440957868166562,0.02708373595092256,0.03771712045885075,0.04960722505709546,0.06623392792071325,0.08601836296124646,0.1062673101317411,0.12790979369212005,0.14817851222841077,0.1423259239412297,0.12776623337955798,0.11322407803293,0.09870822550886768,0.08730822094416216,0.09564192012204961,0.1070914672592939,0.11140460483098436,0.11096013602563892,0.11062678442162983
P388-M-SER,,4267.3,,1296.4,0.0030588734444681105,0.002804992045020009,0.0025524282739275974,0.0025139928628236823,0.0025469335717159315,0.002538430739890088,0.002467762596987106,0.0024288229153051483,0.0025908301546896774,0.0027845658552952306,0.0028318557683583143,0.0027815151563930864,0.002724780865532138,0.002648865537984031,0.002582853852392553,0.0027142887587075708,0.002911539195658087,0.0033406492991325185,0.004117548902392824,0.005133126102961027,0.007660328086479243,0.010426207667305357,0.018148170395211858,0.029174188554505286,0.03903465596310822,0.04539847111963964,0.05103103529402625,0.04699773404187773,0.03974247764755082,0.033733619875086975,0.029594360035417717,0.026655288843008183,0.0313174124165769,0.037179724637405334,0.035244103971418445,0.028109861380887995,0.022759179437990155,0.01650072414796431,0.016161869515429486,0.015825999176109228,0.015797987089052303,0.015872594419416488,0.015501640000186126,0.014462342956563928,0.01376646292078626,0.01524555726802393,0.01706806862310612,0.01699437086398785,0.015656533695402604,0.014644756596603675,0.014611159707163715,0.014877948481521325,0.019573498994876173,0.02574530342123011,0.03174024492829711,0.03746989205643371,0.043789526001437686,0.05384574311993499,0.06449194705529965,0.08365192387130235,0.10848774927439708,0.12971773051516916,0.1401301792689732,0.14904660846724177,0.14185221815283916,0.12928755466754618,0.11434863775204389,0.09584834069122762,0.08200434695233355,0.0976502742522802,0.1179525048741491,0.1167227226299244,0.10113826514163733,0.08944992202542203
P331-M-SER,,1694.7,,977.4,0.0032207094339224015,0.0031888162172757665,0.003155677997148954,0.0031240496268639196,0.003092924539859478,0.0031202453222030245,0.003235234908568553,0.003326690728847797,0.0032690993639139035,0.0031879742328937235,0.003415633164919339,0.0038491481389754862,0.004247690371977977,0.004541314381819505,0.004844163815180461,0.005417989095052083,0.006082139657093929,0.007097139969850198,0.008638414908678104,0.010836124970362737,0.01719125747680664,0.024202825106107276,0.028853317407461315,0.0319297594901843,0.035444220371735405,0.040272737649770886,0.04475993855794271,0.041789388412084336,0.036332921248215896,0.03146131368783804,0.027466995532696065,0.02441360048147348,0.02731938508840708,0.031166092799260064,0.030149924938495342,0.025891840029985475,0.022698276348603077,0.016094371062058663,0.016026975925152117,0.015976808107816258,0.016287278395432696,0.016717961384699897,0.016604639689127603,0.015675310966296072,0.014962447459881123,0.015620530324104504,0.016495078404744463,0.018358577214754545,0.02088137651101137,0.02324139255132431,0.02511305882380559,0.027135658802130286,0.03236341525346805,0.03865955719581018,0.04523944218953451,0.05224494176033216,0.06063992558992827,0.07783497639191457,0.09641951145269934,0.10423539381760819,0.10487217438526644,0.10826163697854067,0.11990914564866287,0.13098998377873347,0.12361270611102766,0.11008272317739634,0.097912591787485,0.08778223771315355,0.08082157311072716,0.09393560849703275,0.11021933335524339,0.10733918996957632,0.09168313442132411,0.07994109276013496
P244-M-SER,,3226.8,,1796.6,0.00212716588491126,0.002292335033416748,0.0024543190744355766,0.0024350943193153993,0.0023554666321488876,0.002248747879442786,0.0021013925284273016,0.0020154574815231035,0.0023185176939903938,0.0026829982105689714,0.002745097385177129,0.0026056089984716744,0.0025513152281443283,0.0027526053069513055,0.0029988800108684257,0.003799294117633803,0.004784421358681933,0.0061367154121398934,0.0080397596842126,0.010371577249297614,0.015418959003460558,0.02089511405063581,0.027773245980467976,0.03558602916540475,0.04257613063361574,0.047098186951649336,0.05116940203598279,0.04959352006389119,0.046135272406324555,0.04133973896251952,0.03453827683935688,0.02898324396036848,0.03132226296115022,0.034907711206106196,0.030780479500565346,0.021511461161359956,0.014559697406955913,0.012233769742748405,0.012812062154842327,0.01338678937924059,0.013463623916046528,0.013374494223655026,0.012807440405656517,0.011523500399247506,0.010698837796344035,0.012782932082308998,0.015326303771779506,0.01595222723634937,0.015299851884318805,0.016780597449354985,0.024660705765591394,0.03283650749343357,0.03993542787897939,0.04667538781709309,0.0503495378333305,0.04942497296675349,0.05243242541445962,0.08034265418595904,0.11218490027174163,0.12649309786060187,0.1291119297848472,0.1294798078416269,0.12309482429600971,0.11648806962282851,0.11264229625589235,0.10971684999103788,0.10437185351858662,0.09539753173474018,0.08919872030427184,0.10057814111186483,0.11473307227283591,0.10766321797914144,0.08644350671566992,0.07052872326806628
P431-M-SER,,2278.7,,661.1,0.0037993551207132666,0.003968592605663343,0.004134778347909828,0.004119104607779113,0.00404281104018933,0.003914008651245079,0.0037064430302691243,0.003552890322507561,0.0037414193984371324,0.003983961387581093,0.004089362834342985,0.004103337252850163,0.004245237426310588,0.004770914864630754,0.005296670929711733,0.005440065011627623,0.005456005099155151,0.005633667696867002,0.006053914059855337,0.007255820539061107,0.013408241087643972,0.020342321752444267,0.02704553232446823,0.03359482950130797,0.040454065573079505,0.04824311832964647,0.055391193372970604,0.0500718528931283,0.040596707238897176,0.03451947779105492,0.03353912265279598,0.033038004269618046,0.035572052001953125,0.0385853364893692,0.0364773015105679,0.030955053554288337,0.02681336758707866,0.026495987924786125,0.027388249966581513,0.02824411422429731,0.02777562183723401,0.026865677235244346,0.02620774379096859,0.02592782708326371,0.02572857427053125,0.026040192792624116,0.02643247520968941,0.02539876794633757,0.02341440089604096,0.024196699424086116,0.03327899468715653,0.04247113446621237,0.04534047879798029,0.04610222464731891,0.04714532798989494,0.04861046757232705,0.05206175865782532,0.06809200926274249,0.08610841137072582,0.09833743816999428,0.10670821476345282,0.11760118868867711,0.13606075460919867,0.1532763691456146,0.14053426677283226,0.11780625876365051,0.10269988414150377,0.09902595959990951,0.0968996559259103,0.10457495108001283,0.1137978671017104,0.10694173805613934,0.0893662456323892,0.07618462631457658
P379-M-SER,,1027.6,,858.1,0.003989824075107426,0.0038737901883531913,0.003749512894517076,0.0035638796882727967,0.0033577945112257964,0.0032114707684332082,0.0031547891770222396,0.0031081184167270513,0.003124849586831815,0.0031515915880523603,0.003179517422997674,0.003208232480426168,0.0032981172435043392,0.003571511123531548,0.003856044807483367,0.0041575858451291265,0.004464796000672865,0.005019113151910076,0.005944090796687498,0.007306936937709188,0.01144295022161124,0.016016832001757565,0.022042440813641217,0.0290358676466831,0.0360346561254457,0.04304952954137048,0.04952263585664814,0.04622784942311526,0.03967709873997888,0.03488209266071172,0.032720703487248384,0.03128193700036337,0.03441978086180773,0.03828024740983041,0.03763068554013275,0.033974438058621506,0.031232252447488083,0.02095242895821268,0.02047782073649325,0.020004400048761094,0.019908311139089502,0.019937999488771427,0.01982409578269151,0.019494803992968816,0.019338705465775128,0.020279497601265135,0.02139348299928414,0.019952028296714608,0.016806946860419378,0.0156509408039024,0.02046216088672017,0.025536685642962003,0.02938346838150222,0.03282100378080856,0.03798817664153816,0.04574980569440265,0.05336314412050469,0.060037308577111204,0.06656318240695529,0.08529598768367323,0.11216674725830708,0.13780947594063536,0.15976811194604681,0.17978012691172518,0.16843705583912458,0.14664228942043095,0.12797784928511585,0.11400889857486851,0.1025421371755674,0.10692257474559222,0.11380520162656324,0.11198165250378986,0.10435398604518684,0.09863323620123457
P267-M-SER,,5481.9,,1598.6,0.0026579096642407505,0.0026490752444122776,0.0026405482460754087,0.0026441806494587597,0.002651866186748851,0.002588116580789739,0.0024172142599568217,0.00229377320318511,0.0024709201521343656,0.002695528365144826,0.0027132660150527956,0.002593089956225771,0.0029276699188983805,0.004626517946069891,0.006330404534484401,0.0067607171607739994,0.0067665051330219605,0.00798581296747381,0.01102540059523149,0.014405507318901296,0.019942234983347885,0.025819481743706595,0.0302859877095078,0.03381199981227066,0.037157058282332,0.03995925585428874,0.04247714769960653,0.04042039736352786,0.03683876630031701,0.03521921080772322,0.036542768671055034,0.03805110801349987,0.04072973005699389,0.04359313357960094,0.043328142888618235,0.04097755605524237,0.03921461593021046,0.01492354089563543,0.014505132761868562,0.014132518358904906,0.014897997210724184,0.016042840480804444,0.016267765170395975,0.015112811989254423,0.014125774195699981,0.014202200523530596,0.014446542238948321,0.014942946939757376,0.015607393630827318,0.021070947093192977,0.0409318208694458,0.06065820361628675,0.06356642751982718,0.06086859847560074,0.06397631288778903,0.07579234248459941,0.08835759249600497,0.10566790513317995,0.12372743818495009,0.1306747581019546,0.1302139359291154,0.13172521745315707,0.1391528100678415,0.14586133513787777,0.13371033331360477,0.11527282252456202,0.10721457124960543,0.11472520924577809,0.12149580406420157,0.12357945875688033,0.1249230702718099,0.12358718640876538,0.12046497229373816,0.11812331170746773
P330-M-SER,,1588.5,,3029.7,0.006053581592198964,0.006714351810850538,0.007354224229360129,0.007122358581325314,0.006599913577775697,0.0062709081101345945,0.006232061946356261,0.006292894026180646,0.006985021648822245,0.007776827515066564,0.008132683935466114,0.008197907391969149,0.008259657830805392,0.008310989216641263,0.008391406335630217,0.00900578570437503,0.009798152489705126,0.010578456941667617,0.011340667893578698,0.013173871212177446,0.021790026186464785,0.0314771735274398,0.036728849282135836,0.03902354397931256,0.040791041929800584,0.040976949640222506,0.04099801044922334,0.03963341727271095,0.037806939434360816,0.034364413570713355,0.028497815669119898,0.024082339991320364,0.028857305064215678,0.035083392360904915,0.03412017091974482,0.028364076986685173,0.024047006536890438,0.03459224271344709,0.030708815600420974,0.026885767097587703,0.027062103912995027,0.02857156916781589,0.028419402984527498,0.025774789644075223,0.023614845834336838,0.02452447571911969,0.025918775134616424,0.026354712945920927,0.026151743021097275,0.026795000106364764,0.02997693822190568,0.03348812978188913,0.040387202311564493,0.04841556849780384,0.05462618346686836,0.05811017161017066,0.06355787182713414,0.08144241517728514,0.10129067060109734,0.10926312584060809,0.10931838095725119,0.11031169590649303,0.11411919035353102,0.1174808081205901,0.11000246615023228,0.09891080426740219,0.08921467434536588,0.08161184236452028,0.07619330947463578,0.08460867082750476,0.09520833127133481,0.09324578766350274,0.08290844135456256,0.07515543162285743
P294-M-SER,,1495.9,,635.7,0.0033875622532584457,0.0036857335856466584,0.00397674520208378,0.0039152534321101025,0.003736260533332825,0.0036676332806095933,0.003764554496967431,0.003816477367372223,0.0035834107134077283,0.003305345713490187,0.003382991389794783,0.0036977775169141367,0.0039024925051313456,0.003776994076642123,0.003682256852737581,0.0044714347280637185,0.0055552509698000825,0.006235539431523796,0.006310536223228533,0.006770031632799091,0.00966468495551986,0.01294383689610645,0.016467247948502052,0.020153498408770322,0.025142022937235203,0.03403736967028993,0.04258207730572633,0.04090845897944286,0.03582873199925278,0.03254504251961756,0.03195540929081464,0.03156928004640522,0.03247200936982126,0.0335782426776308,0.031593340815919815,0.027547682174528486,0.02451343819348499,0.017039455934004348,0.01724139560352672,0.01737875264100354,0.01620216754951862,0.01458760174837979,0.014204251645791411,0.015667725091028695,0.01676429950829708,0.015537180081762447,0.013943161627258917,0.014976653185757725,0.01776181808625809,0.019997618896792635,0.020585327437429714,0.021361733976036613,0.027182796747997555,0.03468541159774319,0.03796390668310301,0.03490622212188413,0.033710198546900896,0.0443046945514101,0.05676085154215495,0.07067268255985144,0.08555496292884904,0.10108587708136049,0.11856269258441347,0.13514026795974887,0.1335856196856258,0.12598689686168324,0.11704383907896099,0.10608427885806922,0.09777993231108693,0.1062919390321982,0.11745915942721896,0.11414357098666106,0.10117277665571733,0.09144468090750955
P334-M-SER,,2900.9,,1050.1,0.0025019898846909234,0.0025228034336488322,0.0025420340972068982,0.0025171626618493608,0.0024775905268532884,0.0023580230908952786,0.0021184627034943615,0.0019080568309668658,0.001882296219304368,0.0018856901225152909,0.001981911341567616,0.0021400174378475426,0.0026208342158750737,0.004069783039145417,0.0055560229571311025,0.006745370534750132,0.007835753998913609,0.008924414059181353,0.010010489013605501,0.012117733437936385,0.020692384505009914,0.030288205041990174,0.03455249555818328,0.03526243272718493,0.03713149448017498,0.04247792998513023,0.047477551301320406,0.042757143467773887,0.03479672591764848,0.02961145958184322,0.028588920067518186,0.02795514104130504,0.029783511773133885,0.03200064299307463,0.030343968789656083,0.02610475763733134,0.02292534927308778,0.012506499526264902,0.012209220901950375,0.01189181257735242,0.01143502861588866,0.010931786108802962,0.010341126294363113,0.00961934051889203,0.008917468622490599,0.008341717960196973,0.007785881176973,0.009535895599113716,0.012823144158164223,0.017436592919485912,0.026028642287621133,0.034660621003790214,0.040032727377755296,0.044318209637652387,0.047767811205797574,0.049963591736314934,0.05509795068384528,0.07884330627245781,0.10552724027808331,0.11383343528915235,0.10988780430385045,0.11034390009366549,0.12400517620883149,0.13761621936336982,0.1371178889012599,0.13191643390026722,0.12183618807530665,0.10443775601439423,0.08982477554908166,0.09285298852256803,0.09866665309165423,0.10073238938719364,0.10029950683370181,0.09997484491858291
P374-M-SER,,4531.8,,2091.5,0.003994630706129652,0.0036272299334858408,0.0032594469422944873,0.0031603345967302424,0.0031507791330417,0.0032417360279295175,0.0034834614606818774,0.0036815891550345857,0.0036035978395228445,0.0034820087856114517,0.003673441425868959,0.004073555195572401,0.004635252348250813,0.005681699649854139,0.006711043515289672,0.0069477753807799985,0.006920303246288589,0.007757597800457115,0.009892042387615551,0.012712346333445923,0.019876426217531912,0.027726365460289844,0.03396566528262514,0.03913120549134534,0.04432813278352372,0.04961922132607662,0.05442240003383521,0.050349040464921425,0.043316834803783524,0.03854005204306708,0.03714640363298281,0.03616259910843589,0.03777447252562552,0.03979618982835249,0.03669233936252016,0.030171443717648287,0.02528077198399438,0.01891755768747041,0.018108122276537346,0.017319202423095703,0.01750663916269938,0.018019528099984833,0.01801272654774213,0.017226389261207193,0.01667813261349996,0.01763772001170149,0.018835388048730715,0.019856174786885582,0.020759040659124203,0.023535524715076795,0.0319328633221713,0.04019662599370937,0.04043516727408978,0.03799863475741762,0.04142261635173451,0.05363736911253495,0.06713143948352698,0.08872785471906564,0.1116035875647959,0.11966893347826871,0.1178606881035699,0.12110090123282538,0.1394864898739439,0.1573091569572988,0.14985386048904573,0.13397257617025665,0.11875075282472554,0.10451812093908137,0.0927563670909766,0.09664350748062134,0.10300152590780547,0.09818966280330312,0.08593121201100976,0.07673737391678973
P243-M-SER,,2726.2,,1087.4,0.0020621785183542784,0.002147441057814765,0.002239692838433682,0.0023938040553089677,0.0025685350842697104,0.002634732507143643,0.002538129520887362,0.002455680141436685,0.0024628702717548385,0.002484214008878597,0.002422256452828339,0.0023047647013287363,0.002574979273211915,0.004008312815243436,0.005435391005986336,0.0055867539033857,0.005312878369670553,0.005920389622347462,0.00784998105461245,0.010514309218863852,0.01783197001902918,0.02588436755118092,0.029416093506763892,0.029934038411301024,0.03128839673864882,0.03515199533442861,0.038824481447947395,0.03654770261233615,0.03228783546034823,0.027398150606253713,0.021563739198999305,0.017374389810660452,0.02360376654212008,0.03147820529249526,0.03161209575908701,0.026585620703156464,0.022815764411208552,0.016385209929082812,0.015960225124949032,0.015545429663150173,0.015632780966480162,0.015887514524853104,0.015638625703726435,0.01463430331335035,0.013774495825325094,0.013829949385521748,0.014029917848069234,0.014549663386394069,0.015282593641903802,0.01791351189728046,0.02623839415225786,0.03452097939461777,0.03634825441026196,0.03602375935033424,0.03909201802257,0.04724940729305097,0.057955011387461244,0.08479930936675711,0.11419182216998228,0.12363637845540784,0.11978229706230033,0.11746323510133934,0.11974923143681793,0.12167180625024121,0.11244773537022963,0.09950811592573974,0.08760947705953802,0.07727230906076857,0.06968192071029822,0.07948780346572194,0.09204046586944475,0.09180749568742574,0.08305077044824556,0.07648322651886039
P386-M-SER,,5255.9,,2837.8,0.002790617841211232,0.0026821780272505502,0.0025738195629056654,0.002548255252115654,0.0025502889925106,0.0025650780422217918,0.00259900005590735,0.00262818309393796,0.0026273526194872275,0.0026217831693815456,0.0027749153192747717,0.0030338485358339363,0.003274886846316583,0.0034622404385696755,0.0036404809604088455,0.0037083709330269776,0.003739477389238097,0.003991300973928335,0.004574200251337253,0.005396437712691047,0.007734483672362386,0.0103118678159786,0.016434995796192776,0.024921953000805595,0.034579107944260945,0.04774685610424389,0.06018302558046399,0.0559401855324254,0.04613767564296724,0.037875301910169204,0.031923132412361374,0.027471219138665633,0.03252092861767971,0.03907089432080586,0.03894437849521637,0.03436687498381644,0.030933747350266484,0.014064678685231643,0.01412702351808548,0.014205642450939523,0.014530436559156937,0.014937289059162136,0.014976890475460974,0.014465615266200268,0.01399549137462269,0.01378599249503829,0.013617644933137028,0.014441442421891474,0.015926669944416393,0.017241914638064126,0.018047210845080288,0.018890782084428903,0.02093325239239317,0.02337535572322932,0.02648959331440203,0.03061203229607958,0.03531412333250046,0.04368734404896245,0.05264021682016777,0.06572767821225253,0.0815715320182569,0.10350623817154855,0.143713501366702,0.18195831522797096,0.1666064840374571,0.133389104496349,0.10956054564678305,0.09981521783453044,0.09327811436219648,0.10705976504268067,0.12404964006308353,0.12153685634786433,0.10602230014223042,0.09438638298800497
P248-M-SER,,2841.9,,936.1,0.0021124036676848116,0.0020161846013211494,0.0019187593174662758,0.00187178641854234,0.0018416309812620505,0.0018148861306520243,0.0017932571600473932,0.0017873637656222526,0.001881129020333883,0.0019906298512250035,0.002231831203645735,0.0025608329037528728,0.0028342182882389617,0.002940754725861905,0.0030518370592475526,0.0034115944632250273,0.003854243557399778,0.004571067678987684,0.00569915434169532,0.007224521530208303,0.011265998715488473,0.015704756426573985,0.02064805867067024,0.02592772393677365,0.030286302791899117,0.03188162241409074,0.033216746470228355,0.03263160957032768,0.03140638568508091,0.028793695257670837,0.024099805017015825,0.020559428165208043,0.024324636109432772,0.029243357442504735,0.02802243606368108,0.022708419543593678,0.01872290715352813,0.01140958213094455,0.011279934377812627,0.011126363811208241,0.010639418416948461,0.010041348080136884,0.009703766647262952,0.009756918570295493,0.009862127143945264,0.010297027838170823,0.010783985183013612,0.013222711744593153,0.016962617783997186,0.02078376086197089,0.024848615055653583,0.028885978460311885,0.032184796546822166,0.035237432860616424,0.039751930616388265,0.04645922053512649,0.05315702352950822,0.059794742669632195,0.06642297488539967,0.07375282849838485,0.08155042970951518,0.09028462023284305,0.10182857869276359,0.11285277373755154,0.11171145937336024,0.10651497520617585,0.09831117397517113,0.08559639714843599,0.07596818973769004,0.08588825529487572,0.09889489026805062,0.09489784133968068,0.07956500314361421,0.06806537449656433
P328-M-SER,,2379.9,,1258.4,0.0021236012933591917,0.0020897605900089115,0.0020595099494522045,0.0021192609666925303,0.002209012536531866,0.0022890765608977186,0.0023546092670533453,0.0024033821703538364,0.0023460096555718026,0.0022718773379346332,0.0022295759471189307,0.0022084951741842074,0.002369993763079118,0.003079230437462933,0.0038479005744699417,0.005138634953205506,0.006603390745850592,0.0075690531423675145,0.007786075444692194,0.00894959218512277,0.01610757370022404,0.024212049653431204,0.029151139341198833,0.03197997151867344,0.03541061352933084,0.04064668503953663,0.04554330535201044,0.04252437460576004,0.036866926839934915,0.03288983207233303,0.03143326680206604,0.03052232869193277,0.033067029262646416,0.036157356993493775,0.035317669098980944,0.03185797078756133,0.029263197053996617,0.01375648371651449,0.012770891189575195,0.011789132699434338,0.011615581266869804,0.011711432186830708,0.011727479394413369,0.011623821033428666,0.01152909216451031,0.01149091674534548,0.011461670818246998,0.012274171917223624,0.013647837700250322,0.015509550100744025,0.01883540235363874,0.02251667655759274,0.031131406028212738,0.0413906205877214,0.047300054962201854,0.04668481905914001,0.04855834035914344,0.0661939906118936,0.08631839806770902,0.09754602898855577,0.10284247555275669,0.11027115124660156,0.12409651432937818,0.13734530774991058,0.13381915986111576,0.1247013648692119,0.11463502411849169,0.10314586472954704,0.0937769525552512,0.09783627274039818,0.10401584014019401,0.10111533316419871,0.09216144327100936,0.08544602585111737
P274-M-SER,,2799.1,,839.3,0.002485605137688773,0.002424649681363787,0.002373273613907043,0.002540043138322376,0.0027795278600284035,0.0027958973532631283,0.002477594003790901,0.0022070995611803874,0.0022393948620273952,0.002319499069736117,0.0022315013621534616,0.0020314357110432215,0.002004197516611644,0.0024954416922160555,0.0030014314928225104,0.0032543601734297614,0.0034229351473706107,0.004108050713936487,0.0055679771694399065,0.008020526585834367,0.0167596880878721,0.026491472550800876,0.03430137208529882,0.04083001500084287,0.04548751621019272,0.04453159230096,0.043187205677940745,0.040463915325346454,0.037280990396227155,0.03371594377926418,0.029577714630535667,0.0267001668044499,0.03180693402176812,0.03817438256172907,0.03767367516245161,0.03259419713701521,0.028784588617937906,0.016297486509595602,0.015885116372789658,0.015415818975085305,0.01423110848381406,0.01280792696135385,0.012026778573081608,0.012208679886091324,0.012452669399125236,0.013089884178979059,0.013789187158857071,0.012953736100878032,0.011095115684327627,0.010766178653353737,0.015026291779109413,0.019505994461831593,0.02334925901322138,0.0269803775208337,0.031422634351821174,0.03708159866787138,0.045059516429901116,0.06772413934980119,0.09270771571568079,0.10617192472730363,0.1119565555027553,0.12026292596544537,0.13613451548985073,0.15165450005304248,0.15328037625267393,0.1502748829977853,0.13706297420320057,0.10854144209907166,0.08590114252907888,0.10050864900861467,0.12099738802228654,0.12326748371124267,0.11339181718372164,0.10598506728808087
P423-M-SER,,1966.4,,780.3,0.0028394974424288824,0.002713286991302784,0.002589666331425692,0.002607319752375285,0.0026720645336004403,0.0026629023062877165,0.0025428795661681736,0.0024412612273142886,0.0024562040964762363,0.002489551366903843,0.002422053882708916,0.0022873265620989673,0.0023082897143486213,0.002796324285177084,0.0033091951524600004,0.0038020479373442823,0.004288228028095686,0.005035975575447082,0.00617607430769847,0.00824338158735862,0.01618300966727428,0.025049846294598704,0.02868114159657405,0.028822076014983343,0.03163066637821686,0.04244222457592304,0.05285664326105362,0.04811958288535093,0.0383320294893705,0.031807013352712,0.030175803105036418,0.028979204984811636,0.030535150338441897,0.032525707819522964,0.032398864397635826,0.03086042037376991,0.029706587355870468,0.012907291559072642,0.012112914598905122,0.011371565002661486,0.012180490677173321,0.013506174775270316,0.013985483462993914,0.013195229035157421,0.012520354298444891,0.01257621760551746,0.012747460603713989,0.012549564013114342,0.012105574363317247,0.01247145392955878,0.015266941143916204,0.01838598343042227,0.02489940936748798,0.032544296521406904,0.03945225446652143,0.04525481859842936,0.053312758299020616,0.07565474326793964,0.10025210380554199,0.10921023258796106,0.1077422068669246,0.11548851490020753,0.1508778241964487,0.18506971530425245,0.17006507775722407,0.13866159732525166,0.11447560359270144,0.10111583990928452,0.090940235211299,0.10093097075437887,0.11410586528289013,0.1151441005560068,0.10809122965886045,0.10280157648600063
P266-M-SER,,2088.1,,2166.4,0.0019088768959045412,0.001881919801235199,0.0018549388026197749,0.0018477453539768852,0.0018471477553248406,0.0018190407504638038,0.0017496696362892788,0.0016788597311824562,0.0015989374835044146,0.0015175764448940754,0.0016072954982519149,0.001811067946255207,0.0020803770236670974,0.002546295989304781,0.0030141426560779416,0.0033200780550638833,0.0035720430314540863,0.004399354507525761,0.006089685733119647,0.008052772432565688,0.01174331046640873,0.01570660397410393,0.02065265029668808,0.02625386516253153,0.03098856081565221,0.03312369883060456,0.034965915580590576,0.034135107199351,0.032413290441036226,0.0300111822783947,0.02658863700926304,0.02436640307307244,0.02974614091217518,0.03632619008421898,0.03493368625640869,0.028226147095362343,0.023195492724577584,0.010250560641288759,0.009682819247245789,0.009070061196883519,0.00807280937830607,0.006947392970323563,0.006701746458808581,0.007775754791994891,0.008656262420117855,0.008311265582839648,0.007772768040498097,0.009032382629811764,0.011490738640228908,0.014877411437531313,0.0210490345954895,0.027230583677689234,0.030805849035580958,0.03351235315203667,0.03704580068588258,0.04181966334581376,0.04750766649842262,0.05898522610465686,0.07137692620356877,0.08717844188213349,0.10525316794713338,0.11889293769995371,0.11922783851623535,0.11858590324719746,0.11366578737894692,0.10731961131095887,0.09861719012260436,0.08638040125370025,0.07851409137248992,0.09832748174667358,0.122511351108551,0.11326969414949414,0.08174435297648111,0.058100347096721336
P300-M-SER,,4653.6,,2389.0,0.0024365354042786827,0.002415512780566792,0.0023944538264047527,0.002388507891923953,0.0023875996306702333,0.002330689749001584,0.0021897774367105396,0.0020644713234115432,0.002038004470395518,0.00202714381637154,0.0020621608901809857,0.0021277631158793803,0.0023674564593004223,0.003129423155889406,0.0038875833044558655,0.004054952235448927,0.004025390760584191,0.004608385510497041,0.006110214597576267,0.008295680926396296,0.014810849786241411,0.022009655887827335,0.028071859380701086,0.033376327801100066,0.03825591099567903,0.04186083851279793,0.04496962473942683,0.040422523414695655,0.03332345957284445,0.029083878566057254,0.02913352181186606,0.029656134594927774,0.033174221113924575,0.03716527717017429,0.03610552208764212,0.03167855957925538,0.028358337697965322,0.012580305796403152,0.011842413918002621,0.011091878824618272,0.010667184770325602,0.010351104395730153,0.00988543382931105,0.009195377975156457,0.008679908284774194,0.009270150964950031,0.010034979808898198,0.010980921623471017,0.012047605418460273,0.014222912615908809,0.019724090020735184,0.025251366541935844,0.02792255695049579,0.029641718654842164,0.03369368388975933,0.041244854420532676,0.05106608998644483,0.07526440410823612,0.10173278326516622,0.10945996609362926,0.1046930180364476,0.10861164728800454,0.13858700846577737,0.16816958507775387,0.16462530757918023,0.15003874537708994,0.13399720803285253,0.11577320797539455,0.1011356228000515,0.10921199854476984,0.12087478917160314,0.11729549575637985,0.10355481297978553,0.09324930089733975
P389-M-SER,,3994.5,,1002.6,0.0028524959809852366,0.002948067585627238,0.003045394306231027,0.0031026344106654933,0.003146512309710185,0.003102027256079395,0.0029249977734353808,0.00278005580107371,0.0028383347271668793,0.0029287011635423916,0.0029889554688424776,0.00302913502009228,0.0030975890641260625,0.003250866586511785,0.003406012491746382,0.00350996580990878,0.003596854932380445,0.003968440342431117,0.004767070183850298,0.0059014480764215645,0.009162230292956033,0.01275876056064259,0.0191891251188336,0.027508712537360914,0.03579389890034994,0.04397588209672408,0.05153829458988074,0.04805163759173769,0.040881957429828066,0.0341362274054325,0.02802642258730802,0.023241213018243966,0.026845106693229294,0.03177359561727504,0.032098174817634356,0.029353480868869353,0.02729496040729561,0.01683083924380216,0.016402294419028542,0.015936738192433055,0.015126385351624149,0.014201100306077435,0.013593021065297754,0.013460750531668614,0.01341948942704634,0.013954621372800884,0.014580762747562292,0.014524209860599402,0.014012527465820313,0.014006770740855823,0.01551879102533514,0.017182436422868208,0.020057556845925074,0.023336502277489866,0.026006714984624073,0.027763828605112402,0.03134122212727865,0.04644705502673833,0.06337316782787591,0.08176197283195726,0.10112590597133442,0.12218467673870044,0.14832796039003313,0.17263356218434342,0.15877637766828442,0.13219826438210228,0.10956893497043188,0.09286278137052902,0.07990815942937676,0.09071323799364495,0.10526984821666371,0.10387199575250798,0.09183783483023596,0.08281221413853192
P268-M-SER,,2637.4,,1217.4,0.0023456371330714725,0.00231403299978563,0.002277088325062554,0.0021677170044336566,0.0020342034685028186,0.0019204262947980625,0.001836253664432428,0.0017693966314509199,0.0018122050485688767,0.0018723290630709595,0.0019419216192685638,0.002017826536596516,0.002146110202604796,0.002431530114654061,0.002733367945486571,0.0031735920683765182,0.003659944955285613,0.004721668841955545,0.006646449228266736,0.00896690118979741,0.013793273127718128,0.019015316640858333,0.024031015959652992,0.028909152482217294,0.03349852192374098,0.03722159012214287,0.04056465420133862,0.03793394537794562,0.03331197892035638,0.02962474500660574,0.027339609908613012,0.025647596545986362,0.02771202084067818,0.030369566870736074,0.02811700314074963,0.022591032904066964,0.01844655522655496,0.015198187894754477,0.013044373138801201,0.010888232940282577,0.01030559584255263,0.01024745977841891,0.010275591920305801,0.010433126371223612,0.010605552063121663,0.01087228894789458,0.011153917073647737,0.011524460532448507,0.011954280879947687,0.012864536338752796,0.015216097131475698,0.017772696179387728,0.02257867848678624,0.028134455214013587,0.03349983942258608,0.038579634853176295,0.045743836389554954,0.06610927659592705,0.08855912290808758,0.10340492541973405,0.11318136539770451,0.11976848771244215,0.11678765703748158,0.11381210669493065,0.12049955532545253,0.1304080036136654,0.12769630850056113,0.1060543982854812,0.08744528176901223,0.08804385867707934,0.0916752292837574,0.08801911093971944,0.07950466662853747,0.07311883339515098
P393-M-SER,,3211.8,,1119.3,0.003045723970073805,0.0029846319279873876,0.0029255183567678117,0.002947836292716196,0.0029972980643872328,0.0030274553506097496,0.003028655908659486,0.0030428164734278705,0.0031390570807476883,0.0032482576947861544,0.0031332966677825856,0.0028688945467509924,0.0026474896479170822,0.0025550764156762225,0.0024866732364907896,0.002721459345710009,0.0030573085510641113,0.003776965882246357,0.005072335402170817,0.006450434227037549,0.008352485316538672,0.010337265710982065,0.016212145188697298,0.024680424055260424,0.03235977058522185,0.037672320105378194,0.04244412698642154,0.03984936337323615,0.03479907626197452,0.03018464141820208,0.026223984975663438,0.023223629332425298,0.02630517875142364,0.030347028969722484,0.02890522258921076,0.023807645142825327,0.01998446205803625,0.020556057186652547,0.020208993352445446,0.01985491638693495,0.019634900933618634,0.01945957265103371,0.019007798523930777,0.018141355630050822,0.01748550577570023,0.01816341183836896,0.019051910940567053,0.018001576115314225,0.01565868533842745,0.013622690063769755,0.012507381295799314,0.011611875177126876,0.013752130239131358,0.01690430569469481,0.02237331897095033,0.03131758897824395,0.039892668712109246,0.04612954338092851,0.05199722777631945,0.06668975897002638,0.08726552136261065,0.10721485979276195,0.12528492633561444,0.14187871762485232,0.13377882623632648,0.11744770728854607,0.1014800330650438,0.08605752592795875,0.07435942628329859,0.08624924075732952,0.10186346272378537,0.09757919239818602,0.08002926054454985,0.06686681165432272
P311-M-SER,,3301.6,,780.3,0.002258317130552211,0.002548500160935899,0.0028244486786949802,0.0026265386964233832,0.0022706758808082265,0.002086101563323832,0.002158459993035581,0.002228206836841476,0.0022814136365769616,0.002332008850406593,0.0023901590054303825,0.002453345787916945,0.0026488084993172146,0.0032410989974586066,0.003852760728815912,0.004416276871318549,0.004963744484202963,0.005812387231370094,0.007112792679961298,0.008721880635745088,0.012285957803748582,0.01615871747894466,0.021687150841027916,0.02831936666103596,0.034343227925994584,0.03854202552580498,0.042323047510335145,0.04040917208496954,0.036596997522972005,0.033326591124557,0.030868836971515785,0.02910156166049796,0.0317073190156283,0.03500355521278202,0.03326830519756801,0.028178731040775496,0.024361550423181114,0.017277886749992907,0.015385345254145876,0.01348892889672042,0.01294217115276856,0.012845299613307899,0.012798261894306665,0.012825974905994575,0.012812640087705263,0.012539335679560198,0.012224983441437914,0.012613911024281676,0.013471691821102805,0.014870990721832417,0.017894843934287485,0.021097431832076234,0.025892689754145805,0.031218837684308977,0.03593231646667624,0.03972679152734963,0.044992365635616684,0.059574900378643623,0.07562853416926422,0.0896742024891813,0.10238122716196267,0.11562860773202958,0.13049705599395325,0.144293943817067,0.13718167604974738,0.12309968975228325,0.11293261263851828,0.10863789930030214,0.10633036989561269,0.11660833873659233,0.12887349151109864,0.12059478188904238,0.09862016400261103,0.08213920058778752
P383-M-SER,,1890.5,,626.5,0.0020418214301268257,0.0021791147689024606,0.0023181842764218646,0.002386254817247391,0.002430659035841624,0.002394408711956607,0.002237176574352715,0.0020990777264038724,0.0020821563796036774,0.002084368322458532,0.0021762995670239127,0.0023280436793963115,0.0025894722839196523,0.0031799543648958206,0.003772372384038236,0.0040705838137202795,0.004270726380248864,0.004900918155908584,0.006176183745265007,0.007931249986092249,0.012725053686234685,0.01799865803784794,0.02376408874988556,0.029857403702206083,0.03614185843202802,0.04299973249435425,0.049409203794267435,0.04717400603824192,0.042057251930236815,0.037492443786727066,0.03375555458996031,0.030840364893277482,0.03312927203045951,0.036239878667725454,0.03375389178593953,0.027536842558119036,0.022874055637253657,0.014100726544857023,0.014033314088980356,0.013967009650336374,0.013971208863788182,0.013998909294605255,0.013804267512427438,0.013276112410757279,0.012740905781586967,0.012161039478249022,0.011574121647410925,0.012243652343750001,0.013750815391540527,0.015943876107533773,0.020194629828135174,0.02454747140407563,0.028680201371510828,0.0327395608027776,0.03766457968287998,0.043888087736235724,0.051984977126121525,0.07194661498069763,0.09378163417180378,0.10770045518875122,0.11634181075625952,0.1252884716457791,0.1351510485013326,0.14390840424431697,0.13185586399502222,0.11286669174830119,0.09719743331273398,0.0865080455938975,0.07860907951990763,0.08838278386327955,0.10094690985149805,0.10122862259546914,0.09332205984327527,0.08739213777912987
P421-M-SER,,2081.4,,759.7,0.004860422237595514,0.004496325752628383,0.004133314153744806,0.004062902868090578,0.004090025020179464,0.004054749857133894,0.003925878721386639,0.003791861180494082,0.003625249740347934,0.0034534918950564824,0.0034439220690905157,0.0035424775893415387,0.003853777766375993,0.00480331191376074,0.005751602863197896,0.006039282279228096,0.006106757850789312,0.006207534848754086,0.006358263986324197,0.00704444798070993,0.011121846068261275,0.015734699012628243,0.020357152419303783,0.024986006134185036,0.030394910639198268,0.03814396751460745,0.045452004760058964,0.042481536295876574,0.036084899261816225,0.03151872442729438,0.029698242892080284,0.0281721746743615,0.028510724134113062,0.029143686911359955,0.02782772014390177,0.025212467013306882,0.023251027165360712,0.025079311541656945,0.02391743304124519,0.02271861531841221,0.021726300467306107,0.02080281990677563,0.02069547609310245,0.021812337399715213,0.022738271773751102,0.022455002241466772,0.02198080577660556,0.019861899427513575,0.01664651982226775,0.016823263147577122,0.027176375264552098,0.03752195084866007,0.03755550004949617,0.03415170712257499,0.033118339913401434,0.03564061128084932,0.03956041371644432,0.05233124625030442,0.06649960985231163,0.08719877342679608,0.1122518036495987,0.13321240956510477,0.14189574255872128,0.14909353256225583,0.14182882166620508,0.12974327713695924,0.11675149765773792,0.10240036575355341,0.09047074246762402,0.09387734043064402,0.09970544701191916,0.090906442101322,0.07235602952947665,0.05844322010059262
P241-M-SER,,3349.5,,1239.6,0.0022382867086183774,0.0021360616583924194,0.0020394059571075,0.0021196673244307366,0.002258901047956693,0.0022973375859516205,0.002184578345650004,0.0020876830482816364,0.002091259389490514,0.0021106996736326416,0.0022028374609413684,0.00234344025036116,0.0025174356458626153,0.0027916088596090572,0.0030921389867653655,0.003766915737054286,0.0045664413617207454,0.0057896641028788816,0.007648432518774534,0.010198458466496498,0.01712644878245178,0.02474569663023337,0.02929954637180675,0.031809797375907986,0.03539622432979948,0.04221117913306177,0.04860592666483703,0.044208415460475395,0.03621348467740146,0.02988697543288722,0.02606309849621255,0.023282067425601134,0.02710572684005702,0.03197223212057616,0.03181810145611529,0.028316880161667758,0.025690964190832104,0.014822963234427925,0.013636205579851058,0.012415741373608997,0.011478627478326116,0.010635963686696299,0.01090360187984013,0.012836693050144435,0.014344719656697518,0.013160670692826204,0.01155155716520367,0.011217783172647435,0.011734235536802065,0.01320016338275029,0.017514517674079307,0.02205199131043085,0.027757186711807075,0.03385162270152485,0.040832729606361653,0.049143842883876986,0.059806183835009595,0.08535963338571828,0.11326431061004424,0.12571185118668562,0.12785463399820396,0.13020542051408673,0.133180218143063,0.13542646605929573,0.12393480803305175,0.10786384802598221,0.09509666927488813,0.08728516240775726,0.08202831861856101,0.09295100765628417,0.10642835977194194,0.10533944376698741,0.09453968234829135,0.08643986128426932
P295-M-SER,,4241.2,,1107.6,0.001833285391330719,0.0018944336654065728,0.001953642204021796,0.0019320742987887763,0.0018835809122730086,0.001855489207711412,0.0018580000260810712,0.0018793937105398913,0.0020203788802300618,0.002180246916009393,0.0022604834738668505,0.002287632379776392,0.0026753485148206294,0.004144766337268955,0.005599194650466625,0.005702110109748422,0.005354521284391593,0.005053519820555664,0.004822399399001083,0.005285379863702333,0.010144332608023842,0.01569738623860118,0.02178881980560638,0.028239173330230162,0.03423729030203907,0.0388786976154034,0.04317551139510158,0.042626351227253785,0.04046186641022399,0.038578973148331974,0.03711846721914662,0.03632433047661415,0.03975053191621662,0.04384310254247197,0.04332477574820047,0.03973251734024439,0.03703832353427733,0.010857924917242029,0.010973097858848152,0.011097690080985045,0.011305449646471184,0.011540931659740407,0.011551931009187805,0.011226206362902464,0.010939876980833955,0.010903050938805382,0.010905620160993642,0.010749488086490842,0.010487555147527338,0.01247741638959109,0.021222660174736608,0.029908984484690017,0.030779375698103573,0.029044455879337183,0.028480463412218476,0.02967286197257129,0.034345459152053996,0.06105931425269271,0.0912533679724613,0.11002592464069742,0.12118414994124524,0.13362171361734576,0.14989729242010427,0.16565393231290598,0.16823165669982684,0.16641640925145412,0.1586658421890203,0.14201229570549487,0.12789576918214235,0.12984703573988474,0.13433532225779998,0.12812624396858635,0.11478558914128678,0.1047800980208121
P378-M-SER,,2303.2,,847.6,0.002523528117882578,0.0024567322249998127,0.0023909100532880307,0.0023927117823160184,0.002417054811590596,0.0024085482745839835,0.002350767388155586,0.002310574695206525,0.002381773894293266,0.002470561286859345,0.002440178864880612,0.002330349899872005,0.00231208386476974,0.0025685066193865055,0.0028577380884460537,0.003462837627756665,0.004173226523817632,0.005032617881981253,0.006115512933298858,0.007961962907983544,0.014644260730659752,0.022090113476703043,0.026387120548047517,0.02858489716959279,0.0325598270572417,0.04186621674320155,0.05075339824832671,0.04676337270011679,0.038480944800795176,0.032387465761418925,0.029577410011960747,0.027313619329218282,0.028509507402341965,0.03025166054218136,0.02917855716588204,0.026228616112156915,0.024016160321863073,0.016149395076852098,0.016363543899435746,0.016552447418720403,0.016126323861685415,0.015495191279210544,0.015055978158761186,0.0149046442313501,0.014756584899467332,0.014629264672597248,0.01450521904125548,0.014165238068814862,0.013681300202308344,0.013823355621064615,0.01584339089560927,0.018091164590322485,0.022560249992281373,0.027769772629988816,0.03371895579566732,0.040777629753302416,0.04908584513162312,0.06530782284095274,0.08277934197096797,0.093260783898203,0.09908217435691788,0.10903474224938288,0.1313808424430981,0.1524702981201529,0.1385466201960692,0.1129518977382727,0.09417379111574407,0.08562060824611731,0.07895500367147881,0.08424406163176598,0.09142069788704141,0.08773670071049741,0.07681228124607375,0.06861896664775603
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