% Starting Algorithm: 
%	className: org.openda.algorithms.kalmanFilter.EnKF
%	dir.: /home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./algorithm
%	config.: EnkfAlgorithm.xml
% configstring = EnkfAlgorithm.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./algorithm/EnkfAlgorithm.xml
% Xml is not well-formed: EnkfAlgorithm.xml
% Premature end of file.
% this.ensembleSize=100
% Application initializing finished
% Initializing application
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 0
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 1
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 2
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 3
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 4
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 5
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 6
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 7
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 8
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 9
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 10
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 11
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 12
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 13
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 14
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 15
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 16
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 17
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 18
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 19
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 20
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 21
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 22
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 23
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 24
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 25
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 26
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 27
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 28
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 29
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 30
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 31
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 32
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 33
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 34
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 35
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 36
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 37
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 38
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 39
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 40
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 41
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 42
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 43
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 44
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 45
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 46
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 47
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 48
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 49
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 50
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 51
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 52
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 53
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 54
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 55
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 56
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 57
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 58
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 59
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 60
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 61
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 62
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 63
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 64
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 65
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 66
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 67
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 68
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 69
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 70
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 71
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 72
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 73
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 74
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 75
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 76
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 77
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 78
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 79
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 80
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 81
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 82
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 83
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 84
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 85
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 86
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 87
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 88
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 89
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 90
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 91
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 92
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 93
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 94
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 95
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 96
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 97
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 98
% configstring = LorenzStochModel.xml
% opening :/home/verlaanm/deltares/src/openda_trunk/openda/tests/simple_lorenz/./model/LorenzStochModel.xml
% Starting model 99
% Application initialized
% Application starting next step
% ========================================================================
%
%  forecast from 0.0 to 0.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.1
%
% ========================================================================
%
x_f{1}	=[-0.2401452746503774,-1.1519048905557028,19.41555298035882];
std_x_f{1}	=[0.3547827449643829,0.5359881057391704,0.41131761987709275];
pred_f{1}	=[-0.2401452746503774];
obs{1}	=[-0.26470935152747094];
sqrt_r{1}	=[1.0];
hpht_plus_r{1}	=[1.127886914221342];
xi{1}	=[-0.44676133627595516,-0.07896740492636847,0.011008087757857415,-0.366978199581835,-0.3613936934218447,0.2869934864787851,-0.25581239547749846,0.1743242059058771,0.18116566669438072,0.05588719708272227,0.04124804470208254,-0.201112468372428,-0.4187069511537508,-0.470698054070688,0.9577680441418761,-0.08032879484467406,-0.028138285722072637,0.4827568016116476,-0.29467481633720494,0.05106448456533036,-0.7611306545301313,-0.021510076800588224,0.16633437702583664,0.21419373860794688,-0.10568013909176857,-0.2908113986048526,0.3337177122364489,0.03198203795136306,-0.014016547092609605,0.4880155703873268,-0.06779743805456087,-0.11973174555025626,-0.01397038091925537,-0.12937024289573437,0.008327121827341216,-0.15327179150583012,-0.21290444525462945,-0.16711221320573985,-0.23654845974132513,-0.04436941740254882,-0.1079622392471192,-0.14694761901382117,0.3748489974864181,0.15110327803404727,0.1151359933751189,-0.6692194409252181,-0.10606471761801237,0.21537041717970754,0.38719958582571257,-0.03361925785384909,-0.36130318943424555,0.323938537525106,0.2186264944710103,-0.0037916028036362737,-0.4376253093528394,1.0278276745178534,-0.0037112647811422816,0.022463220952000096,1.0751136305421518,-0.6791486903909626,0.16104674454795692,0.07588805317475114,-0.24398531435674067,0.5951823407115253,0.1995345656735943,0.0890348756182065,-0.5012072812097071,-0.5166009052305348,9.527073459332791E-4,-0.11371637426153056,-0.26513668500125764,-0.17630965113777972,1.1716313562783078,-0.37452887908308863,-0.027549881102404444,0.5377714972834623,-0.3272805180970999,-0.2777183449557985,-0.4239594429954875,0.1316064088068929,-0.14898086368178945,-0.056530241656088526,-0.05345958452888236,0.3102514980470662,0.5641750390887325,0.41281720164403124,-0.3244198419516189,0.2956814289961569,-0.17553674619086537,-0.0034944035235471294,0.2349993121684316,-0.03680065042830985,-0.11571515022478249,0.3093296390491027,0.0020671283947194807,-0.708499882773761,-0.24396485560683598,0.05743452424255016,0.24626000062673814,0.21450745166880605;-0.6459985833871869,-0.15592828128571412,-0.005630967731962144,-0.714308588752105,-0.6580891886705496,0.3724301144936416,-0.3242443331268203,0.37130043833839055,0.015095858020481856,-0.06132771475857468,0.05686707918478762,-0.20847359509845864,-0.7253739175948457,-0.6025063220812608,1.6715484106688425,-0.09401426615714592,-0.0298425963472988,0.3197135950824368,-0.5398390145412513,0.015269330026591366,-0.7561691942171955,-0.08798661801164043,0.05115239404844396,0.4853611040911071,-0.10605681642882647,-0.45720746740357976,0.9208339823684805,0.011597460110620794,-0.06703366961744739,0.8282112784418011,0.13250288781904085,-0.26305301226387034,0.8200662637802789,0.08843738212868635,-0.023212686279924677,-0.13540702027368612,-0.4009024535943093,-0.3774608170529006,0.04840853719159699,-0.02626243995502242,-0.22766889435212767,-0.31634701775468566,0.1981769035931834,0.6459869773871072,0.16220673980563238,-0.9032599285452927,0.0017094900636622778,-0.01142357743059308,0.39597491690915765,-0.10177708709688948,-0.6451086990356656,0.5131164032692137,0.14360665299083775,-0.21830929881663708,-0.4589704615839243,1.8542889670337996,0.04560080702555225,-0.009342025307062407,1.5793568501015023,-1.2462779247839635,0.05591669061396898,0.02599220758152332,-0.2684705078837397,1.0122146959088407,0.36371681231986464,0.10359520316667603,-0.49050407204602564,-0.9547066845875902,-0.056895105592106754,-0.0811994438931527,-0.4723183490988392,-0.158130265978766,1.2730576875802884,-0.4913715155001168,-0.15989876196991148,0.9445305624580713,-0.5390951360257275,-0.26805894817475795,-0.3835210279588708,0.21048517874669848,-0.4063051911797171,-0.13557694480791005,-0.09057959397747828,0.20093719922444375,0.30083817974126026,0.908878190887921,-0.582313190233342,0.38457381101687915,-0.023572782842085527,-0.05131722778701708,0.36372646685141086,-0.10243680850074455,-0.14646480199561074,0.6524971633494963,0.011318464971806996,-0.8029463225220796,-0.5747716639185194,0.05515320471215657,0.09813068013393256,0.13088560257237525;-0.29163566921435446,-0.11567175403419938,-0.16578503091541563,0.6561773812886713,0.4980208341059118,-0.26770601236394853,-0.47419143549272036,0.02147224465970865,-0.16533405175990623,0.28379126818039424,0.2620113435929241,-1.493326835605579,-0.7529516166289802,-0.13951420407737558,0.01788248938309067,-0.2335634026384774,-0.8244552824493532,0.21016612509959387,-0.01013195172160053,0.5986443889466173,-0.5015015671443024,0.08728003198356049,-0.1626150112011011,-0.04291214297992241,0.3233336795741337,-0.10731457968954672,0.019834924062298143,-0.002523046248416705,-0.6539221822362862,-0.04368569662673849,0.33978331671792716,0.2651649364720292,0.2333483758389896,-0.2403028939013616,0.015334917964526795,0.16558021718206817,-0.2356683431753268,0.0870713115645465,0.0940247075669518,-0.32336208196280225,0.6166499602449171,-0.19903175371673498,-0.8148026964802746,1.6589261940161038,-0.06242614306616545,-0.05554848906164267,0.6037227471346114,0.06745186267590597,-0.5444151170744753,0.289674599087423,0.10183871996208893,0.19485032037190209,-0.16954150920469147,0.11075782813386681,0.1621815382339875,0.16946636158641937,0.2794190021413989,-0.005442001137140551,0.19582816689275617,0.07134001553973945,-0.3266451701791304,0.5487522187465288,0.38392649978499094,0.010117810858847776,0.8368580877047513,0.3136906562579682,0.14087506573844522,-0.0904416929124281,-0.5170973105262746,-0.1344720413346323,0.03537833960912096,-0.09334915557298018,0.052492766692157744,0.3257142814563352,0.21702608624215003,0.004902371975585851,0.13146029075882026,0.1135366653169001,0.23184573971357736,0.31311821773525494,0.036048528509528666,0.6154688523491423,0.0658329125899364,-0.038893042806737554,-0.5279556894364745,-0.29890673247394517,-0.3328928982420898,-0.05258581469184165,-0.22577766921336107,0.19269252059099884,-0.3796438608062296,-0.2647325430505383,0.017220337394178387,0.024226649085591134,0.6089827977118034,-0.02826871359376426,-0.9378201529604127,-0.9233909123389417,0.34452483743141116,0.006433557488811914];
k{1}	=[0.11338629131062404;0.159129407156889;0.005651086220252294];
x_a{1}	=[-0.24280836674426862,-1.1556423464792254,19.415420253881383];
std_x_a{1}	=[0.32506600363639954,0.4860648310834059,0.4098691871834327];
pred_a{1}	=[-0.24280836674426862];
% Application starting next step
% ========================================================================
%
%  forecast from 0.1 to 0.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.2
%
% ========================================================================
%
x_f{2}	=[-0.9775341573341524,-1.7257588623348807,14.975493017136142];
std_x_f{2}	=[0.5436866860841527,0.8745382826354952,0.32662609819299004];
pred_f{2}	=[-0.9775341573341524];
obs{2}	=[-1.0452504233062487];
sqrt_r{2}	=[1.0];
hpht_plus_r{2}	=[1.298012948516566];
xi{2}	=[-0.4892400773121438,-0.263106848735832,-0.040048689111406355,-0.6647996844526453,-0.6487161330430106,0.4635022463288191,-0.36598716659157826,0.28557590964225044,-6.637332597334566E-4,0.3539520788578179,0.05849276720463803,-0.11523918299299585,-0.14739965816856582,-0.6620642731063652,1.5586829922076388,-0.07003262081482553,-0.06559620731835081,0.4251156109710704,-0.606321708907244,0.02136512915678701,-0.9219185692831914,-0.017973897328162014,0.325993450864682,0.8043169323175305,-0.19602231991067953,-0.3631105825770736,0.7450563027656112,0.24969664770669486,-0.14206090498509216,0.8868247489554391,0.06398524096531688,-0.34838249787377695,0.6423358842677804,-0.02863055164856243,0.09584771627917554,-0.26286366382400217,-0.02038800806546537,-0.07149708087457374,-0.09195090614412382,-0.04935223734670713,-0.15981498084693568,-0.30783016930382134,0.3067811786983514,0.6386505536632335,-0.011761040234881337,-1.130185003400781,-0.25822936450345757,0.04244826454319983,0.40883568466125175,-0.10204249266009768,-0.45158187117736104,0.43258523337820254,0.21946170942253618,-0.2942733083977581,-0.5030079725825717,1.6336277847012433,-0.020524003849814454,0.008850057086582819,1.38624903189481,-0.9479993010105151,0.09920148761972436,0.05775351025585407,-0.4259777888745869,0.9721967077627393,0.18332691541766533,0.10494534264277422,-1.1036204990232417,-0.70172969915587,0.8915639647321693,-0.08355299393691207,-0.3792450923337548,-0.02247235345233578,1.390294087330764,-0.8303798193106847,-0.11859929260033908,0.8963309937550211,-0.45596760064021036,-0.1727178211849646,-0.517965223028941,0.15296933781633493,-0.34251046148541386,-0.31842622196787407,-0.14190324612182603,-0.1519067784789715,0.6994884759994284,0.771124468932338,-0.2533130919532439,0.4052388000860234,-0.33246553112958777,-0.2212508225298434,-0.1507705142276573,-0.26483547269234886,-0.15576517819050262,0.5881864132098564,0.02315473041021565,-1.2697759619753497,-0.565930259521421,0.30800673924191935,0.0576556685782591,0.1620276351282337;-0.790868224506188,-0.4307689436695563,-0.0785853485093071,-1.0613250427595946,-1.0328812844863426,0.7286030219055168,-0.5979964516896992,0.47776214679388196,-0.054962037323340374,0.5334690618995628,0.10487080757637357,-0.2166235416246718,-0.29216988853714154,-1.0505246987966363,2.551255799465285,-0.11393448520425808,-0.1289726077600475,0.6050901546227363,-0.9970058276705442,0.04013933019874427,-1.4358869019790195,-0.03807164143200681,0.4774475561860556,1.3206081823238633,-0.2978934457901272,-0.596006074335548,1.2772409511890406,0.388355105763057,-0.25476576938967854,1.4419770409908506,0.151886948449937,-0.5546972746416059,1.1914376049784376,0.0011336649883362249,0.14634022612789122,-0.3972453504935043,-0.06161438004438802,-0.1436773070623807,-0.07182281693183223,-0.08068710714702299,-0.24654912478777824,-0.520224606121741,0.4083098329654642,1.120307082064921,-0.020496640871821903,-1.7906724444672957,-0.3537916408879265,0.004144594446026328,0.6170023200269452,-0.17302198477652886,-0.7459845168528974,0.7038863082290783,0.31422730035896684,-0.5049255171819631,-0.7608526271413925,2.688798304070804,-0.017432348670403774,0.0076153868114374745,2.2239263815200285,-1.559165136962207,0.11540827533853082,0.09499438323015164,-0.6423815940937638,1.5872007648581514,0.32785408974427344,0.17176673115568253,-1.7015677248879504,-1.1691318502225148,1.4095641289571097,-0.11881123527368653,-0.6235570566363609,-0.03106194735463541,2.145761252788341,-1.29504015090293,-0.2116263163346217,1.4661169089462156,-0.7374791776266023,-0.24862736770067584,-0.7697891422840599,0.2613953693775892,-0.5769710904758649,-0.4939849985810194,-0.23395062935855315,-0.29284124773025244,1.00995014641426,1.2972982353087719,-0.4406835865399277,0.6301789643606457,-0.4958873775558623,-0.35169097283929585,-0.24838096689151357,-0.4491800429940622,-0.2505486717198633,0.9802819593306605,0.05891495253023282,-1.9764567825269355,-0.9914947702283752,0.47066361857400163,0.04539099317983197,0.2246718532180627;-0.14015344388513284,-0.06877455872856686,-0.1473959653794754,0.6265384764641375,0.5029782940254766,-0.2894660423215125,-0.31464379645539964,-0.05178596689466808,-0.15094539202780233,0.15219034405520837,0.16692756073110004,-1.1439343858115372,-0.5634574751866275,0.016217471281827045,-0.07080726656144343,-0.1925943701366588,-0.6518779798506138,0.07523203995437378,0.10203817031739248,0.42988904581071274,-0.18257708380909676,0.04318082610318896,-0.19077093298853143,-0.12365125416747169,0.2567613281565837,-0.03115428425146405,-0.08280463801832738,-0.059696447441224265,-0.5014850152470789,-0.14065810646465948,0.2316630891791558,0.24180276768425024,0.08592096924300208,-0.2042067165753263,-0.025709411374629454,0.15014654222212087,-0.19554188888617574,0.06314694737910642,0.0645378446342928,-0.2630568961028015,0.4774584322865927,-0.11905793435214562,-0.6913112480485939,1.1748230600227174,-0.0729169395541458,0.2267913689710035,0.48832730471576014,0.020980314595778538,-0.49841649759472695,0.212058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k{2}	=[0.22959166074356185;0.3688924325315421;-0.030221453216757215];
x_a{2}	=[-0.9954724656288795,-1.7545809291334382,14.977854260323989];
std_x_a{2}	=[0.4542899025519096,0.730738081746743,0.3243046662533589];
pred_a{2}	=[-0.9954724656288795];
% Application starting next step
% ========================================================================
%
%  forecast from 0.2 to 0.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.3
%
% ========================================================================
%
x_f{3}	=[-2.0870993162213534,-3.677958606583394,11.895078397494492];
std_x_f{3}	=[0.8929343661134381,1.5492523904485858,0.41674932934401426];
pred_f{3}	=[-2.0870993162213534];
obs{3}	=[-2.199598000809167];
sqrt_r{3}	=[1.0];
hpht_plus_r{3}	=[1.7973405947895706];
xi{3}	=[0.02953722588765917,0.22337250443673828,0.18823278745170535,-1.150599383749578,-1.0851727027970148,0.18496229564013045,-0.9496262274339657,0.43381989407794586,0.02678304546467425,0.25715734091833853,-1.037178842132918,-0.07260881100680727,0.05294201761815964,-1.2336974144399253,2.9761047130369587,-1.1015503922996355,-0.21786850119289225,0.583210738737935,-0.8819025924711639,0.04390439836704729,-1.3687251304963133,-0.9927933774971485,0.05762906824352054,1.6929452512657692,-0.36497360717020877,-1.1131082593373751,0.7234262167727952,0.6900696359418681,-0.2313796763899374,1.4228117130040814,-0.17811940939506155,-0.7980042713376587,1.2508988196941546,0.26839881735485105,0.21885416380544065,-0.6319719550344054,-0.04152391074776052,-0.18832633964176004,-0.048662240023150005,-0.705422904183199,-0.4799024797978255,0.37308056343942475,0.3488464607355728,1.3764106447537063,-0.3876180855041751,-1.6734053339623527,-0.27672858316086124,0.06704466696878653,0.6122246203034678,-0.28302920014787514,0.03461166028933427,0.056082026973813814,0.31600096629862895,-0.6087675981152483,-1.3455745589081727,2.246542386480597,-0.05767453474383322,0.4295118154150268,2.350143304736904,-0.4532660533638495,0.015188740515708066,0.017693520512455763,-0.4970414965003451,1.4752814103273373,0.45263773398805185,0.1554251983335322,-1.5845396469661681,-0.9277118784742489,0.9921526490859642,0.45807099236868143,-0.5893754137042739,0.04898232427203597,1.6080569129300206,-1.0289015443299623,-0.2076098213291977,1.2272394025424216,0.9071158876483025,-0.24640559341521096,-0.566672293655758,0.385102869707308,-0.4003192552989341,-0.3635888458510874,-0.27555949564425486,1.3829147807306523,0.9732598860713058,1.2154617902551879,-0.4268132264550144,-1.802429764446678,0.02120646794658887,-0.4168311134232576,-0.6654043498590854,-0.3390684519596139,-0.22661562943140767,0.9254287088421314,0.38399744488681553,-1.7901141643290743,-0.8140037567461835,0.7136384312372241,-0.2592863642742915,0.4930595662593926;0.030530651128622743,0.3673850502709346,0.3065711558084918,-1.932469400517245,-1.8248125587936381,0.2919603388854175,-1.6734387483687816,0.7465383056873551,0.016769901407877708,0.4359430611420949,-1.7744588679053712,-0.21084854960647714,0.03356029623876644,-2.124929074540026,5.229188518982772,-1.9209217318979683,-0.43588560883703087,0.9988543269979604,-1.5289268390319424,0.09703262208947061,-2.3824655539920445,-1.7147609762342557,0.07450534429442479,2.96288450123776,-0.623434994509783,-1.9333705853018803,1.2668598449217288,1.1858126322384934,-0.4512494939049856,2.4833053838257277,-0.29650632146244815,-1.3633292353331758,2.20948119553824,0.45453477010277776,0.3758680871380258,-1.0820990998713644,-0.1000042904856957,-0.34744925019169104,-0.07952726399214072,-1.2446413150730522,-0.8031501212273304,0.6256234340633933,0.5579508960539332,2.440828262248074,-0.6890909552559425,-2.8532964405704075,-0.44421842163891556,0.09091354424764164,1.033978371172858,-0.49125618668700133,0.051851272044115326,0.09273325133686372,0.5254170499589885,-1.0617998526306107,-2.301486986842891,3.9474368054889775,-0.0878034351310566,0.731595477525854,4.109130798267615,-0.7907414206947005,-0.004940259728586582,0.044466722467114916,-0.8347209088723404,2.5769790750559025,0.8116446554849763,0.2649737864345303,-2.673878909555494,-1.6166113094265362,1.7178124868770064,0.790824566567288,-1.0201746613106946,0.0753951734498397,2.7899016013421987,-1.7494084567307078,-0.3618658914738595,2.14148344166495,1.574923553799719,-0.42148056958977653,-0.9648296963212313,0.6739650806297708,-0.7034427381898642,-0.6070790970699345,-0.4855598104369556,2.400429219142027,1.6523970000867165,2.1225860853402927,-0.7709059438385482,-3.095318197927574,0.026671250951471936,-0.7226775907949272,-1.1856092090039838,-0.6167817863689034,-0.40204869451059677,1.61625170048889,0.6800485326578203,-3.0392295757607655,-1.4852532650379913,1.2035351521771078,-0.45341707786337837,0.8442729953797161;-0.22972024646164968,-0.22577594876923968,-0.2540599337197147,0.9138108686344264,0.7849292247443351,-0.31301949220513414,0.09882672325570674,-0.2274970012999944,-0.19216079217871673,-0.006768999917841967,0.5686624009318617,-0.9360062585145847,-0.5377167665641647,0.4927850072758435,-0.404096077327754,0.31365275957865,-0.48687612038166783,-0.16516826932741147,0.36630916041808526,0.25097419364685614,0.3944873569387397,0.4411674736638904,-0.2015103925033923,-0.5118430536924823,0.26650461894667643,0.4170034272884511,-0.2927823818056794,-0.31986202561337507,-0.3700033684969668,-0.48056574323448586,0.19578548289748454,0.45402263253198605,-0.29464756508042456,-0.3263374158649661,-0.1570001204907765,0.3046994635594906,-0.19505494313435712,0.05208759544927055,-0.004891351876009864,0.04931826238848025,0.4987079057788222,-0.3255677774928909,-0.6966201885006527,0.515215818713683,0.0436303111858205,0.8831939147009624,0.4003804202396193,-0.07254408310753924,-0.6196477778834826,0.20173165062973375,-0.01709362040288198,0.006217620407804603,-0.30719321260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k{3}	=[0.4436224258780077;0.7695497076644943;-0.15317161757064832];
x_a{3}	=[-2.0868647178985755,-3.67755164999107,11.894997396619683];
std_x_a{3}	=[0.7236507542760172,1.2574881764760986,0.36971671429437514];
pred_a{3}	=[-2.0868647178985755];
% Application starting next step
% ========================================================================
%
%  forecast from 0.3 to 0.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.4
%
% ========================================================================
%
x_f{4}	=[-4.626070712912612,-8.398122843318962,11.043323848174307];
std_x_f{4}	=[1.545250079350625,2.705386390958171,1.2592912468602653];
pred_f{4}	=[-4.626070712912612];
obs{4}	=[-4.894227202491621];
sqrt_r{4}	=[1.0];
hpht_plus_r{4}	=[3.387976827360917];
xi{4}	=[0.13312754468053356,0.507194482314735,0.24916691098427712,-1.3766327606119422,0.0686417710954359,0.21269638468057295,-1.243780802474701,0.05431930445988975,-0.19438471428046977,-0.020061862831438404,-3.216333330334871,-1.1848056371806193,-0.21727588467779135,-2.3474995878345055,3.9326756579271467,-2.8662858834874045,-0.27662028398311733,0.5081019074056456,-0.9611654199203583,0.06303074152141708,-1.7075913594399914,-1.215452544076573,-0.09072185295673929,3.019442803263529,-0.5832660431474475,-1.5593910778750928,1.813183382727428,0.6146354608638243,-1.7529831007781036,1.7726414931204526,-1.386457991586485,-0.9381813719585113,2.270036941268732,0.16028831136710497,0.11607255254321736,-0.7289173540648326,-0.6295495050451692,1.7017644284982372,-0.5617013295108659,-0.9091068011891528,-1.7619962864631997,-0.618812591953902,0.04640832020611274,-0.04182885855160201,-0.8695497604828848,-2.4687181506396003,-0.34319411188574556,1.6401581019964975,0.7881575506048804,-0.645547529144312,0.5167366399999951,-0.1370937038627904,0.9151082806957258,-0.8146087684104497,-3.1429254760988696,4.18743747769753,-0.14242395220514492,-0.5840694664296775,6.03514741804482,-0.6491063168131808,0.06870403974990946,-0.22046317656031178,-0.8626255011151329,1.7017974718424203,0.8533866107265289,-0.1427597286247968,-1.336456342056314,-1.3965441326643901,1.0303876335227544,0.46245009794898717,2.0771584036519224,0.24691055147910657,1.120198058455784,-0.29781568366214817,-0.749769363098169,4.054895072150876,1.1114334282194682,0.025395100977094742,-0.6469174751050151,-1.3592282746852735,-0.23762936969531978,0.4126914428205417,0.5461872731253505,1.3135579845594894,1.2942378767456728,1.2826883391110875,-1.3038339756880672,-2.1582422709558875,0.2771816112409651,-0.609204444654325,-2.0061190380046456,-0.365950952080758,1.5565357919413207,1.738682421212169,1.7447180209375137,-2.0108674482394626,-1.3059922024975643,1.7321728780598495,-1.0246063551798192,0.24552323030840206;0.1284174809210601,0.8035395213646908,0.3409168956182711,-2.2830634548842728,0.11902443271933016,0.263226083166721,-2.218715268870902,0.021774920423775157,-0.4229143852158792,-0.08711721048968002,-5.219867823265767,-2.2539416381265305,-0.5171455615873732,-3.9272735361608024,7.108780079938764,-4.76591488022564,-0.6269817233261517,0.8279433717928901,-1.6904174394940412,0.08927788306539597,-2.9468589042047686,-2.106883033833155,-0.24555925335433848,5.397201509436842,-1.0368062690371023,-2.679751423225664,3.1661314352981043,1.0061698062322684,-3.097860681180485,3.099760036608026,-2.3747113144846903,-1.6277180143632375,4.014568345313344,0.18872133863732543,0.13232657713123963,-1.2882193586102346,-1.1782954407104054,2.9553767031836555,-1.0233081374926307,-1.6566130516185016,-2.9464784123062664,-1.1580254321600219,-0.06636476745025455,0.013079596703589047,-1.563917343283288,-4.062497939957808,-0.6010016077994482,2.846757504607038,1.2759605549751596,-1.146020738519626,0.8302877010683245,-0.29562613379623315,1.5265024103642215,-1.4437318125742156,-5.087473780216744,7.577560974173194,-0.2829830040264305,-1.0843910265961565,11.032438393475228,-1.164101250038808,0.012776193546397252,-0.406470273707523,-1.4988333490870644,2.9804632424299076,1.479065135451071,-0.29668011079758827,-2.239999772448167,-2.4177960178653777,1.7195891025063696,0.7276531767360845,3.641327338420769,0.3441194500621574,1.929620175214671,-0.5221632736130069,-1.334172067737743,7.316135817748134,1.9033794789219103,-0.014965874571590376,-1.144017313014885,-2.339918192779198,-0.474267739732781,0.70538568519141,0.8835753908852011,2.2673666738443767,2.184121989795914,2.1945202855952894,-2.3139355313612544,-3.592285465225979,0.39767746492890055,-1.1014822932159376,-3.467525719201035,-0.7235087505672002,2.693739732997825,3.03740721279342,3.0669976087931987,-3.336783276743006,-2.3767758189450845,2.961757712556956,-1.784674893328443,0.35238436179198374;-0.48722840466852446,-0.7411617550676972,-0.5652483415497933,1.5877159359958437,0.07046482695028011,-0.5772070610150184,0.8446785816531808,-0.30771906541844096,-0.16727381725370094,-0.11790883105519079,3.7100687600725397,0.19380559871437875,-0.42178150465458586,2.3972922530882954,-1.8848333865311915,2.9797517916843557,-0.4018605989242179,-0.597035589492334,0.777906430424224,-0.045293285069428535,1.4888962097704095,1.07362462956449,-0.2580972946924245,-2.037125964532626,0.45179173898334035,1.4005267863877364,-1.5528877743560745,-0.7743585648061,1.2384778502239655,-1.4841010074049414,1.2893930762799162,0.8477278684776195,-1.654513800023878,-0.5226452060262847,-0.36376604584161143,0.5559939479589406,0.21694063982994471,-1.4734701209127117,0.30178010476114636,0.5148947549760639,1.8861055558255515,0.21654407763763217,-0.6978595275789896,0.6208743690372174,0.5564821098091812,2.757632838561692,0.3573344072198026,-1.4561364372329155,-1.1641974562396342,0.48148286862049083,-0.6349302496479439,-0.06125371570482052,-1.0892946059418858,0.6085588483887658,3.6388372300278835,-2.075872824704545,-0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k{4}	=[0.7048385951391068;1.2328245157772553;-0.532283998823883];
x_a{4}	=[-4.77128109904779,-8.65210854331826,11.152984649293657];
std_x_a{4}	=[0.8323996064141826,1.4653041683995252,0.7670070336516012];
pred_a{4}	=[-4.77128109904779];
% Application starting next step
% ========================================================================
%
%  forecast from 0.4 to 0.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.5
%
% ========================================================================
%
x_f{5}	=[-10.399822575926267,-17.546159069184185,17.664936593653668];
std_x_f{5}	=[1.4639260729001835,1.8127048248788595,2.9681649385436497];
pred_f{5}	=[-10.399822575926267];
obs{5}	=[-10.767528621155154];
sqrt_r{5}	=[1.0];
hpht_plus_r{5}	=[3.1518778631775874];
xi{5}	=[-0.9332916531303628,-0.8787580076213182,-0.9043058446573973,2.378404538715923,-0.582073606187322,-0.7640830865201966,-0.7113215467176115,-0.8203304086287098,-0.14666850271362897,2.85693115646992,-0.7245654985752772,-1.0073440075308469,-0.15089273698760763,-0.9731736538150741,3.760416366422752,-1.1932155480644528,-0.09486036574975643,-0.40596631848532283,-0.2806983191875183,0.8118293350453136,-1.1416774494529758,-0.4344047873637038,4.131477792401589,-2.0924571631542577,-1.2760179012444706,-0.9706123717356778,-0.26710321099064593,-4.1603270446867775,-1.0576118956312097,0.7431897857984229,2.781117463470232,-1.7318804418075295,3.7631577300274044,0.696409817683822,-0.44058094633583345,-0.512951759175035,-0.5697421723942195,-0.5638178886771748,-0.47449123470980936,-1.3625040571935205,0.4673716341408234,-3.856739178611882,1.189013015301354,-0.04283794201092128,0.4240422402857895,-0.7258380814229177,-0.5715830013228107,1.1586723892932067,0.11560889031168031,-1.3590483866881176,0.005443479794893236,-0.2959512031643463,-1.4573834048092618,-1.1746212496320059,-1.0545395712556402,2.1033466775743452,-0.6834969510337885,-1.5457757689512341,4.181152652427004,1.5145202929330015,-0.024130592946949747,-1.068225749846901,-1.16528122382514,1.2016640484071566,-0.5002417473416667,-0.1627568808288764,-0.46505738778673233,-1.0142118108695382,-1.0378681613161884,2.986573526173168,0.7170311189995484,0.04527354893365043,1.3719512757481667,-0.12280954546068124,0.7058889144301066,1.1675792276910055,1.3261530844439395,-0.007540430016705457,0.25534601250455324,-0.5655124320949287,0.7131069181471403,0.22499975760482904,-0.5164676724316308,0.18546064338201695,0.3968204432096023,-0.6769678391355107,0.11806219053623401,-0.20467047593202814,1.433238115007459,-0.16062162191790463,0.6206828720734165,-0.4721893147581664,0.17614702244431157,-0.35390973931583325,0.7492541018805134,-0.8733699007367477,-2.7485313934130087,3.739254121208554,0.5320838720587098,0.7872320150213863;-1.3649007856662934,-1.2966971081227534,-1.3296179050995711,3.1679871759906284,-0.7805685938914486,-1.2142339461914027,-1.002487835129969,-1.1967281989703764,-0.49186991049492335,3.6949514432417523,-0.31548067464339624,-1.5967811295935057,-0.6117088333947365,-0.8913191123708728,5.4503701940890785,-0.9775513503748989,-0.5529059973078638,-0.7363739049768121,-0.4847574519596236,0.8072321987951447,-1.2739309820218452,-0.6001250974909027,5.728839087942143,-1.975882201217079,-1.490257594078905,-1.1009208340618741,-0.555932287376784,-3.0511166697365297,-1.339444608038523,0.6752641415023781,3.6854292072557335,-1.8033963425101511,5.209291843805467,0.5053809463741281,-0.8016211103363347,-0.7509457014643601,-0.9338871770000878,-0.887031864287934,-0.7678052965690725,-1.6671410985662583,0.6084113582927131,-3.0144521361542687,1.0822422011712938,0.014473857586242644,0.27983521462631344,-0.5227878342422692,-0.7741830937653873,1.1934481251836502,-0.2741948565544554,-1.5764875921936508,-0.28678673443687686,-0.5925383471377508,-1.8563261675965101,-1.409497413515684,-0.6063883427664294,2.943049397708874,-0.9821758288982565,-1.8221602450914816,6.437433085356824,1.7377629128178143,-0.39725851799681067,-1.3008170089236089,-1.3255510860835074,1.2842381735819828,-0.7125197827554182,-0.4235955790838801,-0.49776250010013,-1.1763797071101223,-1.5052684426708431,3.831873807213432,0.6638810484546696,-0.2713572784227516,1.5159021714972276,-0.2898933768058818,0.6667520387727564,1.5387252768128334,1.4237501745176573,-0.27929851515666115,0.11543677628963067,-0.7156436630988026,0.6037799151676033,0.07831282297881259,-0.8783378241112629,-0.060899239303982,0.09480838813774284,-1.0847924185917286,-0.08450360180230732,-0.11239119342218373,1.5072431366497234,-0.3912628898235191,0.6391550451744017,-0.8487571026288272,-0.06873179615141112,-0.6555171817817325,0.748383850036781,-0.7589415650785902,-2.717937335291534,5.008201391143761,0.5060655759311423,0.6709058173943063;1.4684772621112252,1.3640261460887153,1.4016040280534163,-4.179806986009629,1.15687344877351,1.0447694259847253,1.2370740250235208,1.3161085670774888,-0.22113231034203906,-5.541448050883849,2.635804283945358,1.3185763671568935,-0.4666028846457202,2.5531045408226802,-5.781100690222759,3.2739749516086363,-0.6179704495270038,0.4337696634471264,0.40914251472112184,-1.8842388347275811,2.526112442513117,0.8526360451328792,-7.5064002947043935,4.978385363755429,2.6555879975547043,2.140457068940684,0.17030901555318323,10.475432801847656,2.0451505859606556,-1.8717194372812056,-5.089707503701829,3.915405962125405,-6.669964746787803,-2.025428581665416,0.4561791742430046,0.8800905894656843,0.7504170067300038,0.8040665044415469,0.66380798824013,2.687618794797377,-0.686535330657609,9.555475096730646,-3.206249054800029,0.39763431709321395,-1.2070779248483134,2.2409279686756207,1.097803998958188,-2.7282352919035198,-1.0091010501030624,2.848940186928786,-0.4879212548497023,0.23255667201366492,2.7123929812602725,2.3975475874266508,3.3914991344865406,-3.22335378756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k{5}	=[0.6827288228129997;0.8240088819899662;-1.3494451618727765];
x_a{5}	=[-10.666054077186915,-17.867483018567782,18.191155495375227];
std_x_a{5}	=[0.7035524898147665,0.9389311051527355,1.5528311823006693];
pred_a{5}	=[-10.666054077186915];
% Application starting next step
% ========================================================================
%
%  forecast from 0.5 to 0.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.6
%
% ========================================================================
%
x_f{6}	=[-15.806675367901567,-15.696792011206144,37.10854491383093];
std_x_f{6}	=[0.3755642779373338,1.6092339027594735,1.5934242943305321];
pred_f{6}	=[-15.806675367901567];
obs{6}	=[-16.041026178725748];
sqrt_r{6}	=[1.0];
hpht_plus_r{6}	=[1.1415938135257295];
xi{6}	=[-0.23234323672256885,-0.2197667724691552,-0.24375553885195167,0.41693000129209956,-0.01658179134132709,-0.29065198127868364,-0.12390652579566996,-0.18772793195904214,-0.22294669313812854,0.13610355453633538,0.5734666286109444,-0.3853487155503377,-0.4370475065327053,0.2869212718071932,1.0867823957038034,0.4602256506140332,-0.45633361943446893,-0.15049874667026586,-0.13063835068874852,-0.18693419549877,0.09620567565160876,-0.06714242974743989,0.5894848190078683,0.46480440430668324,0.044024126058499036,0.07368367334721526,-0.20825286741157178,1.4780675513455837,-0.06811131576758811,-0.24055340160884775,0.26181355868569334,0.24488481000818396,0.655226004099827,-0.26130609383388936,-0.2464744577959248,-0.11792046881352114,-0.19971422058979194,-0.21085253353255773,-0.14352862413100453,-0.02365922111998131,0.05933055373002105,1.2378037728363829,-0.4402995599536812,0.0940002873048087,-0.2038368986916641,0.568291003109243,-0.051658677345100656,-0.24129535139675617,-0.43168524582299206,0.0416244885489796,-0.29391740481469064,-0.08673085949773984,-0.12320400063132908,0.008731993233222823,0.6520264686015995,0.4512425375894935,-0.14929143691952618,0.007160756893021869,1.5155641945641207,-0.13443186408774643,-0.3710648455754093,0.04194620629117729,0.08099941566565505,-0.18999470184833633,-0.07879398601834531,-0.18372371302514523,0.0703961217978204,0.04308209267077956,-0.25162809562503163,0.10268054839100849,-0.21206217575574193,-0.3260188403475244,-0.1442151559539795,-0.1316859953453502,-0.18360844380114472,0.1411289492730603,-0.2281389719350866,-0.2681989717662763,-0.17376652138427318,-0.02508314668495082,-0.2656772872225961,-0.18965800180446024,-0.2177743001760124,-0.2492517910846619,-0.3673922846858897,-0.14471690344041122,-0.2223872457234446,0.18451843472500862,-0.2863937102749272,-0.028107435686447246,-0.10831270446817065,-0.26524752111153127,-0.10566439692609819,-0.22850146415843575,-0.16242124593846263,0.3061796931681755,0.455358993606362,0.34087231250782146,-0.11330983931260441,-0.320414713057394;0.2514386152330186,0.6020306823497243,-1.0722637710382745,-2.933824712606812,1.559216315998377,-0.299420025577005,0.6471147106533497,-1.8098497871369528,-3.0914915144910804,-1.8133194433070141,1.7112522783343707,-1.6443750485642479,-0.4064634149350699,-0.6478807584105386,-2.3500124536024902,2.0370687513106436,-1.2866199032447359,-2.9663381150250476,-0.3250185987181009,-0.9870077617925954,-0.610620498117596,-0.11889251373361454,-2.313998648545132,1.8812274930585762,1.0921035972344058,0.650985018040922,0.8631345403929078,4.345824395462454,0.11511452252329768,-1.341945800885279,-1.5644197518696874,1.34855701824978,-2.678198691802267,2.22772507751945,0.6299247475201124,0.3815627938408319,-2.3711983777073886,-0.2382053884405817,1.5213691182678506,1.0605477442029585,-0.11646888553029733,3.708109213511529,-1.4318863582428474,0.10745089247464712,-2.0795943973942297,4.663079509130007,1.0325225805053666,0.07970890359750094,-0.24439738478798567,-0.13015087157609528,-0.38170205591380757,2.9225552248863504,-0.10623979483506218,0.8399188803560964,2.0473677198472764,-0.9940207458314472,0.3048863069997001,0.17341640461580177,0.6229797313575194,0.3111874993625783,-1.6525659447948495,1.854827773322702,0.9184225617457944,-1.5569687291035752,-1.6059034635307103,1.3013685425958421,0.10208839159157002,0.02957084627160178,0.48463663197829554,-2.2336785475447005,0.4484826370773618,-0.43120883856709646,-2.2041133481331716,-0.5061945469940898,-1.4975782731476084,-0.6652646663422868,-0.8793007010952909,-0.6442898355189985,0.026103491635341314,-0.015200930987568029,-0.08853778491538478,-0.266309271385861,1.0319413684315695,1.2033980408226803,1.041593618176444,2.6325390405409284,-0.572337159972653,1.4107955632665412,-1.3990513490349183,3.165555052830708,-0.6454997059874454,0.4518564756596781,3.283491023876138,-0.5874317401205769,-1.0359220388491028,1.156656870635251,2.0132725957635387,-2.799565647176225,-1.7358108305756783,-0.9174219856180432;0.873812533237242,1.160166704193763,-0.35334937519683507,-4.086855218477609,1.5265504310772542,0.5057027007582704,0.9669995159879861,-1.2347925462942726,-2.446752295376875,-2.1439316295177164,0.2507205962035215,-0.549295043575853,0.7670909432307269,-1.3067046674007372,-5.327690174496617,0.8025470243214841,-0.020090348742435538,-2.50727964666752,0.08434218593481546,-0.4267365985632665,-0.7957036198704373,0.10895140426983829,-3.969827476853837,0.629429688747436,0.9443803154007426,0.48732648735713013,1.3662069164611879,0.34228709096160514,0.33077071448637696,-0.6383760494678228,-2.20908627795761,0.6818778115751627,-4.5357901421767295,2.6622779193945405,1.2478896135136281,0.7051978777902832,-1.7624786804554802,0.36454775113484317,1.7890210606093362,1.0857194772163368,-0.19180892486259182,0.35027776489913265,-0.22607386319737088,-0.07283747202910007,-1.4500708134447677,2.8278687271367033,1.143966347818946,0.7257009090889,0.899269793639796,-0.18101331403481424,0.43153220007273774,2.8690704311879998,0.25404707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k{6}	=[0.12403169310144324;0.1448628212576005;-0.18637156778069994];
x_a{6}	=[-15.83211970542561,-15.726509726304556,37.14677789249081];
std_x_a{6}	=[0.3529085652090045,1.593180977372856,1.5945715042563873];
pred_a{6}	=[-15.83211970542561];
% Application starting next step
% ========================================================================
%
%  forecast from 0.6 to 0.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.7
%
% ========================================================================
%
x_f{7}	=[-9.357831303923795,0.23488559523446167,37.0115278638434];
std_x_f{7}	=[0.9424708648167494,1.0479217754116814,1.014910286677331];
pred_f{7}	=[-9.357831303923795];
obs{7}	=[-9.180079165106001];
sqrt_r{7}	=[1.0];
hpht_plus_r{7}	=[1.8896994923557133];
xi{7}	=[0.378639632633611,0.534544229520618,-0.4626104191176186,-2.2213499784867565,0.9309520354096303,0.08579920054552836,0.5063647269132101,-0.9090957262424908,-1.6553353880857014,-1.2354998279950848,0.592602981250236,-0.6880900870322151,0.09962858888695614,-0.6530831356734765,-2.4355372135743103,0.8680457021722248,-0.38219632195376896,-1.556181448225182,-0.0837455473301496,-0.4135162355457034,-0.4484088892781273,7.580207946755735E-4,-1.9643893030283017,0.7699731449135996,0.6286812142769644,0.31847778959939355,0.6608352428541533,1.5386497781737516,0.0950296603142391,-0.6178679920523198,-1.0908058979543949,0.6193325126879206,-2.311392681514395,1.5155800005210862,0.5785878495379215,0.2893740282104975,-1.239079995534027,0.03206314140852129,1.018568345447374,0.6524474392656412,-0.11980233586197464,1.3079973880651092,-0.46291359436307467,-0.006379053665146017,-1.068036400264262,2.381872316656527,0.6604153145032416,0.24936354328893806,0.22636128041642856,-0.11126338086691234,0.009872433897410104,1.774843386308734,0.06950480906606948,0.5070599969024219,0.7402671350651246,-0.9662441429210205,0.29282661527680887,0.09450451098702217,-0.8009578239198003,0.2684507316980156,-0.6938137895339569,1.1043017468503358,0.4446731700268334,-0.788737067562991,-0.917938401929062,0.9069392872249864,0.0065557992090710115,-0.01598466915353214,0.4911621269739399,-1.4615493595813387,0.4436525880477422,0.005452610670012348,-1.1722009041825814,-0.1345191865333515,-0.794082479843885,-0.5280928778631786,-0.3418690623277669,-0.15751566475422152,0.21773584613840136,0.03502540479871641,0.17081658969851254,0.019810874713803273,0.8339365438258373,0.9229348143639022,0.9059788579267778,1.6662734669315693,-0.15895222217644722,0.716234774230907,-0.6061090217915321,1.895476881643141,-0.28837726409067344,0.4558843922674267,2.0211830150795036,-0.19006547583070166,-0.4774276382102993,0.4544772944474822,0.8433082508224974,-2.036795030169099,-0.9511700689277962,-0.2411060584118605;0.9433009387721145,0.7380112070521103,-0.30010744137846196,-2.9568921855410832,0.6906228248485546,0.6177526181333284,0.7682286778865879,-0.4135552560905096,-1.0023313265297376,-1.3192158375313892,-0.21385035401697317,-0.3435387061204444,0.49583895123515837,-1.3025405700783763,-3.958919796240002,0.16494148171155232,0.2555112890623475,-0.4381107517407645,0.0765308462147245,0.043254048816202095,-0.5689966605430234,0.14613379168474727,-2.584111681737247,0.11614758207392795,0.6233436781845281,-0.03092255177349837,0.6765711903860228,-0.13988000103031256,-0.1675280940160927,-0.36692565949076866,-0.6295662594923197,0.3009872135796339,-3.5651311678619213,1.738970358006056,0.8047993652102963,0.020520885474919703,-0.7162291972962689,0.2383257231103284,1.0966984415818164,0.5979221637265577,-0.2952686885207169,-0.21800746226965959,0.41499864589681773,-0.09719460978498384,-0.638563466954019,1.658631355880751,0.6490962707006529,0.5714929037621821,0.8721661746559144,-0.1976422115430618,0.34150889566938086,1.3666861384272986,0.45151381052929923,0.5061567232377848,-0.2298224658555674,-1.4558857829680876,0.34645913646695087,0.04114382601541572,-2.722743359091018,0.1897986050751742,-0.2800209655897512,1.3017736127472719,-0.28142418343375775,-0.5901806869637918,-0.9205707160723531,0.942584580420337,-0.05865003655395307,-0.12934647852992365,0.791964098717463,-1.4265656145311674,0.6948219536645983,0.3498721192345238,-0.5693845358287646,0.4803325645718018,-0.8642177519616185,-0.8105315533761321,-0.041764396354074,0.2002113244962972,0.8437827705429892,0.20583286116261174,0.4694881809574902,0.48327149848175305,1.4408272335565495,1.2087367677175158,1.2527461104481008,1.6848712100169807,0.11497159834770493,0.5112006927477031,-0.22382116678091266,1.841261954972022,-0.13426173686444193,0.514718545733134,2.059101601572402,-0.1662958952716599,-0.1918631327412451,-0.06451279811344313,0.18243037493824427,-2.2581600124326604,-0.7499780033747927,0.4961637921541194;0.02264038868975149,-0.3910991455225741,0.5407468741110009,1.7697197011550543,-1.071163437291034,0.27373400143707016,-0.3117429130042879,1.2240050015399788,2.1111405396443743,1.1338829318750854,-1.1687732091628789,0.8938378882358435,0.15111134867296272,0.15469177713911364,1.451230283166126,-1.3561742962090975,0.7908487748366042,2.3131401605966033,0.1684866014325621,0.6946527514851155,0.3256512309123778,0.08967684314892921,1.544894139659931,-1.2188884595976361,-0.6196052153130367,-0.580988647245448,-0.6445615323871792,-2.714058591655238,-0.31421005948345737,0.7530999212049636,1.3719451323282144,-0.8372647465876284,1.4898647157298868,-1.236976291441259,-0.40454492233278216,-0.5044619826325416,1.5854082408721055,0.09171001619831998,-0.90625908922474,-0.6742103824755077,-0.03479911863211527,-2.3865864035311333,1.0214860533055372,-0.09040403925565244,1.3395609334252754,-2.624796206764124,-0.6521125909785184,-0.035044325327085346,0.21743389733667584,0.016928893315458993,0.20147881348349728,-1.9189122911498302,0.18787494066842925,-0.4948932174094338,-1.41390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k{7}	=[0.47081533119671176;0.45035551693853065;-0.47093752367202335];
x_a{7}	=[-9.226832159622097,0.36019202312952614,36.88049472084066];
std_x_a{7}	=[0.6888431925332456,0.8469663221477257,0.786234192235748];
pred_a{7}	=[-9.226832159622097];
% Application starting next step
% ========================================================================
%
%  forecast from 0.7 to 0.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.8
%
% ========================================================================
%
x_f{8}	=[-1.8740446181491204,2.752289952730919,27.389366052648107];
std_x_f{8}	=[0.5143963305826267,0.5296609635972024,0.5681024785814847];
pred_f{8}	=[-1.8740446181491204];
obs{8}	=[-1.6830813834165683];
sqrt_r{8}	=[1.0];
hpht_plus_r{8}	=[1.2657406148164843];
xi{8}	=[0.33550850967109747,0.24272764447508255,-0.22015419374987877,-1.1718635884089,0.10300823876837661,0.33537661307393174,0.2494000420887763,-0.03798934685189459,-0.20726561773013996,-0.5454627803411145,-0.4036611380253823,0.08793848540160831,0.4866133208109005,-0.6218578594394777,-1.8264951937045208,-0.056669985528848166,-0.15767339920308698,0.2970784036077445,0.1919760542716744,0.13091923233601088,-0.19297757173611574,0.20793062334541057,-1.2398969913601463,-0.1026028015913123,0.17160627960248864,-0.32342108028315897,0.4712932259970739,-0.07906444866064866,-0.023173518611994792,-0.04530741874026201,-0.08801004892794562,-0.06723240888777826,-1.5270583774923874,1.9345528762035926,0.3085610289767502,-0.33996451271038897,-0.06765414607044518,0.319985098972843,0.36196152729892117,0.29446566437013866,-0.17564067383423376,-0.8665873107513549,0.5428851635233851,-0.0967367702491102,-0.16114249392922542,0.3468358729663088,0.17203240405754738,0.2446859455955257,0.4656457976495847,-0.24575913181643427,-0.1346512190607818,0.9102917273918373,-0.02122935417269045,0.05796899072417849,-0.5641106911529965,-0.6472656682899616,0.07728775655676667,-0.10904603481592257,-1.1622623898419229,-0.05366665837554074,-0.0031202646650472232,0.4796255599404571,-0.6028334092968501,0.009421720712807113,-0.367099773703746,0.08886042775076253,0.319064062874477,-0.3029387155632941,0.36188319811161285,-0.5102002996160131,0.270600815603129,0.7071012455973329,0.12859963735736568,0.1752498380975651,-0.3313403919336313,-0.6364427206899999,-0.038524524198530585,0.6927329964616771,0.4044802820663529,-0.015033277558103242,0.21042457371834344,0.1294659795021602,0.6076624122225154,0.2621603007971536,0.46618519685070003,0.531776797585453,0.18364940268981034,0.19772817798328313,0.8988214563150069,0.5818655288201406,-0.15327160107053706,0.2717693253398281,0.5508572741452484,-0.08847828139659475,-0.13936268538329255,-0.4182357359847204,-0.08634963262899142,-0.7353299133359892,-0.2749516186293346,0.40854493172007;0.5416573126427218,0.20341262614440891,0.08779240985949821,-0.7271618598846334,-0.19726078043805018,0.4985167933485761,0.2602498239681421,0.3999009737473349,0.5746775935877211,-0.16570629303140594,-0.8215244550510106,0.26206472742747833,0.39983634367883925,-0.7345602979832555,-1.403000300748845,-0.6511481786356157,0.5840254484420213,1.0051326095801367,0.12385675891649273,0.38168658553928125,-0.19529741107258536,0.1253136399965693,-0.5732398626590705,-0.6163583252354261,0.009205273149778481,-0.3915696185135027,0.1087460259847357,-1.4203837164021618,-0.2913838274946414,0.1674910952248423,0.3714828704083999,-0.32372345940180036,-1.2265855909303836,1.0369371106115635,0.24509362670237866,-0.31750429402251346,0.4283594517767093,0.1982316751259825,0.1492674482669143,-5.591743746395927E-4,-0.22777344872450955,-1.5348387398515746,0.8090567648371287,-0.14238684597130247,0.34211737890290905,-0.4096830053088709,0.007431655073352417,0.29791414588966436,0.6239788691479404,-0.15284999927682552,0.2771750414086527,0.03372268543631085,0.3314015426776895,-0.009664243538882289,-0.9868598554790065,-0.5740689057723669,0.026643975451134505,-0.09979607018771786,-2.0396767143670163,-0.11469105038360539,0.32874687057208174,0.2919514491112678,-0.7778599053431374,0.11673864996179306,-0.08407221387346642,0.05479609238523775,-0.03860926121739183,-0.171508795158001,0.30285453275672936,-0.04563837928289427,0.24840390629989573,0.4177731824190851,0.5007752245153774,0.5500786892306517,-0.15753066664685145,-0.3455708782167859,0.22322220654187852,0.4182654986556722,0.6030541199668726,0.11611876874105898,0.2705311106575583,0.40511695160472394,0.647287560265406,0.30653441941016846,0.4010554478762547,0.19243450915619853,0.2256962693247262,-0.15308039394301476,0.5008518586177315,0.17589645205715865,0.08494001512272042,0.07705937379952221,0.24278727821154655,-0.04408729616558782,0.21006516390842522,-0.5525078615466112,-0.6226549618177648,-0.27573791798092717,0.11703438310001646,0.675664588708532;0.13492575620843894,-0.14711297119930578,0.43771787313234967,1.0816737490771722,-0.4168898484193697,0.069471755616064,-0.0747317986215883,0.5394600734903143,1.0061991968361212,0.6581908751949648,-0.3540133967946488,0.18193011183100083,-0.2952069731404805,0.12224518128537198,1.4063706562125446,-0.7303104895153432,0.899068117512499,0.74674583586431,-0.16969184039592022,0.24047447690296764,0.06918306135505858,-0.1889773941412365,1.3141665491020618,-0.5972992789409872,-0.26410689776787777,0.04006122094043363,-0.6461599049906539,-1.771096803218125,-0.33224006311736076,0.2656426682759978,0.5730301006632814,-0.28736052361444564,1.0975097610678404,-1.8901020734768395,-0.19651200487077958,0.14967280593231536,0.6218848314197309,-0.2830307165540482,-0.38535859840866493,-0.4806835134785281,-0.008029074563253857,-0.4230861491992606,0.12388391940153909,-0.028864300510797136,0.6455615622571536,-1.0219456645711276,-0.27163997114590543,-0.029929825523094422,0.026180326619726912,0.19205807878195813,0.5237719957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k{8}	=[0.2099487143777978;0.16070890645994879;-0.14806785526036498];
x_a{8}	=[-1.836950367482557,2.780684394098381,27.363205063022782];
std_x_a{8}	=[0.48133320805886676,0.5184956175778034,0.5463638513664321];
pred_a{8}	=[-1.836950367482557];
% Application starting next step
% ========================================================================
%
%  forecast from 0.8 to 0.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 0.9
%
% ========================================================================
%
x_f{9}	=[0.9653477023491747,2.596227843107233,20.945312811552302];
std_x_f{9}	=[0.5061305488033505,0.6480691484986065,0.38341212657450646];
pred_f{9}	=[0.9653477023491747];
obs{9}	=[1.1683968916863126];
sqrt_r{9}	=[1.0];
hpht_plus_r{9}	=[1.2574788893731212];
xi{9}	=[0.36022900656791845,0.7089912186046398,-0.07146526418877397,-0.7060173236223429,-0.10424482862998319,0.4016285363843838,0.4937035138419047,0.23487802384924816,0.3402027987117676,-0.042372415392413876,-0.5218852621528338,0.5947494905513192,0.15116915936417008,-0.5419267919268018,-1.1685544681427673,-0.2913600300649841,0.3401876617009102,0.509402828696414,0.06135456676359563,0.2775202836322138,-0.05894799128122119,0.18945932231715312,-0.7108376201179654,-0.44115148070461385,0.06786180732778713,-0.1785560843766003,0.2825723534507557,-0.9423762006291793,-0.16616183138865825,0.09906350106974193,-0.249824867361791,-0.2389091993766378,-1.4112784590355423,1.4111642406939948,0.38035366726402253,-0.33995545789355186,0.3123384843304863,0.22848551410587714,0.12794252823167074,0.3121800762402295,-0.7410986926281704,-1.7304466456456997,0.29290344794722645,-0.19949168969155384,0.0941016099202342,-0.6156988911922159,0.04608866099181552,0.24178348620370704,0.5488874580954523,0.003729066065111253,0.8151161893263777,0.5318948335267385,0.20521846176398395,0.044004830898656366,-1.0141909439736094,-0.12813437303949227,0.03941662221628561,0.042713558393637,-1.5053153296976476,-0.23105697878842424,0.20703309006487747,0.3851611740444142,-0.6529234415312807,0.06493291011006386,-0.10910455244255246,-0.04739206401944496,-0.07187196016300967,-0.5108762511949467,0.33051134092012335,-0.3464351588016473,0.12637812612288102,0.46038210972789473,0.3507709029366578,0.4422985223836263,0.376368046394309,-0.3332558150814121,0.19689070105055773,0.39192812385476705,0.5328197407845349,0.08619401583052222,0.261718295045143,0.41135082430221426,0.6447291843912691,0.26640902340992956,0.3492202360592288,0.2255858960635203,0.3013711734599206,-0.4437991395894598,0.5473114622898182,0.26647182450153484,0.03641230876400747,0.0011839987400996677,0.24996766736764708,0.012065824369446254,0.10110598797109083,-0.5508946048634306,-0.9871446664664959,-0.38621208845852995,-0.12177048664548873,0.4950700301916252;0.49640062893954484,0.8167211598440689,0.013625866055546165,-0.7095336605982534,-0.21862333272440448,0.5369100178288426,0.584779367490166,0.41394878301385774,0.6307360499954213,0.04391507361147351,-0.7904461354987564,0.7329054856287307,0.1794828607916621,-0.7115825127203375,-1.2688148991764532,-0.557032039274151,0.6344465119552409,0.8386004150372122,0.060375265154303914,0.40855555123306164,-0.0942703622012866,0.18818884223422438,-0.6247413083474684,-0.7055326795902881,0.0391255795831742,-0.26006800969143873,0.2369082835286771,-1.6127518794082225,-0.28926738913998573,0.17728666069730092,-0.11361226520085665,-0.3710660967207309,-1.5438164916854011,1.5487653827305556,0.4295697821889628,-0.4057389023953024,0.5154368929904942,0.2433544980909006,0.09597971882632139,0.2798532987740785,-0.8596675012990129,-2.2880843602207896,0.46705204790538035,-0.2514400621629247,0.2746006162516741,-0.9632640276790387,0.006461946462228418,0.3110035559192452,0.712885246574217,0.007447193729185564,1.048934317241816,0.4140097411038077,0.3516701747404287,0.021948774017286787,-1.35617891112841,-0.17726908470214964,0.03363901522778523,0.0409598051932325,-2.174377141797396,-0.2815350278315156,0.3507761881927598,0.4129603087014764,-0.8577768956335754,0.10926008085786032,-0.051755931706317426,-0.06072901981515466,-0.1941203400793703,-0.5496321082110978,0.38310965850822276,-0.25004128144102156,0.16014081817143477,0.48911348270417987,0.5282472146175827,0.6398162543357531,0.45746876185383156,-0.3157491333042768,0.3127633017795133,0.4077855200934404,0.7016617959725115,0.14027482987359408,0.33199671643358153,0.5697885117630248,0.7921402174865944,0.33747515820252305,0.41155357071562726,0.1821991545330941,0.37043119155867066,-0.6190499455436624,0.5688192844765219,0.20292373958365717,0.1149076568916283,-0.0573803481635653,0.2225318048731344,0.018140089216436728,0.22779742415269855,-0.7112139351168552,-1.3304397271277328,-0.31943067680733117,-0.01177624209598127,0.677242520101021;0.23386735021053795,-0.2091783330884489,0.30187886625374105,0.5361652344276671,-0.3416691257909257,0.15738068451616272,-0.07899017748669834,0.42261907316342473,0.7522008283696593,0.28326883602403186,-0.4643670211329507,0.04302743879586757,-0.027279941351988413,-0.12018959108459981,0.6299819367390427,-0.6907660079285662,0.6868786605974542,0.790012578711508,-0.07800810853768425,0.22648567177072465,-0.07020996748805075,-0.127627489303471,0.7449116399956779,-0.5317880584761738,-0.19347740997434215,-0.13984895608530934,-0.44162956843978307,-1.4568972743980737,-0.31639143295787164,0.18592286435366034,0.6125720065610594,-0.2758574462620551,0.6757267589856895,-0.8898310671666607,-0.1285459007069676,0.022496349435552787,0.4631902925014266,-0.15886683208182006,-0.20268293974373108,-0.4073445963041955,0.16554145109852314,-0.2077648853607279,0.39375741280626286,-0.039715597448687134,0.5017733169261582,-0.5773026632577256,-0.19434002441754572,0.03709799678411585,0.15946898444799373,0.002737134838607602,0.18764593754371006,-1.0465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k{9}	=[0.204758021426093;0.25813684672652254;0.005776078297914474];
x_a{9}	=[0.9708347654753656,2.603145340958205,20.94546759770438];
std_x_a{9}	=[0.4497706198192161,0.5760060343819687,0.382981211795345];
pred_a{9}	=[0.9708347654753656];
% Application starting next step
% ========================================================================
%
%  forecast from 0.9 to 1.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.0
%
% ========================================================================
%
x_f{10}	=[2.3892337172484055,3.9219793253439077,16.566180308365634];
std_x_f{10}	=[0.6649052433474847,0.9970879406902121,0.39270484257935606];
pred_f{10}	=[2.3892337172484055];
obs{10}	=[2.6868598676929043];
sqrt_r{10}	=[1.0];
hpht_plus_r{10}	=[1.4452565393111503];
xi{10}	=[0.5591047409359611,0.28899550620643577,0.08268853567898704,-0.6683822399312829,-0.025140208732167935,0.6790564865926738,0.35376743040629144,0.2945798828679571,0.041716710985601146,-0.055785733169052776,-0.5614712205324466,0.5491661110324872,0.21182764365496265,-0.6107951804994505,-1.2896762802551645,-0.5062061707017784,0.4536385728701413,0.9767023757756483,-1.3890561811884052,0.11430464627105774,0.36231403407651275,0.22129047029812776,-0.619222987153683,-0.5389825453420287,0.40678199415296223,0.28423179460837833,-0.10018787953054975,-1.3222542874073218,0.5523728605195726,0.6447992258663544,-0.13656852770631822,-0.17517940581940605,-1.4470529132780812,1.939680805010572,0.17985586837471557,-0.21445337351156413,0.16121446080236446,0.8826309661335476,-0.48910939123671415,0.5731733960253402,-0.6515184731505423,-1.8475727074464614,0.31509978940438765,-0.12930141516809135,0.24987253206078996,-0.8963472947028885,-0.5242963974193633,0.3123468056805687,0.7278757548212629,0.19453582328084584,0.9872681431436838,0.973187624220972,-0.03901616454368595,-0.060673218111748195,-1.108643043329102,-0.11927371119651475,0.6466505832264535,0.1010029477854193,-1.9696469103877425,-0.08210082251571293,0.1935727209656224,0.5222219011220721,-0.7598527633353653,-0.20646755762932534,-0.09232608959600075,-0.5767894886490041,-1.422988653014448,-0.5874370364317902,0.4313841415911268,-0.2994306598451,0.4420188254584403,0.6016197571536184,0.5025306029889598,0.385010796602252,0.4874959368727274,-0.26818044844990974,0.3172931535092314,0.41000706048902247,0.7759145110743968,-0.0211127624807248,0.0750446582774722,0.5603386650841524,0.7375777033193223,0.8469317383640349,-0.20799798007421177,0.30347828144487954,0.24392933744753176,-0.08824598190647714,0.6641066187553326,0.08399341130380167,0.19303588931689042,-1.0974705563631062,0.1763464083358297,0.6250193735993914,0.14716962942173328,-0.5412383481030483,-1.245321053647517,-0.38970788305392157,-0.2132500527569503,0.5479563540353061;0.8222676025285951,0.4378091826183077,0.12651909163874198,-0.9867968193305137,-0.025536566942993666,1.000195329364888,0.5343133370508486,0.43562288151517414,0.050639577870957186,-0.0722239200826027,-0.8353454229406063,0.808742282978768,0.3224577787031544,-0.906306636374612,-1.914885091660723,-0.7490887294242792,0.6593196685536702,1.399439854836917,-2.090408171641017,0.17286457036727843,0.5457700898834617,0.32328898917084103,-0.9051919563546118,-0.804067587552157,0.6170940413632549,0.43282285376003315,-0.13240992726646272,-2.0353280871274566,0.8359541003931747,0.9495547183676836,-0.19239240452110629,-0.2501166057542852,-2.1404687807382334,2.9115323844873595,0.27549123573863543,-0.3103551420727655,0.23394272418400153,1.3114261722521308,-0.7277992281618455,0.8829318101531243,-0.9629663076133044,-2.803725418097291,0.4630697963401733,-0.18890818648885555,0.37267226550556654,-1.3583641866233083,-0.7751919186554206,0.468157049469089,1.0713317599655188,0.29664238124384124,1.4488928995419057,1.5025548493361374,-0.054894608187439076,-0.08169760180138264,-1.6715962908846906,-0.17073052484254436,0.9733672599238972,0.15898956907409723,-3.023809765697666,-0.11011456233148875,0.2881701576830151,0.7863060400216701,-1.1333847098302972,-0.30010138649357865,-0.12767533147553456,-0.859555934371945,-2.150414145307741,-0.8573349108674009,0.6508206425365328,-0.4305293542925983,0.6608193384225647,0.9109244935187091,0.7411845984804639,0.5620327881288265,0.7297656870352558,-0.3925316907689287,0.47028793217994647,0.6226675712608776,1.1363427213194743,-0.028664033201514894,0.11859884320141045,0.824387798113972,1.0845824903278682,1.2478972584095924,-0.3121426568116914,0.47036676578898273,0.37042617020504043,-0.1196304929169334,1.0003065502935602,0.1379058291577504,0.3012862236451097,-1.6368252822654625,0.27484818445123604,0.9358106649666906,0.22002492325159562,-0.8021279672674297,-1.879634767726103,-0.5761919110086873,-0.30705447234118965,0.8030777155355571;0.3972568298242187,-0.08383704104886291,0.23599072425338363,0.14673403789001682,-0.3093973603813822,0.4022968373132372,0.051655327157877906,0.41639710104268346,0.5515542136897764,0.15500271034691337,-0.5947509242197597,0.2420599190739665,0.03085116257902598,-0.34464519966563856,0.060214936531977514,-0.7534367452554562,0.6891189078441045,1.0574935413566635,-0.5238384627558439,0.183182688558027,0.07330703327725274,-0.04508125397709151,0.3130594752152618,-0.6331914879823657,-3.8905113218135057E-4,-0.01177286083175133,-0.41937339035442633,-1.5408698256680324,-0.019385339843800864,0.4126933257701886,0.38247857662226536,-0.31450692464516194,0.07238091670098612,0.38307575501957913,-0.05409184057713645,-0.1013880078670546,0.3778663668199229,0.2727786146613518,-0.37932108504111284,-0.0855359885600997,-0.1318717951989008,-0.6486551235259039,0.4007521646725536,-0.11780132411152167,0.4570767737386774,-0.7791525732945281,-0.38668846747544805,0.12780718120651358,0.42549009290702955,0.050294176179367156,0.5968401336429636,-0.36652630507173356,0.19323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k{10}	=[0.30808131788379384;0.46186558599141;0.12772890854434446];
x_a{10}	=[2.490503875031823,4.07380028316558,16.608166387919695];
std_x_a{10}	=[0.5082248232785574,0.761342692781301,0.3537623747359846];
pred_a{10}	=[2.490503875031823];
% Application starting next step
% ========================================================================
%
%  forecast from 1.0 to 1.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.1
%
% ========================================================================
%
x_f{11}	=[4.742394200604194,7.908666316062546,14.654283934234044];
std_x_f{11}	=[0.8771297166251475,1.3645123649550164,0.8434544437159638];
pred_f{11}	=[4.742394200604194];
obs{11}	=[5.092411684619948];
sqrt_r{11}	=[1.0];
hpht_plus_r{11}	=[1.7737905311123061];
xi{11}	=[0.6625444447084892,0.15092754949437115,0.1243848358019708,-0.7150388557851368,-0.016047342892303362,0.7263174983089025,0.4244741119000288,0.3729414628120642,-0.2802900557036221,-0.0017076130245747834,-2.726240194078067,0.3335349183913179,1.080977070934554,-0.6735554442972793,-1.6293656244340244,0.3145532170289167,0.0812652075443534,1.5530535629593132,-1.630533438495707,-0.8515646903194907,0.45274898344479286,0.3961372400254266,0.47987828736278093,0.46716161905528253,1.1959991721744485,0.5143464317399671,-0.6739606748674447,-1.389612581397512,1.4157030521337761,0.6978996516452254,-0.09380438495733223,-0.3175197649499326,-2.20699474739876,2.2525980658784572,0.10407542956655913,-1.0300975499659382,-0.4755582106621592,1.111406946652016,0.3576275457197262,0.11189576241602328,-0.7811139473525173,-2.3706835953512795,0.32380765334649997,-0.008872977780836955,0.3746809180622446,-0.929208556488506,-0.6970444975651509,0.43396147647968863,0.7035359473925133,-0.26155385469488923,1.402104927676275,0.5207365244356374,-0.05064714360861711,0.04980170462721567,-0.46455729442226357,-0.09766082569728063,0.7986684787452916,0.01935598858955334,-2.115046239490952,-1.1704364705390806,0.6529066927578704,0.6371639730539247,-0.8509643342353108,-0.6599737021393901,0.132362956012833,-1.2799263313765628,-1.7670514085721258,-0.531281329746605,-0.038549303086477416,-0.15766886367711042,0.6291292229000467,1.256344952182829,0.6267519823109469,0.4063032442613661,-0.8880517998818842,0.669442850000082,0.41202926255718353,0.500612850021839,0.8755270336878356,0.8817067832657584,0.220144201560327,0.08278436827598412,0.3109017191203982,1.0373875953692702,-0.2758694844319036,0.6687654688487559,-0.312301505791873,0.6995791198409593,0.7140347995727847,0.11901255088328266,-0.1322155787132715,-0.5015013648292861,0.27910099282358747,0.6872927669038322,0.46798121029126705,-0.7199955359316892,-0.8656451905779545,-0.7610368164699195,-0.37242562154551173,0.7968024636709892;0.9977223516668223,0.28967491367135434,0.18024120976539404,-1.1463014159807763,0.04855444818580157,1.101892408041235,0.6886081440502698,0.5448700444737655,-0.4909127581386876,6.604304367261449E-4,-4.365667431932676,0.5346979818203428,1.6549179121962956,-1.00408218729617,-2.6231040620973918,0.6003949453017201,0.07145790904701688,2.158880907382124,-2.5673787289429395,-1.3380026614324017,0.7293182110716154,0.6482545329981297,0.6613629438552584,0.8086857054599887,1.8449528148212222,0.8336327772155157,-0.9778429778069881,-2.0834079694187855,2.1761021354550456,1.0501718198391883,-0.18684886895538177,-0.43910011404030413,-3.5520496592243775,3.380228738051705,0.20783696053044753,-1.5888544419998603,-0.7539201178796162,1.6972501089865792,0.6015882422302345,0.255715899418278,-1.2070140146402633,-3.810337839683415,0.4753666019822278,0.02742418949609604,0.5528614986873661,-1.385883386481762,-1.038138373982119,0.6881211255049644,1.0590764683042275,-0.36748736343990274,2.0526281749282083,0.9627715455613108,-0.08359274744257572,0.12888548452689275,-0.6797023875409716,-0.10219947633639581,1.2431047595213007,0.0693706304042161,-3.36393272241248,-1.8113875049502548,0.9757388556667577,1.027529443026908,-1.2943252863719321,-1.0076719592231793,0.19960045160982443,-1.988013330304339,-2.7766431857452574,-0.8194164854148669,-0.02329639898531699,-0.272751077946781,0.9839962915409606,1.9493253101822292,0.925575517317907,0.6023522768151102,-1.3613220104042707,1.0126731333451042,0.6233252233820457,0.8373558649559127,1.3107816717383693,1.3464409565386708,0.37063959755597065,0.12422492537164675,0.49177263034970853,1.5602177692545345,-0.39091574198034085,1.0906067095108112,-0.4434152348560465,1.126821743742771,1.1643403122181217,0.26949344323434143,-0.1930046657283757,-0.7430230054823594,0.49793874233408086,1.0696202846555787,0.7002437986715959,-1.0852990405489145,-1.3167661891161702,-1.2037290835036414,-0.5849957018847007,1.1838376816449;0.7557779612253395,-0.08267998724948278,0.21123971144811549,-0.3894005251090391,-0.3245336195771511,0.7873641397421718,0.2870345255009852,0.546227118315409,0.08632238614764631,0.07551632091594662,-2.3692270250708862,0.2827794457112418,1.0568229272475698,-0.7551109880925964,-0.9672704514077335,-0.1879811894063561,0.4088902882094896,2.211447847067209,-1.386581153736536,-0.734304832176278,0.32989320716300874,0.22780753748232208,0.8751296118522784,0.0750755064999975,1.0950790489491897,0.3571461628632324,-0.9886060984892087,-2.032903596939372,1.2924820467164526,0.7777570676141945,0.19108119171257876,-0.5638238269684663,-1.2791260945154708,2.2543350495444585,-0.07207348551267678,-0.9983204837106943,-0.26406830106915713,1.0559406593072822,0.15497201124411752,-0.21921477357623687,-0.6728765634457243,-1.8022589246442937,0.47760137425438565,-0.12851515753665232,0.6032041470067657,-1.220601872667208,-0.844705255317459,0.3671191986967006,0.7658913510453935,-0.33774714456142085,1.6340040858120624,-0.1566616985443119,0.05079536710144339,-0.11371477522287599,-0.5975786728187522,-0.223272950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k{11}	=[0.4362355743477099;0.6778976863275357;0.40264911105509876];
x_a{11}	=[4.914129971665891,8.175538824194138,14.812797498052742];
std_x_a{11}	=[0.5803337548156374,0.9066993984574263,0.5751775669191579];
pred_a{11}	=[4.914129971665891];
% Application starting next step
% ========================================================================
%
%  forecast from 1.1 to 1.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.2
%
% ========================================================================
%
x_f{12}	=[9.443032581584248,15.100564234536009,18.881071747896865];
std_x_f{12}	=[0.8575766081046204,0.9344559628594429,1.7757680768401451];
pred_f{12}	=[9.443032581584248];
obs{12}	=[9.746670210583972];
sqrt_r{12}	=[1.0];
hpht_plus_r{12}	=[1.7380268171664008];
xi{12}	=[0.5062891085331938,0.03582190007417907,0.3249323240609048,-0.6217760203198655,0.21766569313244943,0.5517010667281586,0.016876151974795306,0.35916209674506305,-0.05114505826892568,0.013214723993872468,-1.7546731135105,-1.0412484290849893,0.3986136898238204,-0.6228329013437985,-1.5824673842858221,0.3669028402771186,-0.8140072313650997,0.7093528890992999,-1.477871089726733,0.2676562086411387,0.6518729544226165,0.3117020065896483,0.4838130877484659,0.5127094088676163,0.7533021599853971,0.9392002159416712,-0.5385766956515603,-0.3379643828802621,0.9665307500793858,0.72267095478289,-0.4430436534509177,-0.07353962580287998,-2.4265820463420136,1.085914034746498,-0.002509410045517413,0.6222812077159983,-0.7009573086426517,0.8335761994660906,0.3104857559989931,0.30369679175861286,-0.7503721024301981,-2.085240255845277,0.35521680217985185,0.9817428764123441,0.12376150572249678,-1.067167165439976,-0.43603832833392175,1.351018336951146,0.6441076532220027,0.0204487027804916,0.10930045112824871,1.032705206487817,-0.057497052104491075,0.06044249031376303,-0.40651054325879343,-0.09447010481156148,1.368776668845591,0.2370175629964546,-1.9972849483335455,-1.1874859865599898,-1.3959777835193758,0.5483531807000066,-0.7290795786014819,-0.4231615318345323,0.273990607705775,-1.1587004425962188,-2.0991549409128627,-0.6163051338470709,-0.2309263252169007,2.0066285928787266,-0.09927836651331923,1.6488090703714526,0.6510670335993325,0.2542456578820733,-0.6816649443340967,-1.5706438973035537,0.35502750069669275,0.5790966928965222,0.7221606884174481,1.1003378735383578,-0.03395657380285044,0.33064883892621033,0.538260493985268,1.6636071055416597,-0.2909817450385681,0.5690796451148099,-0.3777425290442622,0.7169868527844319,0.6419768975676501,0.2729833648928075,-0.15472202741737462,-0.36072365715524235,0.2465457893333518,0.5490137749135933,0.46645883852852066,-0.8078564793477412,-0.8133937135364189,-0.7598450707487281,-0.2422137479034987,0.7318283480104046;0.4984534351058034,0.2084551433541879,0.3575699960568208,-0.7099403099791886,0.43550314930456757,0.549923432323558,0.1349077512381811,0.3347704631645563,-0.12470100201781165,0.06267244248257953,-2.0866229735522968,-1.0857684911350702,0.43412353158402084,-0.5515089269518896,-1.9618993836100067,0.6605703267513654,-0.9517409041232003,0.3244085824665959,-1.6948314094770751,0.3211421667324892,0.7409752351204997,0.449252348293415,0.3332287813239194,0.7456138631293552,0.783988848196449,1.003475724380717,-0.3667080763820092,-0.0033639409659578234,0.9556022073244357,0.6927391854543039,-0.5090137836558277,0.11553428182538816,-3.1560227075110436,0.9280567470641401,0.1477261759703623,0.6941133275169893,-0.7534659802501746,0.8386732346704946,0.46429460891657826,0.529223469575987,-0.7615617099428338,-2.5982194362939097,0.34396701522475936,1.0387915018874558,0.09677604040058085,-1.0053499041144107,-0.30849775552492886,1.2685358921273568,0.6272650661209997,0.14265874380516053,0.01272171369107511,1.3443310360670537,-0.02407440462209287,0.20928596045207293,-0.29292227593846576,0.04126113270996612,1.2674385762665352,0.3841830520103322,-2.37613544257451,-1.2643260632546394,-1.6016027516719884,0.6782169675322702,-0.6779512877535581,-0.35794956244753706,0.32121578926695626,-1.2430888905208217,-2.483900026694215,-0.6212845023963798,-0.10073439513308635,1.4962738441825003,-0.024351823306361098,1.4721912484873911,0.5851002377599208,0.24703840319913084,-0.6378077284825228,-1.817442639141742,0.3879498883207617,0.734745892462989,0.6589631816246957,1.0223497170156506,0.0749847303279072,0.3727436865447107,0.5923538005435898,1.3526551798858613,-0.1708195300820563,0.7264206880734214,-0.27455307181130273,0.8354403613671959,0.8088851269083488,0.5082770230214706,-0.09351618427323771,-0.2522191200605608,0.4340093467369037,0.5971363254631878,0.46140745070935907,-0.7705224671901423,-0.7692523214436378,-0.8374920846015961,-0.2332444016343196,0.6638345909966272;1.177237558882826,-0.2349371859643945,0.7157953335078098,-1.1240704940229023,0.07302237463148131,1.244636232621719,-0.15909533131316067,0.8853266184894188,0.1412155060473097,0.007431924203270768,-3.3005695897581333,-2.209325189539239,0.8451798567975857,-1.5011350215763741,-2.6719656608070395,0.2298749846434731,-1.4353235676600953,2.3091662306709466,-2.87323956691656,0.5435054250421345,1.267611838663992,0.44325647614427055,1.4034347350826408,0.680281896706127,1.5878683590049896,1.91243700942794,-1.5591454059357694,-1.5017125472067434,2.086308833214357,1.653878710460102,-0.7453425095118185,-0.5106970870532379,-3.902493446587327,2.5862441063506587,-0.26446112713129466,1.2413389919151854,-1.3538779403217553,1.8320785816359013,0.4040456796536027,0.23968713497792393,-1.570731288441369,-3.6599734207739303,0.8601379497211141,2.0035148233289455,0.43673807073609794,-2.5692567820621264,-1.1901995430066137,2.9919069032094825,1.4549911296388274,-0.1554204341591081,0.5016304170222341,1.5887758367812879,-0.128532039604341,-0.13211752396101417,-1.1047519917642035,-0.42541925249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k{12}	=[0.4246348847307465;0.45480944715294275;0.867096359009223];
x_a{12}	=[9.59419176363701,15.26246479073996,19.189735922937192];
std_x_a{12}	=[0.6558336334507101,0.7216886620677114,1.3678422240011505];
pred_a{12}	=[9.59419176363701];
% Application starting next step
% ========================================================================
%
%  forecast from 1.2 to 1.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.3
%
% ========================================================================
%
x_f{13}	=[14.214380447542851,15.747435067566045,33.02475370543997];
std_x_f{13}	=[0.1921178088867449,1.218116468848465,1.4752303821365529];
pred_f{13}	=[14.214380447542851];
obs{13}	=[14.316741847886645];
sqrt_r{13}	=[1.0];
hpht_plus_r{13}	=[1.036916211333656];
xi{13}	=[-0.026247388041600317,0.21640339680580745,0.010065215769374802,-0.13619102385853843,0.24672013757821531,0.008812148677797893,0.1279642794224145,-0.024013723888169025,-0.19845781625264536,0.05109896186125695,-0.14291367533928145,0.027438028064233677,0.04393876843364097,0.15587145635637434,-0.48210112777008973,0.22211336462354225,-0.24962226319847325,-0.38874269484595914,-0.1819290367307591,0.07737454686685119,0.09517123594172716,0.16851931090184813,-0.16254663820886606,0.24433676330156828,-0.006636006481507195,0.06284673871385138,0.23289142294545861,0.4389297825032408,-0.006967285741970031,-0.038423880689043344,-0.11192685830950566,0.23811601939760685,-0.6981177513361061,-0.14178142079534162,-0.015486834640691782,0.07849196436144013,-0.06220121652795285,-5.578986191903113E-4,0.1589540642764362,0.23965819061025329,-0.12670572002880753,-0.5322620883613745,-6.663971538518609E-4,0.03834705592219656,-0.07865452138476314,0.1637645163581105,0.16817407772978932,-0.08840510337319607,-0.029961029408484663,0.1736940721335518,-0.09074452384729703,0.30924532110587855,0.060115878536070255,0.1961666437957934,0.14627601684734692,0.028806112720156207,-0.09914002790851661,0.1541253105108975,-0.3815241454298217,-0.04086601285576741,-0.21401067341293079,0.11563561491879071,0.05132609356644657,0.061975286291612974,0.04958569355797593,-0.21851958134906013,-0.42082042692958765,0.019226831805163158,0.14193917290993419,-0.4731093363725094,-0.060168545201188195,-0.17452445025818797,-0.04770998043955288,-0.013498276007949173,0.07705964094922102,-0.25886736645419894,0.0439480458739574,0.16868059848720662,-0.06101973573956876,-0.07752434296286026,0.045394349450088356,0.0638462896626244,0.06277238060880563,-0.297366307451437,0.15129882161037855,0.15043335932879032,0.1903565938225018,0.1238664568930492,0.18627631823137847,0.26531437497070876,0.05932444927064928,0.15970950348616597,0.18394661613660368,0.06650398051405126,-0.005803027907568037,0.08090057146676877,0.04445529443673912,-0.0909471578657719,-0.12208247693412311,-0.06844134500746435;-0.1949529853564016,-0.18919193983890104,0.14864679004940662,1.1589892388772753,-0.05312719603926119,-1.0444082241432522,0.407941625065785,-0.3222310631354919,1.238835911190602,0.18109159250971985,-0.19762626663729854,0.693439067414559,-0.39243183503451284,0.10846586643364908,1.5345293734318872,1.5052651773969998,1.5807751642786094,-1.4203898518407936,1.2589948965195958,-0.8181115256683515,-0.7230005540577338,-0.742155673068325,-0.5707996380354423,-0.036910002741597836,0.2631953448040214,-0.9086803129433978,0.9483271819631973,0.5906418977504302,-1.0464552014636972,-0.556509738128856,0.8997765633684764,-0.08368091898016772,0.7187817803621641,-1.4947161392206656,2.1158071070317988,-0.6222229802602204,0.8835598560428224,-1.076565133128062,0.24157821340584107,0.1696821010534304,1.8731152794748631,1.4594140183047308,-0.7035442030423091,-0.29750737184123643,0.48779567442835514,1.0119602258204736,0.6241291523784227,-0.7784743849252642,-0.3078778561413156,-1.015791402591086,-0.32609421792287563,-1.9026313675916846,-0.12794266470237936,-0.6054576120875428,0.7420966803090607,1.701924947298398,-2.0841635419252356,0.1555577309969447,1.7846480189837592,1.2653450749778834,1.4037483485583913,0.08623348761092586,1.2909357707127747,0.9455986755170755,-0.0975548274962783,2.2957298024706674,2.0678537974775324,0.6392753074395721,0.6021472620389225,-2.6910801226708294,-5.001945565205995,-2.418168777476163,-1.5817851011457158,0.005416000545004351,0.9066526001407915,1.5651243234571055,-0.37465576898521213,-0.705839068071862,-2.126247672373239,-1.0632926467403188,1.197485779897729,-0.7995116798819488,-0.6917607096126179,-2.7179243198209946,0.43164128093484777,0.13103547512896263,-0.6187272195385152,-0.7140062356040229,-1.3111519710389352,-1.5806346046097115,0.5586553565650227,0.2979049976507966,0.41250692075361783,-0.882612414802475,-0.5083910923831159,0.9463903568564156,1.3923648681679097,0.8374731939215785,1.61307046235261,-0.8526140201700141;0.1928262630412121,0.8179410339355115,-0.07813482562003315,-1.631874275471386,0.737362854934787,1.1940585085905866,-0.06310281524919503,0.33550220295590805,-1.8892236778576326,-0.011591499323003518,-0.1283296051119578,-0.6487326308286399,0.5811076108819293,0.3384740892279723,-3.077395000922195,-1.0375654291870298,-2.4352689919336825,0.5688569260826029,-1.8941504587330087,1.1202627888244834,1.0661719619021284,1.2787654853203207,0.24751250381350332,0.7193885287908159,-0.28452837337155046,1.169043330826696,-0.39962559109750373,0.5538905489979484,1.131956572917332,0.5390234111314314,-1.2530608610420941,0.7575906729071562,-2.690525130021296,1.2448874659288407,-2.423464151955315,0.9185933792627239,-1.1071882862015592,1.189238348088736,0.19520491593349476,0.4838959082968728,-2.4453556955036433,-3.139545058897369,0.801289606085362,0.4669252125913701,-0.7009940708270577,-0.6537192353945898,-0.19671971630074836,0.6369618188306134,0.3120988137227627,1.5666026256036716,0.16481895654001022,2.769412633746498,0.35094652091054,1.1994746905257685,-0.3831459637248855,-1.7938888658319776,1.9539023148615442,0.27755055553119945,-3.1109827607325293,-1.4919241954980222,-2.138851740503185,0.25981714058834626,-1.2668734237372838,-0.8356809385561093,0.28338664452247997,-3.2316274176825956,-3.584059066696387,-0.6009907350942711,-0.23020155201834314,1.617846114626012,4.787123288534694,2.0967125855151068,1.581983550723841,0.013314869632552018,-0.7501280256363572,-2.474829152601057,0.5711048446837879,1.23386111971125,2.1038101742940682,0.969870665776142,-1.1554678256432922,1.054524328883744,0.9511181955534198,2.089937232616279,-0.011502403096756098,0.30632643123842485,1.1935183175632602,1.1156766230793806,1.895173675971911,2.355417032498316,-0.40578752584080036,0.1441717446006905,0.07738487439152664,1.1554749147600631,0.5782460908170037,-0.7952342073303242,-1.4027374563034876,-1.12765496469207,-2.114019518889503,0.7783435988346596];
k{13}	=[0.03560192321246024;-0.024904609249111347;0.12740110613369948];
x_a{13}	=[14.218187182568034,15.744772142651824,33.03837606651495];
std_x_a{13}	=[0.19953565566276982,1.2165307497098843,1.4780386097750726];
pred_a{13}	=[14.218187182568034];
% Application starting next step
% ========================================================================
%
%  forecast from 1.3 to 1.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.4
%
% ========================================================================
%
x_f{14}	=[10.685990384533476,3.562674042095182,36.54701023171077];
std_x_f{14}	=[0.8479597407140949,0.9924782637975197,0.865632997491992];
pred_f{14}	=[10.685990384533476];
obs{14}	=[10.497836427411645];
sqrt_r{14}	=[1.0];
hpht_plus_r{14}	=[1.719176958724844];
xi{14}	=[-0.1182474035231813,-0.25977538525530974,0.08619418790989819,0.9562196432770893,-0.21061173557402846,-0.7296938136843139,0.16230970882167384,-0.1988392874243914,0.9459811404053227,-0.08537721749002891,-0.01363598632549845,0.3079085428486188,-0.32855194598399606,0.005104524442884895,1.6649842228921834,0.8489334937929609,1.3467918486649495,-0.6953706221314881,0.9823561545050108,-0.5998699145648185,-0.5624387352181515,-0.6142088255446136,-0.2711658321310537,-0.16465002870826417,0.1632353549316825,-0.6609679617952811,0.5956830178433865,-0.04922841219902452,-0.7001001138290963,-0.48269418654269103,0.6799047930984017,-0.2556318535490192,1.0385430684835804,-0.9551691034748302,1.4437632767822244,-0.5169365537262998,0.6187599852271095,-0.7643442831419147,-0.17763244902295483,8.301626043660804E-5,1.3651954607277315,1.4003841227683882,-0.42968281212913517,-0.21251422439000223,0.37183663449637727,0.49881238184219256,0.22533167846025037,-0.407981301926851,-0.15334390286313848,-0.7407386893208088,-0.16974440523408418,-1.5648273093043734,-0.1436704189365532,-0.5440874406169272,0.3502310706509064,1.1333888903442997,-1.1522592731027252,-0.0209009287262667,1.5393047638436137,0.8334228437497817,1.1943032928437667,-0.06873502427287193,0.8108519260609004,0.5808465563801857,-0.12837996474674007,1.7670523399621256,1.7513551976702306,0.4049434401358454,0.19959192768721934,-1.357208877462563,-3.2425764859052153,-1.5425599678405248,-1.0166627637691281,0.016939663651571735,0.4262550829132472,1.1817717399427181,-0.31550124780933686,-0.5953436853652896,-1.4022637780680594,-0.6392764890858835,0.7599331854303646,-0.468800470230633,-0.5115761225325706,-1.5014105801124948,0.16223476219420796,-0.04715226893350177,-0.6070877437494513,-0.5636793952726027,-1.032067018352354,-1.1859380865202294,0.22323051538366379,0.05089603464929837,0.11264494174679918,-0.6418444351295154,-0.3855868340041795,0.6160799286218595,0.9095828037102915,0.6362646705999371,1.1936542542853008,-0.35455249438628833;-0.05349031415068595,-0.5214419409479389,0.08633669563979751,1.247165508885109,-0.5335171104698353,-0.7390549732985003,-0.019039876694793012,-0.1344107424372516,1.2018674870504835,-0.3391344051650571,0.24299459901119747,0.11557720888512524,-0.4075451223160713,-0.1363465529750929,2.6897012032266634,0.49589897651629844,1.819666049549645,-0.143769160260506,1.2481361530100301,-0.6897429098498264,-0.6911236056626802,-0.8399191545983307,-0.013047704801129267,-0.45166913900104255,0.17970945651982762,-0.7454972603854775,0.4114382641477108,-0.8228440236667196,-0.6783210637625534,-0.5702877244769766,0.8328187209909093,-0.6069247459494558,2.162113003936642,-0.8210773315061264,1.3863343060711442,-0.6609811598083675,0.6890230684897727,-0.809551607680913,-0.6516836874995882,-0.2522325398588783,1.5129636295986346,2.1963584834183854,-0.3487382977336826,-0.2261119479278988,0.4946574578458742,0.19102454339762076,-0.09222434251449307,-0.19691300979334203,-0.036880710748531165,-0.9145747337713686,-0.028850658027252063,-2.1318802427084984,-0.21760731361476404,-0.8025624219777927,0.10550407122108263,1.0608444062627376,-0.8272203397013462,-0.23148315857077062,2.1219928276262854,0.8249774201155144,1.6067408647668353,-0.25764381016478,0.7074901148537238,0.4818036113950752,-0.2096237592729353,2.0600232447110827,2.354026650080816,0.3805400059334545,-0.11567911958146926,-0.5976674083585736,-3.4527992271115773,-1.4159833289739083,-0.9424610489668583,0.06770029423259061,0.16965057298030484,1.466662153427543,-0.39826533798109454,-0.8154406979846707,-1.3897926998635008,-0.4898481422669714,0.6732197900381802,-0.4088689803941339,-0.5953594830799638,-1.0110765473362782,-0.060814793730255,-0.2720037229334764,-0.9326134277663196,-0.7190115819551326,-1.3259902740764975,-1.508479404548992,0.023066965953355556,-0.18528458677597515,-0.1780387122177456,-0.7254000961221743,-0.40788475485613596,0.5482224625653647,0.8344023038513653,0.7873873294910334,1.3549081969125245,-0.029216121976622933;-0.20045929964425824,-0.0948824550258891,0.06663750143247427,0.8247008901945563,-0.0016369065820143192,-0.7711242184886231,0.29586396591039943,-0.2841060299509621,0.8458655889404838,0.08536155125548106,-0.24337865798690217,0.45658031764618556,-0.31210776129089624,0.08974254738287613,1.09047903792262,1.1906039478685813,1.161220336378591,-1.2012938355377116,0.8714558303209756,-0.5869094789265716,-0.5200950251264729,-0.5037797121474838,-0.5155366286306489,0.018645280018702692,0.14231018138971052,-0.6681110909606218,0.770726165033949,0.5070470120103252,-0.7834820251635648,-0.4682365385758587,0.5994622357378177,-0.025524726892584226,0.2639911219583695,-1.1384520708670323,1.6525431666553132,-0.46314541200739257,0.606897541188367,-0.7947466457248566,0.15538777226653622,0.16578771802008418,1.4152892144244902,0.9419310090653639,-0.5486895980374129,-0.24882389232219992,0.2927863558215691,0.7619909542939425,0.4685720486313869,-0.6369091055832499,-0.27760481585917773,-0.685822226530469,-0.31133928919231124,-1.18389911674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k{14}	=[0.41832631310873036;0.467554061889668;0.4130312233033236];
x_a{14}	=[10.620396270080558,3.4893609520803395,36.48224639428287];
std_x_a{14}	=[0.6758751795630018,0.799910851725614,0.7121152468799559];
pred_a{14}	=[10.620396270080558];
% Application starting next step
% ========================================================================
%
%  forecast from 1.4 to 1.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.5
%
% ========================================================================
%
x_f{15}	=[4.212931519807214,-0.3930812727693705,28.55863275102362];
std_x_f{15}	=[0.3930815405107974,0.31208246408243706,0.7213883033954049];
pred_f{15}	=[4.212931519807214];
obs{15}	=[4.09196694520837];
sqrt_r{15}	=[1.0];
hpht_plus_r{15}	=[1.1547433075461653];
xi{15}	=[0.15096620657129467,-0.34453052671648043,0.08889129801416829,0.30763999464308167,-0.30811348122408333,-0.4210346128489122,-0.08450496327478785,0.22723364594175877,0.42409635093444376,-0.07603103238771425,-0.543801588172109,-0.023602167112426464,-0.05471526928149917,-0.07632964927648356,0.8082905013847377,0.25678262090700876,0.6100910219052293,0.13718218939088,0.2818658621605312,-0.19786692207633916,-0.13499506329242994,-0.250544539092759,0.18109734027478464,-0.1844758081136355,-0.08315909541350397,-0.2379180578794582,0.042906052530289784,-0.5114267005695785,-0.14084519654184202,-0.21142136578823134,0.2415367247775544,-0.3156160011860005,0.9773400777656196,-0.20487022887276574,0.21258833766671703,-0.25707546899772593,-0.11122252953655476,-0.21572464039774042,-0.4056580205658329,-0.36965465640783046,0.6277720639754305,0.8286202474293454,-0.22264482227753346,0.04552415929608333,0.36527745507977194,-0.016004321777844943,0.1845234329344363,-0.1628940375130048,0.173914008921499,-0.18314106996082735,0.05775991972789374,-0.8372411028700819,-0.025731798741747802,-0.2894334046322724,-1.4215312175969705,0.362089620371691,-0.2913242828654816,-0.08907355828868724,0.6987728766642638,0.13965322626452803,0.5469786041589906,-0.36307846528476606,0.04121490086391244,0.0985487483180254,-0.007754567416669467,0.55420847015644,0.979472635921959,-0.15118817568111265,0.14512136697939848,0.24760275882351568,-1.1461629079312226,-0.23019362322661507,0.3312485994263028,0.6029480629587969,-0.025822945874010017,0.4208381538045822,-0.12203829384890863,-0.2435947628298507,-0.28930254049325077,0.0017644408105477183,0.6316533126919,-0.22924470688954868,-0.08831677541175686,-0.010374775497416167,-0.1011010281933622,-0.13405411905764542,-0.30326583022958786,-0.009114759110517845,-0.7227325147499797,-0.5105113470354716,0.02624494485815454,0.28331944063471415,-0.13606311132161952,-0.025502541165915993,-0.18275906194232228,-0.13251060081722166,0.17204866728553725,0.23106802790556547,0.5613132028080017,0.16083508162057836;0.10409235742230066,-0.13686136372094299,0.019689939464273498,0.14028435376587495,-0.2137745973425796,0.18648305348606833,-0.15327921011386098,0.08394055098999237,0.021815518720479488,-0.206965715084319,0.374123067436019,-0.2106572557149204,0.028113898347060406,-0.08776000514556653,0.6778597330861271,-0.6822073284549952,0.09590056223259852,0.7623254328521136,0.1178251671811234,0.07907041071530685,0.019983659238395013,-0.06375475069678382,0.35297582242546005,-0.19941260453656834,0.08007282076376737,0.09897852474744401,-0.2710687139673204,-0.6940558171951052,0.20809999000225812,0.07594681444076234,0.04797318458864125,-0.23653157791871066,0.8609343955574222,0.36315740636359534,-0.37432586822248964,0.013137877650271912,0.07689899919035292,0.1478920017284082,-0.369085082000496,-0.14999782775277887,-0.4001184011239745,0.41126999941503023,0.257428118976623,0.06316170556827605,-0.0063020819114473214,-0.39217943418783313,-0.4619753866658987,0.3895323081033136,0.16721637785804364,0.0011373562802640125,0.22957172286751326,-0.32490738524499424,-0.0036097344962539024,-0.10457745157695786,-0.3465035910174146,-0.42948613535697183,0.5913268728989267,-0.16028930950787607,0.15366689983835927,-0.14347617976598298,0.11883377962298552,-0.07494865797098627,-0.21736209527964917,-0.1890266893533858,-0.012101110279830019,-0.21358886327333287,-0.14515676137831207,0.008274309714941475,-0.4309833692898249,1.0580928868885733,-0.0015146731234140787,0.41391138887865414,0.15109068739873607,-0.1935365020321868,-0.31393261284425794,0.017187053838800925,0.04349901219075375,-0.06048594036512239,0.2714807899708081,0.3254188888545928,-0.6178519887701153,0.23818946853306294,0.06167321283780136,0.7996365873052215,-0.20014180014111488,-0.16526351746964746,-0.16638087723494882,-0.04665451196948078,-0.08418249429876568,-0.08717075058502527,-0.23015432553991028,-0.3919801552703452,-0.25442202783086837,0.055166356370833836,0.12466054010287858,-0.070603367318198,-0.2631027659004977,0.0642797427953915,-0.26111259293138384,0.46153964966716127;0.15003539520900588,-0.4408094115558505,0.13381180266906156,0.39265731489042466,-0.2870373492049403,-0.9390307557343007,0.02895031441379814,0.3090048799261922,0.7187455286298494,0.0987100142179429,-1.422287679045116,0.18803925881415395,-0.12046825581886011,-0.03336311455426255,0.7266487054616277,1.151618412602641,0.9848980392250724,-0.6043139921272704,0.38653646677730435,-0.4214507450787295,-0.2521779932015704,-0.36216203584208273,-0.060993018897491424,-0.09788961472824553,-0.22782451338779452,-0.5221092284072455,0.373836198641019,-0.11105533375636867,-0.461334569276481,-0.4419871472837471,0.37716906614269874,-0.2770786887379231,0.8062962046032105,-0.7742072925016394,0.7815025718503286,-0.4631662128467475,-0.26720285642452524,-0.5344408676716483,-0.28218574960057197,-0.48646931007421657,1.4869418256706801,1.021208581945423,-0.6776362508198339,0.008314187647904703,0.6368673779570351,0.40646355172643567,0.7979727227421307,-0.730506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k{15}	=[0.13400667190268925;0.014514075881322646;0.21790412392491798];
x_a{15}	=[4.196242203566783,-0.3948888693530458,28.53149476764831];
std_x_a{15}	=[0.3775269277555254,0.31141819045486996,0.7034489965272123];
pred_a{15}	=[4.196242203566783];
% Application starting next step
% ========================================================================
%
%  forecast from 1.5 to 1.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.6
%
% ========================================================================
%
x_f{16}	=[1.4757064346014204,0.22618629236497434,21.81097561314691];
std_x_f{16}	=[0.25396156404963116,0.3930921642868141,0.5000794392290121];
pred_f{16}	=[1.4757064346014204];
obs{16}	=[1.4239772661503232];
sqrt_r{16}	=[1.0];
hpht_plus_r{16}	=[1.0645820735529472];
xi{16}	=[0.09205518074947183,-0.18850587190130796,-0.04406662047462162,0.20902063049026953,-0.17526941515513483,0.06762179226583998,-0.11878993489134948,0.07854045369038909,0.09799044882693653,-0.15485240821842994,0.09876567208129328,-0.15328821074019205,0.020679015488071384,-0.03803155754729537,0.6361909966238422,-0.4273483138916594,0.19701052579360723,0.5912287513730261,0.15389612736608815,0.011000591912368796,0.016589713206784706,-0.09066077804673012,0.32338436310684293,-0.18542534082174322,-0.08771796627821304,0.02535248039826077,-0.18165574478199842,-0.6135111657917621,0.1948380296488066,0.049673772877451894,0.08537771977820818,-0.14010448049488367,0.8176201957115157,0.2565177782211343,-0.2226476223408953,-0.026447623228076367,0.03306306523082081,0.06004519688887844,-0.3829845113155337,-0.19238105403081418,-0.1632728246798456,0.47372435869748,0.11574507812348966,0.09129154833690434,0.03445753481549785,-0.3791895677218944,-0.2973936667946262,0.25947346874243915,0.15365072110232747,-0.12202050168459189,0.18421466539010933,-0.4118852913900539,-0.009924141547994259,-0.1519264102668394,-0.6159146893507511,-0.23374469897739325,0.25897192111618184,-0.10264920336729255,0.254692403986162,-0.028829994467851616,0.18415997763239145,-0.1234699445531553,-0.1480096538432949,-0.15974095797660892,0.011517723376522682,-0.06574841452349989,0.06332272307590658,-0.04679809566387716,-0.25049190364199725,0.822429735916058,-0.35850318602129816,0.24066216849092736,0.2235120146952494,0.004129129565213274,-0.18606916041209232,0.0972908651264095,0.01299429015001996,-0.08916716275603176,0.13296660044762043,0.3199477436871807,-0.34026569533328943,0.13453523808002754,0.03399760270821761,0.5759768724154903,-0.14375050784785692,-0.1575177749973251,-0.13444177242060062,0.025431260094356256,-0.2571148852665841,-0.17056437065187047,-0.18281137363771705,-0.20812904151557943,-0.11701493128182205,0.06856130265502003,0.021994416018715546,-0.048262615570343614,-0.16494784503691062,0.08509860093084476,-0.08014872767156356,0.37219516371638406;0.116882141856117,-0.08660375644970492,0.03999054037234823,0.07907936686249001,-0.2101063158557907,0.33454515771977134,-0.169068173675676,0.07530148837401662,-0.07697307776306592,-0.23622435765070493,0.6127289088752372,-0.25273959561570375,0.05735710088313267,-0.08877802040119748,0.6317185367899724,-0.8938655093692494,-0.055612677077664874,0.9569982533267508,0.07314068772453686,0.1551728646476525,0.0580940484236423,-0.019017291217483134,0.4018447168984324,-0.204496282470154,0.15447787649807304,0.1912366539187148,-0.3438291473686955,-0.7656296014035598,0.2798391953797945,0.14404977522334977,0.006805649482837184,-0.25093749063309795,0.7790073631362243,0.5242967113561094,-0.511778091858462,0.08107014123510597,0.13473312449762825,0.23657170553373974,-0.3712852991540459,-0.10232194997695773,-0.6491387726233253,0.26467328929336026,0.3965029001838709,0.06982689982174245,-0.068802904431223,-0.4578225405563391,-0.6000640013715006,0.5466362167109958,0.17629787442054057,0.06783829460245983,0.2842825463807088,-0.2616127978527971,0.009286475476130068,-0.05733479039296638,-0.23633443153038372,-0.6163835174447091,0.8608367829533817,-0.18556351001171617,-0.00782515968347347,-0.224197641884088,0.012097936945993287,-0.009128473521301445,-0.28317899924591494,-0.23222388166620117,-0.011934559289481839,-0.39893940418728824,-0.4451604904550801,0.056785038057864945,-0.56189604901612,1.32295673025448,0.15515319209686979,0.5915844369726292,0.08002287257929064,-0.39294792127088696,-0.390251889986719,-0.08334757770894738,0.09337485967538528,-0.0186473742816059,0.4220989570886936,0.39011433319290545,-0.8889539051732768,0.3685717754006751,0.11909613607275371,1.0509364996596404,-0.2286615443528913,-0.1687364843060794,-0.1481007074001379,-0.07339635578063475,0.031203156941156718,-0.0032005101745359865,-0.2748020698527161,-0.5589467780365919,-0.3146602435868063,0.06924201967676408,0.22004326623584208,-0.0639829672075645,-0.36277926266943705,0.0337104216784761,-0.45971548173822246,0.5598247152438898;0.025771356178733384,-0.3777300976251219,-0.21448786769724038,0.4802304444983001,-0.04916551405323588,-0.5361953022344998,0.023639885510224445,0.08158660511023896,0.4700324582505715,0.05780547713747808,-1.1166582877965503,0.1041800658709775,-0.07686198774236175,0.07607143602966815,0.5677796295214463,0.6855916544086753,0.7035823124009859,-0.2687509179002383,0.3176558952241919,-0.31245120912916846,-0.06723303925077317,-0.22753808912887408,0.125683230529674,-0.11892611566290157,-0.6148360970549902,-0.3382664967555762,0.21988188736838055,-0.13890123957701306,-5.650041510882886E-4,-0.16638953771631293,0.24821894646466092,0.14523671628652224,0.7701414714183379,-0.3618534581994233,0.4742318981615341,-0.26298742424315336,-0.19081587896704022,-0.33304417378201023,-0.3306098976742504,-0.3572540614918118,0.9156732785485104,0.8346137946089911,-0.5361479377969509,0.12648758190297116,0.25952976935413474,-0.11682178020320322,0.4336166980111038,-0.40316688023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k{16}	=[0.06066425046723764;0.07760468661557571;0.015973382508265084];
x_a{16}	=[1.4593649576317262,0.20528147298121474,21.8066727715165];
std_x_a{16}	=[0.24613528169526924,0.3902124669722256,0.4978123609816043];
pred_a{16}	=[1.4593649576317262];
% Application starting next step
% ========================================================================
%
%  forecast from 1.6 to 1.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.7
%
% ========================================================================
%
x_f{17}	=[0.9921326688511212,1.1054170029105301,16.77703018506145];
std_x_f{17}	=[0.3999547709686317,0.6299504608003164,0.3619163570252974];
pred_f{17}	=[0.9921326688511212];
obs{17}	=[0.9730013616395261];
sqrt_r{17}	=[1.0];
hpht_plus_r{17}	=[1.1600514496639929];
xi{17}	=[0.09314211452826893,-0.3120015656516445,-0.008583026388998105,0.16535242774589243,-0.19781680250511247,0.27639801439953327,-0.1345194816176596,0.1060119868846312,-0.03747308011186168,-0.20310809472455316,0.5356403690132134,-0.23915650086324547,0.1265274255635005,-0.1299861923553387,0.6961666991755655,-0.81875599772313,-0.019251096339165108,1.0209342317318775,0.15068309618623799,0.08840860492166835,0.04835968477186503,-0.022743613061712797,0.3795728494308279,-0.3402211950763947,0.1290881973160276,0.17498779026046307,-0.3356409169671021,-0.7681074085329368,0.3910657705502205,0.02011073255813023,-0.064178722362633,-0.17073316299206476,0.8206058252348214,0.5281768053491276,-0.4716229748506725,0.05559061910707008,0.13429833479710696,0.12113289270339012,-0.4412206947467303,-0.10287345730573594,-0.5222194217498826,0.10931021396133067,0.3686878691953519,0.05744155047349819,-0.05351823848351811,-0.9451029697691719,-0.6162493180793014,0.545568313437699,0.23066997245409704,0.10764175232619522,0.31457641390816393,-0.1376647519177111,0.02012096199046942,-0.0634236708410355,-0.37742118101033517,-0.523484843380092,0.7784738466495722,-0.1709165416978703,0.12773425556714724,-0.17883568194645316,0.17424204492339457,-0.05193528638708411,-0.2522088325466202,-0.24996260475653287,-0.10514385435555229,-0.3930676183120754,-0.32886519163287464,0.027748609674326463,-0.5085769876076038,1.3149701260584596,-0.005741174178776509,0.5737241477775976,0.16407994446591823,-0.13106282817733772,-0.4504454957110686,-0.017104708037604777,0.12505832048334375,-0.005388644113793473,0.5162018743694294,0.43406682783229233,-0.7601084942472354,0.31200266953568123,0.008866717354686582,1.1143438273039068,-0.20980996526593287,-0.5552577799982368,-0.15238188262505836,-0.07507387633806739,0.03515571438006071,-0.004198577341134269,-0.28631927913666055,-0.6408518020230394,-0.2274550582131868,0.06322495821816321,0.17884763562724237,-0.009109389303022075,-0.29516199820383704,0.08282441368246474,-0.3822226905744278,0.6564471682589277;0.13517258858956716,-0.41689604466608043,0.017862758955350166,0.18283180411776878,-0.2921933031271764,0.500152313231234,-0.20473541635183823,0.14519636237007538,-0.12488689998129121,-0.31473824954910357,0.9730181189863027,-0.3812509365032323,0.1983488317178439,-0.2008324257134122,0.951569532169696,-1.319731207501767,-0.13050053291670927,1.5821419091543905,0.17485212831712738,0.18025873625361877,0.08014042552178724,-0.011614498122156425,0.5525016979662045,-0.49313487370457054,0.2802393250044517,0.318011457223599,-0.5340462474356731,-1.1437916219881823,0.5831419198837648,0.06275100717978876,-0.12964738447058832,-0.2812238112013117,1.1020526974986513,0.8541317719365802,-0.7678644589555131,0.12249888301857736,0.22583861508800407,0.22780128519798137,-0.6206355494625893,-0.1041710214371181,-0.9094647767216317,0.04280873797238538,0.6385468307003417,0.06812631247335421,-0.12074727826911602,-1.4042663448839883,-0.9825096706688973,0.8849300126044881,0.3344471521494299,0.2363934826189662,0.47898037341416844,-0.11968122633284384,0.036406464063211796,-0.05207001309653192,-0.3983147092479976,-0.874670337816613,1.3587405242669144,-0.2715349809537394,0.07692498104151113,-0.32743706233020364,0.17796195753068011,-0.029115507797097706,-0.40615225921022513,-0.38273422915809097,-0.1643622806201782,-0.6830086570513478,-0.6584817494252526,0.08891860900372772,-0.829966459090566,2.037996704663968,0.19147762313726457,0.954088454585091,0.17564380264050117,-0.32400444274630424,-0.7169494116079423,-0.09813689739637943,0.20920855291277296,0.020154851462358625,0.8531320209212898,0.6380491716652115,-1.2572593598392185,0.5329363760773633,0.03776845718563138,1.7619489422271735,-0.32703720295648997,-0.8157818235863904,-0.21983028579068298,-0.14614637670551978,0.17485219917362138,0.06531442226435957,-0.4368878081632187,-1.0367576601202624,-0.39056672295361494,0.0870796114266017,0.3356049299268278,-0.014961940807393104,-0.4927471300271422,0.09459547429401338,-0.6778039293336771,0.9977318160112767;0.019654613264535215,-0.3629654814024761,-0.17673526003970608,0.38572467154082446,-0.06943972335614745,-0.37166130680066445,-0.004985324945927516,0.0655160092355942,0.33443402891401064,0.0032435956052339066,-0.7479633642700811,0.036617003089887135,-0.03522631473012794,0.016976150877987095,0.560181733633037,0.4402249437973431,0.5083163304702865,0.029937510351487617,0.25774838709115855,-0.24007959452106675,-0.05553558481408416,-0.18382576954939367,0.14642724226528614,-0.16257105096622126,-0.45664236472956077,-0.23136510528335918,0.10870011099433796,-0.18221440409197598,0.07171930308345154,-0.15153126163011876,0.15745864457531056,0.08378335261198089,0.7419199249876094,-0.17600808625392972,0.28823894352508717,-0.20237016563981314,-0.14102406674260948,-0.25818438520464326,-0.3141146501451715,-0.28834215312220124,0.6229184543976132,0.5924099255828388,-0.3461429424475213,0.08660095902796883,0.17446624638824204,-0.23573095369054542,0.24875540955546427,-0.20548509263239012,0.0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k{17}	=[0.13796926826853365;0.21610013964274102;-0.019036210764932397];
x_a{17}	=[0.9847174871738161,1.0938026643259178,16.778053289431302];
std_x_a{17}	=[0.34902363010071125,0.55033803645375,0.36073838877016484];
pred_a{17}	=[0.9847174871738161];
% Application starting next step
% ========================================================================
%
%  forecast from 1.7 to 1.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.8
%
% ========================================================================
%
x_f{18}	=[1.5156852306735278,2.492311028694275,13.073276748429947];
std_x_f{18}	=[0.6552948004975777,1.1084117147857795,0.30446451715712347];
pred_f{18}	=[1.5156852306735278];
obs{18}	=[1.5143958438819851];
sqrt_r{18}	=[1.0];
hpht_plus_r{18}	=[1.4294998728441188];
xi{18}	=[0.09365431763089616,-0.47208870377522194,-0.08097812763711976,0.07601742374872433,0.08886792266211851,0.6468145756967272,-0.3001509707755916,-0.37251365957004845,0.01943494612017771,-0.2930232094986205,0.8968263298424537,-0.3833457456611431,0.3135321664501687,-0.45502692412610335,0.9539205533956228,-1.3633667369355098,-0.1974366462182353,1.5261180938147838,-0.008298317770644825,0.20703240071763962,-0.14465982795956278,0.07279136557805255,0.6084275226151994,-1.139901189214246,0.39085524581570064,0.5352073589285173,-0.4943261327150701,-0.8723913150804719,0.7527532039132785,0.017124968225348924,-0.14825040342577211,-0.342444661052661,1.4510770506456434,1.1370500919002562,-0.978344021766444,0.32254179914890524,-0.03604164222690476,-0.21597734837917826,-0.8550633206703564,-0.021770758837956317,-0.8487558722704265,-0.26653520167197,0.8575800194881711,0.07879884791244907,-0.0828814776597977,-1.3210357577588208,-0.9489311214023627,0.9674040685799659,0.2954766554224568,0.21268730385205514,0.522471540648139,-0.11601234042861996,0.06350153487613341,0.3045365788467711,-0.297688170045864,-0.9676306296884357,1.1915024798603682,-0.27689677697654314,0.10967488789529045,-0.17347958046120504,0.10728932751594589,-0.5020886667176236,-0.567415311559107,-0.34475819569051347,-0.031994367686354774,-0.6846047978521355,-0.008445427255393101,0.09142544841772637,-1.0340324476629426,1.711409537198337,0.191395166634047,1.2263037286459153,0.1942221170413807,-0.31411369309299664,-0.7846147480611266,-0.08417381468236584,0.3914743160851586,0.15968718399596216,0.6164788801471945,0.09123730568296962,-1.2081983905427303,0.5670408088549332,-0.08495842823905075,1.8347415275610102,-0.45935404768064214,-0.8674685767123888,-0.3025586177244597,-0.15669644638114866,0.3026584544717801,0.08758962137122572,-0.5741057377631561,-0.6728258395751383,-0.3400970078258956,0.16566549732172886,0.8536151951222886,0.007131125382769943,-0.49651441068940483,0.3484161645979449,-0.6563967142988126,0.989199619073966;0.15433453268657216,-0.778894888984113,-0.11746633716092214,0.0965546863617015,0.1666448680496102,1.1294695570278437,-0.503289465103562,-0.6377995908306293,0.011781936934458503,-0.49953564562939246,1.5944535092295467,-0.6468120815896552,0.529365901207052,-0.7700247326631529,1.5383308953731638,-2.313228511294182,-0.36770274831278726,2.5492853573554144,-0.031967661161493854,0.36553492318452996,-0.23864555326827697,0.13893583047587788,1.007365528867636,-1.9187201615495213,0.6987460100476959,0.9289599212001294,-0.8356889680062858,-1.4594962348691616,1.2629562753372117,0.04836209874282016,-0.2615829336511233,-0.5852144205916194,2.333948540722845,1.9224515012786632,-1.65940682610134,0.5686824472377539,-0.05654200138146237,-0.3472478440336806,-1.4343322165884582,-0.009794365831417462,-1.4678355574613056,-0.4997175821467785,1.4692932180015528,0.12498189314597807,-0.15120992829531588,-2.2257640494985846,-1.6130764827249628,1.650098148124441,0.489181372600922,0.3907707710374799,0.8796743712972983,-0.15182067545767852,0.10355510805627821,0.5402529187714755,-0.42365997115903786,-1.6556748157838104,2.0829473275069224,-0.4633367886499751,0.1301593732953359,-0.3099866120194985,0.1415030778787485,-0.8326976525941185,-0.9624373789954381,-0.5854893978736975,-0.04078928960414441,-1.1830535606954822,-0.07581068822481418,0.17678827592220525,-1.7664858695316359,2.8473048498587077,0.4307504069622099,2.092902612431542,0.2952605999395512,-0.5730109467913398,-1.33233501753759,-0.17041066615242073,0.6734017138270043,0.28959839249696717,1.0691620493183094,0.13585242195797687,-2.0638774449227233,0.9795793022917532,-0.1297746213187132,3.0728786898254437,-0.7742803906186859,-1.4529882277780892,-0.5052864042084722,-0.2748137122965928,0.5783917471184523,0.1801294157215021,-0.9694169814874158,-1.1518766879549884,-0.5927069541818626,0.2769483038894349,1.472405269936338,0.018548624742249054,-0.8505917287850677,0.5800699221759844,-1.1393817119113288,1.6444364858112048;0.008274431814298211,-0.4116834579442532,-0.1886800599212446,0.29000950573558626,-0.0918030235665892,-0.12637323561803093,-0.10269904949961273,-0.03667649893837677,0.21862542681419228,-0.10445461809063694,-0.30030536438930255,-0.0949301168767267,0.01866302622346261,-0.11307910485866834,0.718523261643492,0.10465425248707305,0.31119797648195124,0.5812424720614366,0.173044234792064,-0.16517229520993482,-0.09496676684682726,-0.15731088003548876,0.26692597938365914,-0.3054660316872049,-0.2809067017415785,-0.0657411087060904,-0.05927055372100476,-0.35757442490398716,0.25020722006496676,-0.14497186318363475,0.049788933175053174,-0.043255260052692535,1.0651294119752013,0.2119760228443468,0.023850082168424436,-0.10740025447953627,-0.13350332741015336,-0.2571756941259018,-0.42401293069421797,-0.2723370719394804,0.2749857096000472,0.37732824622545635,-0.0365041040874825,0.050588466397993415,0.07493009060791778,-0.42328436356664234,-0.020980287094399586,0.13207569333688518,0.12194004420610582,-0.26680399069169347,0.12108493718096547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k{18}	=[0.30045464221664475;0.5080016881862516;0.05380158120023536];
x_a{18}	=[1.494135661691404,2.4558755210188385,13.06941792675601];
std_x_a{18}	=[0.581774796601137,0.9835342821507538,0.3004495255709165];
pred_a{18}	=[1.494135661691404];
% Application starting next step
% ========================================================================
%
%  forecast from 1.8 to 1.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 1.9
%
% ========================================================================
%
x_f{19}	=[3.1175984801320693,5.599808527271024,10.919563168306306];
std_x_f{19}	=[1.2075933682705127,2.1119005185117974,0.8023542531690194];
pred_f{19}	=[3.1175984801320693];
obs{19}	=[3.1823135468051786];
sqrt_r{19}	=[1.0];
hpht_plus_r{19}	=[2.459226079060155];
xi{19}	=[-0.30576013630632115,-0.6213895415544708,-0.4194301425620477,0.2391226586685571,0.649888917935876,1.0690027483113171,-0.25619184644187865,-0.4763564088714465,0.009657939100030433,-0.6003079679235417,1.552364016435444,-1.0160836479655635,0.3489404200571977,-0.5366648259825064,1.3220678546382416,-1.7971548797254158,-0.20654974618515487,1.4527326947263486,0.26495580932598317,0.41722302351920293,-0.45524660968334185,0.14827388741098346,0.6455241543181311,-2.723717176484633,0.4624571729821212,0.6917601208513777,-0.7223149392190122,-1.2731709174909913,-2.042834743155195,0.10245828124347112,-0.28632150512378773,-0.9072043952902806,2.796231191682102,1.6692714024805344,-1.3432281991385397,0.13660986531316688,0.14366887155773966,-0.9422281156114858,-1.2848326223622772,0.032832439219414145,-2.1403160698565458,-0.46132950342399104,1.2461537546314823,0.3132845825742798,-0.1300494452634524,-1.846354082377157,-1.3014340498238004,1.3088542916941233,0.166071777307212,0.6406714107990839,0.17012565025287296,-0.46474664867476845,3.505187860210232,0.3791211430325552,-0.5102338485827227,-1.3393709984399902,2.173103222174408,-0.5296520290744997,1.9884424299037136,-2.2356664225755196,0.1603722093427553,-0.9952324111959778,-0.5971910955095221,-0.796665464532464,1.2315948053611825,-0.7757321312333136,0.04441936655381751,0.24779351121143778,-1.7599011734535042,2.2265224772706764,0.44350607143486176,1.8385292643615498,-0.6344085697337385,-0.7849335464469025,-0.7994973936624321,-0.24574318270323348,0.6658423078624387,-0.32828364631397644,0.8859038022972232,0.32814301756790476,-0.8936255132145541,2.0892952294104594,0.015082737192144258,3.326011217127056,-0.7246303015440168,-1.78791184589606,0.29006828357473413,0.17616349419682997,0.7259821649022262,1.3979210673056688,-0.40295853796680037,-1.0668584704622375,-0.5059780759831387,-0.6919543402458461,0.9776068702443634,-0.07221339598905363,-0.6284936149251714,1.189500581894781,-2.5984198575670807,1.960455962280105;-0.5171541667467192,-1.05275741951841,-0.7048602145787264,0.41969377918788986,1.186532194156877,1.927743961730215,-0.42011930794804186,-0.8166802733191219,0.03965634931840789,-1.0429297821276542,2.81206713893103,-1.7838164506284997,0.648815284283879,-0.9357691501655605,2.2426818733232112,-3.216809811191131,-0.3796081855714828,2.509703149234773,0.47522074088401567,0.7851908482351826,-0.7773271520804794,0.306404838327734,1.1442865939060498,-4.886756933259896,0.8830923181730554,1.2679388865182242,-1.2544418773745143,-2.2329597310780027,-3.655319229724584,0.2270760412097541,-0.48773361810965454,-1.5962350848633742,4.621417815777231,2.9147586518366486,-2.3861383687311344,0.28761273399375664,0.2952877854307756,-1.634518180609402,-2.2573235741529385,0.11278775213120618,-3.837853251121915,-0.8351573164896937,2.2257711657918566,0.5690719265484621,-0.21230394534862196,-3.277842512399717,-2.314084399082497,2.315677937158954,0.3101419625532147,1.1919364468627807,0.3250519338621958,-0.7514801384796916,5.930894376693446,0.7233144258996971,-0.789116990848564,-2.3840606819631662,3.8319385733294817,-0.9104050028428867,3.3739059337132415,-4.003810936132903,0.274368622598991,-1.7273515757948008,-1.03740386841105,-1.3861809895633455,2.1878367260589364,-1.3751755462193254,0.04988389432905915,0.48391270203991077,-3.1440127179499924,3.7783312572430203,0.9190710800673756,3.224695774551999,-1.1291834085763472,-1.405943328027024,-1.4011097840125037,-0.4319353689628276,1.202262686359381,-0.5433547998573331,1.604003701479935,0.5913822125363417,-1.5982999755394172,3.651000462586034,0.06951258389981163,5.569310513976018,-1.268244610472319,-3.1737526676208563,0.5524873756367183,0.3276875821585543,1.3741217164168225,2.509792460312087,-0.6944674247653548,-1.8887417549114889,-0.8827480332188138,-1.208132091241282,1.76229039992893,-0.1020053181442071,-1.09793600828288,2.0992767510413914,-4.663606615578809,3.378057651414239;-0.2965927346652961,-0.6993166211347663,-0.4781440712442002,0.2346545534127955,0.20373838480365336,0.38723810841072215,-0.30021668091560905,-0.35347663742654944,0.05875793249239614,-0.4762510406217917,0.6143217888770902,-0.6413548504327604,0.05574540997721478,-0.4292970309041735,1.2205220043524143,-0.6229798582037684,0.030291147351150016,1.1348230891123876,0.17791477909482012,-0.021531486733273653,-0.42129913528223106,-0.16676495759086585,0.40891705074903584,-1.1562068772930267,-0.11549563233644378,0.1922073333426173,-0.46558038587940764,-0.8670729194198685,-0.859529388786008,-0.18050905475390167,-0.21798503668382807,-0.5537589746314815,2.7850867317060626,1.070286261581714,-0.5872957533294869,-0.16955976066355305,-0.13594953132221121,-0.7547114461955271,-0.9355927164004587,-0.3110811792963535,-0.636640488964213,-0.0334211353743008,0.5759183940143249,0.10044975459545391,-0.1277303286126532,-1.0399174294070654,-0.6104465636750085,0.7413290034900797,0.031243731264993357,0.04180947850536576,0.002705935667467685,-0.7200319238040791,2.867388840187024,-0.07053848666298634,-1.1703263916894553,-0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k{19}	=[0.5933680077180333;1.0372054117219398;0.36209573987793836];
x_a{19}	=[3.148145006822367,5.653203759876048,10.93820382138965];
std_x_a{19}	=[0.6845880847859845,1.202576491757543,0.5114205873885477];
pred_a{19}	=[3.148145006822367];
% Application starting next step
% ========================================================================
%
%  forecast from 1.9 to 2.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.0
%
% ========================================================================
%
x_f{20}	=[7.099797347623969,12.765544137220283,12.636878080545884];
std_x_f{20}	=[1.3747762920732352,2.1508293976940327,1.9570996958729634];
pred_f{20}	=[7.099797347623969];
obs{20}	=[7.266281612218627];
sqrt_r{20}	=[1.0];
hpht_plus_r{20}	=[2.8901300005053647];
xi{20}	=[0.1090622694355936,0.20618831523078907,0.031793785999487234,0.4119206415739791,1.6591864964105199,1.0060144962861663,0.8054626430962255,-0.3147595316452323,-0.5148251072830403,0.12217171042652808,2.6497817991207953,-0.8203630993562712,0.6763848956222205,-0.20138244813029438,0.926025213956768,-1.6650610665738181,-1.0698477262743742,0.8954903968496408,1.5863176950340705,1.0708759719002945,-0.5340382607122018,0.5374611707145363,-0.4846375621808532,-1.6833952453162695,0.5229366342024839,0.46932847536506284,-0.7643171554942594,-1.2793168187820125,-1.9321891856983546,-0.15776694102490918,-0.40558834759620144,-0.6714558790461398,1.7093906525521785,0.17722477696535588,-2.654325996920308,0.2766031330684475,-1.42710544987193,-2.71149425340265,-1.354450395439116,0.0967864711793105,-2.552334437495884,-1.232985291995746,1.0984689582799625,0.7114455214663185,-0.2800223633544805,-1.4304241452949933,-1.6554496711744306,1.6768552710001217,-0.4078810376848452,0.9538817468011,0.3905464512001888,-0.08891781917580577,1.1883787331613203,0.4342966436916722,-0.30066858111377126,-1.350488234299835,1.9936004175361077,1.263442634880505,1.184012708931549,-2.192859170802919,0.3826474554037729,-0.7265455133274532,-0.7899466907421582,-1.9007088561338819,1.313320827220556,-0.46002581460265546,0.1460248438842724,-1.8520146466450074,-1.9948767655241868,1.0542201799692048,0.346607869922539,2.958951371373427,4.09747769865915,0.007288735894769083,-0.14630002578715828,-1.3395458405376761,0.3717782721161935,0.19975600093973878,0.6721596505101948,-1.8355931606193403,-0.8894224419174472,3.124025484783875,0.017494538132844184,2.195551087197348,-1.7285795921185878,-1.4105100484658646,1.2260608052134838,0.9047563544291819,-0.9900627130257877,1.1895658817554775,1.1112927931712449,-1.360213777127611,1.1530227471665224,-0.1048999467262206,0.8054469746646031,-0.5949998744302389,1.384408545778415,1.194841834581263,-3.9565769127181007,1.5211371588825013;0.2848832835268187,0.4910852336755269,0.19626289647998263,0.7077747771822125,2.6223346022406666,1.7062244500906925,1.3660171533474728,-0.39273893968363005,-0.7384087059796194,0.30973276780908954,3.995829235143736,-1.228690597130731,1.1825519228278836,-0.20812338252474127,1.3843064320347338,-2.742673646072321,-1.6781420946217676,1.3893123895820345,2.455740909075921,1.8063924230008155,-0.7341920334382372,0.9950471047480249,-0.6801612836202011,-2.790912185799959,1.0068521406301816,0.891471750855855,-1.1348609060595614,-1.9890509500285116,-3.1896612355436567,-0.08767190428596372,-0.5498420963588302,-0.986944406105323,2.249109305533757,0.3612784717178368,-4.424553907079073,0.5902115099713967,-2.2146179661378813,-4.464530016323579,-2.1010693200796933,0.3277549408018796,-4.312798956735305,-1.9718224134770566,1.8208007779401445,1.2180791867187946,-0.33771811681785024,-2.278752308258687,-2.6767529566937647,2.609221097791682,-0.5366769365347412,1.6531355112855604,0.7349263101919288,0.05855206437215976,1.6581248562859567,0.8504798898828945,-0.18662263539493473,-2.178794785071796,3.04870061030004,2.0302134348949465,1.7328112981714323,-3.661298862731595,0.6618380095568437,-1.0378796891573927,-1.1855384357356158,-3.049483386997089,2.094342535591986,-0.6838947610973349,0.25667540365558317,-2.928209457187437,-3.2858234975076126,1.522889859240978,0.8562661384668431,4.230143815890289,5.411370366101279,0.03314925903858068,-0.1420922845618513,-2.1148842849637823,0.7211700490134021,0.4662495935014057,1.1900532527526497,-2.9469513182834888,-1.409225195462776,4.424579592542111,0.17344083706330515,2.93222787468647,-2.7564825748664177,-2.241533495081983,2.0117883337602205,1.496187191963518,-1.394286480742144,1.9723628949105105,1.8110661217465847,-2.1647590619158663,1.8428564360628048,-0.06909250668841338,1.3942057103163812,-0.8324714049839201,2.1652851885301665,1.8919905099952796,-6.850087630467701,2.275421301790507;-0.11772593467654247,-0.15235088750226033,-0.31608087733448365,0.4919367078722452,2.24498490610563,1.0981152703064794,0.8898037452122534,-0.6590328746786955,-0.8331235566181423,-0.09574762722339081,3.91098751066232,-1.2738153067112048,0.6760455486063641,-0.540792591997505,1.5676883579910807,-1.8628705853968697,-1.4426431290861128,1.3692119435082688,2.3047481671371717,1.2016728459038344,-1.0162822226432198,0.3847480464223416,-0.8314916575468949,-1.8544979299554907,0.25150096169847735,0.3014524796530029,-1.2085735173463679,-1.897417912261993,-2.217807237991641,-0.5926742749902392,-0.763014523383335,-1.070539271535221,3.4657632380720145,0.12478388658218975,-3.072354647587254,0.0021411932583674798,-2.1794654384126915,-3.4648684124309117,-2.0250683085681214,-0.321929892316442,-2.6213678672824816,-1.5507776337593526,1.3240670820888027,0.7933069951598792,-0.6066699651209095,-1.9204506116390743,-2.0946149580863924,2.389454924137201,-0.789701433620051,0.9477640065342285,0.3037186786279662,-0.6651424776873185,2.2709651920362077,0.1915880051300327,-1.3047515823614493,-1.6544048260164317,2.9248729424237183,1.6618567740201513,2.043722709015297,-2.4065123471644387,0.48049509491216824,-1.3004428205948226,-1.2588012889097246,-2.583310443627507,1.7527973855217365,-0.6469169994246897,0.27505240008596843,-2.6895842390936586,-2.3143696428403278,1.892633299661325,-0.39839601091246735,4.850584570292831,7.366374286911313,0.0808989987268447,-0.3550912949324161,-1.8300399259432911,0.21592922287197425,-0.07722057704698493,0.635766664603219,-2.4612719907128433,-1.0890044526044136,5.173921265335309,-0.3307667095293336,4.202356102312525,-2.383705020692945,-1.9162219252067842,1.4973097541096827,1.1003703681778898,-1.913775539749098,1.3744291809438884,1.3968639994191516,-1.7783652886088657,1.580045045357588,-0.35089304863407733,0.8334433735298319,-1.0894854634399795,1.9577072268614817,1.6566846167291658,-3.688919540498331,2.420579569405211];
k{20}	=[0.6539948030624432;1.0191151439821426;0.9068456159742254];
x_a{20}	=[7.157414559870293,12.855328602294488,12.716771553835834];
std_x_a{20}	=[0.8119457357271009,1.2471438888846005,1.2731562883083587];
pred_a{20}	=[7.157414559870293];
% Application starting next step
% ========================================================================
%
%  forecast from 2.0 to 2.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.1
%
% ========================================================================
%
x_f{21}	=[14.013250515757687,20.329575351064026,26.605194135000758];
std_x_f{21}	=[0.7112471176178382,0.8429180140725404,2.8092095122228207];
pred_f{21}	=[14.013250515757687];
obs{21}	=[14.361860838277785];
sqrt_r{21}	=[1.0];
hpht_plus_r{21}	=[1.5058962806727525];
xi{21}	=[-0.048559416737257166,-0.10637796254100884,-0.3005535666827388,-0.0853688939520243,0.6278677226980385,0.5121610864938937,1.0129021111866265,0.4429174434731795,0.02001032068036679,-0.5901858432856368,0.9403798978290894,0.5443706715693288,0.8768994897531108,0.4139157699026761,0.2869345372612404,-1.954393528420935,-0.11430983314902221,0.5284524265820085,0.4618049771633199,-0.6319123608617758,1.2519901876297403,-0.07386722095150944,0.02578311717847015,-0.4256357905090713,-2.3875821952374245,-0.11932526653837527,-0.4750872719846768,0.03594052056381791,-0.36517292828174064,0.22244719690908887,-0.16505184233443515,-0.020673206232054042,-0.40417352990999156,0.21269249960954362,-1.1266745913780767,0.7827410736690581,-1.1701497298333212,-1.1695960961634722,0.054761443182822944,0.4374312539328642,0.23552609470698904,-0.20653820632763065,0.14569118974219109,0.476008131779011,0.17704225470815338,-1.3328268693213978,-1.0927629731595054,0.35239510525497053,0.36638120176960065,0.5196895851750885,0.4744256760336718,-0.4513126459585024,0.1971791204590314,-0.37032572865898317,0.40269026928923957,-1.4122411894494586,0.4541684143453715,-0.4350093881042483,-0.1591410414215062,-1.5826942734739795,0.2823816378530708,0.0038252215175678117,-0.0634633011307173,-0.5557998686644101,0.5917448849603772,-0.015183972022590808,-0.06231284620360178,-0.40587759223106445,-0.26302936890615847,-0.40834858012558506,-0.1493631079227864,0.7571312288830399,0.782436124495705,-0.578169063729904,0.26708022293721534,0.3079166158496047,-1.2479143642635506,0.35346300106991,0.8489829112335006,-0.5103499757823471,-0.7103641802570291,0.6364122887802051,0.3869047285048044,-0.16316544177296066,-0.50543522374738,-0.513677516068185,0.23324790628268843,0.5161036695391239,0.131086026103711,1.0620386474884995,0.5903564524847891,-0.2053246171974923,0.2468586087532021,0.3235793170575949,0.998035894033876,0.28130910511245055,2.365105687544414,0.4732891344070129,-1.390441476466334,0.5928337819276823;0.5128370021628861,0.6814244257396567,0.6285044897534249,0.34166900907413833,-0.07565328550428774,0.3122613532635192,-0.2504268814291315,0.25547666070483643,0.3424732877460137,0.5240261876207235,-0.8972758232031097,0.07245574941941513,-0.047907272920969746,0.3160080107527641,-0.21065145383431627,-0.5330680554908724,0.20372458805510618,-0.19998466184488706,-0.13569704120244808,0.5541042208061029,-0.5453580330274796,0.6131750803214366,0.3732017935061194,-0.16989046410789044,-0.25133595687405474,0.6101745928802309,0.42464750435540566,0.3065693401677194,-0.17071498543857544,0.5409461667409836,0.4623753439447533,0.3662763774350175,-0.8096460035590027,0.2759877662827215,-0.348020338172617,0.19431787601488537,0.295864443067547,-0.13638391542970751,0.317381842812253,0.5286077028090332,-0.9669856295238866,0.10935154635018662,0.39411173445371617,0.21413615776942763,0.3949001624953148,0.04378263884829181,0.0141619262128998,-0.013057328748804053,0.30513039491328087,0.39777947002285785,0.26114518482670235,0.7806368782683215,-0.5542387838919396,0.6789217661465763,0.9859445534151874,-0.0940065487180135,-0.21232104376218075,0.39458877752997523,-0.13363542236014325,-0.4887695402822061,0.17456539985645136,0.5020010197639913,0.3903633491514391,0.19444722123124336,-0.026890159270212877,0.24447538440897887,0.19415604090015393,0.3524320592934842,-0.18514559977055356,-0.10672674575468832,1.0957386915160718,-1.4509123577094307,-3.3297629895049,0.2504339933667019,0.28545823274528814,0.02896237517954603,0.38137709250656826,0.4679047055172383,0.03562127009914562,0.1709216507916409,0.16056155625775403,-1.4203430788073739,0.4493342949467376,-1.023128716499425,0.2469160500477905,0.23483027265692513,0.35735442960314145,0.13465310053478774,0.7019096734113859,-0.256507367339033,0.07577149982782672,0.1526595836973499,0.15089598809952776,0.30990680518311464,-0.14704573649386532,0.38301749103450433,-6.065232454188671,-0.008771927868522766,-1.3796796341365862,-0.5105760016489285;-0.7950986973377141,-1.2276547340736919,-1.8241057517072292,-0.6431227924316438,2.2579062002950927,1.3774125471653313,3.675499874741462,1.2264348901833984,-0.28252859722545054,-2.72404887615167,4.2538025828016615,1.7951910653001732,2.994845866209875,1.0488916424364199,1.33633924534319,-6.141592982654153,-0.5543368595973561,2.1030372080599875,1.8036259145716187,-2.9000338529559855,4.748515398858096,-1.0109475938633175,-0.30322777487305785,-1.077985249513489,-8.51699275328924,-1.147075145404127,-2.1339241139314566,-0.19842462951183748,-0.8652043712382564,0.10485023715409625,-1.1039628792054117,-0.4617676248718432,-0.06160251759101243,0.44575387284730894,-3.306710864314116,2.3934527086221564,-4.523395654289299,-3.812634835292318,-0.16324498340959792,0.835660715068471,2.201785370782112,-0.7343674003041691,0.0507004832933049,1.4013193984843006,0.1567084123996736,-4.705206129815178,-3.747742465341709,1.290790327229459,0.9147548673549899,1.2833585216012544,1.3307820580849459,-2.613870617909914,1.539826963890789,-2.155359460752443,0.0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k{21}	=[0.3359436417803924;-0.11728091173618253;1.26112235904048];
x_a{21}	=[14.134470032920575,20.287256540034463,27.060248568048028];
std_x_a{21}	=[0.5340533901922164,0.8275013874813902,2.179686566929315];
pred_a{21}	=[14.134470032920575];
% Application starting next step
% ========================================================================
%
%  forecast from 2.1 to 2.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.2
%
% ========================================================================
%
x_f{22}	=[13.962227173406081,6.6231780910588,40.58406360451975];
std_x_f{22}	=[0.8741908863935075,1.6935412610088443,0.7551315035391827];
pred_f{22}	=[13.962227173406081];
obs{22}	=[14.029361377709176];
sqrt_r{22}	=[1.0];
hpht_plus_r{22}	=[1.7710469376386995];
xi{22}	=[0.82273078630746,0.3239065798180505,0.7335559470257333,0.3933667495582398,-0.11031300070356664,0.0753367207973934,-1.5006333004315735,-0.21864366335381824,-0.2822528936760058,0.7739937695772294,-1.5163045103744057,-0.27184255211077435,-0.4295807643072145,-0.26687117306723707,0.38200338935943456,1.1554768241388924,0.31921037977983424,-0.8783477805744155,-1.3652817169471767,0.5122623227932408,-1.141875126349328,0.3767673144684558,0.19145122343596732,-0.5837284853247926,1.6432009926341689,0.04808659558806738,0.49080236559919577,0.2767943907919097,0.08186280023810966,0.20672288854339627,0.3592954650490938,0.2806655553149664,-0.21404952866282478,0.8276154075971984,0.6021496019214965,-0.36957209780563716,0.2767308324386537,0.7648305653225762,0.02066711888789108,0.04050359029437978,-0.4331905172375681,0.3408212438856797,0.2692721756430956,-0.5574267588143531,0.14041765189803002,0.9705030189463209,1.351308028252987,-0.6859553269144936,-0.08381295017242607,-0.05517310700125222,0.6496301138018747,0.8484023649176802,-0.5423511217063322,0.6569357419567403,1.4586856581718504,0.8223010887493096,-0.3520437426307712,0.4247677185505587,-1.6096759146145043,0.6582554712811124,0.31838848211121906,0.4077166552553493,0.5121574154867101,0.600996474710918,-0.940371990332876,0.1621158274599015,0.2674178332056911,0.2908664780500594,0.6703304012645379,0.04720979410315351,0.2725384340412784,-1.2310122938954553,-2.8164876415775275,0.6012253611232019,0.1005312755900345,-0.18132187803430178,0.051973023648500316,0.12266091451908245,-0.4176463225382623,0.7098607776971946,0.8573200876511784,-1.620108230865993,0.9295667947827191,-0.47536132295695666,0.49273720048916125,0.002382935027016586,0.14617953295479502,0.7300655330026355,0.38752879715503674,-0.9448985792853346,-0.3335828215051482,0.04056634207045384,-0.9182975988583166,0.11410079884779378,-0.6791844750599481,0.08782141507156105,-4.9876790005568665,-0.16311597777901987,0.05245186578585681,-0.3700067384145207;1.316588943438692,0.020352889682423658,1.0773696339665904,0.5594648756740339,-0.3883225494675253,-0.3451807862415617,-3.4695897167454746,-0.9190621268063035,-0.9951470559651199,1.3933844703960974,-2.826775552286867,-0.8789937215592349,-1.244632753316103,-1.0765878795579482,1.0046525308433516,4.06217924839198,0.5643258155114372,-1.9428232342755454,-3.070465064145963,0.7832356117810866,-2.4619831669657106,0.2114028327784485,0.033505835075693824,-0.9688256673613447,4.960393236578384,-0.5003630198745883,0.8245808995360093,0.29450368910392477,0.5358489113278928,-0.2021564504581237,0.37745704080300335,0.24763193783784754,0.5998907880364408,1.5179492856561412,2.2269445916955304,-1.3326024487566048,0.7026353238599894,2.358347216432171,-0.30917748879051654,-0.636024020583907,0.00219423446182887,0.7534407420115814,0.12384583471980282,-1.6396679208636789,-0.1692744806705635,2.6856465719906657,3.5282152812859335,-1.636699881380701,-0.6394683701455053,-0.7397152534081792,1.0115469603879417,1.206117819484679,-0.684323913168738,0.8634074297943668,2.039531491591844,2.5364312369870623,-0.7065832036096298,0.7121241890627878,-3.3859978483411433,2.6855591169949014,0.44133853419534397,0.38211922570293844,0.7751624137415112,1.3701558396202227,-2.2857678016677188,0.12163013265806732,0.43359597532720695,0.41786984156077533,1.8806309453592869,0.40216492937336756,-0.5454135014223569,-1.5465543883014439,-3.3998486913693,1.3304004219130334,-0.17261004943971603,-0.5470557991470306,0.11447433283756059,-0.35844263712133895,-1.294043269676199,1.633617404233065,2.063332716928156,-2.424933641538521,1.4698770140636368,0.1256415054901323,1.0516058519905949,-0.0599252790059257,-0.14083184123435366,1.32818592256561,0.049817290530464575,-2.2374446371846464,-1.0480321256020444,0.019942860352816005,-2.2811563064778726,-0.18955555752084408,-1.737214767617803,-0.31337972696695626,-6.7281640947374886,-0.5243163356664029,2.266434154170722,-0.4935698033502254;0.7179333809940118,0.6190702866912332,0.6956153177020497,0.37983600098287695,0.04812626624730143,0.3968699217595102,-0.4612556449205485,0.2106750074179473,0.1501249566178089,0.5469745641568764,-0.9390483893526707,0.08379964253128946,0.017292812992003803,0.23110424145754394,0.02588136143476305,-0.7321050170313299,0.23183121032391796,-0.3426679480515915,-0.46675682674354135,0.4490175127901068,-0.5058528634516009,0.597166316778889,0.35480950924947763,-0.48146099027345457,-0.42750961094712636,0.44397803232940447,0.3731290456387981,0.33927279859729254,-0.24152133526669672,0.5495453230498271,0.44255273336043643,0.3780688362253244,-0.882464015530644,0.6028714597311975,-0.45779874525448605,0.2024301350487434,-0.029048520586641757,-0.22044576839207508,0.2525721450226541,0.5327133674052931,-0.8914963955188782,0.1402773692882775,0.4349617310905032,0.05669847159249741,0.3955594906720492,-0.03400870289625857,0.16185397509431,-0.18478327370721104,0.2878723992662131,0.4127397632618468,0.5880095136439039,0.8328174882410053,-0.5954334741536869,0.6897274486180436,1.5654641756587537,-0.23952893462323033,-0.19101193455424692,0.33145113400224346,-0.684849803173158,-0.7134504943588453,0.3185751596971471,0.5473931371820058,0.4722790202378775,0.20327508645413417,-0.22196411200322785,0.22908749733109346,0.21846926267888733,0.25660349432082086,-0.011156724811733909,-0.21571925502782818,0.9043762900406662,-1.3407109656695724,-2.9856115686591593,0.24334553761774913,0.31709456414688475,0.005515186425256502,-0.06780875967245237,0.49626655538470743,0.08178117665739393,0.23371699119638834,0.22301372286025867,-1.4295427564372787,0.8417365477876828,-1.0545193756597016,0.21636596809683795,0.018003164921445602,0.3823356800972917,0.5270461930850274,0.7314268198215714,-0.27737868763379936,0.07705519913955072,0.057094628507876166,-0.16680330762783058,0.36157555587524826,-0.11933373099906674,0.39092605752756526,-4.524647882892616,0.043801783056864,-1.6325230427621449,-0.39863656847063567];
k{22}	=[0.4353622262923876;0.7723667527730914;0.28905906826451255];
x_a{22}	=[13.919903035982353,6.548091750049663,40.55596246255115];
std_x_a{22}	=[0.6770987124473798,1.399644283704266,0.6481663833631207];
pred_a{22}	=[13.919903035982353];
% Application starting next step
% ========================================================================
%
%  forecast from 2.2 to 2.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.3
%
% ========================================================================
%
x_f{23}	=[4.994090908252078,-2.6075420337385107,31.948098221024924];
std_x_f{23}	=[0.6045922320448596,0.5013545825910859,0.8082777240139178];
pred_f{23}	=[4.994090908252078];
obs{23}	=[4.73766857729685];
sqrt_r{23}	=[1.0];
hpht_plus_r{23}	=[1.3661492861444122];
xi{23}	=[0.24725369652901374,-0.07658833578073754,-0.07271567051785155,-0.27776875781375754,0.044819489489587916,-0.1344262009059456,-0.9829533345130494,-0.31138425204962594,-0.4112163311824233,0.29448850758725165,-0.8386829170466878,-0.29329098414246957,-0.12929289521183218,-0.9630654493636257,0.4148591092173284,2.14990959103959,-0.5197280815970222,-0.39942071732452344,-0.5100790677536677,0.22109153061701292,-1.7698045217836391,-0.02363564277777641,-0.1592995228383014,-0.1807077132132573,1.8092262513476705,-0.0905747981990066,-0.2061643734334373,0.05120283501677658,0.28095979213002753,-0.31867317868201805,-0.03428863981040031,-0.053986404119126696,0.5844839797871719,0.5015994715218683,0.8205723178994386,-0.038077812833300584,0.4059597311160532,0.8800051269605333,-0.0706268491585691,-0.4043782462106167,0.44204187745523704,0.3291553386376318,-0.49679872476587406,-0.5181576944237243,0.06612305474527869,0.7835033421229678,0.9572429492600465,-0.448652436062436,0.005558699293658265,-0.5101456673342524,0.07610367143059271,0.020874128684339688,0.2324889636390246,-0.21012084294104216,0.2295214603058655,1.2760170466805603,-0.11749477937822572,-9.812260430512865E-4,-1.1396924375551412,1.1191988187255006,0.6503337593740302,0.337680083706676,0.14747503829352926,0.7623060367774848,-0.7096498182704423,0.08265828840625566,0.12926389070862143,0.22947259935896902,-0.17036127276503166,0.45748672896424303,-0.2343631680294891,0.04620767527582803,-0.03763101183684814,0.42780363132972443,-0.023372939940589532,-0.9753339828471228,0.14221877326006727,-0.23797839478390692,-0.05562073935851242,0.11735764933044379,0.34018510097762267,0.2029822326722126,0.3432595303317152,0.536248935679895,0.34615114024192906,-0.035018370350133665,-0.07284591615238867,0.34349469125259624,-0.1782523702108687,-0.6439954323145178,-1.3540493895454153,-0.6673536544826169,-1.121230586333073,-0.24423626977918378,-0.5665490983749155,-0.18961644581858383,-0.891516015142277,-0.19112213772897313,1.402707984230526,0.023416969419036704;-0.2640908862918607,-0.4785012427534783,-0.15955341427026237,0.01666057149498057,-0.13774979067133186,-0.37503885030112105,-0.4537874406731661,-0.33477430149114706,-0.2687606198361814,-0.09875212455269189,0.09888505106597734,-0.20904625316382397,-0.3367686186067842,-0.29566370873390513,0.20447024184452944,0.4397097102771199,0.18748956798098337,-0.15780071403300377,-0.3844824980243251,-0.19233175050628937,-0.29631473182720525,-0.41066701576828457,-0.18710480662162343,0.22886610094969706,1.0698837975733868,-0.4951189878701481,0.08590404416884212,-0.17073585422419724,0.36490250608818675,-0.38930007096786934,-0.19686173640615445,-0.1686579496510312,0.8662286277196607,-0.24909744145627855,0.9135761619838958,-0.6017115634855639,0.13157747927070318,0.666292781735528,-0.24358081777718432,-0.49233113476618273,0.720947697257569,0.04906557193751304,-0.12545702980724993,-0.3812667817696336,-0.411700217942486,0.6801547955002871,0.6863979376530551,-0.1803415252587901,-0.44045687844766146,-0.38981890998241564,-0.147795011106012,-0.288280223142638,0.28383959383425283,-0.18480248077559436,-0.8465401836156605,0.37349368398061245,0.044100016627003136,0.017802914473438403,-0.26184967983586427,1.1428284001814544,-0.5486033232453464,-0.5301363053071229,-0.1674811096375448,-0.1116990443265875,-0.3121011963050404,-0.1394639430258957,-0.04281609356671501,-0.14223967813613303,0.7591822664266148,0.1850152395704443,-0.8900033675984012,0.7331483627351665,1.5507983503411427,0.09852567502062337,-0.28285811316184306,0.028193145334276526,0.09491811260384564,-0.4272581222573537,-0.456660144522687,0.3870690698236232,0.45337258551895454,0.4756936452896716,-0.403304032564622,0.8752517526443613,0.07187314201265149,0.04448211520938772,-0.31534696046999766,-0.12786015617130353,-0.530896707884625,-0.26466819917266005,-0.21144997521052433,0.16351634231966683,-0.33553540401305204,-0.23867728318243575,-0.25191653823990734,-0.3268005072761775,1.6581672723340346,-0.07336556581608544,1.7357099489467314,0.25004073777730484;0.5938056332061699,0.2861178497279617,0.04257068625978633,-0.40997232849884213,0.15798890527797838,0.11248570313930273,-1.036279663671447,-0.1784273022545264,-0.37155732881710435,0.5227673292420825,-1.34389422216438,-0.26314902573917465,0.0726297420711326,-1.1492328623171701,0.43910810889439844,2.8374560183660016,-0.914434987437641,-0.4600646281956706,-0.4167252241355328,0.4811751136407558,-2.3632167164535964,0.30590153248712326,-0.07499443229107428,-0.4853863821129494,1.869264117785658,0.2708637171766277,-0.37416604698091405,0.2112822052774881,0.10010377732775666,-0.13526811303794517,0.12479891870873061,0.06418960879258506,0.1445311300421146,0.9612582880587972,0.46653528601776983,0.4233518384116657,0.46746144569415904,0.7648124337698228,0.0949792877821487,-0.17235552336417825,0.03694525523231107,0.44431316042209446,-0.6175959273996376,-0.44674054984287537,0.4249785159352619,0.6079951281278007,0.8949807211823746,-0.511999853656846,0.3649334919571139,-0.40742980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k{23}	=[0.26801557476765214;0.0985656229354772;0.3161717529347143];
x_a{23}	=[4.928818777740362,-2.6315465648549963,31.871098203620814];
std_x_a{23}	=[0.5153197912280796,0.499659158622477,0.6967548380901869];
pred_a{23}	=[4.928818777740362];
% Application starting next step
% ========================================================================
%
%  forecast from 2.3 to 2.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.4
%
% ========================================================================
%
x_f{24}	=[0.07896217283204097,-2.6086260408870725,23.937039191751282];
std_x_f{24}	=[0.39437264824349194,0.5036811245961904,0.4556298074577711];
pred_f{24}	=[0.07896217283204097];
obs{24}	=[-0.21407798942079528];
sqrt_r{24}	=[1.0];
hpht_plus_r{24}	=[1.1562844328788264];
xi{24}	=[0.27333143329645077,-0.3609699465948979,0.07682983070824657,-0.13580557655827788,0.006400196302108294,-0.42346459214179866,-0.16986955336677978,-0.04481799165597019,-0.2434262258482493,-0.5986897024070984,-0.1815685988685325,-0.06363345691946425,-0.19143699261517572,-0.5367082881869816,-0.06979815271088703,0.35384345399627876,0.13525369412142763,-0.1172814823416822,-0.15396569278175604,-0.1417900444355382,-0.5163297392166254,-0.1996307201028551,-0.16393279837074204,0.1225208449429633,0.9269221514514187,-0.30744751936046005,0.003703903124174221,-0.10554831003596912,0.48790888013090605,-0.3571313158965668,-0.06516968558213429,-0.11430245409773133,0.7976463067908955,-0.025492308079256218,0.6827495194275534,-0.3361229849676968,0.125411641314648,0.5956149008567418,-0.19299330469147952,-0.25883768813095204,0.5320263396423146,0.06382842805584359,-0.024377802927512023,-0.216699467322577,-0.5255526968863722,0.5597992535659335,0.5507478019068822,-0.20848019834253784,-0.32267902731508114,-0.3344489676791191,-0.09951985932136076,-0.36127164319808475,0.18420332189271799,-0.17752365275793236,-0.5372635370139494,0.3097433302652304,-0.03305293652499831,0.1631860536538191,-0.10179186313378526,0.8719275768496063,-0.3111587709788244,-0.24639141495734318,-0.10060950262286308,-0.32393726639940507,-0.2729709812106403,-0.049145163521925724,0.01408502522417411,-0.09912285983933176,0.30943128648850426,0.17032333301862762,-1.1528042385356125,0.2998335175685343,1.0623647682383652,0.09888171462360894,-0.3678187181583156,0.18645010614951546,0.10236085297370874,-0.3925662487702574,-0.280511680717852,0.35528503296586855,0.32787726407186446,0.40165579667441365,-0.22940410665958794,0.49903111889484675,0.12576908340731213,-0.30213304902253973,0.08526743262090679,-0.13058702240842057,-0.3759559715340961,-0.41120799819720394,-0.15307060656980226,0.050656341565951266,-0.03455108555973107,-0.14634898557316678,-0.18972639579754708,-0.19235818012667844,1.1275733610847491,0.014077137587337488,1.2552331383548037,0.47145185174075954;-0.3153414855874237,-0.492587693725572,-0.0971235167745963,0.06753666241911915,-0.12478236374460838,-0.4088528029973264,-0.1287861734835576,-0.20392890467154112,-0.16906625125414232,-0.39827711376025077,0.28408293222633185,-0.09828634469968334,-0.30121495526335273,-0.17046343844462664,0.03911540486404386,-0.3390614741722606,0.3922098811758987,-0.03180273993105187,-0.2102358374835065,-0.27558342550136494,0.05253292235612106,-0.4049828185878135,-0.1519221533379369,0.3198770344477868,0.4645186509139565,-0.4857086555242076,0.1565918314720176,-0.18046310920645148,0.3612711237870454,-0.3395099063122773,-0.17867016475280417,-0.15562171450466344,0.7936292603819899,-0.4108465197309661,0.7432646559533604,-0.6027646137558853,0.02814707191937682,0.44486323936426553,-0.2344492309685493,-0.3720535702370862,0.6713703183796118,-0.04308061276438968,0.05500030445368109,-0.22259212396456673,-0.534603765439349,0.49779948462573387,0.4288190295985732,-0.0728010510724939,-0.4766183649488047,-0.27750830782201286,-0.17534226556287136,-0.36490057594781344,0.2484529482397626,-0.13955490110070068,-0.9779102314217707,-0.03414290228993222,0.08139888192676592,0.059794910717667626,0.109840833847489,0.8843451049431279,-0.781386010275567,-0.6522603841436783,-0.2172495621620878,-0.42958257285593016,-0.1289059209441712,-0.15023385079221807,-0.06849569709349934,-0.22403175583336266,0.8438759324171785,0.06896508763936549,-1.1173827235487095,0.7561317906513148,1.7969603077271916,-0.01208091111752374,-0.3487170420778223,0.41808747930513457,0.08425426165802596,-0.41502741999282167,-0.45502345085855556,0.4253970569566454,0.398322696042845,0.49007911778055524,-0.5288276174939517,0.7810894185646102,-0.005225516912364281,-0.051555559392206796,-0.2508764031421187,-0.25236556947433586,-0.5114275018367525,-0.16495591634007756,0.19805803237134167,0.3912253108242689,0.06300709422501694,-0.16618110586239032,-0.09116105407315489,-0.26880833029588436,2.2214546298922024,0.011636547494157767,1.4249722587309466,0.3352244469728096;1.1019633376556897,0.132269080000313,0.36082667103016064,-0.4234135934871155,0.22271482469980342,-0.16612051249226312,-0.0944095235287854,0.27466324176201695,-0.21255464662190704,-0.6192662447786716,-1.0030787474929888,0.03842939906286702,0.13091860811896794,-0.9256367665340761,-0.23516198812729172,1.2767513410152418,-0.41217613164314315,-0.1977052005990565,0.0681049528727975,0.19661228214839355,-1.3593090314663812,0.31936695026008977,-0.07709015516316953,-0.3389482705061937,1.121548698419911,0.2386001164914049,-0.28271768449372914,0.10930784171861774,0.38561137229281073,-0.1485120391960244,0.18775062653620367,0.05037180464297464,0.31226810696874807,0.6867643901038107,0.16472952817850484,0.37941163430582137,0.1983886119320637,0.4743081532147002,0.029822740129286984,0.13607575751697354,-0.054881710839467246,0.20927961063499367,-0.14785247001075064,-0.05444625511326606,-0.15855626488842844,0.3260022634957416,0.4472481566853652,-0.3240546688323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k{24}	=[0.1351608898597049;0.14915414442769642;0.024703669349668257];
x_a{24}	=[0.032466973071253506,-2.6599349050674848,23.928541156243888];
std_x_a{24}	=[0.3560542453903847,0.4647357257588327,0.45556317744394553];
pred_a{24}	=[0.032466973071253506];
% Application starting next step
% ========================================================================
%
%  forecast from 2.4 to 2.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.5
%
% ========================================================================
%
x_f{25}	=[-1.7561310291086643,-3.126860453928216,18.59719159254574];
std_x_f{25}	=[0.47949166534527216,0.6800694000519699,0.38515024236116097];
pred_f{25}	=[-1.7561310291086643];
obs{25}	=[-2.091651034347971];
sqrt_r{25}	=[1.0];
hpht_plus_r{25}	=[1.230072332755822];
xi{25}	=[-0.12588679995822183,-0.42802934537171033,-0.2836808251931564,0.2866529116652381,-0.09624505526989346,-0.3428507077731431,-0.1823827635770341,-0.1941040132561398,0.11135211050730831,-0.8460378403426971,-0.09309860277660387,0.09221321199440435,-0.1399240801450783,-0.17108214527914645,0.06811526151292169,-0.20413898837652922,0.10017921995080092,-0.17989083727659905,-0.06668459649853564,-0.06468233787250455,-0.2027392242139734,-0.33450725464664277,-0.027324305679738092,-0.05562530683673694,0.6737505312750007,-0.4254705042735205,0.08933148103100885,-0.11531195968674735,0.2101367121056399,-0.3058259526887914,-0.2902104291219043,0.01635699997160378,0.7377466196459737,-0.19319672027184942,0.6654102019248109,-0.2438352921452447,0.18358596353812606,0.5237087567061507,-0.11628804215437749,-0.5322483302560661,0.6911124929272916,0.010051311844146982,-0.004050664797840886,-0.21069039874196438,-0.8287183735412569,0.5220480748749785,0.3845442199622049,-0.11820351119098804,-0.4627210413590239,-0.12619354182924258,-0.21497663057727467,-0.9072719457636911,0.3525560449559859,-0.14870310289068955,-0.8301623342792466,0.15249988406843706,0.15297072118915778,0.09057078704542554,-0.03410780900837351,0.8783285612476096,-0.9038100567410376,-0.49896201548105656,-0.2075629915933006,-0.26461923799969966,-0.24596360548111296,-0.15931990952579733,-0.005012834843439284,-0.05023711470859893,0.7228518910920483,0.29796977083393594,-1.2997566506287859,0.6096865097220201,1.6032104264307423,0.058685930667166764,-0.4283841888029527,0.3751151538629336,-0.05434815377994218,-0.4314396412360533,-0.32961834207256047,0.07598331771773337,0.40604813121560257,0.4766682942918661,-0.32570328887427014,0.3747767277478724,0.12729528928509648,-0.14944425643492387,-0.04025519078211515,0.08244492794282854,-0.0016370522707154223,-0.22656207891228974,0.13612041574915623,0.29044989343985295,-0.046169907795044596,-0.05301238653443896,-0.26939233795545947,-0.31092484227980366,1.9193515944555037,0.0236449816069475,1.4845355356550118,0.3911768279949803;-0.2776552877359668,-0.6031651338473667,-0.4255784566201104,0.4264836950490283,-0.15922962182133205,-0.4594195103307168,-0.25044786069615954,-0.2960122410225474,0.16667337910006497,-1.134405067114216,-0.05111282281648544,0.11340389662438399,-0.20752593023430865,-0.17504258555214758,0.11163255812724193,-0.4066237216386255,0.17872969512983294,-0.23973539753266815,-0.09338012709056498,-0.11008643368843796,-0.19737235350819748,-0.4852294552451277,-0.035216015541808865,-0.051448649329088436,0.7882633717400225,-0.6061434135079473,0.14745426736266953,-0.1709598565082513,0.25357262898541055,-0.41271725539052273,-0.42047911288492124,0.014972007195858339,0.994408392457732,-0.33285375079881296,0.9061932458911448,-0.3731408644941445,0.22843477121808897,0.668367181826564,-0.16083778441582108,-0.742292619661614,0.9617933383014203,-0.009112118769540878,0.006249249131398127,-0.285534929323386,-1.1285246704854441,0.6882311124829648,0.48912609441819566,-0.14423745896206341,-0.6528656929280343,-0.15868071953410956,-0.3059233620522286,-1.2311771304115626,0.4990973848774729,-0.1984358028298825,-1.172843785284821,0.13311949241278187,0.23011560836601008,0.0972615922942226,-0.008574234856909335,1.1866697427075188,-1.2886814021511008,-0.734311508631174,-0.3002213909727085,-0.37551684817528264,-0.31726843645686653,-0.23150423069206294,-0.017073593353191363,-0.09615991130631851,1.096946869581327,0.3816641796345577,-1.758684115505679,0.9286036515416582,2.379721373495622,0.052306163298224906,-0.5838991802644067,0.557860159925804,-0.08743738070272444,-0.587231600090178,-0.4763722016109848,0.10863901679958987,0.5611785848786357,0.6602222287917341,-0.4825400940859308,0.5521587584822205,0.14671027777674972,-0.1690430595233785,-0.13031987882374763,0.09421046429248525,-0.02600439041966407,-0.2722208196386555,0.24560935431273156,0.4556041064635945,-0.044364475395688,-0.06434068875214427,-0.352564024662132,-0.44518315744612913,2.930212453987225,0.026639718888060937,2.0528654718722086,0.493558083403729;0.8417476220292635,0.24456055696263235,0.3220865643537181,-0.3856243154343417,0.17877021834417306,-0.013501189734398622,-0.035736821913008754,0.24198984761539322,-0.17579135829793202,-0.19048932027139998,-0.7755943063930175,0.002670471596168511,0.1434850064723996,-0.6440398007110524,-0.20813707685992,0.9935181820659302,-0.3860027751538482,-0.11024452290696019,0.06884828689565126,0.17328034243637802,-0.9789670653605462,0.34416978542040866,-0.05144196689228053,-0.29745725660063727,0.6388477265358148,0.31500905670979407,-0.26575411335668164,0.1118143721697642,0.18016809995734917,-0.01407332355854507,0.2066812947064527,0.03494097160135112,0.008241398400368638,0.5721921293276431,-0.08737546191344236,0.3843203283850336,0.09202585013528974,0.18615450613314977,0.0629683981129503,0.25598066364310057,-0.23833200777049157,0.1356412571896506,-0.129891319154666,0.017831234124937367,0.16219026840938966,0.07158135150881506,0.18848172045981215,-0.22049255056586148,0.2768776816277203,-0.10981983504482073,0.137372938762077,0.21883253038047457,-0.14460977511143724,-0.053327708309989674,0.8267284232365313,0.4670633160948334,-0.22144767862197767,0.13025615084849917,-0.31813881195759564,-0.010691639442644174,0.8655051443147279,0.6495470658263365,0.19100841731766494,0.13963408928669097,-0.2167864431771669,0.15145258501591385,0.09962846534420677,0.1459394288962379,-0.8714220841311011,0.08693569510155896,0.1942624891842044,-0.7521695076646644,-0.9896085006893571,0.15163443788688014,0.00681461293493868,-0.3928707830257565,0.012535435894204028,0.0703490404822098,0.2756659435779554,-0.07011941506653585,-0.13703836998375962,-0.17452604973493635,0.485305775475652,-0.42085266260815146,0.15931551813918077,-0.42455466933047603,0.4771252232169907,0.13555804427472395,0.1454546524771132,-0.4045302117649001,-0.6012738113316587,-0.5762653631527677,-0.12996645527476502,0.008543839509453477,-0.12714988567779173,0.14045172830796915,-1.4961780361604404,-0.013787419316365401,-0.12149757875175382,0.15758306306189596];
k{25}	=[0.18703967777274855;0.2647460682280338;-0.07722396388881801];
x_a{25}	=[-1.8052053765681129,-3.196322937479596,18.61745315245219];
std_x_a{25}	=[0.44172924729887647,0.6256484256231889,0.37431983134093927];
pred_a{25}	=[-1.8052053765681129];
% Application starting next step
% ========================================================================
%
%  forecast from 2.5 to 2.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.6
%
% ========================================================================
%
x_f{26}	=[-3.473271066060119,-5.684705568714342,15.31550954038839];
std_x_f{26}	=[0.7197510308842612,1.1149276781168482,0.5696768152023416];
pred_f{26}	=[-3.473271066060119];
obs{26}	=[-3.934512913192146];
sqrt_r{26}	=[1.0];
hpht_plus_r{26}	=[1.5182831375728751];
xi{26}	=[-0.15465290258485886,-0.562974232437313,-0.5448697061751875,0.23257501291180294,0.39127401484313173,-0.18273700718073993,-0.2429106372763461,-0.39142897658984,0.9097019095170489,-1.0058685334237185,-0.1499618062361172,-0.4043930461817591,-1.308760494267037,0.5530356853745193,0.09596946877533297,-0.5901973657439563,0.12594563864885666,-0.12027860750914332,-0.31340163752257855,0.030039110924997114,0.09857657651329577,-0.45419956489049795,0.21147909596245107,-0.20688406620328736,1.0981354965016985,-0.6328712239995258,-0.6683105738484465,-0.05592706487433974,0.03489678264654961,-0.4572483528482092,-0.48309847642577886,0.1409885052379134,0.8542306042485635,-0.3589039991463485,0.8977678298923601,0.05408241412455794,-0.024051349469241146,1.3225517156615263,-0.2716852327374282,-0.42289526222174256,1.322454385016223,0.1317686051699365,0.09852605542986481,-0.16781479448723724,-1.0852059867847275,0.4265288585738283,0.4424615258474134,-0.1149390540407702,-0.6425033517909644,-0.778778215213062,-0.40359329531350463,-0.8710201002856279,-0.5223646527232293,0.02908127987415554,-0.7068134835897335,0.09164461735937657,-0.9984710095410709,0.032978352076541206,0.02427317883543534,2.1639764919634517,-1.0517162362207695,-0.622769425576911,-0.26286758360633034,-0.38744830254388596,-0.31910449290763987,-0.09849102201548465,-0.291376725691213,-0.12310642790669402,1.0641223719256279,0.8361795128601592,-1.6541167857607308,0.7933746177978529,1.9046712887895985,0.04680211161960646,-0.6693096246926458,0.27026720045751107,-0.24927791885614647,-0.5592990100759985,1.0538892606689547,0.11790597989426521,0.30631596012862117,0.7961916554065516,-0.5981614913571929,0.7344076038820315,-0.17654835201298447,-0.5209030700334201,-0.07816465790051863,0.04156499586316009,-0.057492115617248984,-0.5643903278835576,-0.4521057692680661,0.3941511570210414,0.14824480126365636,-0.0821281999467307,-0.3630759690108336,-0.294879374659891,2.7112946918024603,0.30044552701350735,2.0452875542254443,0.3966874445573776;-0.17628291870756652,-0.8559098108639294,-0.8165787335104016,0.3199550555886068,0.5981708134324579,-0.31275885386697944,-0.39810592211193185,-0.5907335389010413,1.3919391689006355,-1.5816222187168352,-0.3246462766458267,-0.6200466089422001,-1.9420953172631563,0.783996393206805,0.11568402371815178,-0.8058733264696842,0.15235484494767082,-0.21695267980876398,-0.4829145647501374,0.043529897309125154,0.039906499679558394,-0.6740042306825282,0.3035850803521267,-0.3598843149165081,1.7259820995888906,-0.9484834762501455,-1.0533904379712427,-0.10052216347046983,0.06124763091704999,-0.7222626892585877,-0.7355272168287588,0.2031962258677078,1.3273787289694141,-0.5012611540146183,1.3882704541308062,0.09675570451557114,-0.042671383979034694,2.0657806520552433,-0.421543590655598,-0.6503944363032881,2.0540542350088953,0.2007994468916774,0.12456746921270856,-0.27840552312267963,-1.651401882380532,0.6599826264606978,0.6939741746810011,-0.21414314407579038,-0.9665258262058467,-1.2045918976509666,-0.6215510444473651,-1.3247762300442067,-0.7975176931702004,0.022835459040683403,-1.0083968959348182,0.16833132327199074,-1.5297410378620926,0.043393440333372446,-0.0074700951984691955,3.407660224959655,-1.507857203473578,-0.8994486435745959,-0.4063379675052534,-0.5991611069005156,-0.5349478013064966,-0.15532002855885896,-0.44356565815891,-0.19115447675569452,1.6086287136728243,1.2898766625040095,-2.4927030925233282,1.1836416208524057,2.996142309244681,0.0665463920649545,-1.0412115340484078,0.38238852360378406,-0.3998415039220431,-0.8728433371505693,1.6344968306562384,0.1593159536995028,0.45912855967448696,1.223121158111729,-0.8751635361977517,1.1026595054828352,-0.2639861054559445,-0.8546897332917824,-0.09279173504354965,0.06605196796559643,-0.08556021519208468,-0.9240784512467055,-0.7613993809127271,0.5543848084412071,0.19621776996055118,-0.13751348655557027,-0.5922724140910045,-0.4658278023854372,4.33657488789204,0.4392191749229921,3.225130437291971,0.6198054001507076;0.68547004939931,0.47834114361708835,0.5678259803055337,-0.4288834018384353,-0.2301311616411521,-0.01749193036302721,0.06357172827534185,0.3975186928028478,-0.7816027592988632,0.40966623953648273,-0.5502607538423039,0.3155290939718274,1.1965503689710353,-0.9989604727992187,-0.26087214028548544,1.1504341486949947,-0.4079442623983649,-0.09520564359119454,0.2388778125694948,0.0486529795787245,-0.9450565405593618,0.4856703253215269,-0.25805279275684967,-0.12957653732185115,-0.10583236156165832,0.5943587018464846,0.34087481233425976,0.05413898724528998,0.12861113422232862,0.2215271833091954,0.42038091965812896,-0.11690641296370607,-0.40784636985246436,0.6225683477706099,-0.5352561151013617,0.13059581148909416,0.10068252101012476,-0.6225723790756383,0.1889584807568685,0.32970806917563955,-0.8900132953667974,-0.03973149843081458,-0.21916461921797037,0.03009983982736486,0.7707332705110872,-0.14299389230147241,-0.11508733493191947,-0.1640182663459342,0.5621842130562573,0.4916215195212974,0.3230307673023063,0.583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k{26}	=[0.3413613210520151;0.5283798949749099;-0.2408141828419879];
x_a{26}	=[-3.727949674774929,-6.078912669010229,15.495173190786684];
std_x_a{26}	=[0.7394003369517604,1.1458852101051333,0.5802678365043161];
pred_a{26}	=[-3.727949674774929];
% Application starting next step
% ========================================================================
%
%  forecast from 2.6 to 2.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.7
%
% ========================================================================
%
x_f{27}	=[-7.1219518068874255,-11.70394622977876,16.209103630107236];
std_x_f{27}	=[1.1554108137783674,1.492231017390886,1.9104970130914003];
pred_f{27}	=[-7.1219518068874255];
obs{27}	=[-7.4929326113818515];
sqrt_r{27}	=[1.0];
hpht_plus_r{27}	=[2.346430088023597];
xi{27}	=[-1.0649591557112412,-0.46386417814931846,-0.4176394508161483,1.0390066582611404,0.7993435937667055,-0.2581770875913332,-0.1385802064291548,-0.3784304014935618,1.1018402217746832,-0.7314460864858292,-1.217020764086275,-0.32841390091261147,-1.0470365357193128,0.9036331683555643,-0.0764934115707927,-0.291613423659963,-0.03140044930281327,2.6192676618680926,-0.1720986366910573,0.41752254741003547,0.15814895506016757,-0.3193920828360248,0.12279600568933091,0.27130068437515487,1.8008388222503786,-0.5751717569705521,-0.5194670762379356,0.15750153448835214,-2.308901469085935,-0.3229131010663693,0.07087368941582639,-0.13489129924668575,1.8050283995870906,-0.3038476960078924,1.130530968053634,0.027196026037636933,-0.6207802424218949,0.9889444249862667,-0.19133648186232843,-0.39912422065361053,1.0731156263062713,0.0946019546379846,0.21252971707009838,0.012444956352464231,-1.055503200647152,0.6339095425964194,0.7345109722278753,-0.18566922645048045,-0.4994494631753561,-0.6276864378976779,-0.05957196353335181,-0.5732257008902524,-2.1820110787659655,-1.7780311418887216,-0.915096066515007,0.35470242904880767,-1.2638219378776636,0.806328663995223,0.13855444426120034,3.123334971381715,-0.7925102665838866,-0.16572090397454975,-0.12191745674593601,-0.3409641893092523,-0.08511294691292992,-0.3239452741131883,-0.4286515473591548,-5.3321799873667075,1.3592375764332782,0.9178316171428644,-1.2475947018876052,0.7504351024477254,1.925452820425419,-0.5080667201180313,-2.1427921934254783,0.42233707911237417,-0.4109981131876985,-2.0288152674504314,1.3094706117916521,1.4070959480055327,0.30835274551087366,0.3117500518128633,-0.2280956713203386,0.4724508224090247,0.1402654158576926,-1.5602520581939245,0.6345330642963729,-0.07035668387337246,0.07148981869634152,-0.6997792399209501,-0.5206454285012256,0.32355968740091967,0.20660321295254302,0.9523589838093356,-0.8882351675142122,-0.3034734770606624,3.4014140478377306,0.6464748292860669,2.5673368593745947,0.9269156936084695;-1.2600049585487145,-0.6794589638339588,-0.5868043799345841,1.315426789132749,1.0354016585101533,-0.48016221323977426,-0.3134595780035969,-0.5565385480218801,1.439468044886361,-1.1362642214577203,-1.8647406206379937,-0.5251185328287917,-1.3258694270380893,1.0347691984462095,-0.2473594285124765,-0.25523172070802325,-0.22064422875866185,3.7858564182332985,-0.31002528200759194,0.4926150414473085,-0.11418599483011782,-0.4655336018576719,0.042732701655062044,0.20528300530793864,2.645422771662968,-0.8019571450499079,-0.820041390014449,0.1248303366591017,-2.753451355867213,-0.5499204669112636,0.026957989442776054,-0.2838855354337806,2.57043297537842,-0.3827299036975198,1.5308170953721678,-0.012176137563388423,-0.8842012354803206,1.3733221979985597,-0.3485265133562585,-0.607381306085145,1.4364534856325353,0.049613495321315426,0.15589205736273293,-0.09956163595638046,-1.434606518142889,0.8247385414262318,0.9775138542684871,-0.41575338985566646,-0.7137299200007572,-0.9322608840942994,-0.16078921943211988,-0.8480508121956927,-2.6797353368101096,-2.323907018641343,-1.1237609141730314,0.48753769495944255,-1.6908366831404997,1.0527904644347537,0.012175783657687234,4.715142909513851,-0.9353747093515654,-0.19609924581732052,-0.24835284284494108,-0.5402776859887517,-0.28593056665287797,-0.5138435528019443,-0.6403153819820577,-4.5083741796194605,1.7591548788545808,1.2216957340860848,-1.632086493094226,0.8517176445066692,2.715239977305316,-0.7392940538342003,-2.686954430188967,0.42442337276814435,-0.6505309986117194,-2.55287414019708,1.8012995658536948,1.9035169481311964,0.3180514985871188,0.3251362283110826,-0.29826420764805306,0.4937650848221651,0.13971053648931608,-2.16424783766991,0.8640184930275439,-0.15879339340964194,0.025131743373451698,-1.1270887803788447,-0.9072851068338146,0.23971136141267024,0.14275959112035252,1.2387136234437026,-1.3035458814167065,-0.49689263625128,5.120402435003652,0.7861876628490521,3.8307093030880344,1.258550952970575;2.137818882381115,0.6675724852827827,0.688474777577305,-1.858332846606995,-1.2702376488923317,0.1355046977209433,-0.019984425336978973,0.5674017797886108,-1.8374801170565416,0.7799579239870056,1.2975822288423267,0.4122424675197536,1.8452092102533264,-1.966966337330625,-0.19732920165300527,0.9749982228186198,-0.3769169476751326,-3.6547105247385563,0.1430749676145382,-0.7036513351349711,-1.1420233818144734,0.5121618412287674,-0.4239747991906455,-0.7918971780829889,-2.042779108831825,0.9167371635741866,0.573374854442374,-0.3690173312344953,4.121545313801793,0.27417085666857943,-0.17844690964239973,0.052663771468338894,-2.4393865029536155,0.6634898690411788,-1.6721069808303657,-0.03267820984435943,0.9237824926517462,-1.3016593646577306,0.15978228608969758,0.5254459575491914,-1.638665852374972,-0.23894227806039048,-0.592135923867751,-0.23840092066379803,1.6163547743200226,-0.9402696641217538,-1.0519526332610667,-0.06698213158779964,0.7542080543248773,0.8165194245285932,-0.015937858673751748,0.7531268033847773,3.742098574613795,2.806012084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k{27}	=[0.5738206711957474;0.726490072974821;-0.924087029326975];
x_a{27}	=[-7.339458856404484,-11.97932270226956,16.559379340508276];
std_x_a{27}	=[0.8390966241167614,1.098497927773027,1.4073019432375682];
pred_a{27}	=[-7.339458856404484];
% Application starting next step
% ========================================================================
%
%  forecast from 2.7 to 2.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.8
%
% ========================================================================
%
x_f{28}	=[-12.564974098243844,-17.218935864319025,26.425271853771655];
std_x_f{28}	=[0.6418148844609634,0.8523144886127134,2.4245832356560157];
pred_f{28}	=[-12.564974098243844];
obs{28}	=[-12.826352379231338];
sqrt_r{28}	=[1.0];
hpht_plus_r{28}	=[1.411967792862311];
xi{28}	=[0.06405659779038153,-0.8156771369292581,-0.41183766387027454,-0.14307745308069109,0.15797746924861045,0.9320609668600461,-0.6868431646083906,-0.163074510262474,0.6902827694212821,-0.37980375645664566,-0.33475358897419305,-0.35479822628732016,2.1675520939903787,-0.1187782397677477,-0.06795982745188844,0.1826560095179648,-0.7463871368009443,1.0338775301853484,-0.09513251153552993,0.10755675925108754,-0.7755674110560076,-0.18744012239218755,-0.14255171754650497,-0.325304928799536,0.861664452546199,-0.10344413587866441,-0.8696108441717509,-0.08310483293100646,-0.26959161242551666,-0.28611708725260776,0.4062743342361692,-0.30111055104322304,2.582783154840186,0.16417095952224514,0.3517717856246705,-0.08540942061437917,-0.3068747148421078,0.40069667085860416,0.016589738961338085,-0.24529006933500952,0.23565007768811164,0.2594090800489557,0.11961923056030699,-0.5348750239201685,-0.46533410720883595,0.26121444216292566,0.14537989351045333,-0.38216381999168547,-0.4498204607149603,-0.8653336082310208,-0.1470773350805601,-0.305346428098181,-0.026778369943455615,-1.1012765045415769,0.3580211801533366,0.33217619434168455,-0.16094232734430314,0.13256040545626213,-0.3508487523810704,1.808670281064927,-0.6601648028082181,0.8155377582067675,-0.20392698926044872,0.9832896580218495,-0.4261360142340447,0.01923597792267806,-0.30863313541416026,0.6086151646640907,0.28422049044178266,0.5630160236021879,-1.5715128830891167,-0.5732397423272673,0.45320065390838415,-0.1229065982740778,-0.47216363325318156,-0.2551200044581723,-0.2983162015820753,-0.5454726455376768,0.5399187508102994,0.10645755971770043,0.2150839102225639,-0.22528813763376476,-0.07310407155014431,-0.016449779084648952,-0.31094147255956983,-0.7815275493778007,0.25044155642043897,1.3894737151554981,-0.4623747848911268,-0.4389602062661453,-0.462931036531522,-0.5050170623394994,-0.34467463332684467,0.20606309957162772,-0.3518009780306386,-0.23148272809491566,0.9937821628596399,-0.2543452183418822,1.52459640259538,0.26022274807409573;0.21465350100310943,0.7300816898746483,0.1824642086442445,-0.26348731821162374,-0.26735491022757074,-0.7707695917002404,0.21405785675258926,-0.17678779495468078,-0.4881933529867446,-0.45682599052914696,-0.841792796836728,-0.0884347096038205,0.0823417550219041,-0.6788704577621161,-0.5696385860067075,0.2150708460502564,0.03837158237748639,0.228399061357635,-0.325340810421082,-0.33567218767901963,-0.590044161181968,-0.10076566446085877,-0.40051584336151436,-0.38519176080127693,0.3834278972790415,-0.19333230533613133,0.4941571323276399,-0.30504191865182406,0.6510438214584724,-0.32030317014100973,-0.5136492129029122,-0.2071323492361259,0.6646570653478534,-0.16267500148664737,-0.1988750445598484,-0.16019320459566444,-0.08495746512227598,-0.09040546167453911,-0.43805682534290113,-0.2052643899625224,-0.20934412081690112,-0.49141622130957074,-0.59194594425907,0.025657069047479553,0.09629923244319727,-0.27681508868428395,-0.1396236509102593,-0.38257651793410474,0.14057786414919704,0.6135724313927469,-0.265459800022505,-0.20768063504472423,0.10591444478367151,1.5775280370186486,-0.1519431004222973,-0.19658727920692698,-0.21126964321042152,-0.22724356124021838,-0.4156305021232747,1.0253508414494377,1.1839974253140575,-0.34474660850164796,-0.19547847293954135,-0.6403309223033666,-0.33906554693711755,-0.4247416541103348,-0.10760794825872466,4.842974098368213,-0.5492060141396173,-0.33763510373277583,5.474923611671542,-0.09056123326848109,0.010419456980816477,-0.2647470237167653,0.46325926802370887,-0.3671695628205178,-0.22984092801354805,0.5697835170001078,-0.20039880762435303,-0.09418180616573224,-0.5157686551687597,-0.2040461390666124,-0.03595484968654716,-0.5325508142481716,0.045541428415674545,0.21487195438822937,-0.13316448274845172,-0.48422678394361895,0.15096267481310477,-0.47629085715746555,-0.513099297883155,-0.33358083960318297,-0.25510677677433335,-0.3190534422083502,-0.32611045605549904,-0.2746002311976561,0.9100155951996456,-0.10586145944546033,0.6895348410232316,-0.15767514033487373;0.23596130232175128,3.5405459617662487,1.6505943819418079,0.15677095403410846,-0.8072613079722686,-4.26500808137223,2.500197302323901,0.39051383988008936,-2.970243501586829,0.6794180538684067,-0.012976340893249727,1.1020874518814665,-7.586524980188109,-0.5331453649699611,-0.4894719272282231,-0.14438800249923034,2.452824829080267,-3.0640448983461432,-0.056889208110998624,-0.7360652127857961,1.6811211527499488,0.5685191015396676,-0.01646428844479786,0.573604567138684,-2.142462458577935,0.16749389079691923,3.3945585076485685,-0.05759157651768021,1.8287161631633708,0.5600732565345119,-1.99512033846365,0.7547801726180055,-8.247778050252965,-0.6383362781445392,-1.3443344920872136,0.14445592043135846,0.9499991100278393,-1.3416682308256114,-0.5682209745732187,0.6094516356512898,-0.9719378895737734,-1.4598193927875904,-1.1479545979385506,1.7872602874052461,1.6878442234224593,-1.1458507132798097,-0.557964636591727,0.7761405763112528,1.710081701688896,3.534392017359454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k{28}	=[0.29176854808223274;-0.03937476833363528;-1.00363646575003];
x_a{28}	=[-12.57143703111509,-17.218063678176154,26.44750329423333];
std_x_a{28}	=[0.5329026729788372,0.8532229401277712,2.113540916558385];
pred_a{28}	=[-12.57143703111509];
% Application starting next step
% ========================================================================
%
%  forecast from 2.8 to 2.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 2.9
%
% ========================================================================
%
x_f{29}	=[-13.18841872135841,-8.939331232028302,37.18643843956039];
std_x_f{29}	=[0.8442431897493871,1.735982122080844,0.7305012005755828];
pred_f{29}	=[-13.18841872135841];
obs{29}	=[-13.09414042203179];
sqrt_r{29}	=[1.0];
hpht_plus_r{29}	=[1.7130920666935165];
xi{29}	=[0.18494545756633762,1.6285625943972093,0.37859436478344577,-0.14277180128670786,-0.1731317996570887,-1.8363288777237408,0.7363525376260487,-0.12897065799626617,-0.7921432443011369,0.41958985560432716,-0.6267419035935156,0.301880070153123,-1.516579426258188,-0.1826041885599654,-0.3205150079775567,-0.21939156411265515,0.5928015007076937,-0.4433223914724369,-0.0388264513909764,0.009376505425873205,0.12216856946455223,0.16832616563778657,-0.23428618358677866,0.18689293142572083,-0.2711724436195002,-0.002098543949593079,0.9643173749061447,-0.04015383337147327,0.6528515359230926,-0.06583180421550949,-1.305782452327687,0.18231108421697506,-0.907532828911016,-0.09338503539928311,-0.8737224597630711,0.4542053198634566,0.2453736385947458,-0.23045744209053431,-0.10157859223916965,-0.5365938916631094,-0.19035504857704666,-0.435627315843524,-0.978956285733064,0.5060020715383455,0.07801231063405112,-0.30116902311537075,-0.8180971571228675,-0.19681064282446847,0.01246232325198271,1.09248240162745,0.3273002957184268,0.10759273905374478,0.18450894691354414,1.9945250306703173,-0.2741191438095427,-0.3207476028520837,-0.12294033092791956,-0.8423663751008128,-1.0794220856864847,-0.9270394718561317,1.2225308577652587,-0.7484472294817657,0.13171288994898944,-1.011665158464485,-0.954381095569719,-0.35876546683795496,0.6492883332397348,3.4855128008044804,-0.5447317842196675,-0.6352841715975632,4.563809664270158,0.3953433970408291,0.1214021941311163,-0.029314270398771214,0.7380750942542029,0.008990760604071113,-0.15965613520356392,1.0715955363295144,0.0264470187927639,-0.07453516647232306,-0.45604805057404896,0.17201674402635803,-0.20958603063252035,-0.3243601237380407,0.2915725724098621,0.6485465359817066,-0.19746113497139284,-1.2763073265949334,0.4042148344362655,0.08396299120152051,-0.00756103990051038,0.20489189084709558,-0.19388804579636698,-0.5738758545958795,-0.06433302104967531,-0.013705899889295381,-0.013146355048975877,0.06072983092697193,0.015334371920987522,-0.40878727468248677;0.18199682420153707,3.6522074885352334,0.8729824071017394,-0.024517718383481935,-0.15099960830924708,-4.245405657272318,1.8679112900663855,-0.08950752271876716,-1.66141437121812,1.80259720529072,-0.515412285177419,1.0024288561325854,-4.7661804945195705,0.44513635855487443,-0.10645509336283254,-0.9780597352729252,1.722107397619344,-1.758499690400967,0.3307195469106379,0.4426792602382861,1.2715876223619942,0.6201849195886844,-0.0849670554873736,1.0688168913814513,-1.4969268166164955,0.26000065681104445,2.1783356354183265,0.30801153515449364,0.9817484842070847,0.28473461885405627,-3.040519173237847,0.8357642892965007,-3.8871742713762174,-0.09106642845719293,-2.2640128538964728,1.4537807887861156,0.8297274472028899,-0.6075799670351199,0.2694706435347225,-1.1810588307900876,-0.29447431008377123,-0.5896625829398712,-1.9515235291905029,1.4519142033095909,0.17796851386246537,-0.5129278516230968,-2.16965765258176,0.03762606704006366,-0.07423674730981311,2.376054275430045,1.254812155719665,0.6121481036513927,0.35237115062204794,3.7218293608755477,-0.6536312791087333,-0.708581990011675,-0.03896009626503982,-2.109510375369675,-2.390292715205499,-4.619427204698697,1.949884371114627,-1.7621099083847902,0.6435124212651342,-2.074669249818541,-2.1385250725012366,-0.43559338612924137,1.9544636233472064,3.528512499252182,-0.8006361365196355,-1.4267711609250728,6.623857962711701,1.3130215870318898,0.21743890968375368,0.27139249757430406,1.5053971635127272,0.5577428739167996,-0.09066765146493161,2.291102715188056,0.2423105527728726,-0.12129316719719441,-0.6102534649971361,0.7812032527077672,-0.5403065683465567,-0.18436506226331417,0.7952963382664393,1.6605567012092646,-0.42886645378662536,-3.10041120428534,0.9888760037568849,0.9479025458039239,0.7504651282353372,1.0909743954910258,-0.13807025217330882,-1.2048119778094701,0.3232334589222692,0.3685725357198937,-1.528788734697967,0.3497585457929784,-1.1888277984138842,-0.9855189234019104;-0.2465160600920484,-0.3131027829402626,-0.08218029157310269,0.27626728340788986,0.23454393485985747,0.43862107836379494,-0.006958336585057623,0.17937103363189522,0.29838321095048315,0.6049368836072375,0.9090028204671867,0.1892969865826828,-0.886506805320316,0.7389193510297432,0.5863865574858522,-0.3730630610565484,0.16841916468521134,-0.5887915172411127,0.35714164886375244,0.33680744201308244,0.768508124986802,0.15366989057064728,0.4186930362699357,0.48903934725969833,-0.7173232820165723,0.2115163562259994,-0.22042892163001682,0.33073878741943474,-0.5692659637310271,0.3679192115045993,0.2759990137991153,0.2959720827997785,-1.5766057462797889,0.12062169697216518,-0.03601959779673791,0.2535187586541454,0.1708161869570901,-0.02758698367686918,0.4523313483835736,0.14973357561319034,0.14363656936916414,0.4290637783574738,0.48281087112903265,0.13081296825369293,-0.04392554909838253,0.19814998635472136,-0.06887306344788158,0.4375884253528497,-0.10862054522719689,-0.32091485539825726,0.3503686865371094,0.2800164619411163,-0.10547538238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k{29}	=[0.41626021190435736;0.7775614512362418;-0.20606676076866645];
x_a{29}	=[-13.256756752064705,-9.066984600788969,37.22026871260167];
std_x_a{29}	=[0.6149276081574643,1.3006031367797386,0.6951368533680375];
pred_a{29}	=[-13.256756752064705];
% Application starting next step
% ========================================================================
%
%  forecast from 2.9 to 3.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.0
%
% ========================================================================
%
x_f{30}	=[-6.904830320988965,-0.5691027220848416,32.23565967201482];
std_x_f{30}	=[0.6013426988388163,0.5791204103681146,0.9251348765727772];
pred_f{30}	=[-6.904830320988965];
obs{30}	=[-6.547404998678991];
sqrt_r{30}	=[1.0];
hpht_plus_r{30}	=[1.3622277818429471];
xi{30}	=[-0.24669677586741656,1.1594800951824622,0.06342532759572528,0.13357989941742332,-0.9331088143640365,-1.0829708450494158,-0.35029651077145463,0.05428136804475514,-0.12675285147123816,1.0348400266523452,0.4301769313130208,0.5408141769450028,-1.768687811475492,0.5425881836699595,0.2713251088624009,-0.4047391544810681,0.61206172630936,-1.2404674629240136,0.3920692376503574,0.3449030748703379,0.7493872335697276,-0.022619130746543092,0.2968168565749183,0.7071631381713654,-0.6956455717091936,0.3039409152089343,0.24942522996034455,0.24951267444908343,-0.05703725056685016,0.279787418399164,-0.7857933649676463,0.45585571697392613,-1.7939271066453513,0.012670478953075381,-0.6804389345553519,1.1386882056527243,0.3798961492437103,0.010028700392040513,0.2926075490468909,-0.9819801228371441,0.09561611348628496,-0.04967744135241503,-0.4167094897309527,0.60896252501135,-0.03564786908469486,0.19284394247332504,-0.669879107937593,0.5555791373837131,0.23120366392331526,0.43911907623244684,0.22819921524689413,0.09235179324277354,0.2979754818591749,0.04943503146181172,-0.18310937837322516,-0.24396392060675165,-0.4316126916845864,-0.5480900881794097,-0.5076978657756523,-2.137433380848228,0.6224102359523567,-0.49090696426443614,1.091418984167965,-0.27646035281570125,-0.5643494778126623,-0.7896783065552659,0.6411825941273426,-0.226033279439946,-0.4864673790277614,-0.48355040548513806,1.148945142668639,0.7174799176073829,0.29859839559855583,-0.3843656943117333,0.5380493708913754,-0.09258588517767574,0.32955586202328657,-0.11503500314150461,0.0015043456698551338,-0.021394966513926583,-0.07888673398934287,0.48231207632804995,-0.05069286515534621,0.1822770355389629,0.15758395901031363,0.34169208326084544,-0.31903393457589413,-0.036862463033314974,-0.0034181832548547675,0.5983050713727831,0.6590934822302454,0.5415101096343706,-0.017216349772009032,-0.14398147485060608,-0.12434477988042403,0.13822666550064877,-0.7649398840980544,0.27952549142976935,-0.42429272906587556,0.023197827784419367;-0.15365582232183328,0.35881425676507195,0.05664930306237703,0.14566951277209994,0.8826751881402868,-0.10603399632108224,0.6472453368230012,0.06724431909600848,-0.16827309271941238,0.7035792151818225,0.50575905413282,0.2120211198067603,-1.0923096265895356,0.5634784595159674,0.3616526934407984,-0.5101378766767667,0.3554734279610935,-0.3269253322741551,0.2292684640679471,0.2486996869499815,0.7522002277404328,0.2543189623436428,0.20909281581899186,0.462523381031267,-0.844274748982052,0.0994439745570253,0.19800778322470186,0.24006896308646525,-0.33225485788593767,0.2590289443975492,-0.1896559453928368,0.2872644626430218,-1.6016554098053835,0.018438040543706236,-0.36549179025406153,0.3430027905611176,0.18516586685271957,-0.24993979323555093,0.3250562195002581,0.47220446884133055,-0.036099407106089054,0.21998309359021428,0.0946201414076625,0.26183608604661207,-0.044177776426880366,-0.07109368504091629,-0.38447189262515213,0.1986481382489148,-0.2512188466526418,0.1019211251618588,0.508220447962625,0.3301665927736804,-0.1522661816773011,-0.10904670061902277,-0.13762920117255117,-0.06277911790519641,0.3923048063645168,-0.3282645273383754,-0.1433935446403739,-2.108921505426318,-0.5079751583373336,-0.1977823290903682,0.17152925931865004,-0.08968175861371519,-0.09941412859911458,0.8077870992244676,0.4913942420998193,-2.781288380799545,0.49413632389078455,-0.053154701095918466,-1.457351786713859,0.311438857309431,-0.17172162509631772,0.5279258259777495,-0.09463975874158514,0.5635120244024058,0.04858252188182577,0.272594059281119,0.12454953597214213,-0.03960326560122329,0.25772249544349346,0.24806236858580083,-0.19997942185350115,0.3336761093418937,0.11859072612325439,0.24578405541883247,0.022118017106620758,-0.7379641901582376,0.15857712497451887,0.5492290127068067,0.5115729139785847,0.4750508055706937,0.18668762227447677,-0.13024474957822652,0.47607837236400663,0.28613431773455783,-1.4296717301427715,0.07570935932048034,-1.2606965635119347,-0.2890501936936821;0.2827246703157442,-1.6337022517235766,-0.07436960692638195,-0.09697075459685323,2.2282665581954717,1.8016572751913031,1.0902940158102439,-0.042937748561946876,0.08455604929075378,-1.1115712506234026,-0.26342821733909716,-0.725538615048233,2.1501760984555958,-0.40600402748347264,-0.14082707647480674,0.2495544731724877,-0.7330122805430221,1.826097225461396,-0.45614535140128254,-0.3668104968005679,-0.5997332396575956,0.24985038541878168,-0.3095525956743401,-0.7754532777015442,0.4558601576581225,-0.42478653939237887,-0.2628461737293257,-0.21072379178033174,-0.20506469377095016,-0.2526457415663259,1.214022044066759,-0.5277502525585973,1.7417593631901909,-0.003190845280464316,0.864266523355532,-1.6195421609173977,-0.4825895073524116,-0.22884528462111575,-0.20389282252602925,2.0192948081394704,-0.1951825402367433,0.2842935691659392,0.8136470689358148,-0.8149911511495347,0.019530750522186224,-0.3821182890721424,0.8351379026700485,-0.7617417891861393,-0.6185967696608543,-0.662910333440685,0.04629167418296731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k{30}	=[0.2659083793995832;0.1154720320463766;-0.35653815948071993];
x_a{30}	=[-6.841857808442809,-0.5417565963132905,32.15122418422846];
std_x_a{30}	=[0.5132527715270371,0.5562472630292497,0.8360212584807871];
pred_a{30}	=[-6.841857808442809];
% Application starting next step
% ========================================================================
%
%  forecast from 3.0 to 3.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.1
%
% ========================================================================
%
x_f{31}	=[-2.53389486804591,-0.140024239729529,24.659874628814126];
std_x_f{31}	=[0.40041946713356164,0.6127254886554274,0.5635418431393345];
pred_f{31}	=[-2.53389486804591];
obs{31}	=[-2.379890151687933];
sqrt_r{31}	=[1.0];
hpht_plus_r{31}	=[1.160377980205918];
xi{31}	=[-0.06465929239380719,0.24972791706711073,0.054008911889107836,0.06160930702837719,0.6514955250008883,-0.10335216418285986,0.4973634537395535,0.05002663471251134,-0.10511359734082992,0.43382686931328607,0.3437787638988836,0.13995002525574352,-0.6242740727144178,0.1958974549301331,0.25797587892553553,-0.17371735142487488,0.2685541206437212,-0.138563730323785,0.21078948398585196,-0.0012963705730388853,0.6061205714802371,0.1853547097665995,0.24856943939777265,0.3081924274404835,-0.5568280414152369,0.1500614371392679,0.18175519782380078,0.20771151603768834,-0.27623057668991535,0.4541058230565729,-0.0895570470397784,0.19282474067109012,-0.9814606757410531,0.01370588499188985,-0.2610946228025939,0.2248573943421075,0.10020660074222176,-0.33267050446012014,0.18899024767548367,0.39032888450562586,-0.03532067984120291,0.16789283005630518,0.15775204138447219,-0.013946170195681784,-0.01862375258121496,-0.051089511482631966,-0.2310730826910703,0.14400377646499551,-0.038310414792680714,-0.15463196186899708,0.10527474850399088,0.19556898291630276,-0.28977973515702304,-0.10449300543652607,-0.08818683819611595,-0.12428333029411531,0.18934345672042463,-0.24917951087100487,-0.13254596756006665,-1.2760069430805001,-0.31833369578074544,-0.18955541928857,0.10012348574305951,-0.09728911967996101,0.17973318444877417,0.6537703306739173,0.3116530515464655,-1.9955050931326905,0.20035979305042417,-0.08783759937382785,-1.0770237801810065,0.47254675573831806,-0.2744725004942228,0.38445459445939756,-0.08176144085619308,0.22113281258559736,-4.058324774529609E-4,0.19576417184967854,0.11137371281765551,0.04611685170862412,0.19112162038650338,0.16215430982005596,-0.1436024499484727,0.21541013176378554,0.02826545080108378,0.1591616352143892,-0.0026301771588150835,-0.4796767318065198,0.06530774377897419,0.35643104896206657,0.35079053585145026,0.322359238342663,0.11071422293647348,-0.016510504808751936,0.28178902219874313,0.2837827672589319,-0.9496217991007216,0.02713766242601734,-1.0438122551868414,0.01524815855485917;-0.06691286288358353,-0.26186360422932986,-0.004498329653809557,0.0812508658871891,1.546412333252868,0.6906713900199954,0.9060596541268369,0.02037212908418365,-0.13551688880856322,0.22492210211404268,0.3217375670207392,-0.09477205748067433,-0.02096553601907966,0.39245676931509293,0.2370104944262064,-0.4397222705774421,0.02260976716820258,0.41148790137468844,-0.002853240579794497,0.13623010203037872,0.4094710084570487,0.2752127060498841,0.018824630223867447,0.11033691458567862,-0.5500720376863966,-0.11074964813009874,0.03823552744472611,0.0946079500820041,-0.3619910676117238,0.0498432187968082,0.2853150246581963,0.03982583159380346,-0.5918974247988638,-0.006575632873883547,0.038375896571371845,-0.27011062956966386,-0.03075901878091314,-0.22338757612077842,0.19325753242900426,1.1218006452555094,-0.11651545601506147,0.2618414636585102,0.3279581873552755,-0.01965102691799911,-0.06071293752277132,-0.220877954426761,-0.021870376245214707,-0.12018629371551981,-0.5085736887349357,-0.07306027913626123,0.5628234899489208,0.3130238651690089,-0.30505372618268733,-0.17445640954712804,-0.061714813692363146,0.11633653094562871,0.758529909358584,0.0025720924380727705,0.19504582952685018,-0.8487635174548158,-1.043370429500407,0.1230991009582152,-0.45628935714649493,0.09862413534290868,0.12987489965361068,1.3440413140457084,0.18671827442427122,-3.252611226566636,0.9717954719145325,0.26748723544872277,-2.5461324208180973,-0.09665332425740511,-0.34432721895072277,0.818643279636966,-0.4624753612163956,0.7884199767416675,-0.1533744664374488,0.358599900667377,0.11191491766832497,-0.0890882037617517,0.3229640410542647,-0.01849985148712749,-0.21487528453100618,0.2668528226448541,0.03845323518783657,0.053880895002616,0.22457863025452704,-0.8898840980452958,0.1849816133707981,0.2703411123850666,0.18744603192788145,0.21720164865257438,0.21768617925118527,-0.11154116700216216,0.6315663006923526,0.1920316787357298,-1.2018850913959185,-0.0964941551712348,-1.0862870725558542,-0.4437889917910914;0.039958691048148864,-0.9830905081902621,-0.13623277706090064,-0.003335554286287845,0.9340677152771129,1.2450041907622378,0.3020755283117609,-0.07138961039937186,0.032778982022517056,-0.6044323894581218,-0.24073197360445775,-0.4575867249672996,1.297448542643643,0.20596621447125685,-0.19250481740685288,-0.28661448207330054,-0.5721584573980998,0.9035387681835552,-0.4780371657030109,0.22245167320624404,-0.7125436089272235,-0.0015648686946008183,-0.521237671719863,-0.4973734432047827,0.3783046950024165,-0.5137795962339666,-0.3553009557578086,-0.311417428660004,0.05422996812907499,-0.9581652671466507,0.6378322163168271,-0.37840691621913436,1.2347864573706033,-0.03973149758607519,0.619096674989482,-0.9482881615665555,-0.2661891978162103,0.39238299918638475,-0.10686422163285769,0.8516081291134263,-0.08828184328471878,0.05418748118490768,0.17006365648352428,0.0300017911280257,-0.05475250700346734,-0.219341484078317,0.48104105402785535,-0.5093163978760238,-0.7235228484502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k{31}	=[0.13821184384889634;0.17152093485973535;-0.04623532403074733];
x_a{31}	=[-2.502763436049352,-0.10139012436811416,24.64946038495615];
std_x_a{31}	=[0.3671463648797372,0.5867666769533767,0.5581953550792488];
pred_a{31}	=[-2.502763436049352];
% Application starting next step
% ========================================================================
%
%  forecast from 3.1 to 3.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.2
%
% ========================================================================
%
x_f{32}	=[-1.3373551202819576,-1.0888177404601884,18.9879986597053];
std_x_f{32}	=[0.5527371981821984,0.8166241248230732,0.4096597857302043];
pred_f{32}	=[-1.3373551202819576];
obs{32}	=[-1.292125698465082];
sqrt_r{32}	=[1.0];
hpht_plus_r{32}	=[1.3055354974531301];
xi{32}	=[-0.041129462475264944,-0.14345261336262527,-0.0022086537365690884,0.1452770130629597,1.2736663691348913,0.7605461518154679,0.5871204723713289,0.022810160482418684,-0.10570611384075779,0.45327554198794073,0.5052333276510886,-0.06818857003495693,0.009784514824878965,0.3899468419666222,0.29710066721815753,-0.4390205996519059,0.047025733729795016,0.2607679039958237,0.22535836618059757,0.0018946274343045744,0.31258481963756624,0.2526128149474285,-0.12488875885574413,0.13863019338269278,-0.417910620849977,0.3607595103816783,0.20995460556552925,-0.08100263914296923,-0.39094101296262096,0.1965407327258777,0.18661932255580638,-0.10328231641144914,-0.5530437424969987,-0.018641109985900295,-0.27083820144481896,-0.1327862896721972,-0.22474608047541111,-0.3374902997543563,0.17172314856119697,0.873830833560963,-0.23020675291735038,0.30294847271759995,0.24819178922061114,0.02078304256721486,-0.06378145668356683,-0.6546444312481594,-0.07509721931285207,-0.3516864301467908,0.07446728035083017,-0.3469715382866043,0.12066719491556777,0.5924567817348184,-0.3111594367055819,0.039588802834861436,-0.061075435797648625,-0.13167393464774801,0.8783269814600014,-0.11334994885877459,0.3786680898689383,-0.9099713225420734,-0.8725966811847548,0.04281196283873445,-0.29112358217655276,0.2906361611988457,-0.22997884012034264,1.2457521018942959,0.17669310021469742,-2.792774925727308,1.052448475478934,0.11928008120632883,-2.2308438469213003,0.01244698123412502,-0.38262263877881075,0.6485667542202994,-0.3954411090660308,0.7391232881393908,-0.0333348502698847,0.2129659992067876,0.0036632465048689333,-0.0055797132447990005,0.266638060123495,-0.002620512015938825,-0.2127898863277511,0.18164560551220643,-0.008916319472081824,0.06684212340852169,0.11244021140195426,-0.8178971507449957,0.6174835075606545,0.12753568967349804,0.17892252961293265,0.22101665631600653,0.27638890989725384,-0.10705042127886077,0.38178410927086825,0.154582118437822,-0.9281371704795445,-0.10197596201792414,-1.0001728769629896,-0.35007830310646737;-0.052434086647572764,-0.41336169036739734,-0.03514432860465089,0.1983946195815367,1.9665406669815697,1.3065602964510756,0.8983218910263167,0.011292083698558608,-0.14136029663406946,0.5084891501827056,0.6514179833873255,-0.1956779938129607,0.3011553408988462,0.579364976136092,0.37674679213132223,-0.6824986150399213,-0.05161806188831286,0.563763854378311,0.2140264391112312,0.056934942287014234,0.3058515599119268,0.3470088229941455,-0.27908216994203694,0.0877957420775013,-0.5047325469713673,0.3819717476796872,0.2175226526707652,-0.1721129242402495,-0.5361373403028293,0.08164277602087822,0.3983426763366845,-0.21907393596925795,-0.4682687593281998,-0.03219685997913424,-0.20524146043111635,-0.38962100696256385,-0.36535427439365153,-0.3781930583020179,0.22165080040101037,1.3958631537488784,-0.3381174579098789,0.4289725601152695,0.38422935789643764,0.028488830413901045,-0.09561268490889674,-0.9308622365439168,-0.0018571640402831324,-0.6008865966519392,-0.07875252609236227,-0.42802931594985383,0.3251757162932384,0.8210055238216172,-0.3979109815006281,0.03631488036468089,-0.07038158835827413,-0.07104806835107236,1.359974686817333,-0.04133453764398021,0.6404589238209732,-0.8774184504412066,-1.4446261319923188,0.18805426991376306,-0.6250040945225595,0.4701441084491115,-0.35527490604990697,1.8705805854413358,0.16945656801549147,-3.961414400582987,1.6642192492003038,0.29905409145802,-3.5261532042935113,-0.23560180659252117,-0.511323528588354,0.9935077512134619,-0.6771590303232187,1.1771679103217232,-0.10870223256483813,0.3275190571936767,0.002749375804270482,-0.06416779769085412,0.38895183596135774,-0.0833779074696317,-0.30537086510605005,0.24124618383880392,-0.020580727584625702,0.03415628687953998,0.24033131338487235,-1.2156257098836032,0.872523240316034,0.10949037558781893,0.1514052471354469,0.23131131848476383,0.3975824967476682,-0.1806196859674687,0.6157233849162129,0.1476039332665139,-1.2420571604599218,-0.18779319771684344,-1.2341369547675152,-0.6547476708006572;0.0072577384175041,-0.7180200399246068,-0.12415115622611594,-0.07647863095951024,0.5590140696561079,0.7223601828897017,0.15360962127807198,-0.08067162941926398,0.01606819251108149,-0.5830048867182285,-0.3196484761966438,-0.34139297538575875,0.8857529875893633,0.0552205863981321,-0.22720750801029155,-0.11755556741161399,-0.443833866856,0.5931520214456363,-0.4545117162940855,0.1606391522506101,-0.5766385864280252,-0.07273158553945436,-0.3415285254378446,-0.4102648030816276,0.3172482451185701,-0.5507337047454683,-0.3510514403710978,-0.1942005635732258,0.11566442353181472,-0.7783886517546961,0.4085826204203471,-0.24272331599371455,0.9854359793264962,-0.04973349769181823,0.5354645809251188,-0.6979266322806943,-0.12012574507335572,0.3600426601295297,-0.13536561865109675,0.5011245271899085,-0.01035683752387584,-0.0502903799062544,0.06279918915102556,-0.01529561161712678,-0.04756452673965583,0.0775886204917633,0.3443687654417573,-0.2526749016748795,-0.6692160743188751,0.27005570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k{32}	=[0.23403078510632305;0.34194794067262296;-0.015809889429917814];
x_a{32}	=[-1.3006728630459248,-1.0352204228449593,18.985520599262635];
std_x_a{32}	=[0.46042470063702334,0.6857917702766431,0.40859866616989854];
pred_a{32}	=[-1.3006728630459248];
% Application starting next step
% ========================================================================
%
%  forecast from 3.2 to 3.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.3
%
% ========================================================================
%
x_f{33}	=[-1.5941674471382925,-2.400039353513396,14.797234323322826];
std_x_f{33}	=[0.7782777165286044,1.233597485984633,0.4406731691710929];
pred_f{33}	=[-1.5941674471382925];
obs{33}	=[-1.6386804905936863];
sqrt_r{33}	=[1.0];
hpht_plus_r{33}	=[1.6062125661826996];
xi{33}	=[0.22167510377652433,-0.25458560895132565,-0.07610240361826781,0.16920038531352932,1.8330475648873221,1.085634488564006,1.1223886560935445,0.10273477302897005,-0.2754478173491117,0.4048104056197921,0.4785474468854902,-0.29895377244270804,-0.013656054217664915,0.3497698992550844,-0.11113919985735898,0.9244385721158102,-0.0717870446552642,1.6286019857444125,0.16183052478429616,-0.277506058537083,0.3434408453227149,0.23890054637884273,-0.5197282321659651,0.20795122791755283,-0.7638124735757501,0.2628187859888298,-0.0409283495230961,0.6624063313655705,-0.5757067918814227,-0.030818612563279668,0.27552928058060444,-0.20309445828738149,-0.30488101827210756,-0.25989498889415175,0.1667955377804493,-0.42322612682473326,-0.28295014990885026,-1.002047297476656,0.02502742441028305,1.0687703549501948,-0.06640482634518108,0.4285242252010555,0.7156361432119946,0.14145202597300388,-0.13144202362280377,-0.8111394183761782,-0.40709735811696457,0.6672424722236997,0.025227412269345217,-0.49819996606377637,0.2510569984500921,0.8208170772336728,-0.433113619522868,-0.3098798859734948,-0.33564673463659456,-0.6651246560658441,1.169674568300889,0.14203410410455275,0.8000860513490095,-0.6555906906642452,-1.0843057069677526,0.13031158695754463,-0.8221129399234506,0.4490015104202203,-0.03846504853339061,1.0566406143834897,0.13599147478843543,-3.4717182412425274,1.370925091493353,0.2058180466558579,-3.0482760077869244,-0.6281526265569586,-0.5198096713581621,0.8766163361476679,-1.3672004161583444,1.1731726953349688,-1.313948993063977,0.5286825442689935,-0.20600834495998233,0.0015554747089014942,0.22863057065651193,-0.12255926983437027,-0.6022329614285382,0.18048312838315894,-0.09496847341779469,0.15100173897550717,0.22042237605847714,-1.5390756973489979,0.7329803006698494,0.024924032247622963,0.6846533600496217,0.15823543968610987,0.31937387755783986,0.22358511537195236,0.4346968521253498,0.1365583442402143,0.090345216585199,0.0144931623920308,-1.0854511998215515,-0.3809788724471803;0.35282765405644545,-0.5026722282086662,-0.1448256088181159,0.2618900107698363,2.9717983234300336,1.8045392062640095,1.814148514231631,0.15040514005181205,-0.4416305468055759,0.5919849695367541,0.7357871673693024,-0.5274580471142611,0.08017389095155902,0.5559789708350968,-0.2076862319961732,1.4768731328329538,-0.17302190389159122,2.6620963570186564,0.20615725467376578,-0.4284194896995972,0.4913983501788055,0.3759833573024953,-0.8815441127260644,0.28158510420866545,-1.1732319622636558,0.36119603019083346,-0.10621776578530584,1.032755654535382,-0.912618945675626,-0.13849879878844806,0.4772375817769523,-0.3621286364298619,-0.3593521482920843,-0.42859423231866733,0.32352439628488616,-0.7671827904187722,-0.4730101502668864,-1.553542732414964,0.019185491255206966,1.7541611599034475,-0.11391545180834362,0.6756999034473856,1.1509038653842545,0.216381664144075,-0.22133945841179825,-1.2853203286907666,-0.6062502326523558,1.0403269988224273,-0.04660898374063427,-0.7691328143941853,0.45236609889285684,1.302771823901297,-0.6844586698843136,-0.5104948018502293,-0.5413014918311627,-1.0116957974444465,1.9053647287559154,0.265362240682002,1.3092351593269531,-0.8568271599072657,-1.8149318624281294,0.2523938191569792,-1.4131437146772767,0.7320872441462842,-0.07531448422778997,1.715884353932549,0.1727497450607669,-5.176431865559043,2.2307465685290575,0.3717795721930819,-4.85918966597453,-1.1313777406672738,-0.8054419706827649,1.4196455704661997,-2.2298999429325503,1.910265097333343,-2.1195751220459442,0.84840067969175,-0.3424931458330245,-0.020851390192928143,0.3591243101229602,-0.23477028316071236,-0.9652809390560124,0.27649248992097775,-0.15965812716975547,0.21272280224818374,0.3739378178187631,-2.4466717938331053,1.1649167985465572,0.005686839121090248,1.061203957985653,0.21273498505472155,0.5024516508365109,0.34096145323655724,0.7055056445185934,0.18195171330738136,0.17783197884627988,6.092989438228891E-4,-1.6163905793959819,-0.6897804416670588;-0.1130788567411205,-0.5338559967517291,-0.12343608942838102,-0.14888800380132672,0.18720405925694728,0.3199908534018405,-0.13033936556696446,-0.13958932272419133,0.043675629136455285,-0.5807243570149936,-0.3884763761422825,-0.22026783526819038,0.6349475621542453,-0.08020084170746777,-0.17538784064950086,-0.364073739721265,-0.36808245285001284,0.1619982040059451,-0.43035809533949276,0.1564002129011417,-0.5704494981877577,-0.16035146271738832,-0.14642962300563944,-0.42214551804825895,0.4470328810920918,-0.529992176530973,-0.3021157942683832,-0.3546916164129623,0.21703523486202592,-0.6351902082093659,0.1997817712022183,-0.1796128473117502,0.7779793777640371,-0.007403412479256133,0.299916156099032,-0.4581658658729957,-0.06559145538186861,0.590681170088029,-0.1528813241786171,0.17124959290135244,-0.04955367236311048,-0.18446982153901992,-0.15574967677893348,-0.10056941117128382,-0.051227218442791767,0.26710148325020633,0.3450800965805456,-0.42144335241107456,-0.5741153788986768,0.30879015387594677,0.2642942179252685,-0.309434613790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k{33}	=[0.37741739726480605;0.5974969833093987;-0.11944915781335008];
x_a{33}	=[-1.6240619117366941,-2.4473658746134865,14.806695648225807];
std_x_a{33}	=[0.5926548623100206,0.9469375593573265,0.3985828212253597];
pred_a{33}	=[-1.6240619117366941];
% Application starting next step
% ========================================================================
%
%  forecast from 3.3 to 3.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.4
%
% ========================================================================
%
x_f{34}	=[-3.089619487832248,-5.353290787954266,12.228334042466441];
std_x_f{34}	=[1.125747621246865,1.878671122823921,0.8586775990101836];
pred_f{34}	=[-3.089619487832248];
obs{34}	=[-3.170254856161123];
sqrt_r{34}	=[1.0];
hpht_plus_r{34}	=[2.28042775212508];
xi{34}	=[-1.139686137859187,-1.287887199757447,-0.3488316058366774,0.5849202382068435,2.271515159070642,0.6269681189251646,1.3582431833425541,0.08283153679193411,-0.46561911626747454,1.164863216534763,0.5662793862540139,-0.04333586471286477,0.1151346276139198,0.8472649212131107,-0.20947179347604017,2.2017967621233505,-0.7650232848105509,1.7423828419337326,0.20696854647345342,-0.24681751515833028,-0.6462934862655496,-0.033934773380160266,-0.6033127956913216,0.2089936796349421,-0.9415826878974705,0.4067132026708977,-0.06751332101321106,0.02224794659845175,-0.6670058466357096,-0.24850209679628898,0.24393639612794527,0.022601928324270215,-0.159942989827361,-0.2450331473716787,-0.14912169625327243,0.0084006680914821,-0.5506070410625661,-1.6133686328841788,-2.4769278386261546,1.6801716241111544,-0.19263109548506874,1.5298980152838102,0.2153318610637398,-0.1145827141534963,-1.3080551596101153,-0.9440124365195417,-0.7317640491322082,2.1369656201211797,-0.18118404138405975,-0.260321550969445,-0.0920630262296882,1.5994061248358526,-1.2808098649946555,-0.01078251825632126,-0.6357654725982376,-0.1216775602893021,1.4544206025863364,0.6498959525401613,1.5202685202559407,2.0735518298013784,-1.140140275258997,-0.18866675189822413,-0.9669511733639227,0.9637263068219744,0.057130489142854124,0.43366750449249203,-0.3064739313856957,-2.8268069040036656,1.8536407239122585,0.16349915265024828,-4.94472791678368,-1.2886698851451919,-0.16234258322354478,0.42974313101008477,-1.7440370293042204,1.5345919301417021,-0.600398774117763,-0.02752281788664135,-0.40862468557505016,1.3986117756326268,0.11085063215455815,-0.4227134650589006,-0.7704834749029756,0.10706748624791196,-0.1872276667220505,1.0811552559046809,0.7758736773471924,-1.707150847433573,-0.08911503691854383,-0.36782892039825343,-0.4148911669802078,0.13366207328505997,0.9093296880129169,0.2847637412043409,2.7983825042693526,0.4404009323372593,0.3725878611642184,-0.03699335633648149,-1.301499759044979,-0.7039225933147195;-1.9423246214927836,-2.2817704950770326,-0.6374788192015606,0.9650077332323734,3.952466424219951,1.1079167306996318,2.3366502506219455,0.10157435895849254,-0.8220511515908369,1.9427358100514938,0.9193713204977323,-0.14186008053947496,0.2469638699557528,1.4262935201004239,-0.4083718117042041,3.7982810668084825,-1.3679375240976333,3.0314053667519243,0.2789923356664161,-0.44667524032287,-1.1811196442243936,-0.09916398988712771,-1.093672911693167,0.2830677149296257,-1.5744081252669666,0.6109497764098357,-0.18399866062742465,-0.0048919271339533665,-1.147811244045097,-0.5269867956496288,0.42111084820011957,-0.02327687712945803,-0.21132135619824322,-0.4585571701558253,-0.23485642207388047,-0.08759463264906842,-0.9697553162905228,-2.6576299132587726,-4.104139546357357,2.913643837937254,-0.3612670961560891,2.6146099995522776,0.35381742762051793,-0.22715804143250118,-2.222195362445741,-1.6112831158091332,-1.2280614380519044,3.678021740279851,-0.40814004171765017,-0.4538593018748056,-0.1382408863976501,2.7391685219260067,-2.1519344423985816,-0.05742237751654855,-1.1002095322108234,-0.20164955719470878,2.508426892256486,1.112951815747552,2.618128140369324,3.637524132543338,-2.000768349565302,-0.3122557737017617,-1.7431023283038911,1.6434654304794356,0.05702256334966549,0.7492962576247724,-0.5771746130087871,-4.249935717135792,3.215301156317748,0.2832233764118355,-7.542182658126722,-2.3113686986513367,-0.28649708687933906,0.7277384482614648,-2.9612817525155757,2.6525730992134013,-1.0549391822215082,-0.06918963232941877,-0.7322832816931681,2.370620329135171,0.15754902208370591,-0.778027432144035,-1.3385857518396147,0.14369533982354898,-0.3534169377375438,1.813061927283297,1.3168167560427877,-2.851143867639238,-0.17402238418624894,-0.6869602155892771,-0.7685533616353615,0.16599398330928317,1.5249139180008964,0.45087921422920285,4.859956587141564,0.6991748282480037,0.6330938588424626,-0.11321305018600203,-2.1014936626711425,-1.287984523500742;0.6872887566263888,0.3597319858629877,0.010973332694971916,-0.5243539437561946,-0.5150709969095963,0.05199429155178237,-0.6404692497175066,-0.24667867638836505,0.16824527366001796,-1.085924785771189,-0.6249429179494221,-0.33051385578552583,0.3155968632033641,-0.5604101038665164,-0.13659779078504286,-1.152213771450807,0.1180461682215288,-0.43008453121709245,-0.5369255256874332,0.10836510450947934,-0.031777872303281995,-0.15081505319465904,0.057767436313712395,-0.5196914554526426,0.7329805974690462,-0.7035014999844069,-0.31331019753302414,-0.23642674899571148,0.37518927038732386,-0.44904850912618066,-0.03017819512312947,-0.314722370042297,0.5456800731685938,-0.021009753117997576,0.27956067547961183,-0.5800400010993965,0.14138589035342086,1.355473950795119,1.8710405184020953,-0.5352774083655198,-0.038454395531479335,-0.9197966248227267,-0.18767176315247092,-0.07538455668211519,0.7904570224549303,0.5749071302735178,0.5692253707636148,-1.249161126362079,-0.4514121355305374,0.18316423387793357,0.2259879982018873,-0.9415004761317327,0.8962383073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k{34}	=[0.5614857786798454;0.9356427411477217;-0.36920829045937026];
x_a{34}	=[-3.1155606892085514,-5.396518413098138,12.245391832665732];
std_x_a{34}	=[0.6436588110147646,1.0771397062385693,0.6049803628393161];
pred_a{34}	=[-3.1155606892085514];
% Application starting next step
% ========================================================================
%
%  forecast from 3.4 to 3.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.5
%
% ========================================================================
%
x_f{35}	=[-6.697399476782956,-11.828812889135786,13.169198275724023];
std_x_f{35}	=[1.207694259627073,1.844838727104276,1.7318170766009564];
pred_f{35}	=[-6.697399476782956];
obs{35}	=[-6.924469414111114];
sqrt_r{35}	=[1.0];
hpht_plus_r{35}	=[2.4696377149984006];
xi{35}	=[-1.0488644983788245,-1.288302702001407,-0.18690232757342162,0.41521658179294185,2.1394100265183473,0.13750428197302345,0.44634540033558245,0.4640082814086206,-1.3669041080252908,0.7806982182828133,0.4038980703956314,0.028985323453567524,0.2532634632586168,0.41488466026718474,-0.22661974646671101,1.941326157183732,0.004304206852223658,1.7168211981107486,0.5766847115596949,1.164087422837147,-0.24252632403145125,-0.8098549374318758,-0.7174953955112544,-0.36740499468228904,-0.9400895042858979,1.0448587154838602,0.40181604799458537,0.2120008639031754,-0.5813330005717132,-2.4737880282731224,1.4965996260707621,0.23100222198949805,-0.11634388174057708,-0.677524412393467,2.13989389077786,1.3742991982579493,-0.823985627486536,-1.7572526135755764,-2.039959969609323,0.49444666075309573,-0.40606960296222994,-0.40447582775442115,0.039072086730409517,-0.36038196953350976,-0.9144882746307958,0.0748692816153298,-1.4392684335362373,1.4920764618050883,0.14686863734636457,1.5121927958822265,1.7058311192369633,1.4522558118537772,-0.5453408934007937,1.1249358411021424,-0.661125474607136,-1.4038008642082067,0.364073054354467,-0.2704671479447862,1.4783052705513038,2.1739562696755117,-0.7056475462107512,-0.20046932317705046,-0.7098288935248878,1.0757887163175646,0.6148143384858171,0.6125017205233956,0.24394445221907013,-1.49006981355934,2.0524660025036177,-0.6589930701620315,-2.886732696858993,-1.6250007234692996,-0.3149563678681062,1.0431127274990057,-4.4814389322361174,3.510703602737946,-1.5046825820902017,-0.0019430788074528138,-0.49262815491514367,-0.390562563031148,-0.23302319170992636,-1.3326212419319186,-0.8145951947565813,0.0435639882605825,-0.043951517189720235,0.8511598767145978,0.6332330379610926,-0.9447693756227551,0.33827788098993583,-0.4767774033151797,-0.6793565198120488,-0.6206869632716465,1.0601805154916653,0.578914891398604,2.548488756271313,-0.26221647012537286,0.2898055643202362,0.17172201036618517,-0.7883384335503125,-1.7856093238620607;-1.671608472951215,-2.1415394651522224,-0.42306814534454773,0.5533317576160997,3.5969452821811014,0.2562352930278191,0.6979604395370149,0.6109112980766085,-2.135689517665634,1.1017431483688487,0.5069995289034672,-0.11639845402326898,0.41386653814488916,0.5782577026667539,-0.4957532525026984,3.166140681253811,-0.16475463739358887,2.845970544123066,0.7455622002999398,1.770100668801625,-0.566711989791763,-1.3451106209176125,-1.2577217054239984,-0.7319759517931317,-1.4459033220007083,1.5077728116078823,0.4698782234723051,0.2007782006284522,-0.973648128895297,-3.7754854142263525,2.370799700749238,0.2138771932238548,-0.1471870977262668,-1.147076874421252,3.465529524898276,2.0189672185162717,-1.3750732398766505,-2.5260986140357904,-2.919216779827714,0.8340388439113333,-0.7387023339775407,-0.6576173429628493,-0.02412084452783425,-0.6666992943228554,-1.4694019325394319,0.028807940935042353,-2.170662599813065,2.3876311816759532,0.010673113668541845,2.3636228676599753,2.725389176272646,2.303160458260983,-0.8959350850781806,1.6749142605061937,-1.1109571527348958,-2.1147112933681225,0.5985430435251331,-0.43969575993733834,2.3847929904350362,3.676533856518331,-1.2399398190486561,-0.36963766580803536,-1.289006162492642,1.6648470218562643,0.8637868968946343,0.9416769541084822,0.21800948034648293,-1.6601509741352292,3.410772332342809,-1.035424056524672,-3.079894764681697,-2.647099182242883,-0.5797269172899107,1.6162323810033907,-5.7133579260726535,5.92913486900331,-2.336219871933853,-0.10133822478555032,-0.8847879225691031,-0.676162517495559,-0.46433253250736684,-2.1419362018970443,-1.333545570942782,-0.04546889232667972,-0.1879295410285664,1.2458900804463244,0.9490200821234147,-1.4548371998594618,0.4218052897246096,-0.8916852980631589,-1.196958406419233,-1.1050136080238993,1.615524328115697,0.8046375740638041,4.28448861766388,-0.5438342240495118,0.4018705563801852,0.13472204730794068,-1.1398807994743283,-2.81546059794322;1.3537955828122517,1.3554329243825194,-0.06345634651730592,-0.8113205480083092,-1.843326377226619,0.0667916231352308,-0.5159218498115745,-0.9169643937321865,1.7884044898657958,-1.4110516732844616,-0.8849403675866654,-0.4833761739373532,-0.15370557054466083,-0.6911874279458345,-0.06120867661380558,-2.1951097258785612,-0.4739621365905169,-1.6227350718098368,-1.2383372929512824,-1.6631324205388118,-0.19250946884699616,0.887981877446741,0.5972379825152689,0.0524475364500816,1.3232559121561742,-1.8396986516246958,-0.9793309024944179,-0.6111670574182337,0.6309708136255132,3.3036767790004458,-1.8789582128321936,-0.7041677783714864,0.4056491003925835,0.6717487997480038,-2.520026428216603,-2.3300710481845623,0.8546003136131013,2.823180786379977,3.2804997882823113,-0.30319994310541887,0.29235438595801355,0.5155382591405626,-0.23215594372293324,0.23569767387271057,1.126975834516406,-0.2880089766187215,2.108383028936986,-1.8365893951729948,-0.8249557748650602,-1.9945813798825114,-2.077904145753376,-1.8347725968507653,0.6867594605027705,-1.7398324853269589,0.7253052624283498,2.0609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k{35}	=[0.59508230947119;0.9021444954394116;-0.811799365751511];
x_a{35}	=[-6.828914891747007,-12.028190195076338,13.348608970270194];
std_x_a{35}	=[0.8312331226441178,1.2915289721662666,1.2238082087481668];
pred_a{35}	=[-6.828914891747007];
% Application starting next step
% ========================================================================
%
%  forecast from 3.5 to 3.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.6
%
% ========================================================================
%
x_f{36}	=[-13.21185176446415,-19.449906108410616,25.20072815209466];
std_x_f{36}	=[0.8906920638423584,0.7057240520170199,2.9288264670692397];
pred_f{36}	=[-13.21185176446415];
obs{36}	=[-13.566049527717565];
sqrt_r{36}	=[1.0];
hpht_plus_r{36}	=[1.7986631120418854];
xi{36}	=[-0.7264607254094564,-0.8387858722296073,-0.3950459858164521,0.00991635737100971,1.471716764394115,0.007919409347167061,0.5020145618075098,0.42475384970617647,-1.3338297121560352,0.13351622182307565,0.22764903256513058,-0.11481450851857566,-0.008913718121579706,-0.3498586749416326,0.2862077607116227,1.0089453389210128,-0.26388903470986413,1.2092340177027605,0.08822904974815238,0.646189975645644,-0.06523190439461679,-1.4629352455520443,-0.3717557954143924,-0.5190802256716509,0.005629294592361944,0.15977239182683967,-0.15782013183188326,0.2051239015686317,-1.3252309818993204,-1.1159396275681264,0.7473191922126698,-0.05070778864545389,1.3695536416483627,-0.6907896883895184,1.2932621152900818,0.2233980382067049,-0.34754821194288965,-0.24603477285563002,-0.13465344317716443,0.2435133800180349,-0.5551886742522516,-0.7074764634925153,-0.2873022844997877,-0.25608107498499066,-0.7006456839521942,-0.8812485457604708,-0.5686531759401436,1.4976584600240876,-0.6413044981276936,0.32771135811883845,0.9112662599686132,0.5722204228846106,-0.023997639280390004,0.7055647417479811,0.9980256487844397,-0.3450888730536139,-0.6914077735486117,-0.16841414337863725,1.4620053730757352,1.0385161817571422,0.3543788887914676,-0.12284706797166578,-1.6791058544431845,0.3190339496092829,-0.10072088685026337,0.42078964787239315,-0.1337577349583654,0.4758751064654341,0.9181858819588626,-0.6051877055847399,0.32026583581127177,-0.9993773828106569,1.5979393420850556,-1.484567518364626,-0.7329287666504758,3.323251757153084,-0.7453917560611831,2.614316758778891,0.10575700375813035,-0.48926632616189636,-0.35528531126248275,-0.16487487417151314,-0.6526927391225339,-0.22738394109798854,-0.5593737321920571,0.2022539246852748,0.0668498573707712,-0.42149432428561084,-0.5090624863950204,-0.33534048824183316,-0.3760431747023478,-0.6615929077194824,0.358215139296961,-0.09526197990431307,2.563388615312938,-2.3276511157210233,1.0217059837775953,-0.16372835489868542,-0.6965818290891619,-1.453387296016981;-0.11460331580145677,-0.4095005316170166,-0.48639738175742764,-0.43220172738818974,0.9863613674627096,-0.004909111888292017,-0.1013473031567429,-0.4236998921952555,0.449703588923029,-0.5058705066782707,-0.5059921500329132,-0.6207935848675596,-0.05689179667368194,-0.28558307331531196,-0.5419612849523539,0.3687463726511595,-0.63911812185043,0.6153429501579488,-0.6084467429361311,-0.17724013301819852,-0.7064587719625237,0.4128054508766361,-0.5576821992160887,-0.577819614632336,-0.2005861004603382,-0.5443840350791191,-0.6062013561950472,-0.5040600571081519,0.3168619303636717,0.2337797773511774,0.042067230558757274,-0.575736780985789,0.3287205699576603,-0.31286985030724423,0.46457240978013914,-0.5564239853688946,-0.4553615781852933,0.24233191852320957,0.2890330548957927,0.09038265007061597,-0.3830007274506322,-0.04531586349604311,-0.36515944758972907,-0.452188790243504,-0.18191549237011273,-0.11412067568071294,0.05987949562926076,0.4240716625995731,-0.703897569384857,-0.11733448346623376,0.173125434759406,-0.014463305283346273,-0.2882134127422553,-0.2559585794910362,-0.16002465878423067,-0.030951066321968312,0.22970471481779242,-0.20731426641588158,0.4784411506143691,0.8729281576399401,-0.5509204525033908,-0.27164633648645875,0.2723262582784862,-0.17158815457320742,-0.44228268966822526,-0.1407450136929853,-0.6050647149108883,1.307392266104511,0.5940400084232813,-0.0635463916839143,2.744444001896568,-0.3102455931328727,0.18145444673729116,0.8741880893693335,2.8491695124600938,2.629352643170627,-0.06890181369534787,1.0380318939733435,-0.48316574566688786,-0.30598157605383136,-0.4207151255301156,-0.45875715118092586,-0.23337542407088918,-0.4704905364651779,-0.39473546605263365,-0.37838259341939207,-0.26375711260822143,-0.07860551153743955,-0.3592596423871086,-0.5726024548716602,-0.5516778354266734,-0.4656999626490297,-0.24777399670184508,-0.44972458808457105,1.7334502385453803,2.133612137037563,-0.043856200080266916,-0.5291342155728671,0.3193177586538418,0.4089964827737269;2.3782374916848354,2.3289245435197614,0.7543586018455883,-0.5775594731312665,-3.5737015211386307,0.10909724918401764,-1.7999157589366455,-2.05126514317962,4.982057645134862,-1.140245848860566,-1.4321092955521024,-0.41517461865520033,0.09502914147302022,0.8944047112646913,-1.7138833216381961,-2.9121807969888494,0.07452772479461345,-3.2330448906840132,-1.121043075422989,-2.466423912090935,-0.7186095606834542,5.342719002193412,0.566387406637638,1.0390903914512926,-0.17852792726863242,-1.2914160142826212,-0.23500164016299152,-1.3679483409245954,4.802996929872069,4.045559488984935,-2.471051568697952,-0.5742859194566314,-4.3371828731566,1.9887911318512899,-3.8496482608910583,-1.548554445762644,0.6323253967962792,1.3161219228166772,1.01915335761759,-0.5656385264557287,1.4543757046071093,2.3980152408666164,0.569077649680672,0.3279123541103921,2.205613846300384,2.8670741113826743,2.1198434838985314,-4.714560902738093,1.244892089348955,-1.211302041747917,-2.886868482125344,-1.9252859052402869,-0.204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k{36}	=[0.44403151801741453;0.0906639366912389;-1.3958298037366137];
x_a{36}	=[-13.352758050311321,-19.47867685566858,25.643672369652663];
std_x_a{36}	=[0.6124083794038595,0.6960474926962623,2.0880419785202196];
pred_a{36}	=[-13.352758050311321];
% Application starting next step
% ========================================================================
%
%  forecast from 3.6 to 3.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.7
%
% ========================================================================
%
x_f{37}	=[-14.193032645276404,-8.411513551965353,39.709198891892875];
std_x_f{37}	=[0.7327223033862512,1.7834838661522103,0.7796021096648749];
pred_f{37}	=[-14.193032645276404];
obs{37}	=[-14.334935202261772];
sqrt_r{37}	=[1.0];
hpht_plus_r{37}	=[1.5381989356400982];
xi{37}	=[0.361080620200001,0.08245938744669346,-0.07354711453237783,-0.2989583295793228,-0.31047015087884766,0.2719453348919636,-0.35449941756466075,-0.5752942050717564,0.9751620460285402,-0.655142113012845,-0.7053961868163974,0.21593201855341704,0.034018902543063945,0.025559879458308288,-0.43892082313245595,-0.38514781215325655,-0.13219083796739817,0.1972265018996513,-0.345294575318718,-0.04958586830625933,-0.2794717566142193,1.4239103959144082,-0.5416023861740786,-0.43695325504628535,-0.09983538735697728,-0.5043217194567884,-0.16551828308102223,-1.2854402547417365,1.0833483182376433,1.0877204247703922,-0.6334371463785278,-0.22171685770787697,-0.00780486310659434,0.2755482290001279,-0.694526596679971,-0.45775385503104715,-0.07338429087402609,0.5015497089889447,0.37627512764366955,-0.7319463443230152,-0.008159751572835106,0.5384531715406595,-1.088712127850087,-0.3864737698422793,0.220459352453247,0.5884514086260193,0.6251182043442807,-0.668921486265317,-0.10528981774093182,-0.27975491253194207,0.32644938392383693,-0.5451339411731428,-0.20161130141464945,-0.6705382311707044,-1.1334067304091366,0.3649046485316969,0.41945866056847336,-1.021685449211958,-0.5992978060719185,0.18419764430765362,-0.5337715135476628,0.11189104376050629,1.2317538475680685,-0.6266576040125216,-0.6988713426962487,-0.5475552268149197,-0.25245599712050826,0.39124836325822265,0.027728639140780942,0.07608979934195226,2.2714317931758448,0.5863237059921804,-0.22304609781691376,1.2138013493134565,2.72208342113235,-1.1811707475462807,0.8003289564549885,-1.206552733362189,-0.40185365107377,-0.2696668816318386,-0.17086884139987468,0.5867433914189366,0.9835413149150583,-0.6228819701836006,0.5693346254976266,-0.26206814629730424,-0.08845146274361326,0.4183292233394873,0.090055913479679,-0.13791231760950318,0.2066353696676213,-0.6189718510613602,-0.7201103352571554,-0.2149066670332278,-0.40538912829698504,2.7624860804719304,-0.4167923653002372,-0.10161568786587694,0.6861351451595539,0.9535449718724305;1.0413971135350035,0.6471500769340688,0.4391182672978431,-0.19372959559685654,-2.1862176539411546,0.8039959560080634,-0.744418977965319,-0.8653050181442055,1.863340764400764,-1.0657145924074332,-1.2152406502917508,1.599391562030136,0.1687415449049361,0.41687106067998414,-0.3088118627567571,-1.4522124363914042,0.5585679882739392,0.019282328723218,0.0070526967140160934,0.38435457368988146,0.307836598130919,3.207690176437781,-0.8360621410891529,-0.5555333349847,0.029164835851126725,-0.5426653365565919,0.4383163959858525,-3.0598013477205654,2.3912278570398042,2.553561360952857,-1.7420666814038253,0.25929387997273246,-0.03829730813132315,1.0937304913190875,-2.44496421716938,-0.361853137029275,0.3990133292700513,1.0164986903598194,0.5800982424398962,-2.3919937976114536,0.4107486019829327,1.4652976860843383,-2.879573633328077,-0.5190169028411731,0.7255341171821774,1.6626575109675326,1.569312311012399,-2.1878094449280407,0.654892513621455,-0.5493963288958152,1.0417601248148927,-1.4555739234029126,-0.16429157974819297,-1.3112094246782373,-2.8221845779057926,0.9966265428587624,0.6538308920228353,-2.9298202343245823,-2.100908693547897,-0.5869762735340984,-0.552109324130651,0.7066072165061259,2.835706461455821,-1.537700509977542,-1.426615012496967,-1.3030140649912134,0.18866633398004495,-0.9426220042902855,-0.6268767334023924,0.12384640264010649,2.5693379051457432,1.9201265738808733,-0.2798814491178696,1.944583565717207,3.678714698725525,-7.627278350398715,2.2301062690777043,-4.396505290548767,-0.37953838431177545,-0.4902651378630303,0.047137546607679326,2.378560920266982,3.0407646326748274,-1.1940025289400982,2.116101741486026,-0.09377872751460359,0.16829036898671212,1.2254649979946217,0.6872929681801772,0.4043424006123839,1.3674403027286957,-1.3365001620967636,-1.6813087333110488,0.06452760564855176,-3.2917515424851214,4.681349639813566,-0.7805628630737793,0.5035884482532387,1.3151577375178496,1.8478890958768153;0.047529998315006594,0.32318293991684754,0.49709319908976113,0.49215653643982193,-1.0880081856128285,0.05816323553542446,0.1779448334014475,0.5483109329467055,-0.6088799054124792,0.5570829439193119,0.5699455674067693,0.7651489800429658,0.06896422337036512,0.2719420075376604,0.6848407086384469,-0.32930223177725537,0.7065839457195793,-0.4227254870318262,0.7344479023948978,0.391423496088656,0.8246903878972418,-0.47720179498561066,0.5038171844284207,0.5159946172159522,0.2314736824907513,0.6460268308492871,0.6863930876596029,0.40361164929913684,-0.4267091449469689,-0.28841662706854976,-0.020027116843841952,0.6726353509917047,-0.044271546929138594,0.2688375184228775,-0.47386307542867456,0.6932259720572702,0.4628052502697315,-0.2561875761078838,-0.32124802683016185,-0.3024619358831515,0.33818695258263887,0.0018181494335465231,0.1011704456750735,0.4240935325873778,0.09950399047197322,0.05949306902738982,-0.07831081748459212,-0.3290738326964586,0.7045624336962106,0.1675349222528837,0.1066646035206773,0.02967852768724555,0.30671814089088656,0.3860524365791065,0.22015109036640723,0.022427633490686105,-0.36292620751874693,-0.0852392809902014,-0.40483337426876886,-0.8412830321466274,0.7037359647006056,0.32835080797015337,-0.40492358205243306,0.148036262103453,0.38595384470488625,0.15232659392515302,0.6799872594666212,-1.5715821438710904,-0.544611007016222,-0.064433925819678,-2.5536670354759607,0.25588401192052856,0.19829554014354045,-1.0681771508214624,-2.6184421193257137,-4.011625793898176,0.06913971927419027,-1.0255465345768897,0.5574802302349013,0.1981988159080288,0.404417514599146,0.6077528897780553,0.30165260863157073,0.40787392064863326,0.44335300214467566,0.48589123213689334,0.3244804261963381,0.07706985661540244,0.3444127108164068,0.6067667508105856,0.6206273003259994,0.2884630018607055,0.24209814087690518,0.50329284038596,-1.881706420501608,-2.063370343287673,0.25554823383524194,0.6037498984274166,-0.40513647943816267,-0.5929765529991897];
k{37}	=[0.34988903136650196;0.7411922824212905;-0.14625909929858946];
x_a{37}	=[-14.195276775345528,-8.416267436022506,39.710136973436455];
std_x_a{37}	=[0.5496679317561727,1.4440210973020884,0.756517771463239];
pred_a{37}	=[-14.195276775345528];
% Application starting next step
% ========================================================================
%
%  forecast from 3.7 to 3.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.8
%
% ========================================================================
%
x_f{38}	=[-6.007876709818474,1.643195705094751,32.67723005367878];
std_x_f{38}	=[0.6811934684377641,0.6252037555493148,0.8417527450881321];
pred_f{38}	=[-6.007876709818474];
obs{38}	=[-5.7244932624309];
sqrt_r{38}	=[1.0];
hpht_plus_r{38}	=[1.4669790604759163];
xi{38}	=[0.5408302731272423,0.31717011994415323,-0.431711869394384,0.44794989157442355,-1.1267276138545137,0.22889287136064773,-0.2901335643182641,-0.017593687213948606,0.24722075795144516,-0.3150818567835678,-0.13556945815955768,0.8036865986615638,0.2821224087441676,0.3695616268009303,-0.19263488995877864,-0.6558875400467619,0.986938963067634,-0.20313842861333242,0.24664537334451175,0.08135851854120624,0.1981899906127147,0.5009204241617775,0.29200079323402583,0.054502899019369444,0.1062641559711981,0.03331210286133235,0.37129991461492207,-0.9975832832621805,0.029466401096165384,0.5612084554151915,-0.6138939064922102,1.2823253561305554,0.19585900125951916,0.5490855766721614,-0.7163942676855832,0.16198767503395484,0.2858804886618369,0.025731473257116555,-0.4753902314592793,-0.9007724666203494,0.12110852116044502,0.3615604226335094,-0.7089163745882221,0.16096493449351978,0.14311552804630345,0.697553666623536,1.217892487322537,-0.5766131471844096,0.6951262137333911,-0.3469055552380249,0.3882414529366116,-0.42398913474824074,0.012261186196496077,-0.4536142448286107,-0.3003404573737187,0.3030180816581458,0.23091758734819567,-0.9667535151324742,-0.9238883025830598,-0.5597293411882767,-0.010079745267394635,-0.19030385740723066,0.7023669134001533,-0.44957934976301317,-0.3724152927767097,-0.49445516473622586,0.09627606016857193,-0.810359258221613,-0.6016849046127035,0.11704496115295893,-0.11372313878269757,1.0404044156423335,-0.20540069674956296,-0.14279910370577742,0.648006792340432,-3.6727180951819616,0.5632869924514328,-1.8240143409142968,0.4653009405825612,0.1577193324196644,0.14575401552139677,0.9931929232237922,1.0523981711258426,-0.3822139008906973,0.8019986418939746,0.6863310277354513,0.1519636946309948,0.5993116668313752,0.3220929243504793,0.29491467379776903,0.48130864828197417,-0.3845710647170373,-0.5703797427165371,0.058460313102195904,-1.5946091545428969,0.7514775815493646,-0.17300009660212456,0.4289869909206194,0.06687345358743002,0.16792671633290368;0.09567428085500729,0.2921312687233455,0.7269863319087908,0.2654851395094464,-1.115590371147606,0.08717709471955071,0.057169185961950975,0.296305279535519,-0.3099782643438873,0.39079868249735394,0.2831125920708566,0.7893976594649028,-0.02516034240554932,0.19493083638088127,0.617324919495001,-0.4294732730641171,0.5717497672187348,-0.39624094422657596,0.5597408423595964,0.3588196444178213,0.7207605948606148,0.020295034346437202,0.18527275469968063,0.29331006015300365,0.1285815006663169,0.42456670984309586,0.5717998349233473,0.24702040394286828,-0.01763062228657475,0.06316521416087606,-0.19282470121824935,0.5286709131756524,-0.13932805474200882,0.2859982958960363,-0.7470060490203793,0.4731187856316579,0.37790003883899725,-0.11687094081330174,-0.09222302342964395,-0.46695884369213303,0.2970127184800644,0.14159651653180028,-0.26400578850060175,0.1860277304322604,0.12816163350778842,0.2082236629814611,0.1513665345871753,-0.6105514693934513,0.5868653520431839,0.1153020050967748,0.15887402628711267,-0.17910166276485295,0.19419059594387234,0.23203299362260887,-0.31839048519009294,0.07915855138602024,-0.3056935056837138,-0.3048449240595048,-0.48800438556816483,-0.8093976121773068,0.5028796175145143,0.45372652280271986,0.02499755001662618,-0.0678615816117345,0.1622317988800872,0.00771013649141028,0.5881540088133121,-1.4929738271690605,-0.5063171659573953,-0.12341091622926692,-1.8580378929956582,0.4351960731698612,0.152375532863831,-0.6424699553672786,-1.5808714255962264,-3.233332529630878,0.3136393144634937,-0.9511090022682799,0.2905504609020002,-0.010037941754130975,0.2842680156053574,0.7860162401620232,0.6532209102555684,0.24585964629981905,0.6057616192552571,0.2696389280451075,0.22892185603756832,0.15044179631525068,0.3124695382760161,0.5018095525248998,0.6677260446590076,0.08348870023403321,0.06496747260070102,0.4044985980255573,-1.8865328593027322,-0.9758921144667367,0.08512863486037014,0.4924357126659902,-0.2096215782748918,-0.2864462145458486;-0.7659772512416865,-0.2611930759607972,1.2063723889222686,-0.4612711283011208,0.8693445459746201,-0.28882374819726664,0.49049279914321886,0.26346915132137383,-0.671566443361634,0.7961143532770336,0.43665637071521957,-0.5678440364701558,-0.4613260009613356,-0.42617986727319135,0.7764554007410496,0.6737017420787055,-1.0233633043877113,-0.04059625350375029,0.0814546592302321,0.14960567816677184,0.27722089308637266,-0.7750442022380426,-0.29297262876316665,0.1643012239817594,-0.06798651071623141,0.29879838451776664,-0.10133128757826881,1.7477626242074962,-0.08788226123875376,-0.8242695384379992,0.7921559944255776,-1.4944790969715065,-0.44359246823177045,-0.606219950726306,0.4968462050069178,0.13743601273991857,-0.1326812552555765,-0.15328752757051234,0.6440121625613671,1.039983278576777,0.04976587237966612,-0.45200264349095676,0.9050879932306941,-0.09277750075181501,-0.12540771525031857,-0.9040145738116898,-1.7611780286993337,0.39137059593973333,-0.5901367070305454,0.6202340038755594,-0.48258530307210634,0.5159968707162719,0.12772884515320015,0.8807948143280555,0.2146265926801334,-0.4132862861765503,-0.6355977491297509,1.2814212520776707,1.0360347033442068,0.20165474169920117,0.42213540415158235,0.6382708979010587,-1.0922978664237633,0.6535473000881282,0.7033212232306454,0.759345585779208,0.3215833600754223,0.036296500732660775,0.5123041352788178,-0.3060209868461996,-1.4075399771981196,-1.235268062769208,0.40724222725869197,-0.35049799332025344,-2.4644594015693357,3.5195157810172404,-0.6086340932989174,2.1020942843450285,-0.4749903421317754,-0.25481432832668105,0.007977685020371439,-0.8535861833249108,-1.0583924615577232,0.7888012404090503,-0.7248331939325681,-0.8278108681448231,-0.04360423989336226,-0.8054796140578695,-0.24011074515189534,-0.04259517034774518,-0.20224401199257613,0.6628777517142055,0.9363154447209823,0.23494074822009736,0.9773291236242443,-2.0920504932578012,0.31861895963346143,-0.25301205702179175,-0.29397630619661896,-0.5323250657363161];
k{38}	=[0.3183270116510179;0.19189384221407238;-0.34947021306946624];
x_a{38}	=[-5.954917495152937,1.6751205710685844,32.61908962777786];
std_x_a{38}	=[0.6075549145730393,0.6104869186220384,0.7577096052892559];
pred_a{38}	=[-5.954917495152937];
% Application starting next step
% ========================================================================
%
%  forecast from 3.8 to 3.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 3.9
%
% ========================================================================
%
x_f{39}	=[-0.9013108134735459,1.9261064343022312,24.484356916678426];
std_x_f{39}	=[0.45738645996568955,0.5311717768063583,0.5267266719821092];
pred_f{39}	=[-0.9013108134735459];
obs{39}	=[-0.5754077166662125];
sqrt_r{39}	=[1.0];
hpht_plus_r{39}	=[1.2127823534818287];
xi{39}	=[0.595330154172006,0.14428706772236477,0.43372647155902455,0.18772088521703112,-0.7873559791491047,0.06116941779091123,0.14267699698710468,0.023744049825330626,-0.48732828220770297,0.1407065228928609,0.3734343036227892,0.6615397069106671,0.23859181122516293,0.11726989501310936,0.36730872315637375,-0.3618772335774112,0.37902838473529954,-0.1918502523635719,0.31075936393255754,0.01466057321471348,0.5307875288140382,0.3987390850561846,-0.0927848435190668,0.16335819705084065,0.12663237283725093,0.2997326236489669,0.4241514700613591,0.3035320609505665,0.03374024741769521,0.02256742377103549,-0.19810384943334025,0.32230214593796,-0.3113683515273096,0.25925272033820423,-0.23554406197009814,0.5963789227080283,0.25983283562238435,-0.09768650835319848,0.1081417730479981,-0.24622789535682066,0.2104029102870748,0.08026301028582916,-0.17662338225731777,0.16449497713307237,0.10314375780804497,0.12326562634395588,-0.20791769741322064,-0.3807621210472707,0.2711245304651305,0.08028386424029332,-0.33847026751556264,-0.3985741004095731,0.10727277597901241,-0.10222354351493057,-0.2552097198934855,0.040775947148408154,-0.26816491105906204,-0.12525362942218754,-0.2687287708666728,-0.5118767557440478,0.24160828383355826,0.35878269482293135,0.00884234165464437,0.048447029710360634,0.029090857815790017,0.07273476178169691,0.3778472636351061,-1.152866309270697,-0.31349222333099735,-0.08209094386078553,-1.2879453138227208,0.6160655804144584,0.2051500869001589,-0.5106614945373971,-1.1334284443022238,-2.073147785473866,-0.011690042066202944,-0.5174594429514139,0.23583115962312784,0.019036889307307847,0.008953624145940586,0.492949744476711,0.5407419236440631,0.20558742764133642,0.11922194396433272,0.273189596410933,1.068996848566797,-0.45651888562636556,0.21546267300675204,-0.1433221834905134,0.7679318209725392,-0.24743220834522783,-0.06157296281363167,0.3386286960841407,-1.1884588663771045,-0.7397344915632258,0.5427237312772968,0.4486807130624805,-0.32295311221408873,-0.17192996103571545;0.1351524670581974,0.1238997587232189,0.961554815309259,0.06529414065674954,-0.6518812326812986,-0.036298705038956935,0.22790512787445194,0.247072757143042,-0.600630688378953,0.5233217743018435,0.42617093237610404,0.5506086368617724,-0.061786817964507135,0.01266393013889533,0.7309366120928498,-0.1758946978257876,0.15424095699183238,-0.33752699931857855,0.44605222350501283,0.24990055840156455,0.6908584164797145,-0.03283152307274739,-0.04544601538934212,0.2711781707050742,0.08378128130658236,0.43896996306783387,0.45365156329908385,0.8114695431378516,-0.04590173676410525,-0.23237110037278463,0.06470180300345696,-0.03145777666137861,-0.3589851007858169,0.0720566887503924,-0.3889957366028418,0.557412668686607,0.26164163420416675,-0.17449976382221877,0.17604547363651402,-0.03874214468917492,0.2458852100376665,-0.047531221055738815,0.06202244244109223,0.12322913417240788,0.05388720467854813,-0.13024429307922025,-0.5843812208582151,-0.39256031396245783,0.2386112734164032,0.28563093312689714,-0.20377022125345245,-0.0759525931917231,0.17590336599985368,0.3936752340988783,-0.22834922865237806,-0.0884951592585792,-0.5086131070572559,0.18190986194336856,-0.05995608792493634,-0.6291601070857877,0.49942401185748797,0.5885538236170549,-0.3374185341629412,0.16820329072572693,0.31733268348926624,0.262427265374247,0.5679041541626104,-1.2901864886811327,-0.27459721079680044,-0.21936421813874452,-2.1033551921997704,0.1768467141269381,0.2834727829851802,-0.7047818691921084,-2.2123173301657246,-0.9306720697192405,-0.04172295817278959,-0.025082213978951495,0.10383331344339308,-0.09955330896824077,0.1526111274297619,0.37124682430964495,0.27403612925131626,0.4589856766673581,0.14058702273344426,0.00207719588088473,0.692110295157603,-0.35257361315190794,0.17383319099102956,0.22895828856009248,0.6539419050656228,0.18791742236082798,0.31399929251187486,0.4252083368268498,-1.2104640530402255,-1.560829314018204,0.38925496944160254,0.37884373116542025,-0.3649362961128064,-0.41878774251469975;-1.1384009836773004,-0.0884614111935278,0.684382537545094,-0.2703923463861031,0.5717400846282956,-0.1865686444715564,0.0793608495073741,0.35772742076803965,0.0348541161630429,0.5803073023605307,-0.042425300548135425,-0.4470185578356052,-0.6326896076248865,-0.2339748560831545,0.4545957674894048,0.46360347973692484,-0.5199312156479863,-0.16756187579067117,0.12230094486724497,0.3832846922591244,0.07662599774070955,-0.9682586338518959,0.13483293318858713,0.11910372148609838,-0.13031022434311268,0.12098483212674083,-0.11293290382668886,0.7056678852944813,-0.1583999535536762,-0.4324760453338108,0.498197759870596,-0.7287058636019452,0.046360153254191516,-0.4294844503301327,-0.1600338044936791,-0.31411508620072937,-0.0946868507159202,-0.09836397337473812,0.05996069182918262,0.44332924545776464,-0.01083311767412809,-0.24628365415776798,0.4639561471060176,-0.12772540896646234,-0.1201105057134697,-0.4735737918075742,-0.5095196715735355,0.1471984008455749,-0.14742164321232565,0.2961313272701176,0.3860332120978853,0.6807246721906708,0.07068525977066997,0.826120977259496,0.15856430242214614,-0.23440760948801298,-0.27792940255575616,0.5465707081072217,0.4447679989024742,0.0433908783135486,0.34236315038700127,0.23257043054740478,-0.6039473481325643,0.1867007131613576,0.46087642999739487,0.2670432167465151,0.1749146318125021,0.352615826289,0.20881123617757424,-0.20136518630977207,-0.639654197130433,-1.0602821282713677,0.025911009971018473,-0.10658989923792461,-1.2273116974742742,2.6512906447925957,-0.019952682693162416,0.9887373066783454,-0.32569253859971425,-0.20345641739961806,0.24495910895081252,-0.37038596122634715,-0.6697967551765558,0.3265891369148939,0.022341793911955676,-0.5806089077999204,-1.1939205746306136,0.3897249698476699,-0.15598452313465927,0.6713717577352014,-0.5237970751240795,0.7880674330734578,0.6343605458415951,0.004920149435296395,0.5448321534264302,-1.0439556162817034,-0.5272809331937296,-0.2943120895724114,0.08941136318867748,-0.3584853833240871];
k{39}	=[0.17544974402945657;0.1677164478351476;-0.09094120523836224];
x_a{39}	=[-0.8126035485064265,2.0109037502502027,24.438377108419736];
std_x_a{39}	=[0.4308554907208621,0.5090240657402689,0.5224112795206898];
pred_a{39}	=[-0.8126035485064265];
% Application starting next step
% ========================================================================
%
%  forecast from 3.9 to 4.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.0
%
% ========================================================================
%
x_f{40}	=[0.9173461369678573,2.0274229586593746,18.78090657748625];
std_x_f{40}	=[0.5355077034452024,0.7510204893232749,0.38361271241485656];
pred_f{40}	=[0.9173461369678573];
obs{40}	=[1.2231157301270434];
sqrt_r{40}	=[1.0];
hpht_plus_r{40}	=[1.2870154132449656];
xi{40}	=[0.15634694363907187,0.2264466746448066,1.3236832541069465,0.09238053871364293,-0.7196843962224069,-0.025935892783854553,0.15008622909726244,0.5061789010432582,-0.5986858057755954,0.01439969481947434,0.6476801414391673,0.43313541838266945,-0.008329945100724157,0.13090517128302626,0.6440234926935524,-0.304636321309375,0.209660871065374,-0.2985629573379811,0.3559937406327536,0.20072190386629551,0.6732891002769783,0.06745976680771104,0.03064616835965539,0.11984102667144958,0.3047444071601606,0.45339247789304404,0.47982687629500687,0.46089257915228066,-0.028498910511528197,-0.3308991099447701,-0.09632508585290123,0.05596930851673321,-0.5254578418516298,0.09944811328598924,-0.4585245452484516,0.5577863551636209,0.29065447970468195,-0.19956802094571024,0.30860512003768825,0.15699166239843754,0.19947056925642737,-0.25610216986052525,-0.07027197223807669,0.02703214654800934,0.030679587752687976,0.012094078029081468,-0.16779375116565298,-0.3169267474117127,0.328239976444074,0.22298816255535026,-0.32154254040019925,-0.2386091179582508,0.4501740445852853,0.35782276724646866,-0.26669111879362806,-0.03047634764730056,-0.5061701292233403,-0.12490050619255078,-0.3083840222526618,-0.5522083247809261,0.3767967874795739,0.6091965581100762,-0.08978510851174293,0.08401377634625473,0.37802169574350897,0.14962496280833015,0.3587455415459482,-1.2794657003601555,-0.18817479704778017,-0.1584484237392414,-1.7814611831637368,0.2893112075922717,0.21011580011642383,-0.6480068988946832,-1.8987926180140766,-1.1775253888376138,-0.2504344441679873,-0.3432346432415062,-0.27298105664734806,-0.09615451593173574,-0.12420317111871626,0.4894211898002072,-0.09855353563440383,0.6634023090109256,-0.00657349207331448,0.48092931732084465,1.535098545080793,-0.19926062782188536,0.190968118639828,0.0070118987657654674,0.878176021164571,0.05609593183907802,0.0688630272959333,0.27471606222990097,-1.238710313404728,-1.3853314053148278,0.4510775240721425,0.4920599729091275,-0.3752896001167969,-0.4557654925875856;0.10531859823112377,0.2967513863797029,1.8640175030672408,0.09710391885995096,-0.9189302624245825,-0.05818399393584883,0.2252471509043441,0.7233236478933196,-0.8337055912921176,0.12082892389330846,0.8753765618293881,0.5570488686409099,-0.08712683356434914,0.14705988782352053,0.9406012476214447,-0.35474831607296653,0.23674380641013792,-0.43956229789457857,0.5067890794259511,0.32346187087748124,0.935566841701462,-0.013231563069672436,0.04430797363247585,0.18580697433585103,0.3847564264864767,0.6436126910244617,0.6535836566803819,0.7332794770543902,-0.06020901544389479,-0.5080870404541162,-0.0608180232720239,-0.012403995957944502,-0.7131639555675329,0.09003598528016932,-0.6573206429052891,0.7410062550518122,0.3905480575419973,-0.29293274319462537,0.42461593208587667,0.26144287281065726,0.2729430585357724,-0.376549103032638,-0.027820185925406804,0.02607148854368635,0.03256123271026423,-0.04747805774879832,-0.32475170604969983,-0.42716422369655427,0.4315445269000824,0.34878564349930397,-0.3941239734146733,-0.23356316730722093,0.6183083829951674,0.5938928047756824,-0.35201130357167143,-0.07159116371483742,-0.7417187978415123,-0.08337153078723292,-0.35567074956410893,-0.7702065941418919,0.5652458802363398,0.8654524926224298,-0.2098147235991501,0.14154902017019255,0.5737408905432151,0.24405758033024583,0.5260840515019054,-1.7455910963907486,-0.24373801581598986,-0.24771116670765259,-2.6552477120224385,0.29533236077029557,0.30608852441015255,-0.9274647134919813,-2.921933156677158,-1.140778696071305,-0.3435840498575129,-0.31418840201456155,-0.39191043146622717,-0.15458241102951598,-0.1312800938462355,0.630061803121722,-0.19232719143628585,0.9455015535389406,-0.004246282786716016,0.5834467655781084,2.0306840740730543,-0.22459341808287903,0.24923392487107066,0.10708114402296598,1.1685256985754995,0.18318866229532027,0.18774955529633175,0.3878348702107921,-1.6526716738824336,-2.130289397726223,0.5774086190176844,0.6421553576128454,-0.5129154037571737,-0.6814526937949081;-0.7688857846467236,-0.06926546441311388,0.7073782391798957,-0.19322946710015287,0.2866044086067454,-0.1590244016165343,0.08654548193134559,0.24100838859439122,-0.08351771587944867,0.5533232899232523,0.0382952284579936,-0.171468889141412,-0.47310281034939905,-0.19685852867150544,0.4751486588254217,0.281735470391304,-0.34669412591120263,-0.1985070629883552,0.1752977120160999,0.28888716471936604,0.21039961164093413,-0.6982671593917296,0.047941997820206694,0.1385519482381028,-0.12556857984098002,0.15915323979604779,0.0078042420647257416,0.6831887658272571,-0.13863741076847447,-0.3352767429624386,0.34281060790821627,-0.5273826231481245,-0.012118508157527685,-0.30184965282346354,-0.1788163016610156,-0.09390787763749842,-0.03170745885475057,-0.12232967598087185,0.03669492939653196,0.2331330339716864,0.031099615138643344,-0.15015879078601913,0.3191950836360462,-0.07048790071976185,-0.09295237193263617,-0.38806194021736573,-0.5447846095658484,-0.010119192768542007,-0.07896642989972946,0.243773868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k{40}	=[0.2230085283293622;0.3107305953074237;0.022450652597161776];
x_a{40}	=[0.9917358436558845,2.1310744109920696,18.788395517367473];
std_x_a{40}	=[0.4742787871024677,0.6670583735620764,0.3817891416714604];
pred_a{40}	=[0.9917358436558845];
% Application starting next step
% ========================================================================
%
%  forecast from 4.0 to 4.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.1
%
% ========================================================================
%
x_f{41}	=[2.177538293055579,3.647504958781516,14.840349624815204];
std_x_f{41}	=[0.7864127012266682,1.252809449346787,0.418974009055578];
pred_f{41}	=[2.177538293055579];
obs{41}	=[2.5544657613318997];
sqrt_r{41}	=[1.0];
hpht_plus_r{41}	=[1.6185512048551716];
xi{41}	=[0.10256974334631108,0.25391837501451153,1.7698959905116403,0.14129303524792602,-0.8870936758511989,-0.06596584193231125,0.337964443668056,0.640522705592645,-1.2233488626231488,-0.181878691171945,0.980414757248969,0.581426127758097,0.052031156183204086,0.2738927774426694,0.7492459849320889,0.558649443753394,0.021034449456468263,-0.19375558526937708,0.4745482510764303,0.0940630977912833,0.6120752503587776,0.2112516770896562,0.013557430211291077,0.28904719146043467,-0.044007830515735424,0.9716054286599167,0.4209066744572074,0.7299465741168909,-0.7781481801694674,-0.7322774248225592,0.021806156507206076,0.22482263782359668,-0.6751340247522513,0.3163721332208733,-0.6814006370310934,0.4808829989223318,0.49291138178202054,-0.4516019689099804,0.4903068352885471,0.8206559263910167,0.8259568086053526,-0.23110847014328817,0.04112406573376326,0.2584262409464899,-0.04957515664773826,0.042939850204318564,-0.6988802853339195,-0.3011087569295865,1.1319961113322328,0.288357140162526,-0.39760705225492066,-0.3232840479491885,0.47544740969655797,0.02971159453525818,-0.3530490889217437,-0.05129651182611106,-0.877240017309358,0.20726646072546462,-1.4002407842337201,-0.749677818226818,-0.3486643849114508,0.80427681781803,-0.2836717510390263,0.024565936135453992,0.08045611430506616,-0.09469293188030292,-1.064982682390714,-1.597575629814292,-0.30758151437120484,0.3561534116662939,-2.427904056167911,0.29598700987087856,0.48456543757517334,-0.9455649438416001,-2.5290432598515347,-0.4714251541686103,-0.5495479366817393,-0.5462210196598312,0.020045249404434973,-0.003599534292561657,-0.13753334582743504,0.8604547808663261,-0.1966813051701315,0.9766099431743189,0.1610217193055452,0.8815872468962302,2.6161769152815895,-0.37065398444207576,0.616394689867108,-0.41040058526493817,1.291096754558744,0.49644957556562774,0.14779092298037355,0.33075810315507015,-1.5103676526689738,-2.0029180663461332,1.1793398732752287,0.4189043761896891,-0.7051643410914539,-0.6196044024392613;0.2088183385096758,0.41083188308396235,2.6870770120070375,0.2479774995571713,-1.4078254315810175,-0.09721773264434885,0.5412701565380234,1.0062474938385364,-1.953078060026215,-0.29707168062685074,1.5506544906246829,0.9418968417675746,0.10969614065461197,0.4465927777930867,1.1603449588247514,0.8808943752058278,0.057811091386718694,-0.29091850838947053,0.7575331870208633,0.1506796634106129,0.9576106524548615,0.3774852498065213,0.027933320679959905,0.4586058178493744,-0.05879923955706712,1.5314604291837854,0.6698645818462294,1.1097604486201282,-1.2249675643121463,-1.152693379579897,0.024650781655855436,0.38730775650588356,-1.065967443163744,0.5267749365490744,-1.071440241823443,0.7781461100198603,0.7900272367988448,-0.7026707006321931,0.7830689826613852,1.2861589848095925,1.2930033971186514,-0.35486459665843073,0.06286205918899057,0.42692384735990974,-0.07158599621450712,0.09240757068969163,-1.09565246433545,-0.46958355676772845,1.7886786760191944,0.4559982921265382,-0.6287316661069293,-0.5151786385471175,0.7554505591307112,0.03422005592301991,-0.5513523102250963,-0.0637386546696459,-1.3927147635804804,0.3199387567573986,-2.2277865800182424,-1.1770179665031955,-0.5557710040045079,1.2534334085237004,-0.4281958239132919,0.039020716961630786,0.12213631183260132,-0.13761899160625468,-1.6966092234832306,-2.553544868723262,-0.4814969079715299,0.5868240743197903,-3.942799008107201,0.5125300194655553,0.7698897122409845,-1.5065240409424954,-4.135517103228055,-0.7363125040175529,-0.8719242345938758,-0.861841857166957,0.048055486985808304,0.00597752413331909,-0.2127580105899174,1.378612225939328,-0.29592406046267383,1.5234601924692637,0.26372453303541254,1.4308671491078497,4.125764614759422,-0.5733681124917585,0.9879761476046536,-0.6543696611078715,2.053193748785941,0.7665180873916864,0.22063514144830831,0.5308037384587729,-2.408896138655333,-3.252749890362677,1.8815755739301174,0.6736446206458648,-1.115292651123816,-0.9789361735032172;-0.6102137456915528,-0.00752192807259533,1.3877389178331256,-0.14251627667665012,-0.07925061992783355,-0.19979678650505583,0.1517614954994837,0.3918651110208593,-0.4506460558716725,0.29590605617276644,0.41305019087976724,0.05322774921904028,-0.3908307851391175,-0.09574019724587046,0.6208046802569527,0.443966209737372,-0.3211066945068364,-0.2588155114055084,0.27272284862664975,0.19314937808225174,0.3452246832439183,-0.5031015867019022,-0.01262841575281648,0.16610172715302163,-0.1877207428600709,0.5214322815593224,0.1149018503510515,0.7833814649740134,-0.42041909562447266,-0.540225854800223,0.22499262434416067,-0.3588581324194102,-0.26318809398129694,-0.14740566570241675,-0.39944505350334225,0.05131417108966474,0.12414942869075496,-0.30334234454849884,0.17707469549885424,0.5127770727791408,0.3522442551855036,-0.23714476825399444,0.21506339145121522,0.0065701911568449844,-0.1477209084782789,-0.3322338187491187,-0.6975306746142653,-0.15304515389671458,0.44257391024382997,0.23956496079191858,-0.008842192100008361,0.1827919939634164,0.15128387262366694,0.40219484240948233,-0.1307841865492616,-0.22149743955570322,-0.5316383625599066,0.3759804430225344,-0.20472806122703346,-0.351096724323007,0.04127974090669717,0.5002202410845094,-0.5633975931190882,0.06983319649200403,0.2134323331891359,0.07582881193256874,-0.22488177632577866,-0.3222536059489567,-0.11521032130677256,-0.03988439359776663,-0.906548957566109,-0.4886344496641293,0.20145210554902349,-0.47768533837702165,-1.188673164305472,1.166002828358387,-0.23768843884868573,0.2956992375132117,-0.1504116233481163,-0.18277870734118196,0.07090367158950883,0.17822393975730577,-0.39189027227721773,0.6004288629038737,0.05295368755956886,-0.020700081564752892,1.0008663368609714,-0.06629947975613959,0.1548050293506229,0.17528041675946682,0.38569492836593966,0.5940670030203901,0.38504875919073633,0.13723142331406102,-0.20771372810493283,-1.1208871197747126,0.29104022270337104,-0.010790991567430908,-0.2926481957050928,-0.48608915851801093];
k{41}	=[0.3821635070918376;0.6087164855539464;0.15213707613870348];
x_a{41}	=[2.343482700722344,3.911824012688382,14.906411131252884];
std_x_a{41}	=[0.566803352831225,0.9012367849191645,0.37762842809132235];
pred_a{41}	=[2.343482700722344];
% Application starting next step
% ========================================================================
%
%  forecast from 4.1 to 4.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.2
%
% ========================================================================
%
x_f{42}	=[4.700081103760417,8.097046288211246,13.328343644417256];
std_x_f{42}	=[1.0484856786961578,1.684678316121167,1.0338069426464853];
pred_f{42}	=[4.700081103760417];
obs{42}	=[5.115511263464981];
sqrt_r{42}	=[1.0];
hpht_plus_r{42}	=[2.1004645888572755];
xi{42}	=[0.3362955132126091,0.3056314162570821,2.312708211779915,-0.37576053774058504,-0.9754681163917795,-0.7085515211225619,0.34787111000480486,0.5764926645014326,-1.4464126116839133,-0.4308828050316853,0.2643587686573792,0.19211945983669576,-0.3544714632857442,0.2542773129133513,0.9077515057334455,0.45545094550906384,-1.1477168822687207,0.525465696705175,-0.15210890445998881,1.306901642296964,0.5708928902930621,0.48588583485203163,0.5286845002034424,-0.7593025288458257,-0.2576719572258268,0.8397628930354593,0.8858214113613503,1.5160935181132906,-0.8074838495879786,-0.7989966992363384,-0.09248790611219082,0.8619194324112458,-0.6176052282493574,0.254674925982151,-1.4121453375957684,0.6687736360632224,-1.5725399717274482,-0.4153472876491371,-0.02934298212301023,1.2858797012260466,0.9413505063758336,-0.21919947540911444,0.1480113346388876,0.2740852825763431,-0.16806246696378224,-0.009511026537449396,-0.7045447294116309,-0.1948414630809978,0.9678672003113125,0.05508038402100457,0.1288811697638197,-0.01160241207047541,0.5410045362322915,0.36616284006201116,1.7941097111026911,-0.29572106164921497,-0.9276695644257749,2.424280026605355,-2.5041186187655287,-0.8510899131050862,-0.1237840531970571,-0.17618046234856077,-0.3228097066133442,0.5934349353882258,0.2957980503738664,-0.35004639128067794,-1.0743039903954719,0.44239534240570766,-0.025938716083599545,0.7444053346975945,-3.234532613699046,0.4771277007500192,0.5725758144754742,1.5484351353107035,-3.1191542979011366,-0.523347776486883,-0.8048107989265136,-0.7578745250131149,-0.30675637053765037,0.2141581560760084,-0.3089167930157055,0.46946736580603066,-0.963710318365953,1.3457475605139324,-1.2456322475453478,0.9156038461243057,3.372492209652356,-0.48770596272903166,0.8462174734802517,-0.5514316906193564,1.2562844519641745,0.46532194439628594,-0.32758543799721185,0.3142077939138641,-1.6806427070888148,-2.420922535978174,1.2369431615803892,0.5455677881824768,-0.8358435969136906,-1.0981417332371968;0.6922066098136117,0.5476764233716231,3.3659690670266205,-0.5506500712914209,-1.5999569982415878,-1.0995764129639074,0.5868820435925617,0.9285228914304362,-2.3643335445292024,-0.7156337971363147,0.45146137713561174,0.3839245675978873,-0.48500340947811527,0.4784834855395612,1.4096423156411557,0.7257516996599218,-1.8142564981348261,0.9131926375107433,-0.21394762113183408,2.0540671874680356,0.9260752097701701,0.9193803963936169,0.8886452311583621,-1.2094539381570604,-0.353377794833011,1.3382809743813944,1.4514053899270039,2.282371097445207,-1.272425097838508,-1.2373386707218055,-0.14167886505248983,1.4946352986044253,-0.9652671903810255,0.5021813481239157,-2.28850725140439,1.1307391974367906,-2.5632033087135087,-0.618411621225821,-0.011631115829048966,2.016552848147727,1.5115250648954905,-0.2954517633811724,0.24195743659492486,0.4979144924219181,-0.2173079644951299,0.07974565894864405,-1.0640234188285627,-0.27538823909431454,1.5639034436110606,0.0997912235774745,0.2228072021139358,-0.030180803925425437,0.9038270510155719,0.5593317108713673,2.812761192041913,-0.40582978580896967,-1.4661371001734755,3.6457455921107247,-4.204577101584116,-1.3427288447872279,-0.191923490183183,-0.2814211282499617,-0.4207319959702778,0.9726848874929068,0.4795026265335274,-0.5480128872264229,-1.7506187527207286,0.6909816816525058,-0.007284222808911167,1.254202999495213,-5.4727901468125495,0.9153589998473155,0.9441282834351803,2.4639313373603784,-5.2665312198623155,-0.9911594373967576,-1.2836472598442583,-1.2664834971578331,-0.44865363041768713,0.41418329077635363,-0.47942435621155344,0.8168731350227407,-1.5090899069685877,2.0911704747144526,-2.024432449990141,1.5663448527518096,4.999506961856488,-0.7644075343173444,1.3914345424574392,-0.9051422256886346,2.02912261520056,0.7104797335596462,-0.5426528507390262,0.5392351257665879,-2.7921658446199773,-4.02686600746145,2.0131176868116594,0.9331250819759926,-1.3326831543763138,-1.7403414539238682;-0.2902248621087562,0.11097014156640661,3.1355937509487575,-0.6001003410873675,-0.7206357263233176,-0.8604942649634033,0.2617852302750858,0.5884478003322648,-1.249020610003873,-0.19364265956559024,0.1774143157747865,-0.06320268359610104,-0.7501114396122137,-0.010524636283504307,1.1006577930364259,0.5296007070761295,-1.3247002952304818,0.2782261905424601,-0.166277024973283,1.4156204041721114,0.5560602052311125,-0.09025271085316255,0.40696926010654266,-0.7191220953665525,-0.46784229275025524,0.864465570906388,0.7652940803489834,1.9339642947560751,-0.8910261388077956,-0.9869807043190075,-0.00958480610363388,0.4240424885796159,-0.6386339639099443,-0.06857902998996757,-1.3552669260800414,0.46193310835449886,-1.416849972841856,-0.5770696791660743,-0.1375915692398788,1.4134620061717165,0.8925024744261716,-0.4126815263574031,0.2046517937307364,0.08984221716970886,-0.3551206770016222,-0.38226864949861117,-1.0528229344492441,-0.30263152168570073,0.8954843567506146,0.054029872169818915,0.14680842083886247,0.13791989016937478,0.40869653457019695,0.5799877271056513,1.89108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k{42}	=[0.5239148494552653;0.8408225287503968;0.4934484038340515];
x_a{42}	=[4.840730057003098,8.322771534698468,13.460813647034463];
std_x_a{42}	=[0.793735221345259,1.2876066139139497,0.7792888403527176];
pred_a{42}	=[4.840730057003098];
% Application starting next step
% ========================================================================
%
%  forecast from 4.2 to 4.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.3
%
% ========================================================================
%
x_f{43}	=[9.746992535470048,15.90486962598764,18.36893740789878];
std_x_f{43}	=[1.2619258370387834,1.5311747966212899,2.513479847882936];
pred_f{43}	=[9.746992535470048];
obs{43}	=[10.266847668201605];
sqrt_r{43}	=[1.0];
hpht_plus_r{43}	=[2.5938906650444924];
xi{43}	=[0.3767636380907806,3.6111008828545366,-1.1871328976032043,-2.0459210389835736,-1.7777463051177413,-1.380883225977378,-0.34359201701397524,0.3010607342032561,-0.5406251938052726,-0.3903451269091409,2.7403256016367568,0.39760669579948704,0.054460283312192104,-1.2502557661485252,1.4703989686328587,0.29422941913376555,-0.41610276670884794,0.4055269051784034,0.43986635784708916,-0.1403298009679368,0.9779130544708377,0.5729499883979212,0.36973507279463824,-0.3695943729282316,-0.0879130673991817,0.8356786599689183,0.935370952943531,1.0223057760957914,-0.4383779596101558,-0.1306573561918114,-0.16888601052785646,1.0417746347995145,-1.0297186207263813,0.659134545807385,-0.9728282190026505,0.7186800373125415,-2.0330758175023433,0.14844679311991094,0.12967406523342895,1.1141443644681654,0.8429844845794214,-1.293313299477461E-4,0.6044886256271429,-0.8709123926449873,0.04165157123770058,0.2926515334874509,0.1309959226950692,-0.08682612668102152,0.8564608216086604,1.0909907085984827,0.24264993835860516,0.12195624615816492,0.6315509471306786,0.4798622790872642,1.156840894920352,0.39685302179038295,-0.7365741363504146,1.3732544335133294,-3.5202579549515223,-2.2820377367807776,-0.20283268806067944,0.02405768665252772,0.346870582934784,0.7136880499106297,1.2859965770612511,0.2734159670375931,-0.24062274371498837,0.3217757301727566,-4.661292839919348,-1.3350904873928044,-5.633871412468181,0.6763396734082932,1.1106034710312773,1.122185747622284,-1.4701221315232313,-0.796415916508419,-0.09671197445516277,-1.0697008643019785,-0.14967736283557542,0.19714241974071456,-0.36274720486940026,0.727367972327361,-0.5035914315823753,0.811391911841044,-0.4928175912240427,0.7467379929380922,1.780152066093688,-0.09924054594952736,1.4078011244474098,0.5745085988847016,0.4027218493413045,0.822649439650684,1.3139727047600331,0.2760657847821051,-0.5442987904956631,-1.990954608753122,0.9858505858550295,0.21215287967918073,-0.412184674062555,-0.750891167087147;0.8103454543110757,2.2943457190199545,-1.6342648613897328,-2.324835268889988,-2.093117091128132,-1.4304229493171423,-0.20026490251077966,0.43791938524256224,-0.5033996261422882,-0.36600193639830714,2.1458648430900062,0.6744796755075377,0.38844309286380607,-1.2348317285724004,1.3257028828631832,0.4118706432977213,-0.21995227145802865,0.6730885497690124,0.6152530959507274,-0.08589156460261549,1.0760044725420919,0.9900015555258861,0.5768553912451608,-0.26013230200349824,0.15262470737074807,0.9238899525183939,1.0841853054517934,0.8366327912481175,-0.2850497397792182,0.10544156535478422,-0.0625520107163986,1.3430859000197444,-1.0412556122053012,0.9637911882789894,-0.9766959303586304,0.9455917083152592,-2.4111216262629807,0.3871054862051757,0.33537090085847154,1.0821229748080619,0.9630879626423692,0.2379871128521316,0.7280424451481871,-0.782625249395096,0.28269195298755534,0.6206459510740174,0.45173867467842754,0.1010417852694907,0.9899430096359758,1.178201783806987,0.3915720073472393,0.21668370790617786,0.8304746954816942,0.5265199484849497,1.1095939478197003,0.6717149627342778,-0.6334318664669585,0.9731728996998008,-4.793074271650571,-2.7137744340685135,-0.08224806127674533,0.15119901417665105,0.7024677205138978,0.8617498360688458,1.2999025269992934,0.4336341325829345,-0.17526327526628904,0.3978830261816171,-6.449309223917853,-1.3647475471179824,-8.307350579063783,1.0942975995988604,1.226999360671698,1.1785725820715314,-1.8668906191354449,-1.1321354258009375,0.0672782707969457,-1.2253947905163596,0.08012446847367727,0.46587076517922554,-0.2504679603635065,0.9717161753233015,-0.31104102603418937,0.8126027712827373,-0.4168219130773476,1.0525327077722082,1.029719820412275,0.04498026457801707,1.4789245804801467,0.6333411095000372,0.5862177850909838,0.8252059673387251,1.2661312934445128,0.47900811958665557,-0.6375525484851607,-2.4065634910892957,1.1421978924271166,0.47145274846387863,-0.2894683082846843,-0.6391906154961013;0.03222205712775761,9.292265875998396,-1.630070872093409,-4.35805776639835,-3.478134811421535,-3.1231233299963623,-0.9856492383948101,0.509623221078165,-1.1893651054417411,-0.817189204936259,6.6816864861570195,0.4380872367852895,-0.47379670803868024,-2.9434424038421874,3.527067634866878,0.5594404245310614,-1.2950383188197776,0.48818874559313485,0.7567716606156232,-0.3037122138116146,2.067860122448675,0.5358344469487335,0.5308563587452397,-0.9785777823108184,-0.5948306277076334,1.766484063090207,1.8730662765232573,2.692793561802379,-1.2333610687869658,-0.6938865588313767,-0.4795169687856422,1.7948354175398862,-2.3680305361252003,0.9838525835583987,-2.1883093615120757,1.2586123972531844,-4.0355360792513615,-0.03618787161084569,-0.014624630843297126,2.587032493398951,1.7252650340093716,-0.39710836057968635,1.231220817742681,-2.1469107647396086,-0.29178694321407406,0.08066756734930536,-0.28293610474714015,-0.5107174311137292,1.7423634649103477,2.3187241386048107,0.3642812271215874,0.2236443255084346,1.1250937200146858,1.1065556131316292,2.694536227259512,0.4438910869716466,-1.8716611247158106,3.766003009914325,-5.767327044273159,-4.598697409898351,-0.5791533841832681,-0.08552614250135804,0.13386181910315642,1.4024905242369528,2.8694664287607665,0.4188263929378877,-0.5517311585162759,0.6957524203985308,-7.976849603893651,-3.0556806759490893,-8.209996363090063,0.7561055189456631,2.296426457526774,2.446856428707065,-2.4989857978231083,-0.8800333104027906,-0.4542048374278238,-2.033224445376529,-0.7262747381241006,0.009255847159113983,-0.9596027253792343,1.238133678426287,-1.4821154600236817,1.9127752751878688,-1.1898620276352503,1.1666619317096334,5.121267138698304,-0.4309166797612427,2.9939288380895945,1.2881359682553253,0.647273779716464,1.9225427523355805,3.046385560809732,0.3322316140242698,-0.8826105102128778,-3.8420159394952016,1.9591911684735557,0.07527355655655299,-1.0982826107263186,-1.9070173438973619];
k{43}	=[0.6144787390324151;0.7236035902134154;1.1921922646785827];
x_a{43}	=[10.148552200550826,16.377741992238906,19.148030802195958];
std_x_a{43}	=[0.7783562776180045,0.9847576649674161,1.608534778766199];
pred_a{43}	=[10.148552200550826];
% Application starting next step
% ========================================================================
%
%  forecast from 4.3 to 4.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.4
%
% ========================================================================
%
x_f{44}	=[14.814967486972712,15.495020725827686,34.81784092190878];
std_x_f{44}	=[0.369270605899744,1.5872418440952478,1.7390043508700048];
pred_f{44}	=[14.814967486972712];
obs{44}	=[14.957414510161763];
sqrt_r{44}	=[1.0];
hpht_plus_r{44}	=[1.1378394258303384];
xi{44}	=[0.38260410273370304,-1.3921515401355986,-0.6486012511212351,-0.010767801292132617,0.06383583654512393,0.1527713137900779,0.16417723834654652,0.0856659962728834,0.12306562838072388,0.07074017315985337,-0.7985466133781678,0.11136810627940186,0.3672368010770253,0.22087489726795617,-0.29678084939287075,0.09182802015536495,0.2653013730967899,0.21326358231345388,0.07395324569391448,0.08179696255955982,-0.027394033999023293,0.3677202662881065,0.17713081099831562,0.17639700947481707,0.2792757498994689,-0.008445575232522984,0.03135535493795416,-0.3032439058492127,0.27044450745620807,0.13138605004828996,0.10638980434825385,0.14789068473726807,-0.03253948436920595,0.21977292760148792,0.17322734309241206,0.1283213869482438,-0.05867264358424862,0.22430544954283071,0.16679132379618267,-0.1709030172525683,0.0010034462831072233,0.25980986486408675,0.03949209878912541,0.2477553378418751,0.26759063881043055,0.31413513090991785,0.3465144773745461,0.22016113340438004,0.03378935326890797,-0.038497534092011065,0.13240380315208,0.07603354118090166,0.11929822648835575,-0.015348401924013544,-0.18488435235444634,0.21055318474360973,0.2295123155999228,-0.524243114901429,-0.9051074840316886,-0.03275558464246231,-0.039099325392555784,0.088587963147571,0.30534139156513085,0.052210234363750274,-0.15597327447703968,-0.19728401084572766,-0.01926581497242097,0.050101470231364686,-1.0311328915202456,0.24340536075790276,-2.126865442058037,0.3497587537562783,-0.013642775338157165,-0.0758754591675892,-0.1928998372471522,-0.2777374942223805,0.22047651066096208,-0.17190362369668044,0.28307481578628213,0.20305235229911212,0.2050204866298504,0.016293191090703374,0.23979952776297786,-0.10314409461795293,0.16192033834576414,0.2095647598869732,-0.8610067988092638,0.14037192512362395,-0.09000048619322953,-0.11007732038877194,0.13778731642058695,-0.12213161787297544,-0.31935478899144165,0.17687986270524547,0.010787738423129412,-0.038036233343403225,0.019113492796625664,0.2279902898902506,0.19566769183402144,0.2901645036759817;1.1016546286063225,-4.190179249858232,2.5554508293002876,2.529351679316605,-0.19246642534470304,1.8319994995211886,1.2694835448427035,0.35875374116949565,0.43469118144967744,0.6203561725166296,-4.056178403500352,1.8592622766034808,-1.1065275967002624,1.6100070875070642,-1.9854838974854516,-0.5241023138506122,1.1703831772230444,0.31495521933727844,0.8039670944158317,0.03119446721260921,-0.4716310029914297,-0.014454553791020786,-0.4924916884794648,0.5908996404014175,0.15476616041979518,-0.659399978202865,-0.4652072591502314,-1.0362544907657902,-0.40173953815320473,2.288455975153095,0.8814284159154511,0.5122187161178751,-5.761656690578354,-0.0967082782033124,0.8958050307489245,0.006967105718016953,1.7527047009858627,0.3924470254475043,-2.8966649576890635,-2.5897143999088286,0.04777988862672444,0.363474568799651,-0.345185886178049,1.0724060480744058,-1.4122960050719264,0.054368387182456956,-0.08009866625783602,0.5640172132938766,-1.1579351466512566,-1.0073239764871058,-0.38959776234557886,0.05337992365189059,-0.15675917639896753,-0.47786012347730633,-0.9078367672879732,0.6978426859796372,1.2089904710216963,-2.068373007324082,1.9297768159322786,1.6993528752812779,2.379275897735589,0.9059789959067999,0.9167573825423787,-0.1184299905780204,-0.36019592250111465,-6.4343481807108684,1.7735490865873906,-1.2400773014077782,1.7858681812718338,0.9163983511507077,1.1272777520701744,-0.011860118197526859,-0.733969784523488,-1.8298870645304266,0.8507798987001038,0.1234066503823037,-0.8404531083779574,2.2749512366681017,0.21057640044489645,1.2365185867079909,-0.028032510697526547,1.7893422549134748,1.6277386473914888,-0.682914835356291,0.6762461103791715,0.049540937545957675,-2.3110508301930093,0.9523066309336308,-2.21229678824095,1.1356378269496474,-0.0289488577757826,-2.8870409981377207,0.9646209614333898,-0.06701977954150351,-0.8633238720501968,0.880871846744192,0.05866305854952536,0.5103526728122354,0.6854049997863356,0.10332056957212288;-0.07727740103228342,0.6543180829198576,-4.558403167015307,-2.731781462157784,0.40733413862015055,-1.4778226253454392,-0.8318275368443935,-0.07417065565859104,-0.05297425515668408,-0.3898682142051868,1.9623738066700867,-1.6125512070794343,2.0700369358427437,-1.0567117322647022,1.2675360238052988,0.8226836286028387,-0.4680471536080404,0.29035525983191235,-0.5779718470789277,0.2548593607934606,0.4677587573309765,0.9909522269947502,1.0085749188135367,-0.09207746672444017,0.6267937320705599,0.7008802447502234,0.6033211481162937,0.34057645142477355,1.151549896634343,-2.0419657739386423,-0.5707054972768191,-0.09393077206866707,5.190912714350084,0.720625827655553,-0.4276715356610765,0.3857705421825628,-2.000746270555723,0.24551535856823392,3.230255456568514,2.148624147554905,0.014939488197327933,0.3635834811552954,0.511884487230077,-0.4051886278187027,2.115289740309393,0.8060540847718372,1.0143938143782023,0.05188563655258349,1.2968563112555174,0.9701194855467037,0.7980354215611598,0.21582411917260202,0.525287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k{44}	=[0.12114136907301318;0.09474946767088173;0.24043925880998804];
x_a{44}	=[14.81628503833655,15.496051234986604,34.8204559746838];
std_x_a{44}	=[0.3421035003810388,1.5713533410439269,1.7432032481388073];
pred_a{44}	=[14.81628503833655];
% Application starting next step
% ========================================================================
%
%  forecast from 4.4 to 4.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.5
%
% ========================================================================
%
x_f{45}	=[10.043172092348236,1.9830529581765217,36.587073536796645];
std_x_f{45}	=[1.0192770402813347,1.237036171205104,1.0128241017982504];
pred_f{45}	=[10.043172092348236];
obs{45}	=[9.880904579855688];
sqrt_r{45}	=[1.0];
hpht_plus_r{45}	=[2.040604658005371];
xi{45}	=[0.40769883849321076,-1.7307598745317794,2.224438642993819,1.67289979163432,-0.16021797267845095,1.0765487897497117,0.6693047265796537,0.14548702107074796,0.16415427035033048,0.3275975158035376,-2.079948013646595,1.0864785606419662,-1.0155027982333031,0.8644920974419961,-1.0387876119907808,-0.41772308372832256,0.5733282834959041,0.027874951687689276,0.42954183982893035,-0.005388963661864921,-0.27783321883685197,-0.23468074251648652,-0.47576571916266275,0.23082808006658695,-0.13520038703694048,-0.35449200143966664,-0.3201044264835602,-0.3347557163108501,-0.5898772176033251,1.352318608021962,0.4643146110688523,0.2061769745664943,-3.6265987685769945,-0.2342985604349046,0.38325791751861615,0.0012171475308395685,1.1888869381186318,0.0753519193498633,-2.0021564341448084,-1.5353927961825828,0.012965893687601593,-0.029480324942340985,-0.23220072945336412,0.4716917134620644,-1.036420422486474,-0.22368021583667996,-0.2903567436256793,0.21088348909750643,-0.821044068591835,-0.63966908707099,-0.3740770634635684,0.020605724718413043,-0.15374089923874834,-0.317044862374658,-0.41284192255928787,0.2468697113205014,0.5746341589729358,-0.9667837568284536,1.9788895135999383,1.1164197124432444,1.6769761649313928,0.4471255232377356,0.3313625061368004,-0.12140019058193907,-0.12732828514728745,-3.8958464588145123,1.1886327023474283,-0.8474085755594896,2.093926807409403,0.315872563421042,2.5141686575481295,-0.3609456791612473,-0.4681318039151474,-1.1319764926812361,0.6995155397873116,0.2823175859345355,-0.6167022666811182,1.6474361557857868,-0.08363185707001008,0.6127586912712282,-0.16272743968673353,1.138837024776933,0.8369141868911569,-0.3250839280750011,0.2926162432433266,-0.196076640442568,-0.8720041761235873,0.451362130937742,-1.3278553525989718,0.8087410459615789,-0.12550293358797404,-1.782685558141111,0.8900636186351285,-0.18894779317785648,-0.5914189743441121,0.5147306029792649,0.003617707963735839,0.16020771859394323,0.3475103870445082,-0.16735219869199724;-0.07242249716027027,0.032050764480323624,3.0205500496704456,1.6592025258306549,-0.1337113884151686,0.902192107565442,0.3886766851647476,0.01844436774143765,-0.021829083472039157,0.2136069189235934,-1.3954342353177491,0.8123670794013675,-1.6058505057790795,0.5708478375206971,-0.5623658327987671,-0.5338313152200294,0.36400762149222454,-0.23944057450755474,0.24693288146476422,0.1133842126413207,-0.16836940483201923,-0.475039967424286,-0.7485426189999898,-1.69880622170826E-4,-0.5182857976027557,0.0041100652577696906,-0.302196169112682,0.622251429725716,-1.3967662812953088,1.0251991894090289,0.3140104838610134,-0.012233650736308777,-4.096726300471522,-0.4697713311870082,-0.052109702104228495,0.2733052274380119,1.220638840407618,-0.18074308761149616,-2.4959453983848086,-1.365008862907666,0.013705281008103087,-0.5690712216743259,-0.13883629078399173,0.05806897938425215,-1.0832447139384969,-0.6758072891577445,-0.5969637789275735,0.060264648953916256,-1.053337176963308,-0.6454631946113436,-0.5887280811637843,0.18482800991948545,-0.09835777898359832,-0.3289315096570882,0.0299249522881595,-0.11823268342778936,0.21129308324234075,-0.3243309362471598,2.9862367850260734,1.066915333470978,2.1049573474958754,0.10387524047996899,-0.10862578636029685,-0.16168709305923357,0.08674159004957915,-3.976689797142428,1.3041572484128847,-0.9480833769125814,3.6733377106626968,-0.29621030149549954,5.56028298857642,-1.1294578825154598,-0.44661079192827735,-1.0879280760007382,0.9850641108412417,0.6974931276409462,-0.5184647603469372,1.9381824897450846,-0.40652260285705566,0.2632839775711815,-0.2995273839827175,1.099797230712919,0.41881350135312645,0.050365747936478966,0.06622446295214135,-0.7142134314717681,0.25778980668508766,0.08684036669733675,-1.129243616020548,0.9374193739810914,-0.2624188219346326,-1.8026284642378698,1.3759849854395478,-0.39308995451315054,-0.6425017063683847,0.2297637006163431,-0.03137106506342269,-0.04648514657690139,0.3691324409740473,-0.5526642098264631;0.7430369518486515,-3.1696312311289745,1.8317204081234735,1.789690669835366,-0.21509304888400038,1.235998757754011,0.87794997893009,0.2175912546627785,0.2718696788716173,0.39515603269703803,-2.5501178394553037,1.3289958950987284,-0.5864901196980981,1.0949760456570061,-1.4367151092818915,-0.36930506075601954,0.7097471828419231,0.19500082378818462,0.556112427984992,-0.13315389278173484,-0.3987448506462101,-0.10880412190892486,-0.3032044625957582,0.37929370521862893,0.11780810186580482,-0.6785866292026768,-0.3748683619773985,-1.1390351087185238,-0.001260575950176701,1.6614842457837966,0.5773721161983048,0.3362608262152733,-2.853318829867085,-0.08756776854804116,0.6956085118683148,-0.25601935854564317,1.2025815231296946,0.2350225050256327,-1.5467791793934325,-1.6566067741332517,-0.015481715734580348,0.344143563197683,-0.34572263501154055,0.7627864669582678,-1.0403910237012823,0.07143098542853465,-0.10428854444973723,0.29167702180462385,-0.6640185640829444,-0.6660105493805659,-0.24861449415745085,-0.14074256513050187,-0.2385596693246015,-0.3447272867583351,-0.8038483119765729,0.5070224053516554,0.8459750194503215,-1.4841429609524823,1.383863130327093,1.187174673557358,1.4836093500773515,0.6941608971572961,0.6388672434175078,-0.12518498856919535,-0.3212895251962564,-3.3766069267141816,1.1505693528323633,-0.7996574219291617,1.054384246738124,0.7507330976490039,0.3876343762976333,0.1762554091465205,-0.5258862821440999,-1.179082938632952,0.488116234189107,-0.04669690713473784,-0.745612753972118,1.5463487344923976,0.11686479182656484,0.8679627257734595,-0.0890237460220007,1.2196723563480987,1.152760085714256,-0.6525295785999177,0.4388808511982276,0.15835942101578837,-1.7939434579293518,0.7119260114043655,-1.4986894621578344,0.7316993546882458,-0.06091691364241569,-1.716820091870808,0.5346325396628515,-0.06615046763893417,-0.5761591596268616,0.7176458492429774,0.005268452536121515,0.2805700001145226,0.30418851121955726,0.0776404636976622];
k{45}	=[0.5099491731154484;0.5605848556940629;0.4695053761565366];
x_a{45}	=[9.969979869121262,1.9025930730374874,36.51968614975971];
std_x_a{45}	=[0.5853102441253641,0.824598288049192,0.6763392495120629];
pred_a{45}	=[9.969979869121262];
% Application starting next step
% ========================================================================
%
%  forecast from 4.5 to 4.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.6
%
% ========================================================================
%
x_f{46}	=[3.284170519122709,-1.2057609927565134,27.891780518212435];
std_x_f{46}	=[0.47744183857230926,0.5004250133943943,0.580589905665579];
pred_f{46}	=[3.284170519122709];
obs{46}	=[3.135566284236821];
sqrt_r{46}	=[1.0];
hpht_plus_r{46}	=[1.228629603428233];
xi{46}	=[-0.2592499309231444,0.8045685842041994,0.9025050746269629,0.2524168671526965,-0.3969171996754848,0.1898248464208585,-0.04391761523772608,-0.01687210355478186,-0.15834757900837193,-0.15961746454422743,0.17020160478703827,0.03571643998974139,-1.0697683043766095,-0.1633696750964364,0.05662004405794674,0.01697339748820248,0.06840522124516468,-0.11536343739814825,-0.41398674010126957,-0.7796434777653172,0.06769280146303824,-0.1673996968391709,-0.27988588042212514,0.012546228437253948,-0.022093903965133332,0.3477195659778367,-0.003685053801718574,0.7645510257709649,-0.6854820375725148,-0.14451620590322278,0.02971678085441054,-0.07784549165563615,0.46895009094577045,0.5029216785874127,-0.4903723724602549,0.5902903456199744,0.27966369803343927,-0.28813632317659765,-0.8403486718237674,-0.33579236383449773,0.019252785773213876,-0.30852178623652415,-0.029121366659834003,0.0491713218643115,-0.6149697084284425,-0.29335850278591247,-0.2842538136455568,0.04853246716443227,-0.12035599744173942,0.2143820916117405,-0.49708117030087173,0.2081489112048236,0.03390045211710735,-0.14530937418702727,-0.5655072407039348,-0.22154357804103375,-0.285775374703221,0.21595866953998222,0.9125542488520191,0.3124344474551788,0.36486015143238815,0.01693590067542905,-0.4013208188750754,-0.02910493590478236,0.18189794601414055,-1.2317465268689456,0.299041222921288,-0.6236977999843094,1.340934934263486,-0.11443933789307525,2.4586132044244167,-0.4027759333067671,-0.045364012379792484,0.20925274696659946,0.4253231440580154,0.3364197925140746,0.14933002018026365,0.2209907875216226,-0.3518342595355315,-0.24773754771368495,-0.2300480396532527,0.1974987378122397,-0.12766799535641393,0.13688215497468148,-0.1811174078437623,-0.3549485458952142,0.6559681185175807,-0.1306411081222092,-0.20362665126680257,0.24773195034814988,0.36060582582342793,-0.43229826792904236,0.8760848767071394,-0.1296549938304783,-0.15777195714846126,-0.12323161111965364,-0.0501990968139685,-0.1243500639868107,0.12099729298885809,-0.2030021456912392;-0.4805746515649476,2.0398854354211293,0.3980202436394604,-0.23141466558408208,0.03358335750775154,-0.28678273776159124,-0.3190048469782947,-0.09818752237156336,-0.16337421206474678,-0.1190156058080194,0.8888098476079299,-0.38161564797902603,-0.6321339631088683,-0.3585871163323877,0.6087649341262704,-0.02266044006403667,-0.23054447543713708,-0.22681686519908473,-0.22673458817671688,-0.03037104394868284,0.1857217590838809,-0.16871854966690902,-0.1991443323150972,-0.21359719863392534,-0.3217920390954978,0.46227900197566807,0.10166586845320813,1.072833939277933,-0.7364691667300798,-0.4633976682256473,-0.1662285935481771,-0.19457406179979153,-0.3823140137532799,-0.254395349628888,-0.462301820592939,0.29582678421928466,-0.09505785910831999,-0.23223079560350035,-0.42859162117896066,0.2766786464548736,0.045916860757055034,-0.495476417728983,0.15644441326162406,-0.43688457809283565,-0.01793892138080344,-0.3871290393087823,-0.2403404956846551,-0.12604487734717007,-0.11468759942125728,0.09942537710479771,-0.19201714754674315,0.2133682654093485,0.12064132485708745,0.05539814066002857,0.3537461777128815,-0.35986285576175936,-0.394621457761132,0.7814237416662306,0.7034014807138156,-0.18243985373976357,0.2204348738681905,-0.36597781417987596,-0.44574548752822896,0.018070226455269456,0.2752325144867276,-0.24583341340894438,-0.01293806113651752,-0.08606187344387894,1.234665796446682,-0.6106556922798969,2.458714849011636,-0.6885156720341177,0.11149576005216044,0.19523973492533853,0.23569507437228154,0.4307615266895177,0.22695873701799862,0.09378656028770505,-0.28524331872594644,-0.37882978577707904,-0.09372946883175803,-0.15971626627405877,-0.47464362929296966,0.46215775951912497,-0.2199305883414835,-0.4605202564836268,1.2943177095824145,-0.3781125048547511,0.32879889906692394,0.06455753709651946,-0.11388851307889092,0.0905139944104465,0.31693985216830656,-0.142068104136865,0.039452302913609794,-0.29862006933641494,0.005099762512451589,-0.17847438410845107,0.03234402624216215,-0.31549349774783564;0.10959851773947804,-0.9840308078797548,1.1473508108126325,0.7173443596450397,-0.725152009513554,0.6368376800148923,0.28679361012363813,0.07934502169102586,-0.09622830218503609,-0.14489263042700173,-0.721512433739683,0.502834127975369,-1.0833754056066098,0.15062079912707205,-0.6355617968737235,0.04117584517783257,0.3648926205271401,0.054803710099786684,-0.4416721702093973,-1.349658657482376,-0.11972989934714207,-0.11130174956932848,-0.2558530276352542,0.262278735787735,0.30730554030653323,0.05066249920628607,-0.14174548409827992,0.0772664771756375,-0.2864738373893836,0.33080334974635406,0.23633166181915044,0.07847460952148921,1.3367137782082956,1.07301350804617,-0.28452168996840044,0.629399233427133,0.5807883823332425,-0.23356078071010344,-0.8952733367187342,-0.9071489251657461,-0.024231784671204792,0.03791563604802661,-0.2558432522269243,0.5518816711817678,-1.069322136197819,-0.06368598023918537,-0.21515835610193434,0.2164144644703896,-0.0829379420193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k{46}	=[0.1860850518254565;0.14078819057073874;0.16400623296228287];
x_a{46}	=[3.2895610636287755,-1.2016826156931468,27.89653147961092];
std_x_a{46}	=[0.4240578178188076,0.4749982074064784,0.5465689553756977];
pred_a{46}	=[3.2895610636287755];
% Application starting next step
% ========================================================================
%
%  forecast from 4.6 to 4.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.7
%
% ========================================================================
%
x_f{47}	=[0.6451730588452023,-0.6476892314390164,21.236205291902596];
std_x_f{47}	=[0.43128082802443807,0.553767216650247,0.4068382335798894];
pred_f{47}	=[0.6451730588452023];
obs{47}	=[0.5109705493048241];
sqrt_r{47}	=[1.0];
hpht_plus_r{47}	=[1.1869754672348574];
xi{47}	=[-0.3102565820862328,1.598715921790478,0.49874887278845925,-0.19376435837226663,0.02120571749375666,-0.28161767274980715,-0.29609142868676586,0.2948328647768452,-0.1604570786453573,-0.14370681680745934,0.6468772237436542,-0.15865638678283733,-0.54734200965087,-0.2559944201263999,0.5281390796334782,0.07679240375537011,-0.02926230495110449,-0.1409697896383828,-0.7511997732441505,-0.18786988460010806,0.24492163234569853,-0.20893740719010812,-0.2442890644719981,-0.3377904525023841,-0.2606342651684902,0.3775305998831491,0.03917099377483191,0.7127737572317956,-0.5819447670120526,-0.3627958302101891,-0.08127712157289102,-0.23541714341425296,-0.19011653619619834,-0.10622626167104188,-0.3779058073411688,0.2792859979838116,-0.1714531688334056,-0.006416269574783584,-0.46120738558334606,0.298755911367969,0.07074440070482468,-0.43855921650829466,0.058836538665400506,-0.0987920904981241,-0.05610661843476672,-0.423140812762684,-0.25405197520820005,-0.038660673108036114,-0.12364496395618685,0.1687641921406704,-0.3197590560025637,-0.02625336758721397,0.2335589053125704,0.021902037250790873,0.11826969439197277,-0.29876614942149105,-0.32725630696691616,0.5419625112564268,0.6558978201921919,-0.05670566943454902,0.6376812131818552,-0.2790393023122308,-0.30616327170727897,-0.11808644574240601,0.20155797868396774,-0.05974573295883767,-0.30490488623546896,-0.01795931365475767,1.0840776263865308,-0.49199905269490224,2.001438233930012,-0.6192047456876077,0.27086071107293386,-0.7622616105004215,0.24148117912951217,0.19367948893451725,0.17138237995300054,0.18943288757919297,-0.28168722209110647,-0.05567833221575624,-0.09824870835220112,-0.1146692772476049,0.06775935521749221,0.35892170449212335,-0.2073019732105006,-0.2753335086511059,1.155720864045615,-0.3151682611878868,0.23893608145409762,0.3998703787377249,-0.027181289362266492,-0.04354587446590463,0.23041952998711723,-0.4268362229091942,-0.0552562379153283,-0.2213525781869275,-0.05199396157330005,-0.21621868204727368,0.23600317589301223,-0.27177648727948595;-0.4544793141301984,2.4130970529670455,0.3240691643135577,-0.415965399076883,0.18970734154359714,-0.49495708029661656,-0.4392866393021422,0.24944569903097435,-0.18646203251273763,-0.1371119283282637,1.0648410138397693,-0.36120191315273154,-0.4955698826200088,-0.38033282980531613,0.846507366925644,0.06622314192447754,-0.17211912503377713,-0.20889228622821476,-0.7484095732788549,0.07970501742727987,0.3222161336302075,-0.22864262323212436,-0.23491852650977818,-0.4486656116279282,-0.40904978751072973,0.49473865550847773,0.10959789951693444,0.9884067229375959,-0.7076301482723975,-0.5479765934750509,-0.17583183942635228,-0.3040445339584058,-0.5763562042436461,-0.42297696989174116,-0.43241284332314556,0.20878627996114174,-0.3215387821865189,-0.010576950634579085,-0.38507091044040553,0.5898460585816888,0.0966847546524705,-0.574747261713636,0.16402644631422142,-0.33957350347143955,0.17367004182369367,-0.5128635768918033,-0.2744450465643825,-0.11482880541933582,-0.1334380455363957,0.14636281987740463,-0.23324970134442058,0.009042642180230431,0.2920617469270245,0.11502127777386839,0.5281423931647076,-0.39667591510625,-0.41817682957213287,0.8905546298067368,0.6476268727894006,-0.2731437614864213,0.5869235883088159,-0.4672841387724118,-0.38108884989935565,-0.0918752861593769,0.27996181565459,0.2621784706957394,-0.42586170051709726,0.17915402007466757,1.1573677096867445,-0.7537363900456548,2.125159621839366,-0.822360522068738,0.35666720441821237,-0.7833662446850735,0.2044861523910529,0.293028454323897,0.2454202445472185,0.15287842456267509,-0.303762054150135,-0.1488647023918177,-0.054797626896870955,-0.2732674992092027,-0.13107419748810023,0.566217007258288,-0.2459917465188779,-0.3722144380550254,1.6011656561878607,-0.4578345900901921,0.49808648451741544,0.3317991618911331,-0.21982651013936982,0.16287580046392652,0.053925522318700514,-0.45688120355696427,0.029762306904479896,-0.32217951764462704,-0.01713900041351013,-0.2561815739211015,0.21511576601615007,-0.355344017250784;0.12171149588129282,-0.4412782132053614,0.8403383328397673,0.3931679387755267,-0.44231966210985263,0.31092155817277956,0.12091329438873899,0.3542333567815845,-0.10575854156622455,-0.13851536095817707,-0.46040562820869724,0.4083733257727964,-0.6292501874426577,0.1080188122528547,-0.35306647382880385,0.0780919219218319,0.3203152028377012,0.0529469737887176,-0.6845028229205958,-0.9376361645981071,-0.010820986932831289,-0.14038663135849205,-0.2266745030144115,0.0032224275051575546,0.16023711376463723,0.022565306370381677,-0.13410126726653715,-0.0714276497614712,-0.12027782020766864,0.2052697631483973,0.16151707088243938,-0.0320640317202141,0.8818003769035485,0.6699185654618098,-0.16342838055486553,0.37949420943923684,0.23803698015085217,0.004291466556662016,-0.585121534172373,-0.48051569431302,-0.0032977804367497754,-0.006809685291941037,-0.2267138278967913,0.5073370039911218,-0.6752722172996002,-0.12615248201802132,-0.18422451780241644,0.16138085109144384,-0.08913669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k{47}	=[0.15752260463346376;0.19470173387429018;0.046139569454479626];
x_a{47}	=[0.6393760149915589,-0.6548545172865682,21.234507293649337];
std_x_a{47}	=[0.4050262865420291,0.5257651459130094,0.4025363507309345];
pred_a{47}	=[0.6393760149915589];
% Application starting next step
% ========================================================================
%
%  forecast from 4.7 to 4.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.8
%
% ========================================================================
%
x_f{48}	=[-0.07244794281042483,-0.44180760723564133,16.284742207489884];
std_x_f{48}	=[0.5974660564039166,0.9059267264153607,0.319227372375553];
pred_f{48}	=[-0.07244794281042483];
obs{48}	=[-0.24040524418767129];
sqrt_r{48}	=[1.0];
hpht_plus_r{48}	=[1.361360229297556];
xi{48}	=[-0.659590428620741,2.578404015001004,0.6334921121587873,-0.5334042105087269,-0.21346060585610704,-0.36010346682676175,-0.46854536645275796,0.1521932470931741,-0.2161545332851375,-0.15919223752014433,1.0153121236188645,-0.3325894854765348,-0.5050809421014528,-0.3798274288979741,0.7647308988108681,-0.07128619235068256,-0.18835026794069204,-0.17873816835384004,-0.6862878511398101,0.02915612893241991,0.21769603101894983,-0.2989661118215788,-0.27816124191301084,-0.47725376336319086,0.08030564773993562,0.46070529876867733,0.08766738548792577,1.5157924097884998,-0.7220945866901209,-0.5902266962754501,-0.25396690247703335,-0.26495972642142124,-0.19487362070670605,-0.17300032533838217,-0.6918102485144577,0.27936702466363295,-0.24966363753384851,0.5882190684894941,-0.3737519532871949,0.2866320208907819,0.14036407246253008,-0.6529710500231158,0.03994326540840316,-0.3846902335175224,0.09041368253061943,-0.5344509164033002,-0.28101531502588906,-0.12830191299659466,-0.1455498514812388,-0.12371790254887097,-0.23958504523039192,0.28869994187922715,0.21288614289859134,0.26611312398762976,0.4515147084544989,-0.40969446685516725,-0.266879365356585,0.8118407153442939,0.7814799887694337,-0.24268873995389767,0.5758813444920932,-0.44555000984260756,-0.3812377098921834,-0.11688163172983415,0.23126445148769767,0.23922376705691964,-0.4447010380672895,0.07297302350008872,1.1530996414889574,-0.7949549073797937,1.9953313966644681,-0.9559284573126596,0.3509507967125945,-0.6848350167585013,0.2270839084258218,-0.1637238975333421,0.7417888487478774,0.1646717552608845,-0.3489401172242853,-0.07227780209320317,-0.12774362323510124,-0.22088667556605313,-0.06353160620605827,0.5036992842737269,-0.48303936110179163,-0.6547529410095501,2.170794784112568,-0.3782985680809295,0.4225515730228283,0.6907365649119761,-0.21301079042814652,0.13573810156962723,-0.058388801876303076,-0.5714248639809258,-0.04464396883821739,-0.4138827334139348,-0.08188226064812712,-0.2842568606140784,-0.0925361246155644,-0.4205237294115583;-1.0057895896597873,4.0149058530100685,0.8653458262228099,-0.842738416250471,-0.29172730262171725,-0.5831991272013868,-0.721008571427491,0.20218259906438535,-0.3241184179076106,-0.23372254018661592,1.6195915828470402,-0.5331721062032895,-0.7161525380778277,-0.5814671222101078,1.2143285316271073,-0.10794870930414907,-0.3110462238138801,-0.27703327364709956,-1.005541814137551,0.11476387184332804,0.3381352595097252,-0.44329298173731396,-0.4089868636133516,-0.7329925822453267,0.09844381335715552,0.701816553154988,0.15163091853818567,2.307901915924678,-1.0883292426234,-0.9099408083545661,-0.40121638268581966,-0.4009607075166805,-0.37267926922165057,-0.32702355817781686,-1.03933093726547,0.38176175142097074,-0.3987622513303933,0.8930418636086543,-0.5175760693181111,0.4936534818029502,0.21666441475260603,-0.9897474457699853,0.08916342375317743,-0.6274045240752333,0.20070947588299015,-0.8048168127440409,-0.4167824994067953,-0.20677493487600102,-0.20912762359672782,-0.20155503018435078,-0.3207875323527956,0.44751282689259164,0.3252151219711603,0.4241779357590053,0.7899036368971466,-0.6243921382362492,-0.40456700746768576,1.2947030429765918,1.1238913021240626,-0.41031786468798953,0.806254367214635,-0.6936652043901632,-0.5763401371778811,-0.15748667084983398,0.36332166024344037,0.4488150355081256,-0.680883780440185,0.15633549793947943,1.6670432019573478,-1.2241978723698583,2.805778280256073,-1.4539832608595937,0.5361829378829869,-1.0074913642362504,0.3131533292008753,-0.23374091986437978,1.1275476679543874,0.22756860237320614,-0.5119844539559195,-0.11985420401169017,-0.17164860608381677,-0.35377658574644005,-0.14165270438837158,0.7985712502755253,-0.7309517885689032,-0.9999983040832097,3.29753987958908,-0.5866886635423714,0.6975501108003463,0.9919877776651802,-0.3644647893468504,0.2616940555519369,-0.14020962284265664,-0.8536626940662726,-0.045818046320974304,-0.640557777149273,-0.11161694622306623,-0.42849482589041316,-0.15026720176854985,-0.6373214130403333;0.08422207185936514,0.13800098908225067,0.6507589183380098,0.2832966849688354,-0.4151789321728483,0.24737818828800684,0.09220047853839475,0.20885051040144376,-0.10218752636206929,-0.12776045626115007,-0.3288413700288064,0.3008840578563152,-0.4534116139629454,0.07826732720988616,-0.28434424910237155,0.00946052818345322,0.2125175879853174,0.027393538096553982,-0.45367896316457035,-0.7351702486890215,-0.0612111341567001,-0.12845424893149016,-0.1891243137211127,0.007873065673695834,0.1687361854574405,-0.0215731576276319,-0.13530244794064927,0.1390358123134483,-0.048655824147733284,0.16664698559608482,0.09016132691760248,-0.030479788222958604,0.6956131620503037,0.5120563756184104,-0.1280401303363803,0.2543725234688523,0.17717727273866046,0.08247770325337456,-0.42918584340260324,-0.44757449936504834,-0.031612356648931694,0.013478614460527893,-0.21612903571331188,0.3600302334642649,-0.5436711537926104,-0.08055837046000036,-0.15463414590514546,0.0939109424026654,-0.09075840961387271,0.0594990207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k{48}	=[0.2654405656348674;0.4020516000418749;0.031889563890483655];
x_a{48}	=[-0.15869921937665946,-0.5724487685297678,16.274380130434633];
std_x_a{48}	=[0.5149317286507208,0.7806320028764445,0.3193634120155605];
pred_a{48}	=[-0.15869921937665946];
% Application starting next step
% ========================================================================
%
%  forecast from 4.8 to 4.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 4.9
%
% ========================================================================
%
x_f{49}	=[-0.5424334117753526,-0.989732241279513,12.56404365378257];
std_x_f{49}	=[0.9547765589117415,1.6276850556454299,0.28465525338181485];
pred_f{49}	=[-0.5424334117753526];
obs{49}	=[-0.684277161354851];
sqrt_r{49}	=[1.0];
hpht_plus_r{49}	=[1.9223402409379626];
xi{49}	=[-1.0312392474935317,3.8098643654207907,1.0020833026848928,-0.6629988249749774,-0.4615630016011951,-0.3336582623442431,-0.8203347792516904,0.35246980490619895,0.009303446071938226,-0.10610432885656629,1.6996552511507497,-0.6937371920196151,-0.606306765280608,-0.532188512966947,1.6894379780423374,-0.03615672926108737,-0.5886482604299645,-0.49815558466119914,-1.2173255729226609,-0.3017588966413618,0.4475930807357764,-0.3042258942244126,-0.3735600460917964,-0.5704706964565971,-0.04383959066425236,0.42531122392380927,0.3840878420167265,2.5751620832442006,-1.0602320623529262,0.24873297403483852,-0.6631092344467633,-0.27887743432366885,0.11694050368402714,-0.08832241785745298,-1.3729495985209461,0.5988196702863252,-0.25456502804243963,0.26046919420655024,-0.1867018481379431,0.5755860797466388,0.12478168644517257,-0.8414464801076067,0.37467708345760553,0.07059268562101689,0.06614944333083012,-0.577811414865939,-0.29303559922224565,0.37910386138332497,0.004673706288578217,-1.2794873659731651,-0.6002614641173838,0.5513496422593376,0.4999633526632237,-0.03232804386846533,1.981293314819903,-0.607500561325953,-0.06325139858982876,0.9767381545779794,1.3093094012696929,-0.396768948157855,0.335621264544923,-0.5385332285459294,-0.7347967391596169,0.3509270755942047,-0.15769034302749396,-0.060856008505883685,-0.6159751279952015,-0.036154168191818936,1.4383892116057726,-1.2786381817322672,2.63389065737584,-1.0809522102805287,0.3303603707552395,-2.9846855189811796,0.4944538288178502,-0.23850329950809357,0.3723467486692295,0.31669940203910135,-0.7428158139891077,-0.3203417840342986,-0.13977432037127524,0.47525489247861674,-0.4605287057344687,0.826928221132353,-0.7739375076588177,-1.014156498302915,2.904329474765767,-0.059045872945979405,0.7615480116855977,0.6533208447650107,-0.2043574508261936,0.4489174019184289,0.2478152271121572,-1.490690950225441,0.29432292401524873,-1.2942101021219805,-0.3087953415612562,-0.5069946372468666,0.07601913274824562,-0.6739389252961616;-1.7508891393052988,6.478223724404898,1.687366377647238,-1.1309503067007483,-0.8062604415099343,-0.5750314783922729,-1.3974409871052447,0.6061114037740898,0.013486912149026087,-0.18364909869891244,2.937881526992051,-1.1786462525335768,-1.0403895090845499,-0.9078326878674196,2.913078916109088,-0.057207225210636925,-1.0063463269195174,-0.8492752945166137,-2.0921757710245465,-0.522345223732324,0.7677051942502355,-0.5191129029257194,-0.6439559548014694,-0.9747838991890755,-0.07942638708079952,0.7208271504828371,0.6666562395846036,4.3922589145858835,-1.8135247663629896,0.42463278847409325,-1.136683898675844,-0.46886510477390064,0.1961591293226741,-0.14690859637666775,-2.34894946267573,1.0185621980504727,-0.43496475518298927,0.4522592260137973,-0.3140757697056388,0.99929170675959,0.21887130938868893,-1.4356036201581968,0.6480152727004767,0.12063024704951764,0.11720620620673405,-0.9921668004141907,-0.4995187231719126,0.6477208653291778,0.006497943760089275,-2.1844733113330252,-1.0334312042642302,0.9465072637913887,0.8602085207969195,-0.04951122199517999,3.4466196976665957,-1.0294731714729712,-0.10614009414816616,1.6932010054929403,2.22305289496552,-0.6724238504903245,0.561438405297378,-0.9128155658694804,-1.2595683508170508,0.6099567288146798,-0.2698417525580187,-0.09612027461370498,-1.0533948485720641,-0.055643824031270106,2.432122603045638,-2.1749529886295584,4.372681666188327,-1.8387397488921722,0.562972182554015,-5.090757571646787,0.8433090879107745,-0.4071121098246472,0.6313801167567614,0.5399638406440476,-1.2710048163256262,-0.5333556408289736,-0.24156513292648463,0.8122070018381207,-0.7896924877490389,1.4265179664021206,-1.3289484701834495,-1.7355290224650246,4.933512542755709,-0.10011237423483477,1.3190332917305092,1.1094218667882874,-0.34102133460560025,0.7818195683839695,0.4181561982572556,-2.5531515124350386,0.5076069156394909,-2.207439507850971,-0.5340387278782172,-0.875967557449361,0.1440687026195434,-1.1559944631872767;0.18200369303596453,0.8304442602246791,0.4068336030984412,0.25376119569338407,-0.33820821331697104,0.17105954524280165,0.1314410755976123,0.07089208399669467,-0.13570826893975863,-0.15278400689233784,-0.25569720242186733,0.249791361787155,-0.32335954241779774,0.06282404683120824,-0.20676712807787112,-0.05984436327404552,0.1558604597231561,0.005483640864122563,-0.1948897972387158,-0.6236339156089041,-0.14412530550079516,-0.13312168073481523,-0.17219676508448778,0.025979676315937894,0.0495347520201026,-0.1356841977043981,-0.19367270949940796,0.3360701176135663,0.08666111868094184,0.099317008912859,0.08396459815251056,-0.05592670127309951,0.47470355915148055,0.3416857922860448,0.10663937947708213,0.1028267094309605,0.10277676584194673,-0.06974273436130751,-0.35830143012326765,-0.4404273661289224,-0.11896391017666019,0.08942546744766311,-0.24766007207442797,0.2347757607445864,-0.506529239993645,-0.030117232596369448,-0.14639280419883782,0.0010523050354969143,-0.133096298599801,0.16691771991051318,-0.3019455701297318,-0.17091885823164255,-0.11578138794447845,-0.23861534077710544,-0.498692009546998,0.027089388167059525,-0.048412120438303674,-0.35640113671112594,0.28746101541220526,0.2414830361135003,0.2272630038410206,0.1558001253460919,0.009127830404983328,-0.18877203606756865,-0.14809996585040786,-0.6017833373904384,0.0513204966823011,-0.43466832741270167,0.39764556598685274,0.37473430776713457,1.2143209598850966,0.214384305243156,-0.1318340489771419,0.5100814736484285,0.03906568280194023,-0.18598996651435762,-0.12445868273839444,0.03680633144341883,-0.10214643188726491,0.07340158272048924,-0.19267114244343908,0.11384015228300193,0.26930098656781,-0.25259444743856285,-0.02448802791002791,0.12478753476684368,0.5805014746882762,0.029681026594802873,-0.4085724866409812,0.18134172313272323,0.18124764460762854,-0.4566670247240694,0.22287392111962667,0.05058257803970534,-0.2628624660292207,0.1897455918167701,-0.14156129830831254,-0.07577436843402374,0.013385227880164052,5.627047071055102E-4];
k{49}	=[0.47980072481233993;0.8178726675539418;0.020633611347428003];
x_a{49}	=[-0.5994650261034093,-1.0869488483691314,12.561591035218855];
std_x_a{49}	=[0.5994722582850355,1.0219294888098291,0.2803444161433041];
pred_a{49}	=[-0.5994650261034093];
% Application starting next step
% ========================================================================
%
%  forecast from 4.9 to 5.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.0
%
% ========================================================================
%
x_f{50}	=[-1.350322118345577,-2.4800998567612536,9.908433196005802];
std_x_f{50}	=[1.2894668407664271,2.3387769316866374,0.46911345131655413];
pred_f{50}	=[-1.350322118345577];
obs{50}	=[-1.546062435896202];
sqrt_r{50}	=[1.0];
hpht_plus_r{50}	=[2.733257545854942];
xi{50}	=[-2.6424890594779056,4.568078393100327,-0.8742082434268112,0.49741117304514093,-0.5638384326071006,-0.6952812269551354,-1.4868576433315261,0.2758217049213283,0.9957280654856187,2.6777222209679725,2.2203297211098545,-0.8781211556264694,-0.6259892755833796,-1.976335413497264,2.060604472406577,0.1774850741972238,-0.9353426438794361,-0.6342865096854053,-1.4810300539598742,1.2567054466737022,0.7731694272390681,-0.6950555607668354,-0.4370573902899728,0.6749186438848189,-0.017881191128380935,-0.06967538368365522,0.7825820970478005,0.5413778912328933,-0.7485403983958252,1.381579185819425,0.34129747090597884,-1.2986054870203907,1.595562950868034,-0.2100521674584035,-3.678581739514536,0.9353658643956952,-0.40258400313105924,0.1717011179058996,-0.2541914446381899,0.6243068169534605,0.7820963811503494,-1.4984667456677598,0.7792642937374507,-0.03070198668734081,0.11991121743556588,-1.60464291727266,1.1315874780797408,0.5000130533728224,-0.120382958361539,-1.7456591032088145,-0.7598401842607891,0.5809741856331505,0.353753344104498,-0.5078467643889666,1.1505810858297298,-0.9945223324629617,0.006248908354499649,1.755151556508559,1.2726270023000943,-0.39369567375840564,-0.6377833864354341,-0.5670722197528777,-0.8791754272315713,0.9222210258307018,-0.016590815605436404,0.6380191555214936,-0.7787705667805802,-0.252388195966329,1.9103954336648048,-2.349564805066268,3.829381197512898,0.04565201518854778,0.0762599919962832,-3.5326254016076284,0.5451621833931874,-1.0430606994285825,0.49741803478432645,0.5239642494672297,-1.0778505837029575,0.09070310275826543,0.9416602250127415,0.4660713055247846,-0.7121023220521183,2.2853684228833924,-1.4243585374281766,-0.8597393172262764,1.3728810033006822,-0.6751814520904043,1.1717550577934563,-1.8100246536213846,-0.012090375961579358,0.31970735924082416,0.03311693008122596,-2.2510251669062535,0.8222656693532864,-0.163546825988657,-0.44555914178518896,-0.7122970878908654,1.494103041255163,-0.5074915765752843;-4.754182928978381,8.256592833026032,-1.5782821688957882,0.9162877257193538,-1.0609292755668638,-1.2739421128849626,-2.700118801627388,0.49985325980809225,1.8217475664213474,4.910555097899641,4.090117289837876,-1.5943017255659595,-1.1604876611445594,-3.577512308926607,3.7843721311470055,0.31551725555620047,-1.707970874057248,-1.1675031400346518,-2.7165341029469743,2.2987676963846826,1.4014688481623807,-1.2956712122315621,-0.8191801616783012,1.2295233699892982,-0.03199391346217917,-0.13721118832561796,1.421534235070478,0.9792158720619579,-1.3727573155999693,2.513878330687217,0.6102378605190193,-2.371968260118537,2.9182027777408823,-0.37980818879456946,-6.562100890719023,1.7057231631369205,-0.7445829634383196,0.3030102251400364,-0.4930786127201996,1.1318777021207984,1.4236291732375348,-2.7381955118705537,1.4160144196541764,-0.05692626198268114,0.19108145351469963,-2.928169982622983,2.0653746777399644,0.9037153773760094,-0.23417639477661956,-3.1637589061145674,-1.420782950859695,1.0528015606357206,0.638207660332091,-0.9564104544326977,2.1063329150650913,-1.8173633230610062,-3.3953521481810967E-4,3.2214443322761452,2.3230997796087616,-0.7115195923569986,-1.1709245491135039,-1.0365783238419701,-1.6146719925073563,1.67580791128391,-0.04296084703499714,1.1478832277531337,-1.4284980444817652,-0.49040836482293537,3.4971571075779377,-4.215659800339136,6.906210140344442,0.08204291087468718,0.11948443855143065,-6.2446729842527855,0.9898337319338844,-1.9258180873811512,0.8975489664870768,0.95077805833237,-1.9856012308668354,0.161442776973165,1.7112877121127918,0.8419561552314485,-1.29362704283181,4.194068415470611,-2.6061537066567992,-1.56034962022258,2.510172609933214,-1.2381575493749932,2.13879857988204,-3.2829761769898282,-0.02419357181254611,0.565546268014314,0.05404447324294992,-4.077537280695417,1.501679407704863,-0.29274046498870687,-0.8286799842416381,-1.3122189646851354,2.7380113653916736,-0.9337495388131933;1.1431097682391567,1.1369984388578693,0.3799800919221532,-0.00736748970008172,-0.24488792054889785,0.18413929242904814,0.4696081378733048,-0.14527347171308236,-0.36367476808099397,-0.222218888032085,-0.44408036711449483,0.3173951267891333,-0.20680547403160077,0.643822648044571,-0.42805573100062944,-0.2165631616746495,0.2610444710331077,0.04526205550038043,0.22807724788617456,-0.7369926334607655,-0.37503647235274684,-0.04859943813547929,-0.15740707915808194,-0.2024579326386231,-0.09625902066307113,-0.2446141199193601,-0.4088991787433969,-0.05510901619164876,0.15961958633035245,-0.1996589990768367,-0.11444382864327451,0.22588163556987162,0.10555161774204436,0.17243594164295217,1.8436128515389285,-0.20033880391559222,0.04504683910730556,-0.23371325730522052,-0.348915383475779,-0.5912057846065935,-0.3376138290096691,0.44851990949786646,-0.4529419468066198,0.0429232010970253,-0.5552995323159227,0.3929572865487607,-0.37116167169060077,-0.23511562609762215,-0.21551114168604535,0.6355794834474491,-0.1492761078994782,-0.3825068743615425,-0.304681468042693,-0.19786754113012073,-0.7177734873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k{50}	=[0.6341361971115651;1.149708405761113;-0.12294222564156494];
x_a{50}	=[-1.3873020831435292,-2.5471456689489402,9.915602632472469];
std_x_a{50}	=[0.7072711962344115,1.2817089982859933,0.41665081775743645];
pred_a{50}	=[-1.3873020831435292];
% Application starting next step
% ========================================================================
%
%  forecast from 5.0 to 5.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.1
%
% ========================================================================
%
x_f{51}	=[-3.311280900673588,-6.26625074876029,8.696443151693225];
std_x_f{51}	=[1.643811103759533,3.044846652883257,1.0167211016031812];
pred_f{51}	=[-3.311280900673588];
obs{51}	=[-3.7308592706469486];
sqrt_r{51}	=[1.0];
hpht_plus_r{51}	=[3.7593128730561776];
xi{51}	=[-2.3796207456423257,3.137937970438255,1.1651658738289017,2.5069389154011175,-1.5082406194935203,-0.3296016489827678,-1.562145686841876,-0.11438910114907141,2.982349274261369,2.278121322810254,0.9613705866184081,-2.449950389949066,-2.858095757575673,-1.1056742241644617,2.029178439375182,-0.5254409542769398,-3.465714331254965,-0.1473240935401452,-3.1823437735823656,0.7336929572110451,0.48379296615210254,-1.7920777237591716,-0.16820797607124538,-1.146905217601475,-1.8698666202232452,1.8030844384823386,0.3125341405902651,0.7089028916745912,-1.967394419831118,0.9894562573318573,1.1335946918056434,-1.3204441959296211,0.6684593042937172,-0.27571430898406746,-2.673541457928164,0.9698788713675799,-1.700560747172589,1.195475373690115,-0.7928575075879669,1.2448966308265494,-0.5434345347263676,-2.5491695381451827,1.1998698510114956,-0.9636231215420263,0.09126483220438386,-1.2202431491823145,0.7783554524679515,0.22263732935140057,0.25452893089242945,-1.961620109179223,0.8059537583904723,0.7580371798523071,2.339044024789621,0.5322126530265874,-0.7595830275626438,0.32042325899995516,1.9959318722914183,2.8167638017152035,1.3877099302555516,-0.9660410422637735,-0.7377506714719804,0.27234528390973756,1.8061733429655602,1.1042732602306122,-0.2638107140532524,1.3058661413453545,1.9265552281687714,3.558384451912918,0.6495336839745609,-1.1818227825390997,6.989101559815546,0.5515188417571326,-0.7377013854581342,-2.570619956604941,-0.35180871910757183,-1.1338945561486522,-1.4025202274210447,-0.035444390007918436,-0.9725320086038751,0.25771410338283607,-0.93963512355813,-0.443054772631728,1.4513643255613782,2.2359957096141536,-1.1842716601588128,0.894617562016788,0.9958213529120585,-2.3170316241173463,1.0293152378936488,-1.6878105825575158,-0.559713283466559,0.029747838232224932,-0.9254085015368902,-2.0495807735880875,0.08853381125349635,-1.3834474033341584,-0.5823249854998296,0.679295574377059,-0.498494599452735,-0.37521634527031456;-4.238799968428633,5.932126919438579,2.1584555764038695,4.722559012594296,-2.8634662544781593,-0.6463971967184534,-2.8801441574040814,-0.2638986717669489,5.621326573043477,4.285870455872837,1.7758696830930845,-4.4506427200976875,-5.242810933864679,-2.0447718357515443,3.8096738979125435,-1.0370046730116744,-6.1960030025763,-0.32638750713072895,-5.751032213265883,1.2958564362500455,0.8448699761714531,-3.343715000973474,-0.37885164847098096,-2.15937741444447,-3.46438689608737,3.351689461102264,0.5129527597708403,1.2876806969246841,-3.624630661936094,1.8233866129294594,2.087069467071042,-2.4740018966925286,1.239746619528728,-0.5450702314112839,-4.650672881937264,1.7749425025619043,-3.1624976674496095,2.190952436622175,-1.5586427858332321,2.2735467683724533,-1.078034913951206,-4.625909017723385,2.200700741552514,-1.8269318453957206,0.08660956174372281,-2.274952334975759,1.410278269079523,0.36009461407334875,0.41625416784688607,-3.564470837548897,1.4435934234617411,1.35641971352684,4.376909150710656,0.9252443130154981,-1.5019307138427225,0.5523002877671424,3.723820754838384,5.313720452542443,2.5818284673746854,-1.8178674764596527,-1.397956493415462,0.4653278664391083,3.369403593564479,2.020619735630291,-0.5599216532163291,2.3852262121459784,3.598220423840588,6.736993440987229,1.2075453673015062,-2.120056174560248,13.110756304479892,0.994887423150856,-1.4348054090814335,-4.416733291849977,-0.7100609578281656,-2.149324778943547,-2.6373158343490397,-0.12012493656220347,-1.8515998555278683,0.4307160508221646,-1.8030499381597052,-0.8790628368246995,2.709355863801331,4.202063658023236,-2.220746332945514,1.6405010059232605,1.8452721739816642,-4.242922798404087,1.864985669651272,-3.0871143812664092,-1.081569578350905,-0.03537983215903484,-1.7496621682403495,-3.7099559604323593,0.09088925693957517,-2.5639335652856774,-1.1486984291962479,1.2131572254112761,-0.9568103016265521,-0.7521621774368281;2.1604386720704873,0.25371430228367764,-0.6425585862210195,-1.1330631299176002,0.5846819401562282,0.016792789400106756,1.0476495029285022,-0.22212874709238584,-1.4123026017608034,-0.9297057034445348,-0.727908176763874,1.8516959469438756,1.8950153904272717,0.738695808347618,-1.1217211426104239,-0.025781325065670657,2.896923049328775,-0.19464096536610853,2.463439484330486,-0.9921033865874609,-0.6649055360866818,0.9628408384858265,-0.30650909345037824,0.5117059795610785,1.1011669049898885,-1.2360192007062034,-0.601548163028232,-0.5629060705138418,1.2815138065972231,-0.6808980207983364,-0.8336150757049037,0.6817753618864906,-0.26504225071165166,0.04897966794458952,2.8587519921176288,-0.7377264165497328,1.008307013632983,-0.9741131839265966,-0.011105210078030225,-1.1968770290773145,-0.020596263179744057,1.9622397796396829,-1.0518289062663024,0.4572202254862834,-0.6954339208246214,0.6911524022336977,-0.751470569998844,-0.4586342391433167,-0.5605963071979332,1.4968680197170041,-0.8837469109537519,-0.8340630795485504,-1.3556917465477492,-0.7469291548432633,-0.10738873848598374,-0.4137263814690293,-1.2262075823220924,-1.417735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k{51}	=[0.7339939415079761;1.3580827407524751;-0.36040718287163287];
x_a{51}	=[-3.649399297808816,-6.89185912713034,8.862466727771007];
std_x_a{51}	=[0.9919023475747409,1.8467964305212363,0.7920930021164116];
pred_a{51}	=[-3.649399297808816];
% Application starting next step
% ========================================================================
%
%  forecast from 5.1 to 5.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.2
%
% ========================================================================
%
x_f{52}	=[-8.729651254156268,-15.80559756256994,13.367210938980802];
std_x_f{52}	=[2.193315657617868,3.645401668808437,2.8948643623107233];
pred_f{52}	=[-8.729651254156268];
obs{52}	=[-9.095601583297917];
sqrt_r{52}	=[1.0];
hpht_plus_r{52}	=[5.836436291102757];
xi{52}	=[-1.5982706272576603,2.5115254795190545,0.6527297335417899,1.8629599821123835,-0.6222332444772007,-0.2847142803336311,-4.360805616340832,-2.0993633573042683,4.026733978843751,1.3739668514464398,0.7662802914533602,-1.1319829423694063,-1.4303266000467687,-1.187874922158361,-0.3037398364885533,-2.364077071098265,-1.065830121468963,0.5049912281393247,-1.844543383340934,0.09282305678534541,0.9863662265939999,-4.7752629171663425,-1.5216654037061144,-0.10298853488140125,1.475754418277801,1.2817302479081674,0.4402347723119213,0.19524265620497694,-0.9510482302857515,0.4390515658738092,0.4776471385626522,-1.7483964060856927,1.0968837765310733,-0.20010601323238397,-1.351542980192331,2.663726810092876,0.18665987177357835,0.4512000569762975,-0.7557032613482022,0.5210496921194157,1.939499614972866,0.5659497768848425,-1.31209516548952,-1.339374443614684,0.02041227245279842,-2.0674019568853677,-3.556560166515414,0.02613191085077382,1.007240587388523,-0.09264762165792995,-0.03023609522867865,-0.42617285081423795,4.321554069883252,-0.7518446924480369,0.027166104142663627,-1.2336491139378172,-1.3582525621967445,1.7747173173972621,0.5664706456629318,1.2600149553914806,-0.3055755673402203,0.8579101672183231,0.9205158328218825,0.4771303117789927,-0.6633091542327243,1.1304901068077546,1.3716770678884949,14.255475021897055,0.3705682785451785,-0.2074087884615885,4.686843127601207,-0.5621185579866861,-0.07006634733064132,-1.5450448735898394,0.5925897584388995,-3.7149561637742483,-0.6895953268939685,1.3872281085815512,-0.5500590068702085,1.9223121522118243,-0.7063670184222222,-0.4357441867722702,1.0705620757173486,0.08118700783495925,-2.9465484657017225,0.4751139017191601,0.6317072962057662,-1.2304469420729287,-0.6198951562047945,-0.7714042971046879,1.5616018623468566,-2.0631288264303507,1.5403642097462358,-3.797648187074385,-0.4238428590432388,-0.9365374457935403,-2.8971273339677737,0.6691106832363349,-2.228967089169039,1.715399951915212;-2.1177201823684015,4.264896501302454,0.7891050920513845,2.838441104538676,-1.1982860379377591,-0.684850432397063,-5.332860885595142,-3.2371302047504003,6.672673762984953,2.0311247152880902,0.926073971006705,-1.6379983769378441,-2.0967242849701755,-1.8797399430477846,-0.6942945909262903,-3.579243026483663,-1.3486936618673795,0.4843272600653492,-2.4673444084623384,-0.2516803951558728,1.2345329927471465,-5.749458009335196,-2.5315949115162546,-0.39227461885454673,2.191596140044867,1.7505724334293014,0.3438060745550704,0.025186006404020134,-1.5142388127365471,0.4126888960451165,0.4520280842331861,-2.6771946214298445,1.537379394617604,-0.5390817867638589,-1.5949010142402962,4.1469782211123825,0.11615703793360233,0.3885445340712117,-1.4710635445281959,0.44633919603361427,2.8596517249774926,0.854701645620894,-2.2588405989778764,-2.1601558159430105,-0.3670629978395539,-3.069461399129942,-4.931201748117871,-0.2776307963996629,1.2664498918099127,-0.20019151044141026,-0.39633023068133255,-0.9878828804397912,7.184019814968051,-1.4798754126415723,-0.31853003062105856,-2.090708136128317,-2.2449984241266243,2.6632261946701963,0.6519805111138712,1.7882325636651704,-0.6952003892099228,1.0756698585857851,1.1998804204528124,0.41607674792448,-1.321538280812721,1.4283570337976652,1.9497713627305053,26.744286395671942,0.3760339995948794,-0.3672476009691046,8.415367630192552,-1.1142065337918439,-0.41075384582210717,-1.7769469139024672,0.6409629654960902,-4.996131770770173,-1.2727874802213748,1.9305317715449597,-1.0763765195027304,2.837204946720073,-1.3374323375085275,-0.936997940512228,1.4576516841137632,-0.0861185345229547,-4.11731173780565,0.4701481932719087,0.7796666561760386,-1.860921880188581,-1.2939265605566668,-1.223945699062785,2.259642028222258,-3.327996680749923,2.2417139150882512,-4.676154510173028,-0.991595833638879,-1.5550073555258876,-4.205337311328243,0.7397328478321477,-3.345275743661844,2.485042969322919;3.2661606438909505,-2.4696251962542366,-1.5093179297797796,-3.042819157210806,0.4726878396035694,-0.09563962549157345,8.7915166162706,3.13891491672341,-5.445504635842704,-2.323055820735922,-1.829634276752076,2.08033223310648,2.500525865081242,1.7925025795581124,-0.026206083138074376,3.6795323553925225,2.445512230635684,-1.4387682862879156,3.6791006447877646,-1.1131993517503957,-2.290470531970371,9.680707003828443,1.9150043285091005,-0.30762789026917403,-2.473703376144199,-2.637829241852481,-1.5077519278378784,-0.922545337383438,1.4720151033841873,-1.281640147230343,-1.4151468393823006,2.7142109917698622,-2.040951518763096,-0.19442839172195114,3.2813808854781765,-4.311371920869256,-0.5901881281466164,-1.4663780424637558,0.5051772751019641,-1.7362278949280299,-3.472833898687213,-0.7212576006444706,1.457934998505829,1.8871742021371034,-1.0178712680093245,3.405551062900555,6.22906255456625,-0.7676136620209029,-2.3353339547406993,0.16723963385189933,-0.7932011685113292,-0.11250804057063135,-5.918647890601445,0.42291087075876277,-0.8893263886466407,1.4825064554702454,1.7257698723164516,-3.03722656528271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k{52}	=[0.8286625690535797;1.358969418112091;-0.9325793821024092];
x_a{52}	=[-9.032865220519836,-16.302854857421785,13.708448861334547];
std_x_a{52}	=[0.8645716113829104,1.5419439260818146,1.7766229331361996];
pred_a{52}	=[-9.032865220519836];
% Application starting next step
% ========================================================================
%
%  forecast from 5.2 to 5.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.3
%
% ========================================================================
%
x_f{53}	=[-16.170501702203985,-19.815361453227457,33.82825823789461];
std_x_f{53}	=[1.0259810953008934,1.8067742133664713,2.7679829941090173];
pred_f{53}	=[-16.170501702203985];
obs{53}	=[-16.565286678454687];
sqrt_r{53}	=[1.0];
hpht_plus_r{53}	=[2.067819691198366];
xi{53}	=[1.2259958585048363,0.29662076663116643,-0.20766059472724407,-0.188948186445014,-0.23532187890153367,-0.1637025038074782,0.9080870852233822,-0.3585745376093179,0.197535425527116,-0.28034229225059093,-0.07914056920296275,0.12051503942216968,-0.09364604051038583,-1.1021595074320558,-0.45400088982206555,-0.16811654625712436,0.15034986343229662,-0.1176440108501069,0.45630770129930553,-1.5788265959179668,-0.2572847928469102,1.7020094389059448,-0.6943397843222279,0.1375217737513914,-0.9342187622980127,-0.6522273982146594,0.35166862176581937,-0.46477326366242266,0.49114705762787025,-0.5624163676228733,-0.3224366843624864,-0.4882742627855059,-0.060678145669559314,-0.4573619246242444,1.200043478464277,-0.25728910404007976,-0.2988940732370935,-0.5420107042915419,0.08835438589937183,-0.6408585270448839,-0.4442205368989569,-0.37172064896406454,-0.2145069118298899,0.06076987161166514,-0.5873544910199158,0.3548113319696782,0.6038667282099048,-0.49018004639681223,0.6950692491141339,-0.627527559793652,-0.4881632921996619,-0.5534613611493171,0.39831014386903085,0.4479857556612785,-0.6148124855699386,0.43083746388635724,-0.27312351967526993,-0.31761754811953224,-0.5230534463314314,-0.8375512148310769,-0.2093746814468922,1.1721652776849396,-0.45964079551641746,-0.48329973296092277,1.2341621301760952,-0.4688900012951045,0.11533970320680353,8.207656362885038,-0.6098411996263913,-0.06149546667644401,1.7927896346835386,0.6333530390150344,-1.5315690293078674,0.7452934446471708,-0.34840446104915657,0.9517464007916754,0.24378679727563757,-0.47480357032922527,0.36993290033329096,-1.1162324534772452,-0.33363116620148503,-0.48429202074296995,-0.2885199773344702,-0.4294787465907497,0.018968255042388193,-0.8330729533374956,-0.536703995007155,0.06865285758119555,0.5064646864381324,0.2652869250946175,-0.37706364470606246,-0.2428487355484492,-0.3235075396819731,1.2081711182348176,-0.2023340810139871,0.35686281802241915,0.3664131433487299,-0.35032054077179,0.2582269441415779,-0.6633136752219073;0.08740808908808262,-0.2574070337879668,-1.158168613569451,-1.3475150077649864,-0.30929406030996986,-0.7371963274767737,5.118144485363757,1.9656446417105862,-1.614393494482858,-0.9803497694494894,-1.6122842046499208,0.705830604955775,1.3789838573488957,5.428657100756398,-0.0424868236832161,1.8510273154353314,1.4374491375931022,-1.4530713966124296,1.385909400694235,3.2050583818251326,-1.6456053320677952,3.83420466233512,1.843301188879611,-1.2163784680925076,0.5708062822546403,-0.9220767937625176,-2.1636168169284744,-0.5732126013636503,-0.5556846749122073,-0.5062292829194774,-1.1255739604729342,2.3984568514033064,-1.4112576903572567,-0.1271186978964174,0.48802602700574127,-1.683885815753058,-0.40284689604282775,-0.8187976651776196,-1.0559116407311784,-0.9341929373755704,-1.4279484164878937,0.28333738851305057,-0.018890648197878335,0.08879478082436876,-0.8225083212745012,0.6883095348137331,2.2572592017116655,-0.6038205281026094,-2.565677510635247,1.304058929466045,-0.7560092232233373,-0.22125016445002998,-1.9473191137342596,-1.5806371049626016,-0.537983576866889,-0.8995015064710721,0.5278828838939269,-1.2769415999825178,-0.5255296609504576,0.07073148863171141,-0.5098045639469291,-2.5272608971039077,-0.946245106340335,-1.0138626938312179,-2.0339818312407623,-1.618900714994318,-1.9127803015850908,8.252855855450216,0.031037149205335623,-0.05337911864388545,0.9413585899811778,-1.6023736796052894,4.3755663385245676,1.5876997593894764,-1.122053746784033,2.237392425772274,-0.9629287988526194,-1.2626085495110644,-1.2512682459288094,0.23787511691337215,-0.09571334301377377,-0.008282602007867013,-1.2354926762816767,-0.28111095388063134,3.337423740795039,0.15481410566750142,-0.35890594156613176,0.5702908423637503,-1.7752681194411473,-0.32408357499796736,-1.27227536318507,0.900460016019025,-1.2519633914235335,3.2418235200288983,-0.9778616298324359,-0.629636350700082,1.4715479917957346,-1.2842497306046425,0.7958130175182454,-0.9043753976457047;-3.3695288527104523,-1.060428484656974,-0.622804568340591,-0.9177890113034124,0.4142194696836441,-0.25505401786350745,2.9064167936959535,3.0968108881675676,-2.453480112144483,-0.2191591111495299,-1.5226601105301398,0.5372353972568575,1.8258003931170066,8.007248053179644,1.3147572281167683,2.5060667475421923,1.225342911809328,-1.2118440828422052,0.321916249119063,7.282202688634456,-1.0469124663606664,-0.44290398522766594,3.8545403643762484,-1.6848459201969561,3.207044530611263,0.8892709385402213,-3.498100031964089,0.7739914721249335,-1.9417271109197927,1.1084327920113637,-0.24320891839212067,3.861845409243152,-1.3555957999485244,1.2314520338739783,-2.797113746930819,-1.145104959717969,0.48433829636623216,0.7223530987023636,-1.3355562026952583,0.8622972103319526,-0.2723368150306058,1.4137586923064163,0.6788044094996692,0.02757784154928089,0.841219358657888,-0.13034710016187745,0.8510488550234143,0.8095041657220818,-5.1237541515514735,3.1495034028650366,0.6395298493291648,1.4018889499401013,-3.4767349160393977,-3.0567437881542006,1.2262250875672578,-2.177222979497369,1.4171509453994062,-0.46263263666035925,0.9720175026196927,2.4426895045030648,0.12039907242442638,-6.636578949344585,0.3139728857714985,0.32801519166309134,-6.138543731610756,-0.40170104103566473,-2.4812542850869406,-13.677748993576923,1.8165659226552222,0.20364736634312663,-3.9385088012680427,-3.6522728633484043,8.154638785846075,-0.2403636937207736,-0.17405658114250144,-0.11552505481453323,-1.6975966739050392,0.02304163793798608,-2.418075960584961,3.3392134130804862,0.9221786225558617,1.4198067085225645,-0.4912928523259765,0.9762551090208405,3.4637399520580345,2.536595667449639,1.1885287381328808,0.5215888165586122,-3.48325541033865,-1.0145262932897623,-0.2756381920833846,1.7332122226048838,-0.40988671130495646,0.27422180084145964,-0.416837945558278,-1.6376726682506018,0.6523284462060133,-0.3454179442508192,0.24855017246033384,0.9293424642119916];
k{53}	=[0.5163988406453038;0.3313059340699376;-1.0662663654395657];
x_a{53}	=[-16.454953721383212,-19.997857296545952,34.41559809375713];
std_x_a{53}	=[0.7134918224891791,1.712814884861163,2.395485995615249];
pred_a{53}	=[-16.454953721383212];
% Application starting next step
% ========================================================================
%
%  forecast from 5.3 to 5.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.4
%
% ========================================================================
%
x_f{54}	=[-11.337798746395336,-0.22521179426766652,40.05518703233057];
std_x_f{54}	=[1.1098144648450066,1.7309856801468038,1.333806821669614];
pred_f{54}	=[-11.337798746395336];
obs{54}	=[-11.396793965718265];
sqrt_r{54}	=[1.0];
hpht_plus_r{54}	=[2.252672583444374];
xi{54}	=[-1.4413394011999454,-0.11181449845562419,-1.7900576954216394,-0.7291725494159174,-0.10784034035490109,-0.3948327054803418,2.9480734165972677,1.4082893445528075,-1.0433965427699885,-0.7024882837538566,-0.7207910347055808,0.44807251796017944,0.8668378957491072,3.6916933361662343,0.3258554409872314,1.2137729441977374,0.7287772565823278,-0.8138162668573834,0.7608325256525514,2.454464080984854,-0.8908238287212527,1.3524565688150751,0.9132215799622951,-0.8809427146669861,1.0897752654842083,-0.16948143291915052,-1.6040555612401022,-0.08282486009057521,-1.2051710387428454,-0.12577448962622562,-0.5947604327119667,2.6345406529943407,-0.5696477537279172,1.5686165984356748,-0.21661751546602304,-0.7325027374184128,-0.022482551558619335,-0.15104418769977102,-0.8674725064182258,-0.10370889049366383,0.016602092456929896,0.32092839771014425,0.10394999962628759,-0.29694135438464997,-0.20993779308949811,0.0756761328855351,1.0887395599644272,-0.023630538513053523,-2.0630566919388507,1.193778414508694,0.12809975112044292,0.1774451066576379,-1.0917631318924812,-1.497521911745034,-0.1263375342501991,-0.49242602564761206,0.8776932748641038,-0.605744512440296,0.21870468668385534,0.47342668298008483,0.18173876549807133,-2.940662331873453,-0.09134645122644969,-0.5440899116158935,-2.190318034245358,-0.3024938878466088,-1.3137329626518923,-0.05596981563444636,0.2988775005347062,0.02405506269109381,-0.7039527499576206,-1.6948688354145425,3.4961832056275357,0.5380903217410129,-0.7942005807717383,0.673745406402535,-0.6414199197555313,-1.142552316859165,-1.1161466490495098,0.9358916164942688,0.21157251441376168,0.48344395021940123,-0.5897865218554923,0.17464140878384704,1.8624756863010994,0.6049028102747567,0.36862856274553835,0.2912499871603984,-1.158402381389072,-0.5438386540797566,-0.08735678482148579,0.4643247094208185,-0.665052398860718,1.4155795697489726,-0.6227043433035018,-0.6685727409299353,0.9619434648312613,-0.6210850517038828,0.4937774487884088,0.4073271214073486;-4.209538125866766,0.4025808279809392,-5.10449919207762,-0.47358683200780666,-0.16034844608653365,-0.35134918361865014,2.9579159160668045,1.2956180105674595,-0.5379023042608244,-1.1606268460539149,0.1948122193495775,0.46047968867501726,0.6023227918553935,3.457823426241717,0.7041946630085473,0.9490483438524455,0.22646260248962052,-0.494889238332382,0.8051706776240621,1.9423545292935567,-0.5679847820049266,-0.039953664790431276,-0.7756750349277766,-0.8622895829771231,1.9099151309221818,0.24786282701106668,-1.3812738652710999,0.1414053290206691,-2.9477487346500273,-0.25445208423954013,-0.5643546574607856,4.813865002870661,0.3905078756732526,5.044106742012366,-0.24640117002152773,0.09690818777467203,0.26061852860801754,0.21758708585899342,-1.189155166966932,0.5120772590575959,1.9981493613304002,0.20630837416155437,0.11481967568939776,-1.2572166449242252,-0.026781103473083434,-0.6185987966753348,0.6198874210005371,0.3782615173660746,-1.715273197099795,1.3498906412515599,1.18542004856793,0.35049981934864505,0.18029064217538432,-2.0043325401211454,-0.2659128305939858,0.3691027894913194,1.8959049944272972,-0.29101186884875213,1.0756508673931484,0.6258683403061344,1.279257778032257,-4.331434153177034,0.7861917571081067,-0.7748981559529056,-2.458641199785515,1.1975908932732724,-1.1079765164885624,-7.723832842616774,0.28873467984925016,0.07530960707457235,-2.2626196276778305,-2.445401268967894,4.037843705872306,-0.0756126011470426,-1.3374174252272395,-0.530435387628222,-0.31890471751692856,-2.5659620893999984,-1.3522777818243423,1.7448191500068673,0.5192565952832162,1.1803042251861018,-0.2859445245297659,0.6281750755379408,0.9913844458079253,0.954876684602056,1.3107972938307821,0.09151874506065485,-0.30687113534046356,-1.1426824835572134,1.4397137133054623,-0.25994776075495707,-0.5591410789388698,0.7540290408198425,-0.7885980191571127,-0.9024792211906529,1.3133165903268758,-0.40236782605467575,0.6309806866946752,2.2268088842888303;-0.22994962342244207,0.4055904897279916,-0.14655261878790782,0.9542394375689653,0.06870036208600538,0.4468295522187944,-2.8135737851267706,-1.5426197307644642,1.4270564559300283,0.46883331363403613,1.3310780586090232,-0.4839297393888984,-1.112399132484171,-3.739814320787488,-0.12944595512163204,-1.4453959225435256,-1.1120810203891196,1.0854092189061646,-0.7902562020231159,-2.8689794908489077,1.1731399005748742,-2.3363232296478174,-2.147859311811878,0.9747990185020612,-0.6418765348341893,0.42565809229603957,1.9407975565790636,0.21388958262783575,0.21107002170623446,0.03698894221888338,0.6595693349216205,-1.2020991861119654,1.1860113829957228,0.45618755103071607,0.1692783875309729,1.2902267440373976,0.1837028183632725,0.39896565993807087,0.7510495921227189,0.47993765910459274,1.1617604718275203,-0.4397249656422417,-0.12150119406048532,-0.31609593903760214,0.32777634210764717,-0.5487753181283281,-1.4535451888271922,0.2660529778300642,2.532996195362358,-1.156875697795968,0.50202926134466,-0.09552695055162985,1.920832575927939,1.35602686201441,0.034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k{54}	=[0.5560828469484087;0.6579488712966474;-0.519909714952488];
x_a{54}	=[-11.366892802698757,-0.2596354446487614,40.08238852326404];
std_x_a{54}	=[0.7672309737230247,1.3927334041245545,1.1319380872818938];
pred_a{54}	=[-11.366892802698757];
% Application starting next step
% ========================================================================
%
%  forecast from 5.4 to 5.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.5
%
% ========================================================================
%
x_f{55}	=[-1.96018423267384,4.350056454299142,29.31684042557162];
std_x_f{55}	=[0.8112602027114589,1.0734504562830622,0.6016137711636519];
pred_f{55}	=[-1.96018423267384];
obs{55}	=[-1.865754352127158];
sqrt_r{55}	=[1.0];
hpht_plus_r{55}	=[1.6884484837688012];
xi{55}	=[-1.7321175939499696,0.9925178195223368,-2.192223193060353,0.08954729158583508,-0.16769717001198114,-0.285152271225128,0.4460618941421617,0.13964560575992624,0.4186503325893445,-0.9825664475285489,0.44705126192774713,-0.44032535417385676,0.04202907547578949,0.9179257243630985,0.17306418767877774,0.042247271535360786,-0.2140538847412119,0.025903410433274043,0.04215319012998697,-0.18046459988135743,1.1709316702344306,-0.5232288196881478,-0.9776905735760753,-0.06353727655674457,0.5689982375993401,-0.03189544944957956,0.07301160585452982,-0.06212141632750057,-0.7174032453556907,-0.02778006917044884,-0.022970348320613843,1.6796983726380141,0.6060253997931946,1.4906481542964622,-0.18881836506836902,1.2146104411149707,-0.1122459760318597,0.7176866717554835,-0.3031542398043372,0.4036603659347826,1.184520480814422,-0.11060503725240722,0.2957356253351948,-0.9745178388626485,-0.4416851286872763,-0.49466748201446253,-0.037101125674352975,-0.5114163820829936,-0.07456973831865388,0.24544120649638024,-0.2870888945536365,0.18335417879697324,0.7184262810763908,-0.4870429588909111,-0.1274491944470053,0.2157185296033799,0.7262485806291965,0.23692218282705824,0.612727413413862,0.13677543700694672,0.7813977292767063,-1.3593024780638092,0.4913598255372469,0.740184572048717,-0.21774205110529876,0.7216861440362463,0.22319402491555596,-5.078605226641761,0.27023116360883637,-0.2932903734836081,-1.2293782854130935,-0.08786356073014612,1.1035964202901987,-0.447632847355383,-0.7282456446005854,-0.7853606396537385,0.09816957441552909,-0.9179522525235841,-0.17146426338342002,-0.12023791220622226,0.6980799617370703,0.4715120799153336,0.17055106401962639,0.6236460857634798,-0.009206332943588968,-0.24130627340451816,0.5742824261369568,-0.23314945033882117,0.6011269612544283,-1.056875393347663,0.6868278948809603,-0.582171882707297,0.0952081079552567,0.08522311432768004,0.634086782741822,-0.5077334216539497,0.3662141870813054,0.1598137409385163,0.12441371132170764,0.8603648916947608;-2.2410014673418517,0.4939890037384842,-2.5135952300883044,0.33501661285542284,-0.06148515426198653,0.12598079848582788,-0.35976536562932004,-0.3772969565711901,0.5883623920798442,-0.03706134754790291,0.9116125104237698,-0.03635409224678021,-0.45866648400340093,-0.4902475603755052,0.23034630362241248,-0.49377262280830525,-0.6510505073205874,0.42154068775743614,-0.15106324765679258,-0.9141718820020657,0.5350484354052298,-1.5683405721095798,-1.8087668807846926,0.15758273293907443,0.5123334615609831,0.39146946810067806,0.5088911923332518,0.1938490492258964,-1.4205255318751036,-0.1532607753943216,0.09833456111752259,1.6295249595662709,0.9091538106028114,2.7884605641317703,-0.03025077888052774,0.8938960953167401,0.24872861126451884,0.34151665849925816,-0.14126654205440659,0.520218346023614,1.6993681391265616,-0.21505799336406994,-0.06407990805654329,-0.7551433374226901,0.2966368725166175,-0.6876851714029035,-0.6600817012489859,0.5488011926454259,0.795501442723638,-0.1026357044229087,1.1560911428469804,0.06886170331928465,1.2695530462652096,-0.13004412534838128,-0.15162236203447677,0.8343578515746382,0.7257061318686819,0.3428166278930247,0.6777518118787462,-0.0017725812388906803,0.8970527068117846,-0.1480151633522171,0.7505388501246548,-0.06716058328134622,0.21372098268185535,1.3502247380052443,0.38891243696313627,-7.371395444149904,-0.117460300339995,0.03700860138851336,-1.2467360599042947,-0.3938225606884638,0.15056942778368487,-0.7065459050188445,-0.2518555729385543,-1.283368994128962,0.37434597382661305,-1.072281188329383,-0.026272798076474757,0.6095530734470467,0.22396182614269922,0.4861705197426538,0.3387634975813265,0.3300453915425967,-1.1041773849645122,0.2288331683176974,0.7307517916172417,-0.28415347220761245,0.9235047366460671,-0.20139717569689353,1.3399312888386277,-0.7793685551382392,0.1666850024504818,-0.848789070646566,-0.030521625364351657,-0.03176952653079823,0.10389739132063802,0.26391984326741547,-0.020039670175668434,1.501503468216046;0.26218278496618197,-0.8398462606718091,0.7264010043074407,0.2076484891643524,0.11839978876158241,0.4561383486990849,-0.8890391004613605,-0.6061805782152092,0.028441480720871937,1.1914643260055477,0.3008325890598158,0.49395162784749047,-0.5684393455188257,-1.747698234793738,-0.039405987816973465,-0.6040798896523825,-0.4092841668230598,0.35470967384430807,-0.2488726307988074,-0.7113950583640225,-1.0112147591983458,-0.9387786595600254,-0.5340127359791218,0.22009053658595334,-0.2617653864777978,0.3859908273156911,0.4215636070891371,0.23316477341575848,-0.44685071574281565,-0.15093939432316716,0.10360843863503533,-0.30277464803871723,0.10175016062391151,0.9240922711989263,0.15786215470893694,-0.666052170535604,0.34712757692535945,-0.6201897794658997,0.24189651474253893,-0.041891128861109905,0.1921076795527128,-0.11731759769259398,-0.4986733571627795,0.5374281033436326,0.8076445936269998,-0.06622501199679931,-0.6748350409421029,1.1084222582532348,0.88342936742551,-0.46173697763451216,1.3479545631402452,-0.21259424223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k{55}	=[0.40774029553576263;0.4585002010744171;-0.12670365516668167];
x_a{55}	=[-1.941793669911111,4.370736472479595,29.311125632238383];
std_x_a{55}	=[0.5729186851410664,0.852927823346532,0.5763966206446752];
pred_a{55}	=[-1.941793669911111];
% Application starting next step
% ========================================================================
%
%  forecast from 5.5 to 5.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.6
%
% ========================================================================
%
x_f{56}	=[1.9454480648035424,4.234035884042926,22.643732651070913];
std_x_f{56}	=[0.7077993225140179,0.894750000619822,0.5092097487678138];
pred_f{56}	=[1.9454480648035424];
obs{56}	=[2.0492228537915964];
sqrt_r{56}	=[1.0];
hpht_plus_r{56}	=[1.5148989417742893];
xi{56}	=[-1.1738769192192473,0.26776276277377686,-1.4307548695216123,0.1271408299526091,0.4638742091082637,0.4684408602062793,-0.0024446286809598483,-0.2651988281395088,0.3481201890636756,0.488929498745696,0.30883418929569517,0.06756485171886428,-0.12329048780111296,-0.33260781368104064,-0.22135244845525426,-0.3278293058923185,-0.7156264311591303,-1.1191603164488,-0.2045639441979401,-0.5523932023470546,0.013504810687051227,-1.0792362036568397,-1.308834153085283,0.11394250928438021,0.37914853861094855,0.11128694766385072,-0.23459560534725288,0.3227509231366077,-0.7057171592325442,0.37725066929987916,0.051190874324602564,0.9313142237354044,0.49761612939767286,1.4025977320335108,-0.14821536090584497,0.0023283404601217583,-0.3417305939027877,0.2416041013007839,-0.22809546149799642,0.6606558343600084,1.1931803079029186,0.006551034086835994,0.24151779288016328,0.34741551682752103,0.4094364740627148,-0.411010476509837,-0.29302396441955914,0.3847282672245873,0.7177822172502384,-0.05357540702122776,0.7526211774248743,0.08511350350728719,0.712834334227157,-0.09141758337590944,0.24771926358640384,-0.05480933724183501,0.40754657033900177,0.40710519639243925,0.4019160229641474,-0.32604164395741475,0.46350427449455145,-0.018504265877184345,0.15732311958155965,0.21985482889347363,0.8261435134757495,1.1950217032342358,0.6364317069885495,-4.23198074127308,-0.16240985090667004,-0.03446361777713025,-0.7824134716362743,0.27234604848894817,-0.09223704292456025,-0.6195900551723579,-0.20876371669611915,-0.4808656610964246,0.2598368942135947,-0.4918123776200387,0.13676777159627163,0.33101147721094026,0.18476390202344817,0.275067738909359,-0.0782570034369332,0.20882715321325884,-0.8314368077701697,0.02465319887697115,0.6758351543273986,-0.3413748489466588,0.8168581432205237,-0.49787376265365335,0.7421102598820584,-0.4428078161747879,-0.026437679762120414,0.1390871198595387,0.009058792848455122,-0.18698337473021853,-1.2313845500345706,1.3964280328950016,-1.3986814378947923,0.9714226900121634;-1.4439316987171296,0.15051262356018213,-1.6395639644500646,0.2108758123952379,0.568205136489456,0.663293666322966,-0.23064982013053204,-0.44680666313442696,0.4353071691314474,0.8481231522658765,0.4593309548306479,0.21191108133078895,-0.27495602933568364,-0.7983831467802571,-0.23906723403558106,-0.5231502312337222,-0.9438010353365787,-1.1443122042042972,-0.282687002838661,-0.8336184364075696,-0.18422921271759574,-1.542485278212443,-1.7275820668347714,0.1981884312881137,0.4070002159356436,0.24990231762487092,-0.13534568580854422,0.44519174873844847,-0.9876539910392417,0.4169309357693889,0.09922788930401527,0.9730457521062821,0.6263321520206677,1.8033280958708708,-0.11139318511492302,-0.13353347578232277,-0.2753594625715299,0.15666499153029978,-0.19883401329304728,0.773054156301332,1.4233650002933436,-0.010573805179245,0.18354434761387584,0.500233944031697,0.6818485992002765,-0.5071406235922962,-0.5047784728338702,0.7469551768352485,1.0394645128670845,-0.16638146727463088,1.2451281646824706,0.0692062590977498,0.9230524979958981,0.02045011203117575,0.2893467562872276,0.10400903699436714,0.44192847069166863,0.4910144627726636,0.4575182071702697,-0.41131862272481534,0.5351507743806954,0.39088330371037117,0.24117295456447518,0.033768431510030616,1.06037565883614,1.4686710498182238,0.7699279053467905,-5.326646103282147,-0.2916334538686529,0.06744987190241947,-0.8459281339827927,0.24380244317493638,-0.39683235612559953,-0.7600095761863943,-0.06792990368541396,-0.6637885818696336,0.3766340652944242,-0.5695874422580673,0.20495055266721973,0.5832200815448205,0.07104028272335583,0.3024649372384731,-0.040328143148303575,0.14068754773452774,-1.2776659022070938,0.17780580752182562,0.7857132264896203,-0.386460925809919,0.9891138524505063,-0.2600426617182432,0.9894293737760087,-0.5407384644629425,-0.005077390225764589,-0.06743273751248235,-0.18532311834354953,-0.055131223353020786,-1.5027438189567524,1.610006375465173,-1.6478322235608767,1.232908662609817;-0.3604073027897421,-0.44068893896657,-0.08375637676014591,0.18031386858618248,0.11586828785382153,0.36926749030106265,-0.6820733931944218,-0.5499305913704546,0.1512121888556699,0.8112253447963482,0.38284821484616316,0.2706192379324399,-0.522659074078291,-1.3229201747326407,-0.06604919111464369,-0.5826653563776034,-0.5142898898775314,0.16691059363520822,-0.2709278846146894,-0.7495110288471452,-0.5926356588452002,-1.0432256761480652,-0.8095113840116177,0.13942487151005523,-0.03122534410951161,0.2998970868178432,0.28790123550299285,0.20043700941223364,-0.6798503890433913,-0.09483403133370416,0.049361979587086324,0.35142961663905936,0.30455625133649633,1.5147068444206333,0.01702528960304761,-0.30016153804283263,0.17117487549420218,-0.33243827572820805,0.046315327080431956,0.17711853309406322,0.7499958305353402,-0.16879791021289847,-0.3375121113960766,0.22655830262709742,0.6034376264029646,-0.2772770498716568,-0.6551095117044703,0.8320874852188638,0.8468704402781491,-0.3697768307477105,1.1888986163305795,-0.1534843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k{56}	=[0.3398899606935009;0.42424816560556555;0.1159673431964442];
x_a{56}	=[1.9757097015260527,4.271808237899899,22.654057644502096];
std_x_a{56}	=[0.5457396914129587,0.6939363714427279,0.48536584783436837];
pred_a{56}	=[1.9757097015260527];
% Application starting next step
% ========================================================================
%
%  forecast from 5.6 to 5.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.7
%
% ========================================================================
%
x_f{57}	=[3.9583451449750333,6.05430710614751,18.750515532656028];
std_x_f{57}	=[0.7260024007465797,0.9629859940329193,0.7211880860268508];
pred_f{57}	=[3.9583451449750333];
obs{57}	=[4.07043706204984];
sqrt_r{57}	=[1.0];
hpht_plus_r{57}	=[1.5386919521716138];
xi{57}	=[-1.0722099430148098,0.1848134120042717,-1.0214039435103066,-0.12412059113661034,0.5687894583157247,0.460277331967081,-0.06707327509845129,-0.3306157025888523,0.3133773612440329,1.0887423958946911,0.3466787136346525,0.248757762568399,-0.09031215882232813,-0.3661448584942595,-0.20329067534586454,-0.004930652139096825,-0.5174539398510865,-0.8125132503812549,-0.08687127680218776,-0.5545756503468464,0.006498938782682817,-1.3028741121535727,-1.1736179157202522,0.5530815193304663,0.2074990745697809,0.15707913842924093,0.4370561374335411,-0.34275884318753125,-0.8304123596482484,0.3380074656631109,0.5666214792822473,1.280075588184336,0.4121600326330652,0.8862080224397442,-0.043536790237173495,-0.044819834190338526,-0.49523877898274415,0.25348183968657967,-0.2495680060993184,0.331776400898371,1.1952009521285856,0.06492133147340873,0.19821900565092765,0.5705287753511987,0.3700541792736951,-0.7055689179011613,-0.34359573355878226,0.5405579925141213,0.7202589137337094,-0.20885582079858,0.5507160840487417,0.06831923366345283,0.6144574403853182,0.33654850221427424,0.4069448415811907,-0.2825000211180635,-0.02260910669300431,0.10175588415077286,0.3247804858276,-0.24680152280769851,0.13771389954131052,0.17926967255067439,0.24986340971066667,-0.10582265041918415,0.7498185654861036,0.8947373248477497,1.1721092756804712,-3.7868488029317966,-0.10196446748501176,-0.05122186824541464,-0.4766772774629775,0.5226904875832252,-0.32572961968002545,-0.6814061088587477,0.02707500727805945,-0.13730018447689307,0.29592398397196273,-0.25734145312505374,-0.6667618666671298,0.31194116470666877,-0.12813840410372324,0.11124144483490106,0.08520531101383266,0.2205750603450456,-0.8372229351008178,-0.9093133695275211,0.5017327036570043,0.059911979728564546,0.28716007549462486,-0.42446365758181903,0.5599611419030541,-0.7782698811150421,2.021492996942494,-0.2272057734153794,0.30234717566614755,-0.3809726299096483,-1.8764848272104504,1.1963946818109594,-1.7082461676118497,0.8142545678444444;-1.4329305134584684,0.2938626053282718,-1.376761880245355,-0.14467702107066316,0.7546756598223912,0.6049357269881392,-0.030892607682758033,-0.38923662257528857,0.42130737386964245,1.3453856626014904,0.44785643359192306,0.3405965314883046,-0.06265819659289207,-0.40653235204476257,-0.23381715249386925,0.05497718514686856,-0.65590566965043,-1.0715026302963366,-0.07105083458334427,-0.688325045063312,0.060908021139715274,-1.7480524836163278,-1.5641772169777912,0.7370954492437107,0.30090692873946523,0.21751893879673823,0.5664739925399811,-0.4321155463288031,-1.0813400837230578,0.4828016859164146,0.7607402291364913,1.5738286230027967,0.5286477541079488,0.9721053719833881,-0.0314240551081868,-0.03745249216496305,-0.6323198439399507,0.37446907857736544,-0.3049743173532544,0.4466769735323215,1.4434581936931288,0.1369578111892018,0.31715281644144433,0.7582427004419499,0.47123226469206436,-0.9073102203947467,-0.4017099631654908,0.6734017862087027,0.8805311449634772,-0.23340587837991222,0.6509132413064798,0.12971893272276702,0.7678606089423532,0.4507748104285483,0.5731740957433153,-0.36767027690022047,-0.01764089381405043,0.1601685526157377,0.44664018904318326,-0.2926202999748737,0.19539435256544557,0.20370409690831703,0.3401446135819457,-0.059996243463642074,0.9437070901426008,1.083685407103439,1.490630060447332,-5.383255424076858,-0.08273373003213003,-0.04376800291909877,-0.6025866738838506,0.7261842144875148,-0.39164662305012143,-0.8787074897372813,0.05066727657844261,-0.1278322656388884,0.4064002220077336,-0.3045792605366451,-0.867754535427653,0.4027164560989709,-0.12269217133294053,0.1701829021742034,0.133093948326664,0.32907688520288847,-1.074542939397653,-1.207295775044475,0.6636539398805876,0.12295817619617733,0.3581255440266551,-0.5476731154223753,0.6879669075105577,-1.0152490845859425,2.502103431776881,-0.21874790530188104,0.46581316591875677,-0.4906131193189953,-2.5666622472113496,1.502664928080054,-2.319622009517879,0.9975917204979492;-0.8639998475194268,-0.28353242395287737,-0.5624779189457279,-0.056894449066135167,0.4488692125058513,0.5392056988411689,-0.621629953186897,-0.6797710523916862,0.2599270551628301,1.5138099594224492,0.4772999538785747,0.35366179123998975,-0.49315314405046706,-1.2657119097864076,-0.2193714480645106,-0.4186257727580589,-0.686009644726532,-0.3120637866798148,-0.2796706964768383,-0.9277018036239397,-0.4929588351182126,-1.5434500528597184,-1.233577805449407,0.542864747045467,0.020984012152730713,0.2878696344697822,0.6326592313353281,-0.2704866509432087,-1.050307129096737,0.08547544400419227,0.5054442304158506,1.2886660887945531,0.4397530410168997,1.6387452298752336,-0.04324009123801176,-0.31123285727503713,-0.25106805809928545,-0.12914798695222274,-0.1751635694516871,0.2216899222005182,1.4246373070599176,-0.12039507636039559,-0.1911425104067419,0.5636540771741743,0.6357195155843449,-0.7376883550989675,-0.7611318620830652,0.9824957262894216,1.099316354686465,-0.4894907639499664,1.1703705901774626,-0.13201066715246412,0.78632008358219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k{57}	=[0.3500973352147177;0.4634515279281357;0.2866154033485567];
x_a{57}	=[4.04054788607218,6.163125375038325,18.817812736679215];
std_x_a{57}	=[0.5841403279692279,0.7734804490651483,0.632445268611408];
pred_a{57}	=[4.04054788607218];
% Application starting next step
% ========================================================================
%
%  forecast from 5.7 to 5.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.8
%
% ========================================================================
%
x_f{58}	=[6.852289608200419,10.497449410542103,18.441145755633716];
std_x_f{58}	=[0.7814882959271501,0.9618167943855261,1.263557534178597];
pred_f{58}	=[6.852289608200419];
obs{58}	=[6.945322491347177];
sqrt_r{58}	=[1.0];
hpht_plus_r{58}	=[1.6215185472491431];
xi{58}	=[-1.033762287580755,-0.6698165569411216,-0.8992694014197404,-0.7308466257173043,0.4140577156820404,0.8601822738469709,-0.08248573508098289,-0.2764441575290677,0.3981141761468088,0.7598180709348101,0.7828516116879474,-0.4255442113326353,0.45634183012940976,-0.15054703993818475,0.7204934942990704,0.0010721631347054839,0.4242301257141792,-0.9562773045921098,1.1194472579045822E-4,-0.4067205965423595,0.09365064264991307,-0.6144663194019806,-0.42261114335501127,0.42196739042047593,0.11938795518737688,-0.09238170998668593,0.2561184918528765,0.17492555029182277,-0.507859189783856,0.2043770198231476,0.7567487198589609,0.7912707654008075,-0.08647898311378555,0.4385389605347978,-0.3192875201696195,-2.1441973367315414,-0.412840205875705,0.4884326848107108,-0.21364237190260127,-0.3150227335284175,0.7765559770830652,-0.1352210375831282,0.10579801793587684,0.4168800949058937,0.1637963655574124,-0.7941819389525424,-0.30155409882679773,0.2956797951307868,1.425686002720722,1.2832432191051009,0.3180816051112121,-1.2522336483074445,0.8774695936221724,0.14050774960424217,0.16573626444600187,0.1840495670427016,-0.30608764882036965,-0.1365095094172375,0.2756300949745176,0.13804339142146826,0.13550878153724089,0.29414404196632304,0.13708050176378261,0.8034467057579651,-0.08440971096773442,0.5313098397290918,0.8252269832671919,-3.9674560061951705,-0.0841029934596671,-0.06049879343762132,-0.23855499917379763,0.7489820248112338,0.4829949931028814,-0.2657717355698006,0.13140350584547722,-1.488552822041993,0.30660319473476694,-0.17647070579121937,-0.44803645787104873,0.20914332614995335,0.02288275450814492,0.08360770626904035,-0.10007048740875657,-0.024143687825061377,0.14741542851052447,-0.9899187204151119,0.4310278123866471,0.09691151741301596,2.35191197475684,-0.2353133971857,0.35243140271408446,-0.7952854361796193,1.4320337385489523,0.09045303617997114,0.40911879686119423,-0.67618016281358,-1.624602444402436,0.8692597495718237,-1.7715463391364565,0.694457070126;-1.2381353608941055,-0.6417045621271651,-1.1260281478928231,-0.84561994823936,0.5190578801780337,0.9245660023191622,0.1262373619788697,-0.15559059044357326,0.4975108985802006,0.6373218349842951,0.829917196065745,-0.4921002855410155,0.7042055344660305,0.14870486886400336,0.8645236400156513,0.18220982647719453,0.612193185639649,-1.2092137310205402,0.11804264019755983,-0.3061368512399767,0.3103006789954996,-0.5874358089094613,-0.3927239430271534,0.4939325047978915,0.23433391587207808,-0.1021453606040037,0.2555289356226442,0.24927772533938253,-0.46392518610536193,0.34184701937426354,0.8608761761499508,0.7909162532562402,-0.0885223546375613,0.1875768834731364,-0.3202295140721336,-2.707431437475898,-0.4746049520543103,0.6996778674215829,-0.1987607556612616,-0.31084263224878406,0.6995777807054164,-0.050496203628147995,0.28283439747759154,0.48761094823284346,0.13316585105950907,-0.8774013170991637,-0.17043197337496174,0.2091732382375575,1.2903654140825758,1.5117415292005152,0.17122221352888367,-1.4634562169262093,0.8847228987409466,0.15161738930419766,0.27395876160724697,0.18564668987119504,-0.2769435181818878,-0.09305184733047511,0.3788974490316708,0.27155715000198377,0.2267095040972933,0.14751899346809694,0.18551469515540475,1.16014307863483,-0.13887605232622846,0.4814278401076475,0.8664224140448304,-5.8264398155768085,0.05626054537400549,-0.053374013808063836,-0.24084998855801132,0.9466985212739107,0.8007471828052033,-0.2155326300946001,0.13476041643587067,-1.7632381084049804,0.37925201100686046,-0.13102946804264093,-0.48060929412833886,0.19353402730452451,0.2100690561159304,0.18782921064262936,-0.07397124350769779,0.11162358867564137,0.41420255516561966,-1.2169820708770338,0.5247290011402459,0.19485991819010806,2.1690536562056693,-0.34318166935193517,0.3296525665010286,-0.8814195464583108,1.2730108304840364,0.380414593248279,0.6801400071666794,-0.8140094113108063,-2.084201696954441,0.9111632096848474,-2.2911645138235315,0.6612240578783837;-1.6462259683032165,-1.5189498943287383,-1.2332090762761077,-1.1943416825264777,0.6259780824734769,1.601290009055365,-0.7042232631429286,-0.8869065626210748,0.6159196303192402,1.8443221649870907,1.4787751710757675,-0.6234237877324347,0.3325918377042605,-1.167910974697655,1.1304637054791051,-0.445751241440437,0.41737489793921867,-1.2590883504071648,-0.26228778988383894,-1.1452079895247174,-0.36106942507121076,-1.4402873791017825,-0.9876053404006093,0.7291961228299613,-0.012198884227238693,-0.08785693085100021,0.60578008183073,0.22009259154206262,-1.2034469376989243,0.09341418770252119,1.285759675197081,1.570240984519824,-0.11821033117294277,1.5530204441245168,-0.6043436667320243,-3.3682389491283615,-0.606775898592737,0.45954779721513006,-0.3959610806338105,-0.6238420664070787,1.7316837964444929,-0.45597396146414937,-0.22151449478895202,0.7305953923204385,0.5027298555281732,-1.4612836929993023,-0.9852295002564269,0.9223459948238037,3.0341943542476884,1.9566471309971725,1.1333350585181634,-2.1416844512051973,1.7425379718602407,0.3485398429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k{58}	=[0.38329413394840933;0.4625252298996469;0.576203660892946];
x_a{58}	=[6.911944475987447,10.569435592938362,18.5308245431875];
std_x_a{58}	=[0.6266281792964935,0.7848237691106481,1.0312716221354388];
pred_a{58}	=[6.911944475987447];
% Application starting next step
% ========================================================================
%
%  forecast from 5.8 to 5.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 5.9
%
% ========================================================================
%
x_f{59}	=[11.105895161455447,15.177024418796924,24.918866923696704];
std_x_f{59}	=[0.5588137067038721,0.5623784874093963,1.706321450899287];
pred_f{59}	=[11.105895161455447];
obs{59}	=[11.234727285256144];
sqrt_r{59}	=[1.0];
hpht_plus_r{59}	=[1.313049278217973];
xi{59}	=[-0.2772641743307851,-0.18118728035220855,-0.5694813810544446,-0.11187456521657246,0.11410225414821262,0.2541334662747392,0.35997762850199067,-0.30088236858969175,0.21995662245449132,0.3835053791399048,0.3625306302303848,-0.20020481699032722,0.51829805328431,0.22728958650732878,0.010975661239344348,0.10800170462207781,0.06475578973127227,-0.2629630830446299,-0.14825122066430296,0.1495084216686262,0.23557537026371733,0.4299908174468605,0.5951974278654966,0.47881102274944,0.26492333899553344,-0.6521063338457189,-0.02984393714971567,0.13331960023352707,-0.14092977429678655,-0.5649467333924019,0.19278033427553964,0.12466963575317536,-0.25722362168332324,-0.2015706219671518,0.021622370076487485,-1.1475593366149806,-0.23513582470513228,0.4292103896824564,-0.01818104345523963,0.12392404743849283,0.07397960526343361,-0.15001966238081188,0.2436300709995347,0.16459181492604458,-0.12390283178055839,-0.1819673084993827,0.9421348874208988,0.11807182174434416,0.12309188666805149,0.8248809855674271,-0.1296642367911236,-0.7987251910602993,0.004539985839082661,-0.3329964878194822,0.03367847502046217,0.027223380726665525,-0.31490572250471516,0.5927441205104191,0.17537748328140879,0.18502149902848686,0.28041253635988994,-0.03970395651718128,0.030826609739577293,0.6339186753131063,-0.09173944995829153,0.3304699800260238,0.08217357792129931,-3.700171428324622,0.3825923622151173,0.002317245060742934,0.09424517090915607,0.3793179286443955,0.4848707491650668,-0.19583437098848222,-0.6740586420595189,-0.7491875851726313,0.3585106363135715,0.07729660873100741,-0.38422595980883933,-0.10195514097845937,0.22898307038806287,0.23733247633802002,0.19796710220083114,0.257895805384468,1.438697295740619,-0.236501247504874,-0.16321389420493482,0.2266969798085814,0.445249339322638,-0.1921265051550396,-0.09508193010844757,-0.22828227811752377,0.2143798295964281,0.42524236337740895,0.3614525613120758,-0.41052035112230634,-1.7167048654408479,0.24899325450592258,-0.6905778950129218,0.26980533071091095;0.2109100331686271,0.5955886962648425,0.03400965622404328,0.21447257308687462,0.07271425457291869,-0.36240826378236335,0.5890662006314127,0.5677861672488689,0.008728024073304752,-0.9905467608253673,-0.43025957227638756,0.1404741948093946,0.2644422204116399,0.9727907938714377,0.0552145749889732,0.5364442898117012,0.3133438770933008,-0.018142142039113907,0.3968702756717093,0.5870940140839309,0.5508658516512099,0.4546085856428306,0.17705756790910954,-0.2525857373060898,0.21512432002399962,0.09746148006086841,-0.10296311363806687,0.11768662206032232,0.5373788467476057,0.324179735636255,-0.13973184506602365,-0.3920214182400752,0.14553445529764097,-0.7802585269387698,0.23028954217005015,-0.03213307368176466,0.14393991990624322,0.21341802285441247,0.1980818538742639,0.22668403921768743,-0.57209995934506,0.3858000777921564,0.41942318164004355,-0.058617914257482084,-0.10758395812073829,0.3744542624528666,0.0816391481598302,-0.4513752431697302,-1.0638948428411297,-0.5825029254914611,-0.5207120160387806,0.26902566143219353,-0.36338014013771947,0.04660423124127533,0.2526555242775519,-0.07710780415113838,0.35271172825116004,-0.040613384796087004,0.13159133660458266,0.2682155310769758,0.0913457587577522,-0.5478398939723057,0.09385490642142891,0.33250009266366654,-0.03093795830642776,-0.568169894443292,-0.2802700613495652,-3.5573161011836607,0.370000184233783,0.1104108896436049,0.14183082500226618,0.03640711006066155,0.5093738074501122,0.38128308796082777,0.006823422308810834,0.3095145315745693,-0.10283934150250928,0.2720639702939529,0.2658948392693592,-0.10822094009456329,0.507185429999236,0.1986952280392078,0.10388274332510328,0.3848091094822035,-0.5383386857885224,0.09998041120680945,0.11039375295545284,0.1912933599908797,-1.8868546504481465,-0.1281808978412311,-0.17792609941804116,0.36399624937349806,-1.1667710102375306,0.7133800501970953,0.4669192124176593,0.12518315791641932,-0.4712019251835393,-0.38547665566048117,-0.117653209082901,-0.5544675358821536;-1.217666887093415,-1.5199816052800124,-1.913317744055334,-0.645693132108331,0.31445289812602084,1.4020015459095276,0.30123247493078864,-1.8850197738940793,0.7463054902182265,2.677204430340616,1.8317609547804565,-0.823641565146815,1.290761986599243,-0.7461860522404891,0.012859820839889124,-0.4297097240180605,-0.210946173176211,-0.7758299149141976,-1.0670918209935856,-0.38035542288693946,-0.04132723011629125,0.7195070704407023,1.6450249603669747,1.924784949585451,0.5731389494288308,-2.302209970385274,0.1338833820384302,0.30452060210172505,-1.2842139285436254,-2.4024384667293326,0.8911865257107117,1.040856785580516,-1.009510294088276,0.6335583994983089,-0.23483878137236758,-3.9850497315691698,-0.9448974328241739,1.092594927202157,-0.305146407178146,0.09351904344176987,1.143006657398832,-1.0527961399930241,0.19164774443613197,0.6721434499909691,-0.17341075618073631,-1.1451648582183296,2.8309772747023096,1.1268807776486014,2.009543844913118,3.3747696924657618,0.458528468209515,-3.122639091078991,0.631183218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k{59}	=[0.23841396009358704;0.08980566827881403;0.6530477456039866];
x_a{59}	=[11.134249186524219,15.187704800804324,24.996532393213243];
std_x_a{59}	=[0.47432317911310296,0.5477556722420901,1.5201418431460398];
pred_a{59}	=[11.134249186524219];
% Application starting next step
% ========================================================================
%
%  forecast from 5.9 to 6.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.0
%
% ========================================================================
%
x_f{60}	=[12.735939242679168,10.929695492870298,34.39040341061671];
std_x_f{60}	=[0.5146629947928162,1.2547127641385594,0.7840711350849412];
pred_f{60}	=[12.735939242679168];
obs{60}	=[12.81210321208387];
sqrt_r{60}	=[1.0];
hpht_plus_r{60}	=[1.2662886121521886];
xi{60}	=[0.3736987829318661,0.6737240837362997,0.40984998743010514,0.19080738965860178,0.1892091972568224,-0.49209642112923113,0.239512949518625,0.6865792419830719,-0.1294434285284325,-1.0088679113777683,-0.9746332208651598,0.19530183420942393,-0.31018489652635495,0.6767749941961885,-0.14157204344672358,0.20287625454747094,0.22388532819715934,0.14854988236833044,0.4937774430977573,0.3909882400155773,0.33567606275468087,0.11647114562042482,-0.27042391929417064,-0.525428479716922,0.046151245550481335,0.5381300390683688,-0.1671404594049246,-0.06871278871986242,0.5536322288580813,0.7172538584415822,-0.25651615324861154,-0.32436445864445673,0.5016935301315435,-0.539383441310747,0.17973413107473135,0.9585454813551415,0.5870799859184661,-0.09325329675777816,0.23623252571682052,0.08864456965624967,-0.546493107333692,0.5084385204881734,0.4142099153828287,-0.09639460687219703,-0.10369211773747189,0.4728256899005885,-0.5864374974538151,-0.4892714410976087,-1.0056384010033632,-0.8613327033035993,-0.6616327160628899,0.7979699233331488,-0.42760828943083773,0.44892650755512875,0.02848211889462604,0.10123525684541868,0.6559283439783137,-0.1323566890101482,-0.015608420749435581,0.035216996727596594,-0.19461950613599477,-0.46349189546284464,0.045673544570862035,-0.48144620516742265,0.038826452642391374,-0.7085089656395063,-0.32739742769430613,-0.7802207139138346,-0.05978971617745543,-0.05432021509446372,-0.09560624603142998,-0.2470290790129166,0.08612323700985236,0.4811513631355613,0.12155353558123139,1.1064332881078354,-0.5143039670234266,0.15143822730052747,0.5256760676109202,0.13980963042184413,0.22142019375476885,-0.014409023383121777,-0.07417600665452895,0.34616429450195874,-1.2495550782943319,0.23239786430552023,0.07817441149258642,0.24746424005347478,-1.910181518765464,-0.12577799017765656,-0.02852480947921876,0.4999529630343762,-1.1604653520608998,0.4138725182021634,0.25287239031248987,0.2763182232638748,0.8723981193554238,-0.43994684792852823,0.2550643855669996,-0.6525411635010023;0.8124791898332155,1.123792917122051,1.1753226673825186,0.15323726127406623,0.7944216580554109,-0.964309549256555,-0.19695221520889383,1.1247562519919416,-0.3820132222842787,-1.519467454322733,-2.7458917284505677,0.28860004068096856,-1.5600953087658613,0.5101055098886906,-0.7656928578009712,-0.4589037735126098,0.2069369731143329,0.47837506067616964,0.9470320634367635,0.23991658194371013,0.20395766387506598,-0.3325230404214725,-1.1460201761977338,-1.2087939419912441,-0.13026708073553017,1.4794185509418103,-0.4558351956443065,-0.48143539961750115,0.8118724988732566,1.6917243399412047,-0.568962552066516,-0.24152482394438302,1.6536183191074034,-0.41010722031221647,0.19053306409262483,3.1703878171081463,2.087536005310003,-0.5833219513705057,0.5027479972645423,-0.10313256248287672,-0.7983152866239465,1.0487083833927802,0.9508804538046416,-0.09800072284322958,-0.28136525396091727,0.8882355628756926,-1.9588228804808985,-0.8130727920153547,-1.483497824082047,-1.5816260664556,-1.6075490676078203,1.9569386154111807,-0.855060296607002,1.6043822653942463,-0.516635870512232,0.7350845626528457,1.6807907491954488,0.052252825010382864,-0.2305235772489329,-0.39107386665762434,-0.8054157815202831,-0.5748879313797062,-0.007380443173197193,-2.3371469563305975,0.20537464196611666,-1.315367297060682,-0.58832147527459,3.705388890185578,-0.8827008261894704,-0.5174135323055555,-0.707430584617903,-0.8207593813467771,-0.5346254508620802,0.8690893786410712,-0.20948172793435127,3.3619458272129243,-1.6054357066769764,0.022785469196175967,1.224481859709302,0.8562775614494118,-0.18880623569301314,-0.3905221166657764,-0.4097560126687281,0.7406356322022987,-2.995652351231456,0.5297376908986919,-0.10051528247098673,0.819022061167507,-3.2496702904348043,-0.3559697965150299,0.306900841631208,0.9906662878991064,-1.8816004632175876,0.2689231578043021,0.18604795527669893,0.45740025191673084,3.366006904201889,-0.6748141087674515,0.7148147109261327,-1.1650776601171948;0.09607014324902963,0.4811269650015788,-0.18310549229700968,0.2992039348352762,-0.3328181647008037,-0.18548546445832415,0.7374855645849792,0.5099088814313788,0.07161520602757321,-0.8234354886234669,0.45745637839194586,0.17967658971703315,0.7812674551553442,1.0688696007800544,0.4129086295364175,0.9080243966837998,0.3218824566794396,-0.1070622075330121,0.23653739709509836,0.6689733129589897,0.5808221818331702,0.5796673745656662,0.4631261752696645,-0.029359973345023604,0.23395142548253034,-0.18074957033500283,0.07716820813907788,0.3164090491864684,0.5043905262333865,0.03100798346009981,-0.03566844148071624,-0.5129493072506861,-0.4350690719943202,-0.8244749808912033,0.23503592341742774,-0.8966064538785332,-0.6745163792254871,0.3473685083779685,0.06864350215559512,0.31151273236773847,-0.4680521622518796,0.16487868200052702,0.05045716579407866,-0.12831892722455507,0.037613846602070566,0.24691209572296202,0.5267763162447636,-0.3198493664577029,-0.8246625189552859,-0.4494089991232073,0.0759238458706335,-0.03778747758303069,-0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k{60}	=[0.21029061589648476;0.4196480388862103;0.07871794810320144];
x_a{60}	=[12.761942555105561,10.981586724524933,34.40013721347505];
std_x_a{60}	=[0.45959853686545654,1.1638038298637587,0.7805748874968107];
pred_a{60}	=[12.761942555105561];
% Application starting next step
% ========================================================================
%
%  forecast from 6.0 to 6.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.1
%
% ========================================================================
%
x_f{61}	=[8.447807373872687,3.123984981951924,32.72801818917566];
std_x_f{61}	=[0.6241086573546191,0.6487087409314894,0.8977964657020672];
pred_f{61}	=[8.447807373872687];
obs{61}	=[8.33783974741735];
sqrt_r{61}	=[1.0];
hpht_plus_r{61}	=[1.3902437755495356];
xi{61}	=[0.2692281134845764,0.2730763661458617,0.5250843055701928,0.20592271702894038,0.41576696837022986,-0.31885023835001114,-0.43627438509815697,0.28052759966046104,-0.29962757606540436,-0.3115787257855196,-1.2445061552421066,-0.08279518947099973,-0.8640560649682625,-0.08115457257707348,-0.3045279205066329,-0.5489129653303468,-0.16943818224051377,0.22958473789423017,0.536522417324381,-0.01962029874191451,-0.18802220976793116,-0.24589146352579405,-0.5814499720162951,-0.4508977444808675,-0.14998596217104065,0.6096060688651068,-0.3312363643670331,-0.25360355682788693,0.139176938725722,0.7626262193809286,-0.20636550051681013,0.004143454720882289,0.5196782041532586,0.036952190326363876,0.053909964225013596,1.3389088166752678,0.9542998802993257,-0.22852270611499037,0.23406653012941803,-0.03326950255832806,-0.16664493161541394,0.34512275776876145,0.3161377044146505,-0.09876246772953046,0.07035621628425481,0.24435592800160855,-0.7515769565597505,-0.1529882614843423,-0.2997187638293042,-0.3641012294549242,-0.611485490959466,0.4302368575407627,-0.2755024235724939,1.0804579481850247,-0.5195789924346466,0.5965701174242408,0.6412817060099876,0.3723471209328686,-0.2575288316380231,-0.8613906883827704,0.27141785654654704,-0.04857023663988791,0.1587210871893383,-1.253920905543212,0.45814320531092534,-0.40201093685263345,-0.17265471865142956,3.2440968198225804,-0.5474021247736944,-0.4902561485666377,-0.4434244535108185,-0.35454907258624146,-0.2919216668684612,0.2500157977414226,-0.22263263063323713,1.3401174518408414,-1.3652942042250658,-0.12490529103371806,0.43589546644065713,0.35303813632424763,-0.2608680260248999,-0.2730917374068138,-0.19151072465658103,0.19425925925520993,-1.1561078492605095,0.4536128095183809,-0.24426114550864142,0.36274205208279753,-0.8217081690255448,-0.1676810844967136,0.0867815352053416,0.2918811946081785,-0.10246809486544528,-0.14848569594133743,-0.09075861340054558,0.12494206276146258,1.6915249072383567,-0.6794343540758545,0.7604781324285259,-0.3998314449248124;-0.003394928064616387,-0.3557042158173487,0.1967690703622087,-0.3228410891420084,0.344135387927726,0.14887353472143428,-0.5346596296974879,-0.3930181644192672,0.00534584273169969,0.626020911434797,-0.60495160055968,-0.0342648433785091,-0.7223046669608593,-0.8828090743625943,-0.3736629589039664,-0.7102807067848746,-0.15850108751286252,0.15232816761303658,-0.31691352445023835,-0.558137304954744,-0.3982336414004597,-0.4816049409165317,-0.42054753589055105,-0.003772064894986382,-0.1370304974850982,0.19543360124923526,0.009932273362512678,-0.24845678327340615,-0.37138129018186383,-0.11326545902435381,0.0556836313024105,0.49315211560765526,0.5543584227879648,0.7516754080324204,-0.1613583591800536,0.744439737400286,0.6056358100040553,-0.3069273708729856,-0.03250161764440618,-0.2592037703000005,0.4031911952117033,-0.08338669713586588,0.03541938393530719,0.19012227994232278,-0.06314793704226185,-0.1423785072004402,-0.5821286179234453,0.26132846310037605,0.6286511300052937,0.2883190113268288,-0.13028282052227969,0.25179470624573463,0.1057246157058751,0.21277780569168891,-0.4209367585584767,0.37873151649385184,0.11890097762369134,0.2578243393127635,-0.08831752338068855,-0.2582322581208132,-0.5913839052334975,0.43472605451178925,-0.1400819422371269,-1.1066804485897137,-0.05285878037513925,0.24278993766456125,0.16267030834279428,5.108292197582072,-0.5978805012010251,-0.24648401894075533,-0.3794190616873143,-0.20083273540675073,-0.6190140631806331,-0.18018994161093138,-0.36033759116920416,0.5602948472146343,-0.40647178448641164,-0.21833507594316925,0.025832307819068312,0.5632557750580238,-0.552382893479316,-0.24384074387393184,-0.17835649326577263,0.017808756513257418,-0.3045050322932532,-0.11542129898445097,-0.15749493915073876,0.2693382987908115,0.6062703793130577,-0.023660261634850688,0.4188090575090371,-0.10665056198156053,0.5038296809487481,-0.5109088265924582,-0.26500335751968906,-0.11863284402457763,0.9451188849733989,0.36562775924270685,-0.1755959552545252,0.2857277194578782;0.5023247251960896,0.8220070146413008,0.8140402288688477,0.6623798998905741,0.46074464712638274,-0.734312187366605,-0.3311251930453665,0.8565136190072167,-0.5739964264625854,-1.1773417043446557,-1.739694311402495,-0.12176947311626662,-0.9465870308295017,0.6238358321432997,-0.2344181421118705,-0.37230861810562743,-0.1708487619665391,0.29057998295835574,1.2660474530563235,0.4517563982104562,0.0012994499889487088,-0.028721104221638427,-0.7101127059997125,-0.8401190394106806,-0.15409854488306962,0.9647279070001034,-0.6298599320698557,-0.25568945098699913,0.5798001350217987,1.5164749936487993,-0.4461671005356962,-0.4456333632349967,0.48942118488242414,-0.6110136908501005,0.23904224004467522,1.8548251765703796,1.2517258955976587,-0.15657764581945344,0.45522561288110097,0.16972275072739507,-0.6854435954707228,0.7137222481103223,0.5574312690712091,-0.3610129098551198,0.17902475010920682,0.5838446024598554,-0.8858673115191493,-0.5383343861397947,-1.1545381252482372,-0.976210355636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k{61}	=[0.2807016887346105;0.19514607439497517;0.3589052227822391];
x_a{61}	=[8.413504268589802,3.1001371869290666,32.68415823343697];
std_x_a{61}	=[0.4961587208942796,0.605932505718827,0.7393258984542435];
pred_a{61}	=[8.413504268589802];
% Application starting next step
% ========================================================================
%
%  forecast from 6.1 to 6.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.2
%
% ========================================================================
%
x_f{62}	=[4.325804934472251,1.7850566057268558,26.149002020250094];
std_x_f{62}	=[0.38203863293761625,0.5243225005116664,0.6141090042414042];
pred_f{62}	=[4.325804934472251];
obs{62}	=[4.228627979036906];
sqrt_r{62}	=[1.0];
hpht_plus_r{62}	=[1.1467000055693064];
xi{62}	=[-0.2718498900752042,-0.28288061750623594,0.039077808163878736,-0.28300694531999504,0.121213405913152,0.10155659856063615,-0.4220144441140201,-0.32687772160013573,0.08553572061336023,0.5456513170356896,-0.23409703061863762,-0.030790952439161856,-0.35740435220914213,-0.5753809332578146,-0.22674637260752917,-0.3704049843934123,-0.11479012288313672,-0.0305817633927985,-0.24993654557910006,-0.37272529287145995,-0.47239738237484374,-0.34762157781000935,-0.0722689990749723,0.06681037285812952,-0.0566007182993582,0.048923170668306426,0.16599769829001776,-0.1227038006628387,-0.4295621744764113,-0.23760869262010864,0.08971378822504494,0.20288795513896218,0.2959638552525625,0.5678742646451331,0.10783037087048797,0.1130836781544371,0.27445682677066774,-0.1741570080403516,-0.056024775538720206,-0.18981054764862115,0.6171913068343517,-0.1271488532092988,0.00262388583467299,0.1918631553756338,-0.07035239157483897,-0.09276641662519669,-0.253922137185012,0.12691578286101013,0.5258689535612451,0.44622143117972435,0.04287482583052871,0.26599375784058843,0.16582715461416964,-0.10845097621178201,-0.20126871758732445,0.14717166647472357,-0.03208489014191063,0.07308399222085793,-0.05224773440587249,0.051576413840204616,-0.48305181710705414,0.4027646649278944,-0.019160332760031373,-0.5684059599258133,-0.16921891469812778,0.26028463554108594,0.34810662525508995,2.645696406068571,-0.3252577494255098,-0.08916997635938984,-0.153884924877981,-0.11353845484999514,-0.3700764546937845,-0.15083518249719408,-0.17313815983207714,0.13940661395865916,0.06829964841708147,0.10220166398937813,-0.13363581758025767,0.3079578319235017,-0.26369367059662263,-0.30427448583966044,-0.056797787833264834,-0.0036255670930520623,0.012815222888475475,-0.4602527090747932,-0.09822083188554576,0.17460836043141814,0.5840813182074172,-0.04422895510484093,0.2674172937718726,-0.013796195778087217,0.3791360484116453,-0.2785618167133235,-0.43070320528295225,-0.10072716197421805,0.31508323186787734,0.47296963567936423,-0.34014833597503547,0.4262718711462812;-0.12341225733092553,-0.6618782086384647,-0.27855608476584504,-0.5330441990696215,0.05192438693688439,0.5390578342754875,-0.13519753190101325,-0.6925945107356961,0.3163342561833433,1.0690217426987156,0.4556484086513799,0.08442025591960234,-0.01720210932366828,-0.9303997100238457,-0.10270027123348102,-0.30407834438369363,0.025364065791194434,0.03509106807474982,-0.9222691190983927,-0.6024217719786547,-0.15911841774453328,-0.2686190451211552,0.04021493749467009,0.4628079703873249,0.0020901498797776252,-0.3909658217494867,0.3069476624438381,-0.017530678269171984,-0.45051782302951304,-0.8529223670550495,0.2958067742890722,0.6931159772025386,0.12388668614583231,0.8302932759120067,-0.39315507979924313,-0.36677685590412157,-0.2967711312695094,-0.10307221935997046,-0.24265299253437966,-0.2333964115365088,0.40898205393622966,-0.4114711053321496,-0.27375322388826984,0.32283694773188243,-0.09561874896723732,-0.41613043174999587,0.05496294546315128,0.541347494198936,1.0622264490394033,0.6325242865063108,0.4458009345844438,-0.2922590139401193,0.4019813697336514,-0.7812831970354333,0.03699688090544195,-0.13782107402127997,-0.4845811714812325,-0.005170398147714694,0.19996926163461204,0.5091731649327116,-0.8917887249630042,0.5351960210327729,-0.3754355358613639,-0.14199124263992502,-0.44149518030046586,0.7058426381026472,0.23877462493445156,1.7236627933759285,-0.1474972428827197,0.20348426388123153,0.007287212515606711,0.14869335333649536,-0.4196870192282818,-0.4269909503659326,-0.19479371934973955,-0.7743363097357088,0.779519432912021,-0.2838385380162667,-0.3262682462512805,0.3511408448124329,-0.40270139817585404,0.0865151521691141,-0.011972876418895328,-0.15059004482596605,0.7557984194016787,-0.3856553331502468,0.1007218121924407,-0.07068236646383896,1.5703336727054484,0.20019513549739387,0.442925620727328,-0.4923230447396709,0.7140371454163255,-0.45551255859033435,-0.08196219902113233,-0.2332232108085106,-0.7402558007289035,1.1018131610207815,-0.8661704513794181,0.6777447753295243;-0.426601069322043,0.30148814056050455,0.4423883677746012,0.13126670691380937,0.18985067523797028,-0.520438531376854,-0.7307814917979059,0.23889333748502395,-0.2265811011194252,-0.2575311181673854,-1.1374392778486175,-0.18315813254956126,-0.735594369846094,0.05923937051807826,-0.3439923002481926,-0.3570119516633028,-0.2678809645860838,-0.10434356737964734,0.6867477669845705,0.028058111231398897,-0.7984430512109171,-0.36550970771713054,-0.2059316546551102,-0.47817070660452643,-0.12578508341080763,0.6272042788588053,-0.049336952677684565,-0.23224509458793818,-0.3118366107926285,0.6226074092424341,-0.20631470772388738,-0.4937154026227013,0.4646046633587808,0.11443845188844648,0.7380230135611008,0.7163646946705349,0.9465643477010488,-0.2265424158127196,0.20225308751396653,-0.07901291442455971,0.770128730837353,0.27420829538928615,0.36865061074703576,-0.011303794010547819,-0.02009934400039981,0.35474062874480694,-0.6227162021277195,-0.4534768740262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k{62}	=[0.12793233178408647;0.11915595119641693;0.11453789795727665];
x_a{62}	=[4.317184866231901,1.7770278891683975,26.141284467675792];
std_x_a{62}	=[0.36348488176436594,0.5097548376482003,0.607925838390639];
pred_a{62}	=[4.317184866231901];
% Application starting next step
% ========================================================================
%
%  forecast from 6.2 to 6.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.3
%
% ========================================================================
%
x_f{63}	=[3.1450319610324615,3.132805658517341,20.757964021590148];
std_x_f{63}	=[0.4453652698472223,0.6419274165361514,0.47438099785299104];
pred_f{63}	=[3.1450319610324615];
obs{63}	=[3.0741562266535323];
sqrt_r{63}	=[1.0];
hpht_plus_r{63}	=[1.1984934894048345];
xi{63}	=[-0.11909372802877982,-0.5250121690890861,-0.040369686946199135,-0.4205384701870467,0.04990066742672461,0.422985840406886,-0.1715330264698922,-0.622580377315614,0.2620967942269856,0.8452576819573934,0.3986166919260019,0.1006481782319173,0.057640630272611126,-0.632779139730582,-0.04745816481986598,-0.21518623310341534,0.014113843234950352,-0.2852982420662151,-0.7638053888949696,-0.48227406564141617,-0.23266684295868734,-0.49760665328190257,0.01970790378072529,0.3702643366042837,-0.13363090943111278,-0.32183784174031826,-0.07318461145263333,-0.0236466307280625,-0.3900538400238567,-0.684609059335441,0.058652597449883714,0.5433122836522197,0.1153450546217556,0.6637353478125223,-0.3185592663452401,-0.23215646397375433,-0.018989650404736214,-0.0698270927808986,-0.22230160206502614,-0.12238262315554183,0.3553909378881581,-0.7309764763991642,-0.2637210275617061,0.22419644197735256,-0.14841818179089294,-0.32567954267086385,0.01129495086165555,0.5158839926745884,1.0651704122926087,0.680038147372465,0.35780815522590403,-0.2806336562639906,0.3159219706903853,-0.6517308966000401,-0.058516868226508034,-0.10922536792452808,-0.3247461500390223,0.015974188863692174,-0.32246755335473365,0.4104212140299457,-0.7951915662276607,0.4250874746200437,-0.29924728296822245,-0.1737487099325672,-0.46084269556839175,0.618730296790742,0.2376950587886757,1.2842616216900118,-0.16479609753035618,0.15548554518175672,-0.19595872402927395,0.03191363075822595,-0.41116774748447105,-0.29182315245435264,0.09841869894934785,-0.5970884319103864,0.7683179228874479,-0.20306098905092584,-0.2633966886896899,0.19517336704451438,-0.20193635149495304,0.19027227469503005,0.09519082267890688,-0.20554201161727947,0.670794954038215,-0.364381615744771,0.23104401358887117,-0.007853962831963823,1.4619673000514974,0.16648439729834452,0.34363701867661023,0.2592204822563473,0.6115700655824479,-0.2861462197831388,-0.08465896019156949,-0.19734158979155714,-0.4489346621415211,0.9134652183227998,-0.7112133992949832,0.614719932158093;-0.03396941404110576,-0.7900355936960621,-0.2438334528610686,-0.5921835710071961,0.015076808647315865,0.7294195338611624,-0.003973903459113526,-0.8801280688833155,0.4261890519721083,1.2146191915630724,0.8689507406691201,0.18506680401418762,0.2718526505462302,-0.8984198169600104,0.02874457967988775,-0.19745607198196957,0.10774148059598732,-0.24611437793765134,-1.2073398793015284,-0.6579934520131312,-0.051398204107115486,-0.47633250458140086,0.09703232465475109,0.6516140186667232,-0.09414030189684075,-0.6029974171210926,0.028142763959634998,0.05156680322589402,-0.43086569875891634,-1.09082361630188,0.2107722448156788,0.8888004571991748,0.018284706423382868,0.850368572676091,-0.635511972523592,-0.5374317240390094,-0.38973015885267204,-0.026119483747039762,-0.34298427803419296,-0.15809144357411453,0.23145492235406362,-0.9349039909989747,-0.43548310554875735,0.3248845189102765,-0.16053125428155646,-0.5370881206773168,0.20920384677996662,0.8012017374229599,1.4246860222564677,0.8070910780605551,0.6366686648584992,-0.6261926302210119,0.49128337698625524,-1.0842731634022211,0.08083776690574274,-0.2756125914943226,-0.6101311339212816,-0.022780241666658707,-0.17013074391944416,0.7289661428172174,-1.0991528424976593,0.5298625520351052,-0.5238781278295077,0.0760102277996415,-0.6403594726771114,0.9333127492030298,0.17949174554005642,0.4263969262041343,-0.061919147596638524,0.35494091020437146,-0.10125404238774793,0.20778613643151322,-0.46633569484926296,-0.47778383905745647,0.07884382587967442,-1.1655227013982563,1.2622218374417442,-0.44789354273827264,-0.3851240180587405,0.24124594797536103,-0.30087201944585384,0.44539553062356196,0.1262172957507408,-0.2983144894606058,1.1876697335438666,-0.3383911848405097,0.36828641703842413,-0.15567056603186824,2.127715888424882,0.3378580240396043,0.48012790690032503,-0.08333183540299549,0.8446507537513823,-0.4108747801560937,0.12465556232419983,-0.28158128509292046,-1.1097565304508241,1.3548256335725042,-1.0679140856878555,0.7928951722649988;-0.37410144757668107,-0.020356066901438652,0.3919669357049713,-0.08694036578190278,0.13224000922201995,-0.18109513891139173,-0.6328590076863705,-0.15201094845147267,-0.03606963102290095,0.23592297578428045,-0.5784008540268815,-0.07117186876746828,-0.4251369706728454,-0.12191578659633251,-0.2392318470464474,-0.31441049989565073,-0.19518616755434692,-0.453497982925807,0.12358876939071095,-0.19749873182129463,-0.7318374470663649,-0.6750283883317962,-0.15521761687294244,-0.1619050322144311,-0.26329989169743584,0.2539598445367659,-0.3337306552916459,-0.18656010231406128,-0.40516704807431836,0.1295514401505038,-0.2907410831078252,-0.09703289233839385,0.35961917141376176,0.39835738752825733,0.32546772706681537,0.40487236016506856,0.7767517914082518,-0.18427243504899948,0.004108425721877751,-0.07480724126683214,0.6914618040174254,-0.4301116345300109,0.07431261133774925,0.05177558039118324,-0.1500401605904358,0.08548751747833094,-0.45722063572662464,-0.00815572542566656,0.53742813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k{63}	=[0.16561916369141508;0.22583427760958324;0.06295883571813325];
x_a{63}	=[3.1121842576431447,3.088015326283312,20.74547722286884];
std_x_a{63}	=[0.38904639709705496,0.5712807201658826,0.46647096277558187];
pred_a{63}	=[3.1121842576431447];
% Application starting next step
% ========================================================================
%
%  forecast from 6.3 to 6.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.4
%
% ========================================================================
%
x_f{64}	=[4.004813910352985,5.804733903005487,17.25056509745868];
std_x_f{64}	=[0.5975927674291776,0.878309465941597,0.5510403805298946];
pred_f{64}	=[4.004813910352985];
obs{64}	=[3.988441233830533];
sqrt_r{64}	=[1.0];
hpht_plus_r{64}	=[1.3582471862363936];
xi{64}	=[0.33448017089258997,-0.6104828037824537,-0.23474306248575205,-0.27233017102194745,0.10478220560848328,0.5482011239828308,-0.19858178374805302,-0.37159161866032386,0.7212265937517701,1.0771636434523293,0.726883247902089,0.07289012609113499,0.6218641498541979,-0.7819610873652971,-0.23710287864216228,-0.09207054065530818,-0.1240103960271619,-0.209784541178343,-1.0572938239430956,-0.5572162766564697,-0.22416878721629185,-0.436268764803291,0.32188651061035056,0.3320176246434823,0.11101151476510562,-0.49320253740535014,-0.10737407876771776,0.4242854406861172,0.21289797037768743,-1.1747963170747924,0.23308631352215148,0.6666502005577328,0.011639030854795784,1.0599277755455727,-0.9104847755942429,-0.5002683421567156,-0.9427154165141949,0.09553768216564862,0.04621151030714721,-0.0664102293717379,-0.039789381830407144,-0.7447675649816459,-0.2660386162637236,0.13402355887071327,-0.0585262676591749,-0.6666338640799707,0.22794156288662037,0.9884683760511184,1.2433289154298466,0.7359552116687995,0.06566630160543063,-0.22133419188165737,0.2954540126803993,-1.0073294286513121,-0.33949886061552714,-0.3432800745133311,-1.1229601287614028,0.08663763117659062,-0.11883069403460089,0.08000030514523715,-0.789889554177686,0.9526463023234149,-0.42508471127721137,0.10971622792710534,-0.5691873561215632,0.835795487666144,0.15567065317945694,0.2222655408557772,-0.0441990378421413,0.23827844518941532,-0.21646230358087282,0.2533664830211153,-0.5145277132274559,-0.40239297026193377,-0.1373449719007911,-1.1512392048826503,1.3470098322914028,-0.3071709789973167,-0.31191186392415204,0.3483346906886684,-0.3774468807654152,0.3719067118183448,0.1477013262850262,-0.3451808274246253,1.2137379562106476,-0.32457131219360535,0.3388121467381584,0.058239367600686265,1.6827582047562526,0.372999519987105,0.2710810552130649,-0.39601986941887324,0.9996787664949212,-0.6386904474961206,0.05740529325612442,-0.49088986461450723,-0.463575727624828,1.1988928617580354,-0.9392834337311795,0.6205007514593701;0.5707413671820758,-0.9002512357221786,-0.42315780046342066,-0.3911425910150923,0.12718000159657983,0.8632107957642168,-0.13304067766739536,-0.5383287974716984,1.0292367110633593,1.515226301147968,1.2284196699071313,0.14218396635848762,1.0005520246863133,-1.1290945747641175,-0.27023778557571365,-0.0559627851884521,-0.11548870238731812,-0.19586318372908362,-1.597520880720027,-0.7829832444155294,-0.14882416104310536,-0.49459259638427167,0.501611433370492,0.5569163056587083,0.22342369164365206,-0.7861094494039795,-0.06783691788615531,0.6512892518979925,0.37428778045906075,-1.7702991275416249,0.4232291149784082,1.0196902425463277,-0.060926210608197806,1.4085017445586479,-1.3934012891185406,-0.818828305187707,-1.5253771936465306,0.18573454264562983,0.048582963112562716,-0.0750741614638315,-0.19573091430919387,-1.0179122529170277,-0.4114636406220864,0.20448786752194703,-0.049467468588709096,-0.990958164468065,0.4540492341788589,1.4250135257263281,1.6517574483749593,0.9330537211659546,0.1903645198846089,-0.43926156959418083,0.45738345104443656,-1.5419185977178298,-0.373194290168783,-0.5499823631397174,-1.6858447720651162,0.11108966778346385,0.009492683764150911,0.23056245561452027,-1.1268016045359737,1.2789157799592177,-0.6664800106896562,0.3539537432196189,-0.8067540985310488,1.2200083026864084,0.14587789035822674,-0.46804629178981827,0.04786388185719925,0.4234427872214974,-0.19850048703449996,0.46817794995641115,-0.6737181080709789,-0.6035956035227894,-0.21139822585211654,-1.822731555626973,1.9675247444296318,-0.5305915536291561,-0.45156814715304083,0.48200772715976203,-0.5401634090608027,0.6454408731679697,0.21837173215293415,-0.485925717000395,1.8423182889284915,-0.3544812920604521,0.5121384334859229,0.003189161286023534,2.320094748301938,0.6001650579947224,0.3866164334244644,-0.7941747036619544,1.3697072081392907,-0.9210223851325656,0.24360215812632457,-0.703151101558583,-0.9253673882378228,1.7016227234053076,-1.3946717869441807,0.840907066189069;-0.00314772425825538,-0.38133713698475447,0.11408426162283192,-0.20440023559076081,0.15283029858335695,0.18097520573332915,-0.6671905059219903,-0.27538133213456817,0.5235872940759343,0.9442868501618342,0.026849828390684394,-0.06094969167553543,0.1801681485896438,-0.5586180974770585,-0.4213207429498418,-0.3096842403328921,-0.30420646309026367,-0.500384128069804,-0.5146386184187328,-0.5060379936891728,-0.7575328657868283,-0.8041293176196405,0.12580171041460275,0.01471846483737238,-0.11433220522423682,-0.13028378807150887,-0.3825317218821347,0.20994017503258178,-0.0605510240113496,-0.6144734338003737,-0.08462476192989143,0.33854145376691847,0.24499883177033865,1.1197859127436196,-0.37597205589243643,-0.033219662475513445,-0.12047056654776966,-0.0807584752745818,0.08146717360489575,-0.10741370894379187,0.4033356669627288,-0.7626791206014261,-0.1178785335405017,0.05604921016685083,-0.16098652460490825,-0.39575873361992464,-0.21722085357326648,0.7485257831927861,1.3076062440197767,0.9121958546047537,-0.2462117617625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k{64}	=[0.26375698758417543;0.38424838929333194;0.18164340032581808];
x_a{64}	=[3.9650577636627595,5.74681606177539,17.22318594919494];
std_x_a{64}	=[0.5068715439498493,0.7384716135626501,0.5235290380505077];
pred_a{64}	=[3.9650577636627595];
% Application starting next step
% ========================================================================
%
%  forecast from 6.4 to 6.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.5
%
% ========================================================================
%
x_f{65}	=[6.795421435999757,10.752072930581072,17.105076475863783];
std_x_f{65}	=[0.7566537237413883,0.9894380383071925,1.1726677738190623];
pred_f{65}	=[6.795421435999757];
obs{65}	=[6.883912686666385];
sqrt_r{65}	=[1.0];
hpht_plus_r{65}	=[1.580658930183764];
xi{65}	=[0.8973701469702533,-0.8074340939916196,-0.09711192657140888,0.003522453995629782,0.7688066989357019,0.0846355669238017,0.15741106151655782,-0.3774147209917933,0.8298270185293868,1.266488986254756,1.2218145476288926,-0.5592449499276064,-0.2846197937091697,-0.06611677537167004,0.07676072571177617,-0.2959722561314049,0.1149936345604825,-0.876188260372488,-2.01895509205481,-0.9457079192775577,0.09038554501531504,-0.1456281681706857,0.010505275753783572,0.5159453387829416,0.3153279685067032,-0.5644491035520964,-0.0399329977273446,0.5165426554705528,0.3963270902509777,-1.3891514011993618,0.970641868617097,0.7692717568993359,0.04922720086725185,0.4433237634381939,-1.047790874951473,-0.5945252525903744,-1.2262705204269064,-0.43275862677989174,0.2790719055121542,0.1600484136296032,-0.3398958248899442,-0.62855507677597,-0.3715238942282575,0.09082870725435832,0.03706718682695609,0.4217411697875537,0.39955146219069704,0.9869973170970185,0.6680673862285262,1.5867853805618006,0.3526837989929863,-0.30824595182533265,-0.24108514551222893,-1.1556823657542914,-0.2425983558227216,-0.3517968521268955,-1.244240511494688,0.02115088071015414,-0.32191911335273904,0.14877894439024608,-1.1407336878116663,0.1514450357775825,-0.39596819719064413,0.31524695575679385,-0.5041629127623688,0.9921503301141126,0.8146730816661796,-0.03827567063408033,0.07497557852397829,0.35351602930678006,-0.03504583584984111,0.48974401295003567,-0.740466370463853,-0.7288983458839775,-0.11598159679035902,-1.7322808487000527,1.2911047116231158,-0.08424077792801477,-0.32575969468122246,1.1812786284074903,-0.12994262869878526,0.565241488162818,0.038345252915451766,0.17963208179478496,1.3819783851850582,0.2197940116472159,0.4006021524864254,0.17169092481412473,2.341993565189129,-0.24975963620899488,-1.1905709765321042,-0.2355005954307039,0.545097367302092,-0.650668357588656,0.39727694465500907,-0.41388836021615294,-1.5187955593393205,1.652917952279732,-1.3729568044893012,0.3681063344115083;1.237405628284824,-1.0588531871806026,-0.18214213642617594,0.046013859650201994,0.9628677611111058,0.2137241288964269,0.419554766782511,-0.45585918688252036,1.049980911696359,1.4760501125031595,1.7103340822796476,-0.6674926583563732,-0.25244399235562476,-0.04185839397237778,0.22225470069919595,-0.2696289430004377,0.2620251150640449,-1.0414282655221907,-2.854076972589411,-1.2064895497738668,0.35298440387151153,0.006930890435755899,0.08434591573582395,0.7655063261380306,0.501125644603702,-0.7776303863590268,0.0879059274042806,0.7165862967056835,0.6061375012505295,-1.9247196522100989,1.326181853798163,1.0381399126675497,0.019676125861421312,0.44462761380103366,-1.4533708288206313,-0.8524072231631319,-1.783951248123289,-0.4897729745994308,0.37537973967157434,0.26985969058415193,-0.5466764064360312,-0.7286200253412769,-0.4768476154933339,0.17022389745670452,0.12159273130245829,0.5436448770700526,0.6809365593397061,1.2227722759551494,0.6957814511798546,1.7176951143456307,0.592971549632539,-0.4934369471228468,-0.2519905163167291,-1.6132547163767157,-0.14579000920791074,-0.47432928084423054,-1.7162813746851686,0.040263073072816624,-0.1936352685807261,0.34631967472132175,-1.496652842135834,0.10753824510547005,-0.5248710205682627,0.6619953477290519,-0.6074221751863611,1.2350777755457187,0.9339381902399744,-0.8141002662332326,0.2539826370456364,0.5775333508413976,0.12146846010864643,0.7688095312076992,-0.8647130463907473,-0.9565860452924415,-0.1292965425354886,-2.512835634994609,1.5847086327490114,-0.15413555895604603,-0.38526399233710507,1.4308829095742173,-0.11859802797616936,0.8667446901488294,0.08685683685874857,0.2860689181440712,1.7652830690197874,0.45853202054828124,0.5598295724093596,0.17247102543199766,2.431818357933013,-0.23584808485590258,-1.5942114115919512,-0.4979244546235435,0.6336888440656967,-0.8116400398732004,0.7181752913418347,-0.48767211764682017,-2.2826443300684396,1.8986799308124809,-1.876307243658335,0.4218268442305959;1.1686637994255875,-1.1750518864394728,0.04301222327932308,-0.07098625747333642,1.2464571973880254,-0.11558518135731433,-0.3010442040688588,-0.636059379971055,1.2922771308224696,2.2075331532063807,1.5010356866280965,-0.9720903562570378,-0.7047146809831304,-0.17363907113974975,-0.1716103381237204,-0.716339680251739,-0.08704324930416618,-1.6200702133151648,-2.508919901679418,-1.5013317193643019,-0.4722966070059904,-0.7348783917379222,-0.12983514180206157,0.5437857956528944,0.24248166873432453,-0.6860550502027536,-0.3932787081542912,0.652123643546723,0.35860171430406496,-1.7898253344717805,1.2712633051088922,1.0514174780492702,0.23143554162426128,0.9976618193883198,-1.3191717265073848,-0.6419980133263685,-1.2901807098638916,-0.8298036299706659,0.4123475513626147,0.13677396021982346,-0.17248355649388003,-1.1895676572153757,-0.5488576040154136,0.052685214519048174,-0.10631620987140522,0.6535367863024071,0.2090982941881272,1.593343021611247,1.4231169159525656,3.0078248236460787,0.22036640321285716,-0.1646361772133993,-0.48405619838383984,-1.443744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k{65}	=[0.3673524497256709;0.4748369230497275;0.5390807328679683];
x_a{65}	=[6.871394482860937,10.850275100821698,17.216565063487792];
std_x_a{65}	=[0.6166693090731419,0.7899130456488381,1.0330237336889883];
pred_a{65}	=[6.871394482860937];
% Application starting next step
% ========================================================================
%
%  forecast from 6.5 to 6.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.6
%
% ========================================================================
%
x_f{66}	=[11.581129782134365,16.22207756464587,24.78564736770618];
std_x_f{66}	=[0.5143353385640428,0.4717711095096294,1.7903266291053894];
pred_f{66}	=[11.581129782134365];
obs{66}	=[11.703969332021167];
sqrt_r{66}	=[1.0];
hpht_plus_r{66}	=[1.267379943911525];
xi{66}	=[0.5301615208197532,-0.5218163256061299,0.10665007868276177,1.0670066489373404,-0.14545673909560008,0.5254606940969158,0.2871539037039561,-0.10702940873454558,0.35323922536158747,0.42649598042853043,0.9950521818951987,-0.12347554195387112,-0.0055012526552129515,-0.08493953076787619,-0.4570576666918722,0.0683697484457717,0.045123264398153395,0.06703900756699355,-1.5903566078969504,-0.9708596156337883,-0.20888739111896548,0.15402010864357862,0.15048416941551856,0.22739071436416047,0.27915567122691165,-0.39539971785429984,0.41360724771529256,0.2171291650034437,0.10755875912336599,-1.3300265800680435,0.5156992146175501,0.5239544233511744,-0.15225191622756284,0.0773235544573243,-0.6723350981813869,-0.5483409184870247,-1.0722072736032846,0.5215994094691254,0.11791519798552308,0.5410508290637992,-0.3158325783654501,-0.3523658359283939,-1.465906729852012,-0.2773234523045467,0.09792580332917566,0.41290699702586053,0.33125853941631256,0.41115035019317503,0.20261896925837242,-0.6358701777702009,0.7061478184838297,-0.28867259573239323,-0.031379055402952716,-0.29572970338220195,0.41825976230020956,-0.154220427387326,-0.40114468993388286,0.1272257733519222,0.27549300701465285,0.3233572322850353,-0.7746839828044827,0.0945352960211796,-0.23525848178643116,0.3367449767155062,-0.38965707827271423,0.23247135706045796,0.2292351421834784,0.5284689119117161,0.017990287191290477,0.43067223203616045,0.904606378437844,0.37565197472177125,0.1421670303399587,-0.39655892287042427,0.01837765545872294,-1.0408044849767784,0.5750317678563484,-0.12953634484271603,-0.1680924549959979,0.5951897748658688,-0.3999685358637297,0.4575014962435393,-0.19956382023997854,-0.17254012418609221,0.6113697438117942,0.2400199817123987,0.47141960840815855,-0.07014202004240389,0.42897740954036045,0.30174706744462654,-0.7651831286016062,-0.32911415173806624,0.2436761422983178,-0.3379325766685568,0.3807328537035719,0.03949646025714593,-1.0650289089510494,0.8258806210820637,-0.8104534264135719,-0.21804386684388;0.07140610046566565,0.0776072544702302,-0.1083770487623319,-0.5366472447659145,0.0072956725170314485,0.17575960723251427,0.5817145138541946,0.19306979439650007,-0.09264556891828235,-0.48791576382885005,-0.1259959008878795,0.2553594744503904,0.3804754041760994,0.19142883522455634,0.36344736384156207,0.36595464697900226,0.3527417603028091,0.39122447682114014,-0.7101863450583874,0.03987984005250311,0.6666986779007438,0.580933934755496,0.2180955447602173,0.27339697081340475,0.25641716828384986,-0.010603699280672174,0.3327628642241258,0.15787047908261087,0.3117800605403289,-0.40372417260396,0.08245517700608929,-0.011531164235602631,-0.028037179426021908,-0.2774681450216079,-0.1320523857873468,-0.10541720042895264,-0.4784455777597074,0.11092214200352402,0.07238708327164645,0.014061677414655804,-0.17157622348842594,0.33493238907567147,-0.2853464503256262,0.20412677669155244,0.24755774059424596,-0.07680677829208804,0.4054096605884894,-0.20540479739611683,-0.43922407899280635,-0.5557170465795398,0.13827903385469753,-0.13603244811146809,0.24006970064678157,-0.13459942615883946,0.4372751024009176,0.03713037802741681,-0.1026686124063545,0.06605576643509536,0.6485791749817089,0.3862669750075902,0.052103402552017286,-0.18459357943038412,0.05791921412428991,0.6715519098168592,0.22079543905078225,-0.10026734069994703,-0.2957484111856594,-3.0048755413506996,0.4739440806558264,0.26306245440786213,0.12185408871599535,0.30531516369456924,0.34201069952581875,0.09597727883312857,0.1156735228659258,-0.5877381906185732,-0.39953242640422815,-0.03924146433239173,0.18705457913768342,-0.44712011524920037,0.19588425934484377,0.2832663054413125,0.18087296252380014,0.21553977391426216,-0.22748572816073676,0.4730670214606185,0.014221094388584987,-0.07096154908210295,-1.5342546334371345,0.23246716393370548,-0.026329358713226725,-0.40352498841263973,-0.20370452850567133,0.1919459597365858,0.5266665359507208,0.21371017991172891,-0.7227610724995834,-1.0800563712174984,-0.12226522431998532,-0.0388485309947022;1.6642098411927009,-1.851135298684433,0.5849249046676306,4.098491831737075,-0.4415605798211715,1.4886017081594893,0.10316580878433612,-0.5911887374277391,1.335718830150558,2.139439463960489,3.3526157137395103,-0.7444941276727697,-0.5588038459256985,-0.514175354200404,-2.0976386597907926,-0.28764358202043994,-0.3401893517935157,-0.33459147496102304,-4.463704189605448,-3.427013874564768,-1.727623074567937,-0.3377998810357141,0.2227422222534372,0.39893874606143953,0.5908465278053434,-1.2424163687253547,0.9037999387123818,0.5425083047212169,-0.0626409013185345,-4.0069582964489925,1.6016300006423805,1.7579628977994837,-0.387212932706511,0.7358262574375267,-2.0341355015211775,-1.6343983546117151,-2.892410995545891,1.5768681460975316,0.3343594260539966,1.7768571216584306,-0.7259860468827917,-1.6889120687851715,-4.757128245816617,-1.203082692908776,0.00912281306798235,1.50484920061173,0.5228640337127182,1.6851903557916863,1.3751276443463354,-1.1884561268076652,2.104712291420526,-0.6774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k{66}	=[0.2109706289704319;0.012706409264211588;0.6839710575484771];
x_a{66}	=[11.606784540949196,16.22362270799908,24.86882061605528];
std_x_a{66}	=[0.4759276423466672,0.4703642036246695,1.7032155425406195];
pred_a{66}	=[11.606784540949196];
% Application starting next step
% ========================================================================
%
%  forecast from 6.6 to 6.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.7
%
% ========================================================================
%
x_f{67}	=[13.242334341395221,10.74319372484255,35.711187173514716];
std_x_f{67}	=[0.5712111524464268,1.440038703260326,0.5376390688625164];
pred_f{67}	=[13.242334341395221];
obs{67}	=[13.336940149499307];
sqrt_r{67}	=[1.0];
hpht_plus_r{67}	=[1.3272999462583495];
xi{67}	=[-0.31742525472662386,0.4209838949102327,-0.2139523050008716,-1.1858744828504122,0.08907504130989174,-0.3676234172312842,0.3387390814135429,0.23366990788947817,-0.45588817137431903,-0.7289891649167934,-0.9719636792170014,0.2520434045603537,0.4364534292831479,0.21574281419895058,0.9592997796606166,-0.2935101562659792,0.33243430383659067,0.20873924467347216,0.6503343596974442,0.795370585601324,0.68996194524507,0.555825825300996,0.04853767720620006,-0.33931828106295825,0.05324565525700997,0.48985017337063397,-0.04167397569760567,0.38029690260069593,0.3965972925014505,0.6425770031267692,-0.3235587001051048,-0.36261266023407224,0.025287490145322167,-0.5327630035233248,-0.027493864263279377,0.32608057424552683,0.4268377505411216,-0.2791558771334852,-0.016724514970434257,-0.5857618250456724,0.07430608680282269,0.6506957957445678,1.166267190474068,0.47698683632916783,0.1482876213002733,-0.8427634385406364,0.09552584959656585,-0.5412640228736336,-0.47747864164996123,-1.899644022156366E-4,-0.5194798864894477,-0.01835994109777417,0.3329800306480859,0.1412119165288086,0.7526085254438204,0.05545967510361294,0.19257256269912482,-0.1265378994661681,0.10572122950017615,0.04766987170621029,0.6606839830768081,0.16894557817759193,0.22716451070570365,0.33404338925824817,0.5502888713242555,-0.1921560659373025,-0.66069378705666,-2.722615030128974,0.3951803297417591,-0.09021822504910837,-0.7996175977807454,-0.3606555258894222,0.24667668843807,0.3801507797173489,0.04834706422634305,0.08430287918968737,-0.743716980304562,-0.05206338885115791,0.13553730459324242,-0.7289095025503922,0.42283587084450325,0.18279509812871098,0.37890709283098545,0.3475998600062713,-0.8312421898210864,0.4465303062174826,-0.31702292603421256,-0.07955079757620531,-1.6060984730728496,-0.017497130890911095,0.6019424404863489,-0.016816204790108813,-0.36006865778655417,0.42146670789695406,0.3077146817170586,0.34672684800444387,0.13078881533559183,-1.546122031386803,0.5686123732032566,0.09990884147212142;-1.1050473548103668,1.1782704074911763,-0.4833786496611019,-2.886427794728636,0.2640533570247481,-1.4231485379434972,0.08846678314024103,0.4255179927111694,-1.283621722078113,-1.4971798038849347,-2.842946715121176,0.3769210300114132,0.733303156167139,0.3311895006282253,2.459384671282937,-1.5444981464275784,0.45281902392299145,-0.024783496377754233,3.3047359927529456,2.4228445155955924,0.9900583719619434,0.7864041493392318,-0.20942103493988284,-1.5280643804185594,-0.24864923282890317,1.6131628214547185,-0.6809249985599912,0.9883038776693862,0.7652267550597962,2.6997495694091,-1.1668824705993543,-1.1095059797370546,0.1319281586809442,-1.2247918112387506,0.06285820465496883,1.2131886341499047,2.184864911974387,-1.0361569075771246,-0.1450233067862694,-1.8574699369130894,0.5445368000786353,1.4433554171951233,4.296296853432196,1.1703320661123584,0.05935054776010773,-2.498114584401417,-0.3640517860537429,-1.3627255430849168,-0.7839874689927342,0.9937983658131326,-1.8402347384945728,0.16620455106315113,0.6520146876208699,0.6812740104791484,1.7309151567120136,0.10056214108379002,0.781407561040087,-0.5095818800353324,-0.7609870187248244,-0.49381444921194984,1.9751233539198338,0.905268552630325,0.6409290640247782,-0.06895558797299906,1.3359253989796063,-0.42155998478607337,-1.5917372405002599,-3.9545486522708027,0.4588365410864039,-0.7200608237838235,-2.6953485898247678,-1.6407957884402453,0.20259917715178943,1.026216813262245,-0.03916679279394231,1.1979267991097515,-1.6943030435193531,-0.10782122703180796,0.08676821412669966,-1.572965882055044,0.9670701212016741,0.13423108282627183,0.9119658321872581,0.7247684887906551,-2.246500429131041,0.633965387800755,-1.0113072610467615,-0.11794130884869247,-2.633709773440936,-0.4368061788555746,1.9269825196484867,0.661560095677407,-0.7883970395551732,0.9962240972864365,0.11072230458467658,0.764749450640613,1.6585131949563738,-3.1478264746489346,2.0045799900918055,0.3829453046803657;0.2947539113165192,-0.13084759878369567,-0.03764512465908609,-0.024193626339517493,-0.041037578690968246,0.4789639161670749,0.6807223593096765,0.14963422788917313,0.1516756344085124,-0.26489838213115746,0.408559229389148,0.2389538265820761,0.31485842714053547,0.1639772810379867,-0.06576014251433548,0.7462634538497213,0.33241931278328707,0.48369156381843226,-1.689669170783823,-0.43941437897780844,0.6494294997829968,0.5419950832731786,0.3010109479665388,0.6244367898449568,0.3472521064012355,-0.3736182938484802,0.5164044028950414,-0.04388281664807181,0.20859196891252196,-1.0964291179287784,0.3209509347776631,0.19714602496193123,-0.053902911795916,-0.062156555465215035,-0.12682213679188692,-0.38087782533323633,-1.0968965922226204,0.3221648719288268,0.1101375893497476,0.3795009603450481,-0.32883427551457345,0.1370447039580327,-1.3801611098478688,0.009902892526866935,0.2824852590379834,0.4104919809558041,0.5466483864444598,0.036654396617741725,-0.3561178281407962,-0.9114766302649073,0.5087714216623738,-0.19534145217934196,0.15057317055153163,-0.31218640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k{67}	=[0.24659079297110353;0.5689306044314669;0.024965704551590036];
x_a{67}	=[13.292784269908777,10.859591048428374,35.71629489872513];
std_x_a{67}	=[0.4789492607043848,1.2685138891778196,0.5349497974196717];
pred_a{67}	=[13.292784269908777];
% Application starting next step
% ========================================================================
%
%  forecast from 6.7 to 6.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.8
%
% ========================================================================
%
x_f{68}	=[8.060828070586192,1.9605682636535242,33.04360073378166];
std_x_f{68}	=[0.6072803067419795,0.4375789841655942,0.9285200705412314];
pred_f{68}	=[8.060828070586192];
obs{68}	=[7.918321440188732];
sqrt_r{68}	=[1.0];
hpht_plus_r{68}	=[1.3711475286711623];
xi{68}	=[-0.48317451685537804,0.7837659630096336,-0.1819130862574676,-1.0024831391363405,0.09840760710547514,-0.5674616651925248,-0.4908255939298911,0.42401923747148196,-0.8735125621317215,-0.05454340538113556,-1.1489229401492889,0.4169861336251319,0.4388590718083982,-0.005843249591885424,0.801400728417569,-0.8142185945013187,-0.03212532316378436,-0.20734301304895464,1.6440131070169262,0.890919987186086,0.11584965928022939,0.05865429441078973,-0.09522014606606088,-0.7759120732881897,-0.5314441155596583,0.9689016059866091,-0.41269613055302834,0.2448899032846228,0.3490130004594434,1.3733716164936904,-0.3854513421001933,-0.4787252214801514,0.15599634158173004,-0.5837102296048275,0.10822933245953159,0.7299981242848101,1.050825444345314,-0.3962135039723478,-0.09691402193506526,-0.8352306735384785,0.10487662851643087,0.33969467471615467,1.790899285619595,0.6624141374926396,-0.09174418199900103,-1.0042826993463176,-0.33408539001816795,-0.4572887951659492,-0.16638129100532062,0.758354525526066,-0.9260587809304335,0.14328167391495406,0.1698537919906027,0.34416507387601847,0.7799726159762095,0.061242904502742945,-0.06972674751052566,0.11302168200099949,-0.6645073030982829,-0.35544034335799957,0.6197043543675527,0.44449256045459506,0.3067026091713796,-0.34409698352021945,0.43886476304988875,-0.1715812908229033,-0.05689790243193116,-0.5202316229187964,-0.05470402606202107,-0.4787331750983821,-1.4756360914664217,-0.9080278518145102,0.4779740725140318,0.3816997613094433,-0.07605243856961508,0.7455035507934937,-0.4229581304390253,-0.15431845666497868,0.019997266495394683,-0.48516950967791495,0.5033442876940875,-0.27967825520695033,0.39660421139656776,0.07776377916739641,-0.7088383132227927,-0.12848380982412166,-0.2681121467410579,-0.08085227107243487,-0.5265477954144924,-0.28108478084302924,0.6900904479257424,0.445286373096323,-0.24435877105048665,0.3774444025339694,-0.24871876389421566,-0.003340208165189651,1.0680914749622055,-1.1903153204137062,0.8209381826570024,-0.10424225474368765;-0.2352711625187509,0.011460175161156938,0.08277770716919575,-0.11957111556964528,0.09303429216341774,-0.405110189397087,-0.5129490056787407,-0.15952197269298152,-0.1691131664831047,0.22874365511644568,-0.494870629594911,-0.24941959951874915,-0.3165094736557743,-0.08486914080701125,0.007471383405484033,-0.6538583133283871,-0.2180634122620928,-0.36298528290300514,1.2854364870945405,0.3405095958674207,-0.5329340413613282,-0.43040267584188463,-0.2166996041075755,-0.5527921266616409,-0.24451727910332965,0.19785947883310318,-0.4100885186901897,0.10333976713896975,-0.1785778402149545,0.7846863029911728,-0.26166470648489804,-0.15035882810913725,0.0892238334769293,0.05281363070715539,0.1655258784419118,0.2939734013754305,0.9318884232327411,-0.24298975304436343,-0.03641027852325518,-0.36554906891311,0.3635883839627678,-0.07845750081023661,0.888724796236632,-0.07448447903445432,-0.19002686267368119,-0.44552892251501874,-0.42478848979655304,-0.028993574405879796,0.34836031809222456,0.8052283462582426,-0.4831023530500038,0.22169213551076972,-0.08657921943335078,0.3202782711115013,-0.23433716554814055,0.022202627446147982,0.34766471106097185,-0.15552946745795815,-0.7573382509255597,-0.43303288320356415,0.3225696040467185,0.442179123529149,0.09407437194351553,-0.6430912925687959,0.015196743646276545,0.09174587864361028,0.004563182026644741,1.704792445124676,-0.3583552332051385,-0.3526841076281795,-0.7562295934664098,-0.6108101972046964,-0.4185569170032919,0.10770708203725965,-0.06940531336210354,0.8483732579269199,0.09524242316368614,0.076304907054761,-0.1495835816779021,0.16033006494634838,-0.08074645637450995,-0.17737505116683638,-0.015482799134877823,-0.03239524292601015,-0.21249222160907055,-0.29318616345786164,-0.15747900821334948,0.11529218951722431,0.8702645991415228,-0.26068977583727637,0.39602226406148544,0.6120633740621888,0.11129739647070291,-0.01590995430740816,-0.44801690750810064,0.017491830401534347,1.092524763266085,0.19439294583502686,0.4971075531108373,0.19376656916169388;-0.6601497368092311,1.3852100260975746,-0.39472508279308727,-1.6982769086381033,0.09776664250907174,-0.6611471634366026,-0.4189466321712345,0.8864526279910621,-1.4214496383886974,-0.3096866940933012,-1.6138817708961746,0.9490463665177913,1.0390345554187945,0.04434057409112313,1.430025396294532,-0.8652857766484416,0.13218172940394624,-0.05354404360128484,1.8967159016362771,1.3143832884605828,0.6517354052327562,0.46775623719862836,0.010811397819814772,-0.8950734135770517,-0.7320227135490853,1.5716328930545629,-0.38551201341202557,0.35072244118300944,0.7673247368143734,1.8160589394140985,-0.4732451674408651,-0.7230606191504663,0.2102801438018318,-1.1058612024589394,0.04284207558698938,1.0605097638374659,1.1077252114095657,-0.4976623537844489,-0.13505308807391003,-1.1634518198497759,-0.12941890837567627,0.6687910205901701,2.5032400966988817,1.2370098790188564,0.005251004211245913,-1.384881641350784,-0.22569869453534608,-0.806202449874732,-0.6176215400619256,0.6837166928705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k{68}	=[0.2706838767604076;0.11264345924626443;0.3891141348227995];
x_a{68}	=[8.070488647949013,1.9645884545325967,33.05748803008984];
std_x_a{68}	=[0.5340751711162021,0.4116402575196533,0.8448638508163495];
pred_a{68}	=[8.070488647949013];
% Application starting next step
% ========================================================================
%
%  forecast from 6.8 to 6.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 6.9
%
% ========================================================================
%
x_f{69}	=[3.541545842559585,0.8153092106610023,25.81360111387926];
std_x_f{69}	=[0.27554312166439837,0.4944728298451139,0.5924655895062126];
pred_f{69}	=[3.541545842559585];
obs{69}	=[3.4183096822055012];
sqrt_r{69}	=[1.0];
hpht_plus_r{69}	=[1.0761064432605878];
xi{69}	=[-0.13439012254851423,-0.054898711634152164,0.09868702312115962,0.006420781915365659,0.05526113612113459,-0.17776842672568982,-0.26135232437782685,-0.16623772689460647,-0.13131504311901576,0.15139802109972367,-0.19980929855874185,-0.20552458562538556,-0.19967718046504812,-0.049434976708976563,-0.09628023971596544,-0.40073069787118687,-0.08055152089903528,-0.249646213803016,0.6897113386512341,0.13055699659412356,-0.44189123324967117,-0.35006637771951343,0.2304122956867527,-0.3141782699266873,0.0777019302982227,0.037637001560847594,-0.2581408199549462,0.05444570070344712,-0.1740589059552149,0.3451263513776932,-0.14534647305742654,0.05039816590958557,0.16818326762666702,0.06704633945006666,0.08865502286099325,0.1218533988130388,0.5280530770814806,-0.09843493545162962,-0.11301878103490459,-0.22935467983534652,0.2264505662381162,-0.10271746707077511,0.38145102212285176,-0.12114102223465473,-0.24500409039312432,-0.2544683739503002,-0.22107472459050648,0.0242668371284962,0.32151209143777804,0.4034221323223859,-0.2598811422443381,0.21840612978116214,-0.07384703070933396,0.13813488718331746,-0.24682276436255224,-0.004496024250765451,0.2862048919510376,-0.11324372520411252,-0.40206304450492203,-0.2860946235914583,0.13017434116761972,0.2553701219606306,0.017816857415569487,-0.43150775042168865,-0.047080529047642816,0.0948854935829404,-0.056631482348613815,1.3118256479500099,-0.24682752318050882,-0.2025005115569556,-0.14499116568874504,-0.3322248031865942,-0.34814038747485654,0.06548103471821465,-0.014480105361423412,0.5065725545561346,0.15318739354512267,0.0034658962538278715,-0.1377585226906719,0.07372448303273194,0.010265399800325259,-0.2684772305337746,-0.06801923373730379,-0.04251539545038874,-0.10217836386083112,-0.19420863473134897,-0.08983104029813704,0.0033503953817461962,0.6673052194851623,-0.09507572928519004,0.022834152943635555,0.47008102846513644,0.08634608505107266,0.015933585877526024,-0.2806107383827614,-0.049425716831647204,0.6480249021384443,0.36166308314732687,0.1600497153298761,0.05569264346873437;0.16239162507503335,-0.6771280415138521,0.24823679166754897,0.6672594805402283,0.06287447869087437,-0.06670624769840916,-0.2589031418207829,-0.4667067352537198,0.6143098442647963,0.3923143244829881,0.27761084430050986,-0.6158211400183315,-0.8451065295005635,-0.07170406883395508,-0.608271070034574,-0.09539237933690736,-0.31564094500763124,-0.19813153734406408,-0.1010641547237845,-0.34309066363418916,-0.5672674538132364,-0.42463401698867514,-1.287739387542384,-0.018933058603286645,-0.193164717916678,-0.6135029002517304,-0.10590443385036441,-0.07092000915941277,-0.4274704019356029,-0.2316086521958064,0.04612004887299381,0.05308118590627309,-0.2721977726490433,0.6031996861647118,0.18046455719082632,-0.2513136208976703,0.15805021044321266,0.008491508464470332,0.21482782239961518,0.303232039329973,0.39810156833375765,-0.3018478713615812,-0.6586825543339542,-0.6106697868125115,0.06222574312230911,0.3108072714619392,-0.259180813557327,0.37618379457093365,0.4914635188189489,0.4724551122229137,0.1836470056148899,-0.002850415564221387,-0.2063432749102171,0.22340592146363658,-0.878514832130853,0.0421233915636926,0.44063897881900993,-0.23984529604016036,-0.437042588347521,-0.15752620484836966,-0.061979291430677486,0.17598910672149803,-0.07040460974186669,-0.42099312422293916,-0.28338137128969854,0.25998907452939846,0.19966166803554297,2.491384489087631,-0.3330593553467972,0.004439137165287987,-0.1048675307571324,-0.015869699042266316,-0.800280142616659,-0.23811939523611736,-0.019972641510943467,0.36552412695827385,0.4359009459535452,0.3577279821547974,-0.09503309868051502,0.7322793024691585,-0.777813162272467,0.27781517696643565,-0.26645064793854134,-0.0492991006445298,0.36219690587062026,-0.19350386832467104,0.08762604894833104,0.37551264032417264,1.5251850822814614,-0.15073840234631264,0.261663042129324,0.12867086386817173,0.378188807803042,-0.44291879679081886,-0.3068122587395661,0.16452556763592396,0.2804100783421404,1.0694658227600158,0.09349964630111773,0.4911509452718894;-0.5039257771850423,0.8005420605129103,-0.11497722435052182,-0.9288876285940226,0.03663203161172035,-0.2611435875762602,-0.1580624158353423,0.30002027633763007,-1.171071577883584,-0.22092873859342532,-0.803013022180636,0.4329590028111241,0.7297682402986005,-0.007920568709423037,0.6405837408507296,-0.6946592231338968,0.27406203178498956,-0.22621709076025454,1.5149779914242423,0.7303014002893882,-0.1091218516304906,-0.13484387737794634,2.0512791129274213,-0.6181590174347242,0.43779095718983285,0.8980943450611605,-0.37435965104353386,0.2144765287962649,0.2425341218733088,1.0049505483408971,-0.349710202546742,0.053231322253775915,0.7092711499918032,-0.7068087152544997,-0.06657933414889428,0.6032166719110066,0.874107662433623,-0.19851304071539744,-0.5297628168066666,-0.9195140703299529,-0.054271856042660716,0.20710215416293565,1.6051597090227254,0.5842399075973645,-0.6020281931560412,-0.9761346522165901,-0.09034240430689522,-0.47878230970132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k{69}	=[0.0707238988644899;0.06882650148186253;0.052398997304415655];
x_a{69}	=[3.521013513237688,0.7953277274963461,25.798388809607772];
std_x_a{69}	=[0.2687699774582803,0.4946656932699555,0.588097823181684];
pred_a{69}	=[3.521013513237688];
% Application starting next step
% ========================================================================
%
%  forecast from 6.9 to 7.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.0
%
% ========================================================================
%
x_f{70}	=[2.194186565106077,1.980039539318288,20.07351616984928];
std_x_f{70}	=[0.4245129766957284,0.6645190005632173,0.3878063912551789];
pred_f{70}	=[2.194186565106077];
obs{70}	=[2.121891331446414];
sqrt_r{70}	=[1.0];
hpht_plus_r{70}	=[1.1804433281897935];
xi{70}	=[0.1515718307134386,-0.5438678681098565,0.23019501930596364,0.540367007211096,0.017793735076200967,-0.08169345212390766,-0.2445906179332491,-0.37878333525352725,0.4678180932861209,0.2793603280525252,-0.013472463671359236,-0.5834014402827905,-0.8780295562539004,-0.04537011612246733,-0.4653371869769356,-0.21987411278362679,-0.26294367692426057,-0.184684081252533,0.058016377194521684,-0.21698077728859833,-0.5972403154982118,-0.26901923672492667,-1.0411032693563493,-0.03904111418107492,-0.11912089763083289,-0.4480814315937709,-0.09408501528837832,-0.04206935719350069,-0.32519260983041764,-0.09856576602727696,-0.11576864966126266,0.05907178564389559,-0.1588098573188117,0.48289175859863853,0.18256839078623432,-0.159799753729573,0.24041836082041224,0.12148546654578718,0.13197146982633745,-0.08433184904728863,0.43412953417761146,-0.28653478077620287,-0.38659305234046104,-0.49409685467872366,0.002408045408555104,0.23087903169399882,-0.2333341436007541,0.3196036923383576,0.4548884893074536,0.3940924741994589,0.09939463251962888,0.051269148663091624,-0.14055906902227866,0.17093365762342305,-0.7019479753857423,0.04975490859167131,0.44191012950947917,-0.206874641029255,-0.4476964689395393,-0.0757334348499783,-0.012016965869370733,0.28020409177585526,0.002353065240964458,-0.4964235930138756,-0.1879177541933874,0.06452940577868382,0.15934675079918525,2.2203996110891033,-0.29543974403710527,-0.03467794023685844,-0.11033038635384029,-0.06878915905033223,-0.6725903157181565,-0.13048620089422736,-1.8171824238244483E-4,0.3794118710953498,0.33650663547385795,0.3077686316086159,-0.09313977406927965,0.5231976371491647,-0.5933038919173785,0.26177017569991223,-0.20334837267161676,-0.015894908250697615,0.26310730883106936,-0.23037120894761043,0.02217664575454492,0.25428364594952146,1.3737773049178799,-0.1158690587445772,0.11127513487182128,0.07846830641141356,0.4693028491473479,-0.40691785800647695,-0.2699760630949668,0.15677270412736322,0.3354902494574836,0.8936867131909625,0.18282885108347902,0.332852185446169;0.33357225196153006,-0.9379143012788502,0.3450765787581629,0.9866625449591933,0.025839320256178855,-0.04223082213594087,-0.28268963126645774,-0.5923599201685705,0.951747437624145,0.452976654846148,0.23403034042527215,-0.8834109613825898,-1.3481550790142012,-0.058949755794678094,-0.8013348563391067,-0.10570089354493839,-0.42613289795365583,-0.19250973795929172,-0.3649672866724316,-0.49424802548694635,-0.7707970842974947,-0.3530874064014813,-1.9276941474731328,0.10475551953983864,-0.2765370197325301,-0.8459428168057284,-0.03367104944231225,-0.11265258121244148,-0.5127836932372962,-0.4111048142110896,-0.03919653277313029,0.06302206605336602,-0.40930018910835586,0.8533349550749083,0.2598997028427954,-0.37820765275497026,0.0701920870274022,0.19203430121475984,0.32609229873586365,0.1740381837348779,0.5925966903031639,-0.43582479075380465,-0.9765371207522884,-0.8237966847280205,0.16088990433181038,0.5710753200868792,-0.2939113599657559,0.5646446405500671,0.6048516421344381,0.48398811891679916,0.34992992036333437,-0.06018920705265729,-0.23165357770862816,0.24063107981171683,-1.134730407833557,0.08200094876093056,0.5881187491779727,-0.30429507889913543,-0.5499539884651217,-0.022507222501926716,-0.1156534787157848,0.27287646655894626,-0.04406952635681871,-0.5837454543102201,-0.3444177843561631,0.1639333818821087,0.32257841853667246,3.1190369447359028,-0.38883274004320967,0.06703152901431775,-0.11829747575084437,0.08069531414557085,-1.0111157321283808,-0.30906451558622705,-0.007801837505879261,0.35627563374223614,0.5373483945153814,0.5459274323210104,-0.08789548169040118,0.9630903769403569,-1.0845230702306035,0.6031060598159681,-0.33845970879739395,-0.03518209841161979,0.5602725808096669,-0.268626361629261,0.11935335167749228,0.4980646947042744,2.034889609003051,-0.16298521094599017,0.2554138565186026,-0.09081255097939533,0.6901493028373866,-0.7072602750516752,-0.3381933506345123,0.29315455234799614,0.17636654953701925,1.4146991789488959,0.1665815316838386,0.6190688304646583;-0.29168171003479415,0.39297033854886365,-6.775150579585443E-5,-0.46991182491687056,-0.011381030013723148,-0.2242100909810425,-0.1963550806010801,0.08979335597580729,-0.6692629208647816,-0.10395933628040765,-0.7016546146730036,0.09025984222612493,0.16833790031074258,-0.025983018017601722,0.32252677065247326,-0.6176988012367275,0.09942200335480322,-0.22718418221485592,1.08003693570312,0.44543872720197797,-0.3001548907713527,-0.12117285522471022,1.1014669586804757,-0.4469311167101715,0.26874708123242996,0.4937633478437924,-0.28984776586283445,0.12786545528219406,0.08475676172614754,0.6766375213607247,-0.36650294125607985,0.047616220059779835,0.4466749402117891,-0.3346465751339771,0.01691773779136696,0.3710223396633232,0.7088712786114435,-0.033161015208921896,-0.3548809316909427,-0.8489687560755961,0.1659480900672996,0.023265259017520634,1.0336812714737675,0.2568682959945576,-0.44253181456821267,-0.6092771096408711,-0.1450982262902123,-0.2318596298701614,0.163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k{70}	=[0.15286064470922367;0.2337661542034568;-0.01199698959601952];
x_a{70}	=[2.213518431973781,2.0096033042744867,20.071998943449213];
std_x_a{70}	=[0.38040633601018686,0.5990041079212672,0.38765927441417714];
pred_a{70}	=[2.213518431973781];
% Application starting next step
% ========================================================================
%
%  forecast from 7.0 to 7.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.1
%
% ========================================================================
%
x_f{71}	=[2.7926200420182097,4.12768559390948,16.04782100651081];
std_x_f{71}	=[0.6461973674197607,1.002316780635741,0.40471165296030326];
pred_f{71}	=[2.7926200420182097];
obs{71}	=[2.6886611476313353];
sqrt_r{71}	=[1.0];
hpht_plus_r{71}	=[1.4176641927163425];
xi{71}	=[0.09603307011239126,-1.0835861813285563,0.6112407780771436,0.861251992187229,-0.013626021094715668,-0.017756341775447826,-0.30919420299454536,-0.790963220089659,0.9950815111707931,0.3464286337173239,-0.13080105889224303,-0.8765328064471805,-1.239768975563111,-0.09232656129387751,-1.0460206211051122,0.05503101933310406,-0.7496014467956873,-0.28817123205807427,-0.2825753541207585,-0.5132507535230735,-0.8104678598002057,-0.40512527497377304,-1.6547883836055008,0.7833831941327949,-0.22340988009377538,-0.9283470609050133,0.05598412326525626,0.07650719798721939,-0.5157486958499615,-0.008686068022340176,0.08682489784546643,0.0467642002550428,-0.446934501221413,1.0758728692943196,-0.1298235224319746,-0.22198994138039918,0.08543689482946348,0.39161416494305046,0.40305910466811934,0.14892779403478507,0.46198943782801116,-0.4736066887423078,-0.9754005755424899,-0.7916932894857576,0.20490855792813534,0.5755901923649769,-0.3155293396043053,0.4803577960388563,0.44285950679235864,0.8904702673837814,0.26836510678035896,-0.3740323041000244,0.31878952224382706,0.23248441814702936,-1.1296477311567814,0.3510343222302654,0.5692625079177778,-0.33488665978729903,-0.5779198161354406,0.3223347164288968,-0.17629214456443476,0.3309841122050119,-0.12818030780663214,-0.5920230740662431,-0.2971589248196138,0.05250952606114323,0.08450554339659311,2.8188894794810704,-0.4897807958627438,0.7894591861083362,-0.11698437965132147,0.17328702878851754,-0.8976226551853979,-0.17948703540360533,-0.0494832348009111,0.48564335638316125,0.5698118997364952,0.7675242108215703,-0.15746942762319627,0.8704200660664259,-0.9441098577927518,0.5331139331102928,-0.5226595399146472,-0.1263231051539102,0.48010780536248987,-0.2680375011899727,0.22138212102411137,-0.011300082016138635,1.5415731711962604,-0.38526499564608274,0.18458255054000494,0.15577201387626438,0.6920821212418069,-0.6883891645333917,-0.2280147118723881,0.23962523437602323,0.21062851818309047,1.2292447422519848,0.11066673040310882,0.23109215927251325;0.2021095014267571,-1.7353198731206132,0.9405549300047857,1.4157790338209963,-0.014770099070660514,0.017516049364040498,-0.43752776841891405,-1.2281776637507242,1.6605125181433058,0.5557173683460483,-0.07707070512436864,-1.365917341675487,-1.9428406883787006,-0.13429766548683508,-1.6644255825396725,0.2010028098022021,-1.183566239186821,-0.40356069090966784,-0.6199223715180464,-0.8632384902867805,-1.2059031697372506,-0.5979292230444857,-2.699104004733634,1.2963352707723743,-0.3797388824401806,-1.507810580076697,0.14620194194847524,0.10880537440626714,-0.7991358070907997,-0.12931576216505736,0.20633345940932735,0.0656205160617116,-0.7624383914725863,1.7127796313507915,-0.20132043385505716,-0.39579403330168983,-0.00284609481515119,0.6126212711394885,0.6936664505527164,0.38069042149931676,0.681946147030831,-0.7331003053434224,-1.6602583949385652,-1.251303704059525,0.4004696639555503,1.0010721734203578,-0.45437355808116964,0.7801727791868398,0.6409242250758149,1.3016361774114733,0.514526332437101,-0.6313458684936508,0.4877558798647019,0.35350349235322476,-1.7847010615727723,0.5480795375621188,0.8363664793930239,-0.5112646073360168,-0.8389687427532806,0.5553666558564325,-0.31286569643389717,0.44555525391056516,-0.21494049027189988,-0.8440887973654911,-0.4791150105132691,0.11596601785208627,0.18020422702250194,3.933338526292755,-0.7371266752131467,1.2823481200590958,-0.15573221837392026,0.36785742074424643,-1.389729400688616,-0.32006853753058273,-0.07258618994115729,0.6402971227428855,0.8943734261835248,1.2311024096189565,-0.21815925313129902,1.4314054253317456,-1.5378368476303876,0.9248903805689137,-0.8226424797130814,-0.19615107319862446,0.8280369382799391,-0.37845032304856074,0.3924290954095131,0.040506224188918694,2.292178238579286,-0.5810316882120534,0.33491012961115096,0.15057167597843346,1.0552849025707323,-1.0982089193280595,-0.31132844591232045,0.4095029181699754,0.17341861815843984,1.9052373212913833,0.1267982092139679,0.41307115790954807;-0.20334081449516894,-0.1381355547754204,0.2726741220099278,0.07954377104121235,-0.05210524921867332,-0.22524679401128722,-0.3215731131613424,-0.2787177793918918,0.005633713472075641,0.06453347185717462,-0.6127742211091665,-0.313287011055289,-0.36632716002183585,-0.09661797066481626,-0.17484292275338653,-0.4882517837755138,-0.2601326058996438,-0.3364058607647191,0.6623413124085289,0.08603902344299641,-0.592574195131153,-0.30556439497140353,0.2548917421201402,0.02150459343664224,0.06954906429602659,-0.017777640993045907,-0.23673433750517425,0.08816399929591157,-0.19290596610725252,0.46356382136104557,-0.28162880761030706,0.022722507365088518,0.11430280433328832,0.30530357767091587,-0.06580129308966676,0.14300164772885893,0.5507203321556204,0.1310383952889822,-0.10188080096673602,-0.6130421232107128,0.3335022553342526,-0.22394233098201255,0.37705585307034184,-0.15812466300022265,-0.2714257176047763,-0.20211177369206723,-0.28831488915877657,0.03412424473104991,0.31873214911450276,0.6387193111647349,-0.321776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k{71}	=[0.29461433452450325;0.4556037958513665;0.11092485892519886];
x_a{71}	=[2.758663998581349,4.075174563491036,16.035036260873877];
std_x_a{71}	=[0.57209445328773,0.8873042386002923,0.3902889483569565];
pred_a{71}	=[2.758663998581349];
% Application starting next step
% ========================================================================
%
%  forecast from 7.1 to 7.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.2
%
% ========================================================================
%
x_f{72}	=[4.992866830580929,8.311845209219454,14.42747005971484];
std_x_f{72}	=[1.0019631691766893,1.546049448506929,1.042168312465639];
pred_f{72}	=[4.992866830580929];
obs{72}	=[4.925056272278777];
sqrt_r{72}	=[1.0];
hpht_plus_r{72}	=[2.0041433970267324];
xi{72}	=[0.14528337610888276,-0.5903431249244839,0.27797005031492716,-0.0255797010212806,-0.05939543816337611,0.0026194609182992323,-0.24812577214826348,-0.6532231767369465,1.2833996911254548,1.8401935871767865,0.02506438383629561,-0.8081247208760045,-1.4836973203379458,-0.9886269112097184,-1.7399506807240117,0.6427511233148993,-0.9711698437919063,-0.2361672634072045,-0.4976366371412926,-0.6266277311846551,-1.2254866748564432,-1.5580015970466645,-1.5789071721652723,1.3335004206248575,-2.4091357352286034,-1.2799419682717157,0.2003109964715568,-0.27169707941558663,-0.8356031781453952,-0.03611218764350088,0.6448739490883506,1.2238063810580497,-0.7692004445235368,1.3869784386245927,0.008152540357401428,0.1367377850644962,-0.21665158204760981,0.9384812572503556,1.8821617668997446,1.2509437438581719,0.448337753876376,-0.6581770866695749,-1.2232035537228003,-1.367956315462326,0.5898376454086458,0.5529276552697899,-0.2854186048633851,0.9014978209108975,1.1079111694870711,1.4523512679935306,1.0398296002355316,-0.1959840901932326,0.40285602632542705,0.3666323772350042,-2.3187329581164353,0.6418943069236525,0.38826755422353365,-0.3132437895188529,-0.6505498411742803,-1.600014604031331,-0.9947932204322947,1.3491225597382082,-0.14163696905512424,0.12219691799195154,-1.6225608396615927,0.1636293366177508,-0.7124201765019036,2.9588967042382714,-0.9134014213733286,2.128121176913016,-0.16357892097280224,0.1800357168737463,-1.1061716302999494,-0.2818671897966034,-0.015596460975265458,0.27423584807660184,0.8597282116012863,1.1577100229338848,0.7590865819327792,0.5084885972544075,-0.9274956787820265,0.7425448000485719,-1.3176318078761557,0.7012809627224552,0.970865317851275,-0.3285276656085214,-1.0411952996330078,0.016901079070772873,1.7449565251171881,-0.18398393626551357,0.33541267924247364,0.13081068379636296,1.0868635899937207,-0.9687231877645361,-0.5790210806846483,0.38665012697719536,-0.38743366179804717,1.4133904213702326,0.1650937303022726,0.1371322115978293;0.31316988936089807,-0.9393291635648229,0.4568959060500699,0.04927551350829518,-0.04616803592537444,0.07692963974253075,-0.31057995728766663,-0.9978230651243898,2.0717742978864546,2.7686157740579027,0.19474675415965947,-1.2459380938919864,-2.3583274962865195,-1.5300309475505616,-2.7936386218412617,1.1399739145243917,-1.5108766221717271,-0.28342379610721835,-0.8952715934505004,-0.9989264816491801,-1.8637820488179129,-2.4381804068532,-2.6086772624110974,2.1168153440252926,-3.8972961617498143,-2.055909636140612,0.4018129577641574,-0.4061692769610792,-1.279200570259654,-0.12332417283387187,1.1009938296207107,1.8764490035026675,-1.2315557943009905,2.1447991092929932,0.054709062866267644,0.19378518619133445,-0.4055739334153774,1.4610476013406384,2.882584036255821,2.087414563969631,0.6924225557090598,-0.9916914507088341,-2.0327741862169955,-2.1694297205411974,1.0179120450003314,0.985245736266652,-0.37648706119758035,1.4368973313307194,1.6629357004675,2.117933580461152,1.70997987723303,-0.31329615639582364,0.6468448411759677,0.5952465619518463,-3.7511008649734556,1.0202757849970183,0.5900090753376936,-0.4398619384528972,-0.9306810964600585,-2.497152415143959,-1.5674688727047998,1.9802148588912765,-0.19471009015886054,0.3029792770828177,-2.5703498371528664,0.3269690538618537,-1.0482891364977345,3.6672592851240218,-1.387774462707731,3.2042139631870192,-0.18966642113871401,0.40313219346229623,-1.7226812618929292,-0.44389444544587064,0.02156134403055532,0.3550953629012241,1.3508514229788648,1.8082197453054931,1.2283812409589778,0.8833447886275643,-1.4975841366926392,1.2650961940181311,-2.073200468006023,1.1142052022389084,1.583232366352588,-0.44482846069156423,-1.5873137018223282,0.11808823862421391,2.4884109942306534,-0.2382596369528489,0.6011684601990748,0.16475275872934425,1.653747804728253,-1.5208662765352132,-0.8361099715643592,0.6667646259389777,-0.693092097591423,2.1295751304946453,0.2517738379876171,0.30203368223649285;-0.12960367035467435,-0.42549353938211887,0.22972500576229926,-0.3133250415402351,-0.18523780614302332,-0.2658373396740892,-0.4972445151115128,-0.683876961894244,1.0270244001026754,1.9921330699392232,-0.5292889274256254,-0.8188889391583825,-1.2954812439827528,-1.0367881039848044,-1.3796727092618095,0.17279661091230736,-0.95377090386914,-0.5028036668939286,0.060312682334927814,-0.4478110718975188,-1.4037320871508818,-1.5544289693777138,-0.7402620115963945,1.169023780963247,-1.857127309044861,-0.9533190027815515,-0.10170791160536297,-0.31126823432753703,-0.8512450968396124,0.2563362816155337,0.3342890045496407,1.276780375850338,-0.5708589964213324,1.3805345191183438,-0.09366102260081455,0.23405695962404138,0.13063764909359854,0.9171247331721144,1.8921696765110614,0.7506408521403749,0.5068651570827001,-0.7410422813360196,-0.5704886013643193,-1.1712527416638228,0.2394342056400891,0.143441644139763,-0.5043456026968052,0.7644563889821399,1.2545132491759468,1.802525290801876,0.6920135422333225,-0.09946668059634867,0.3521610518601648,0.2935061029207766,-1.784370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k{72}	=[0.5010337077259239;0.7708834214958846;0.4931658934281508];
x_a{72}	=[5.024616752671445,8.360695193154573,14.458721407583457];
std_x_a{72}	=[0.7798707273016312,1.2158880588467436,0.8126380173352312];
pred_a{72}	=[5.024616752671445];
% Application starting next step
% ========================================================================
%
%  forecast from 7.2 to 7.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.3
%
% ========================================================================
%
x_f{73}	=[9.683835303889655,15.459402248661107,19.047254200326435];
std_x_f{73}	=[1.1448184620795745,1.2398661338138264,2.4299383395559415];
pred_f{73}	=[9.683835303889655];
obs{73}	=[9.683967518076829];
sqrt_r{73}	=[1.0];
hpht_plus_r{73}	=[2.311542715242956];
xi{73}	=[-0.30398521073688656,-0.04882422498042338,0.5915351872158503,0.10906872543937496,0.527306217518154,0.02038025032202917,-0.0024192773390545597,-0.6057484093889514,1.4362577285542617,1.2173378306505889,2.4485753120529345,0.16709442922327078,-0.7978799112098542,-0.7729189980986302,-0.9318218203701516,0.24309873691789186,-0.6580033738577669,2.1336481984040763,0.042305595760065984,-0.835832152423734,-0.5212049997910313,-2.926636521045726,-0.799333135287263,0.8751699044750882,-3.432616882513334,-3.1218645041871556,0.31007379621863507,2.3489942140262734,-0.64151326553608,0.20853375336088398,0.8788534927416016,0.8026334651848916,-0.10911666171908152,0.6291756717251022,-0.2801551595165126,0.38871792941345085,-0.34074336494648527,0.7889858425833207,1.444470619923937,1.233229918373885,0.26829029720667386,-0.9211756684871588,-0.7471089279701211,-3.0235062107135295,0.43351198406708136,1.577586190976989,-0.16360685523164165,0.34227599074494286,1.2474836438420436,1.2361510461264889,1.112218235760844,-0.2102359069695865,-0.16524210901501135,0.7815162178632971,-1.2590572264204027,-1.1585744047793174,0.40783870655112686,-0.2761160023011211,-0.22271197437716417,-2.1667552650212736,-0.3602543171411554,0.07839047407635213,0.6540195714883392,0.574842519500212,-0.3019369996489232,0.7154517652562422,-0.3597314809817256,0.8081927341375064,-2.0001604988976096,1.4505795539687458,0.15969657972286555,0.3478740596274914,-0.6310599186168009,-1.8840861580115096,0.01658568531908955,0.32237344249707967,0.4705388832991453,0.5246813766668268,-0.06509586831137248,0.039668457318974504,-1.7103911724147727,0.2674710422966342,-2.2715576380508278,1.0025747319624312,1.2560449513411722,-0.8121203379888708,-1.088205632320383,-0.01262873183268809,0.8227715796840442,0.274854265342368,0.2212701719570891,0.143607511155194,2.277737793976195,-1.370939886965397,-0.31682155052205374,0.058536723426737325,-1.235375371237696,0.8856030189747788,0.059973806731397517,2.179414154224535;-0.04104183247972237,0.009675268590296326,0.7108925772835875,0.389917686864937,0.6946913865902573,0.2890178631388238,0.25306030612935615,-0.4875428458484521,1.4523002869329247,1.04269260712109,2.1326586232354074,0.31154886367723833,-0.7976674447773071,-0.6746954410676675,-1.01619584258615,0.6113152026764013,-0.5651270098372283,1.8211979865179124,-0.08395115979101497,-0.8229446535449494,-0.33166256917351333,-3.5435950352914904,-1.0551449775529047,1.0021310441446936,-4.4478376121506,-3.9143523450419107,0.589235643373879,1.7311948255922118,-0.5313626396409177,0.19869109277460772,1.0881954786277745,0.8120892328489475,-0.065919195882989,0.7104026704831199,-0.09788446748216018,0.45620209118773936,-0.3624941038776317,0.8523531018620254,1.2739405375412254,1.4603258140263584,0.37156745056556595,-0.8333502951065981,-0.9217703292641293,-3.734126219033767,0.7231141013719586,1.633849089994893,0.07174115591459618,0.5335275746501598,1.0748766258662918,0.9414297872170003,1.2800247299282326,-0.1137033132079992,-0.0033669951861732272,0.8713759757434403,-1.4740767299719906,-1.1199896840615313,0.4889887334165639,-0.0801103192698136,0.05035434754801038,-2.451758573107318,-0.28089647422515185,0.051149469322735897,0.7652827228412917,0.8823314954528882,-0.2600403758135119,0.9051891306256437,-0.13554409650243038,-0.4825321112601024,-2.1790208094659747,1.1746310993709095,0.3944019589218506,0.6735092108166398,-0.5403010499350724,-2.0866185819759266,0.2202911970642507,0.30307779359832665,0.6058198074638668,0.649043954400323,0.14912992840243255,0.31283227105039835,-1.9403601493581704,0.571520906481517,-2.626097992159913,1.0529972086523607,1.3439226748201492,-0.6370408892633854,-1.0027079813463597,0.2695649758015062,0.5269868160655236,0.4689977180816438,0.4781995521849236,0.18265478490365616,1.6093992496026104,-1.434901949542505,-0.09003270684781484,0.2922326488308382,-1.3991609646617729,0.816389784815243,0.17306689515661766,1.8597247484282313;-1.1117861394376725,-0.12047718740482338,1.1522461507379056,-0.20415696014216422,0.899657365859504,-0.38835146918057006,-0.4283320119418441,-1.5045990398572897,3.0428308691936614,2.9361803379099563,5.495602226088366,0.19362143173377788,-1.6820578816581566,-1.8608145378153793,-1.782925882026916,-0.09289313770937113,-1.5630171805911743,4.890138839112762,0.48958526093532484,-1.763349110004949,-1.4741986992811746,-5.658717948868665,-1.0580324443821425,1.724615591309906,-5.926069711057492,-5.668817054116191,0.2105881510223533,5.798728642802104,-1.5621818019817297,0.6017830317552217,1.5650772799001054,1.772318640311486,-0.2264196897804176,1.3048126506952293,-0.8832094712546805,0.8204119102717904,-0.560516907383704,1.661235780542384,3.3781003527330853,2.2431545584367427,0.5031048718914697,-2.1829172319705137,-1.1281430488566286,-5.634951051262968,0.46569492779317656,3.2295723520222595,-0.7558376697294449,0.4859613299124561,2.9997214147850997,3.219828354210314,2.098952500474976,-0.533684025216921,-0.5724945098200784,1.5725310161365655,-2.2544670410721146,-2.6409204023980983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k{73}	=[0.5673884832818699;0.5978151204496234;1.1848120762842358];
x_a{73}	=[9.726530311457369,15.504386808347713,19.13640927141754];
std_x_a{73}	=[0.7694741454981374,0.8607734513496669,1.670750836428306];
pred_a{73}	=[9.726530311457369];
% Application starting next step
% ========================================================================
%
%  forecast from 7.3 to 7.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.4
%
% ========================================================================
%
x_f{74}	=[14.357810093223305,15.714790230358556,33.40619608239416];
std_x_f{74}	=[0.3005344826676672,1.4496741848366257,1.7888962478916925];
pred_f{74}	=[14.357810093223305];
obs{74}	=[14.621910855390237];
sqrt_r{74}	=[1.0];
hpht_plus_r{74}	=[1.0910902916464973];
xi{74}	=[0.27597521816880644,0.05792758309164192,0.06997992040419021,0.25942432748520083,0.16085932924726265,0.28692677902676955,0.26713024510920746,0.1621792655028731,0.006607943610099198,-0.16822330232547067,-0.24717907345021572,0.14468353735382067,0.021691233794715714,-0.02796693346854262,-0.0649189387186766,0.37351103199860525,0.1609397586401613,-0.27501382518182105,-0.1281622031677152,-0.07022147751553653,0.23090619250158362,-0.5121066886997596,-0.26873676698703974,0.1179199358582732,-1.0581201064764763,-0.7728271764973424,0.29147675082933766,-0.5295847755187406,0.13246995717373622,-0.038002746734798976,0.18321476176122964,0.011296859043261165,0.04461284041711089,0.0698236545856652,0.20955379080236014,0.06848363091617671,-0.027465985824152384,0.04366409961658846,-0.17124058237654616,0.21674079637962684,0.10841694596986251,0.18350686481581846,-0.167462443974582,-0.6454564923492541,0.2850300992163355,0.06565773523124996,0.2774273932661373,0.16159344154619504,-0.1811967632811573,-0.2973795935779169,0.16520804077752693,0.12079675727867567,0.19160462822250324,0.06581418729781063,-0.9596391926460122,0.10427685904185502,0.07507826038947307,0.2081321801542071,0.3123261024557067,-0.19203604562544285,0.09928415301511073,-0.02983732006552664,0.09963086506756014,0.3114406797997873,0.08239303919886964,0.18648885282472882,0.2771029948951753,-1.2771262532515806,-0.20097644921653668,-0.2683033145178104,0.2469706456969405,0.3547445219954195,0.16063980536924305,-0.12577377152422997,0.22849822004056186,-0.033434865543066294,0.13293384689336207,0.11982559845259821,0.21584583175962457,0.29696643877908,-0.21606790829619804,0.315880545620427,-0.2735507080675461,0.040582248726586556,-0.1940254130700545,0.14381366511023685,0.053900486478070775,0.27085194892399755,-0.329029202439294,0.1853103742633042,0.2756804139170157,0.045040375471923966,-0.5735611546221318,0.018515279709907517,0.25735442666305985,0.21636220161494357,-0.2746281630265557,-0.07461490133844606,0.11134255287457329,-0.26639841276751675;1.1865109296171852,0.40572494274599435,0.9246622377651867,-1.9643278605521513,0.0811165826558291,0.32590740147493236,0.6333920548729743,0.6636650432115729,-1.3159070577046261,-1.1018122500820322,-1.6566155984094966,0.2437634429589508,0.9589335374362946,2.604578207526231,0.8088784900430284,0.631633088912082,-0.9264462105717524,-2.5359545277378643,-0.8289693363503865,2.0183790899618153,0.9290479274206724,1.9057701640966407,0.3032761841807101,-0.575058750810717,1.8288671922859407,1.8945819031795033,-0.09240152715841887,-2.3489340627512885,1.167566388395823,0.4430396661403435,-1.5638504633314376,-1.1876782724389319,0.5340096580565827,-0.3325125205630659,0.6007925025858007,-0.6008385396635525,0.4303750253683596,0.11218417727908303,-1.905340128840912,0.05112669122298463,-0.3341515439948246,0.11421463646616559,0.19642594683509174,1.845874851910061,0.5587808740849383,-0.6125316459459782,0.32533289725033754,0.871318412862589,-2.0081161738648188,-0.6196208691919534,-0.9924228262735735,-1.286095574513359,-1.2311058107250314,0.5572889355025765,4.025332069737047,1.1450331770185507,-0.0816993483354107,0.8686310087842024,0.38339021234227033,1.7666498836189675,0.590389407488388,0.0013162086511631088,0.13652659321132887,-0.1517058626876011,-0.7653569514781715,-0.23239286430220218,-0.6473164453729296,-4.461195879195641,2.593104697212709,-2.2414453859104917,-0.959753173297873,-0.6001454729915601,-0.8078993893324835,1.5157826135227879,-0.13770561789731417,-0.0026522105902238025,-1.1348318053946862,-0.7038503824654985,0.8149140285126393,-0.5047728366828377,1.6135817514292405,0.4120740736358677,1.7505853321969056,-0.11742298008714869,-5.296067213740173,2.190537420465933,2.277788283246867,1.210393178931838,-2.756331035045127,-1.6143535281644326,-0.23372872150520507,-1.239072773601304,-2.473891598418458,0.8843144023746667,0.849083461423561,1.1121122030609172,2.141191968300223,-0.7352112570645684,0.4666682804635869,-0.9869250548982436;-0.49239112562156606,-0.21754084775793814,-0.7525210951326926,2.7130467001260286,0.40243928941696083,0.4759116507737815,0.10715913131194554,-0.21751650985589066,1.4381091737562741,0.785153798170704,1.100988397255847,0.19096473412131587,-0.9248591771869172,-2.9827475430279016,-0.9880337137824569,0.37646748909659067,1.4447832614014402,1.917553360580527,0.6167814377547316,-2.405209378031042,-0.3326925201599167,-3.6168467067042265,-0.9659978796476096,0.9699860158149534,-5.135144996332869,-4.364055405143283,0.9292980312538575,1.1053741180479975,-0.8703979837640503,-0.49735899840695197,2.1398694296116716,1.3249317037198267,-0.386556543475173,0.6100333506657236,-0.035048932699098145,0.8837176501372994,-0.46268004289744624,0.06640952526999655,1.5882042153706735,0.5743349036503389,0.6976064748273174,0.409587085817428,-0.5756176592149558,-3.9302590291307986,0.22427596594017984,0.8490422163917444,0.4404881966681842,-0.454363505343359,1.6685702689523794,-0.07924415206682056,1.5034855684021977,1.7066894274326074,1.8153009644931757,-0.3785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k{74}	=[0.0834855670001779;0.01692479922813833;0.22452198290726041];
x_a{74}	=[14.38535154322032,15.720373632716603,33.48026470512337];
std_x_a{74}	=[0.28576589949546977,1.4482620895930685,1.7868300278834381];
pred_a{74}	=[14.38535154322032];
% Application starting next step
% ========================================================================
%
%  forecast from 7.4 to 7.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.5
%
% ========================================================================
%
x_f{75}	=[10.538034347442103,3.143011097957674,36.60402139003421];
std_x_f{75}	=[1.0064195016425836,1.1899136695333254,1.0507818721960105];
pred_f{75}	=[10.538034347442103];
obs{75}	=[10.6242471202655];
sqrt_r{75}	=[1.0];
hpht_plus_r{75}	=[2.016713187646494];
xi{75}	=[0.6160068681750452,0.19961378614143932,0.5110654990963912,-1.4638174206605967,-0.10010649962757512,-0.034665732313687414,0.19836077633729587,0.3041805444376049,-0.9564594358821523,-0.5586106145585692,-0.898393780268977,-0.010069460506825223,0.6845437031583153,1.764130422004003,0.5750501190092603,-0.04643641095119477,-0.7280220656509719,-1.4339482314359717,-0.48072474610066784,1.473692342559339,0.4194993150303805,1.6863737329470876,0.35323812377437847,-0.49428649052573626,2.108290313949947,1.9629913113755233,-0.3350385192426444,-1.1668385214554018,0.7456636303310091,0.2870160222877036,-1.1568959542090127,-0.7916970279387225,0.31135464938695456,-0.27523951297930616,0.227967161923333,-0.4541119678773793,0.2832194622171187,-0.008805605369198943,-1.15197529728451,-0.1895525675839771,-0.30453561751074254,-0.04488363927616312,0.16980287142177097,1.7998524125156834,0.017707726020182335,-0.4797278815759487,-0.04668445700684387,0.5237643647573371,-1.0516666642189634,-0.18841194010369122,-0.7825056313051935,-0.9251811942550976,-1.0875912319674423,0.3015905272740387,3.6677476689805726,0.6723745231919409,-0.09169810584547378,0.3410586960493891,0.006546346859728658,1.3746172458769266,0.277040691353589,-0.0758075775482947,0.022572899377845346,-0.3175585998546584,-0.5896664909239657,-0.2989801013773601,-0.5844581098313935,-2.165241368834902,1.9224713401814313,-1.423763064312542,-0.8528587339192537,-0.6710632583931897,-0.6390795840638326,1.1212771304187843,-0.25248487639546724,-0.04845191111567715,-0.8616663377113163,-0.5630113253496063,0.398378351262874,-0.5427246626370543,1.271711473979808,0.021690419158366225,1.371739145553029,-0.11305464031054946,-3.2979828344873905,1.4292995682552494,1.5133479901357951,0.635412024403216,-1.5915967714110693,-1.1955450305025241,-0.35672758126036364,-0.7838573204651293,-1.2329255363332834,0.5365512508741102,0.45719250401729106,0.510982446973351,1.7674029825736692,-0.436762299314962,0.21076259839481004,-0.42130274216037833;0.3199206711998457,0.10547705558104248,0.3389536637145909,-1.8025841376810487,-0.3455370468739716,-0.48588673639266844,-0.17179527153831398,0.08434320069632717,-1.123246936944116,-0.1709408416084166,-0.5253453948942317,-0.30065487726543383,0.8177671503982471,1.6847186032299297,0.6819832893550322,-0.9011741031222882,-0.9190235550975547,-0.9971925035596496,-0.29490638538890357,1.6733155697262352,0.07721517355940533,2.357685641375983,0.6771025553294541,-0.6858318713565135,3.6693948930346,3.1754113848983443,-0.8073622614271403,-0.43012844931802663,0.7006158187144491,0.3135970539593935,-1.3953583857013299,-0.7788404458705624,0.2642506633181654,-0.3267685109256413,-0.062261813094119045,-0.5196385508141428,0.31351618190718655,-0.13781711851041223,-0.9435782142297673,-0.5783582900835214,-0.415343325360384,-0.21959393586079967,0.27233554802262905,2.770575606473232,-0.6308744195393547,-0.620258470529603,-0.5103078699726615,0.4641068753331119,-0.47037301993016767,0.28749838877541567,-1.0033169756355789,-1.0406844538987694,-1.603741896143457,0.19477011840548064,4.923523332453037,0.5098003437932248,-0.09306378035722451,-0.08348282886705105,-0.3931541360525719,1.6825680558437779,0.09512553640263155,-0.1834034112040861,-0.05352145169221689,-0.6753201956786103,-0.708154506668611,-0.5289742245919347,-0.8249582220521949,-0.6777400816348775,2.137707474376969,-1.3627321247371396,-1.2408882430990458,-1.1551861160728243,-0.8007267962469484,1.297846795280377,-0.4986081278616359,-0.09288473717976187,-1.0467797317724443,-0.6963487224079117,0.17713916758117865,-0.8987301498920846,1.6071510809244152,-0.4094768565896856,1.6899170232417338,-0.13600176114309992,-3.3052137581981222,1.3294193126548586,1.431258983106582,0.36244849454278194,-1.1792167370133324,-1.441915474160539,-0.6928810843647661,-0.6622280406159842,-0.4571765009126585,0.4491981882183822,0.30908838098723557,0.0983021636678858,2.3389844430475217,-0.29009313838230133,0.06283170244595704,0.0607214224415622;0.8612446044795021,0.2581631200584411,0.6598688115574802,-1.2583662747672264,0.05386338238420052,0.2648933750218134,0.46415396117488683,0.46555043346705105,-0.8879577536860239,-0.9287368698470715,-1.283132385679309,0.18561185569819116,0.6237908937117851,2.02355232229322,0.519645777571057,0.5776021958178248,-0.6555591218040533,-1.8589573088173097,-0.6757617810407908,1.476654776636984,0.6874627084309708,1.3536568973380767,0.10315477045372745,-0.40703839402458897,1.1696013354444474,1.263414558584813,-0.014464386536140239,-1.8436546808112695,0.8058744158539284,0.26439802041404903,-1.0430247328927535,-0.8800228444709219,0.3393586046355068,-0.2813931705356083,0.42650230747450735,-0.4636557986771166,0.25305851550894687,0.05656117108677705,-1.3854047019234343,0.06357987188803804,-0.269933545881365,0.047356468211475544,0.07774094388653197,1.2518432524165775,0.48722688920972956,-0.44888917594502686,0.2708804533475373,0.5774024036964818,-1.6045165013084954,-0.610077462078003,-0.6842066158693143,-0.9068441918695314,-0.728854149674504,0.370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k{75}	=[0.5041436699449561;0.5581483841240482;0.5061327757214966];
x_a{75}	=[10.595142498924499,3.2062367702619423,36.661354862512944];
std_x_a{75}	=[0.7292664415202471,0.9649827243074225,0.741475790609942];
pred_a{75}	=[10.595142498924499];
% Application starting next step
% ========================================================================
%
%  forecast from 7.5 to 7.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.6
%
% ========================================================================
%
x_f{76}	=[4.023694167816403,-0.6564027809105352,28.52496329589366];
std_x_f{76}	=[0.4786515249708299,0.3537609153270043,0.7931897801621381];
pred_f{76}	=[4.023694167816403];
obs{76}	=[3.8297022333621404];
sqrt_r{76}	=[1.0];
hpht_plus_r{76}	=[1.2291446332753555];
xi{76}	=[0.060809053001925406,0.18672696550784895,0.09714100284561944,-0.587616260209991,-0.04610386574251146,-0.24175260864745418,-0.1999084004812106,0.048509087501851234,-0.32531684023812346,-0.6789742864781316,0.2119360871347311,-0.09293024519556514,-0.25177907685756784,0.4021244346447528,0.28235918316729336,-0.6221719000380195,-0.1444674546554916,0.2284828769179681,0.17994005984533246,0.395631217657491,-0.182501871516902,0.6630515255078073,0.47675325898257714,-9.42097625760141E-4,1.315434274090765,1.0676361928461597,-0.3658413786870218,-0.3429247867669116,-0.0014964668337871245,0.3245919363751373,-0.25304435379287504,-0.43623538280472296,-0.15837063764768677,-0.3223525208855511,-0.22698990825421062,-0.12101008178705763,0.11312534309758604,0.04417495763387436,-0.11756322549505072,-0.17965986009822066,-0.06854501643238775,0.4069565876657144,0.11354695469019305,1.1208185935519692,-0.6570359661432703,-0.5155877953631887,-0.9287481972193685,0.18436359434474436,-0.15189462531790365,0.2933946914787571,-0.28661208528851834,-0.23686932577902153,-0.7057803360830697,-0.012482920419095933,1.1479860525423176,-0.04206022093428663,0.027726575791124475,-0.16834879873242103,-0.21381259205311798,0.5482463793927614,0.03668374129561247,-0.08647230064420075,0.045755642484554215,-0.3265463617293465,-0.7243799095211498,-0.045116014776863445,-0.23961594309075407,2.121263582723473,0.4201176984550017,-0.14782263448779265,-0.9605940217326814,-0.48166715663236026,-0.23538605485398723,0.3301299908879489,-0.1801950739851308,-0.2612890569818096,-0.020346464589262148,0.43146008494822574,0.07059734019590369,-0.35735535818269204,0.5330554716335154,-0.5367795456584044,0.31260379799307003,0.7645906149873083,-0.7559777424452387,0.2415114201709727,0.2084789333118744,0.16982984048410277,0.10090468744067138,-0.5215974522999578,-0.18375743947860057,-0.22420969507223187,0.48621143016956303,0.11674061597121543,0.10930265102915904,-0.1683641414668351,0.22976462477178838,-0.8334690929724968,0.06163907794544876,0.44656471799147557;-0.39796926497086804,-0.1433489565069287,-0.2401576188216743,-0.10397085190377686,-0.19549840726139556,-0.3774849306346385,-0.3273865053898888,-0.24884221663765838,0.03024046357300736,0.5299526580855254,0.572549933999665,-0.23905836493910926,0.18217729204995253,-0.5558740883507048,0.012068948514022737,-0.7611105675244406,-0.03201415085796877,0.6749859100510088,0.2947839815179838,-0.08582820304243055,-0.33226965455942026,0.35086526501382376,0.23773454993900006,-0.09202743819674963,1.0359676265468738,0.7614157447052812,-0.3466961898299751,0.9745920392827571,-0.06381420177864472,-0.06778256751784906,-0.03685787132308638,0.22427386279451095,0.02603470003969388,0.1012052070457734,-0.2248045740847554,0.08063400454135039,0.035677256752730035,-0.09299879214188422,0.444388948273973,-0.309934832499,2.9962452077114676E-4,-0.34837521182574427,0.13858031993107234,0.38033998899816385,-0.5448193313742745,0.04541211554440039,-0.3548805563763816,-0.13605855726590843,0.8401335689316869,0.585032826158101,-0.0319469902056817,0.09024367585003168,-0.3202198748503069,-0.07468798355580908,0.16754337578865736,-0.1909269397436496,0.07868196595758925,-0.42014002686162855,-0.3449419580928451,-0.013985796946752949,-0.19604449155303016,-0.019917221924793727,-0.031582803083615274,-0.22415331540044003,0.046060414900046864,-0.1498818132844717,-0.08584547044662016,0.4714247841337337,-0.1819792253581427,0.2956823228828118,-0.22824002014791034,-0.31249107023353007,0.018018814611162504,-0.002459098587402231,-0.13657036810242085,0.0754197266602803,-0.05322627769197752,-0.24874712095167995,-0.27283719664295136,-0.19493118205065318,0.06030266193332223,-0.3171953858135689,0.14480331274969271,-0.4480965237210629,0.23380700393831455,-0.3765599689473075,-0.35771614320551304,-0.4333423184232944,0.6693920101815257,-0.019698888843450613,-0.22620701101345175,0.3350328431667803,1.0005927900675695,-0.14639435710706716,-0.1935355694188673,-0.42442241797927494,0.41161599926053627,0.2620325341774119,-0.15485784204490904,0.5736455047786423;0.5194715679612365,0.4697526091860773,0.42295127862510995,-0.8755086265623611,0.14063185277495904,0.008434404430982312,0.02169523899551251,0.3576219785157555,-0.5735838469092975,-1.8814167627916731,-0.26009498222620664,0.11088798968584257,-0.6505593228831543,1.2688003445840614,0.4708149326092901,-0.20386266098508088,-0.20588737025854087,-0.32009385146374925,-0.006170339351058374,0.7861691015738401,0.0426769176186923,0.7896450882921755,0.5572280146142141,0.10808488023784335,1.2338553912925185,1.072322717458622,-0.22764326348277208,-1.7960347380879398,0.06783252067384637,0.6222678121319802,-0.37466032832962526,-1.0264826305889052,-0.2997943825281659,-0.677989212400341,-0.1452312857661724,-0.29769905548621267,0.1637515500918525,0.17272764804002705,-0.690667353921274,0.034800062929811304,-0.11832927231141,1.0430921216258504,0.046453198293992415,1.5272988361805062,-0.5183067203676579,-0.9628932521165439,-1.2343983092645914,0.45853039203860035,-1.2477433666771311,-0.1394943768362502,-0.4564831385166457,-0.5047609150877399,-0.8295057760183653,0.06036814178422745,1.9023099107177437,0.14243985516443658,-0.04120367158317606,0.17981373170394477,0.01620894164863884,0.9620373042292201,0.2795679423928128,-0.12121690652222838,0.11519210948382508,-0.3075539650359502,-1.3465004607396551,0.09488711219739443,-0.2955136246528376,3.076826632618271,0.9403317956258093,-0.5369275556324205,-1.4318063161291334,-0.46943032506855076,-0.4135559254686463,0.5722952578623115,-0.15992913082517646,-0.545471653838355,0.033576545944217884,0.9939257350053232,0.4228710866753538,-0.392458802215522,0.8538828331121486,-0.5748998219059089,0.40214499260444825,1.6978201046138146,-1.4472877704613971,0.825001686890996,0.7542331117123666,0.7498642543117278,-0.5317439907618784,-0.8684790509765463,-0.06543068561155607,-0.7737209013983417,-0.22340886878939514,0.34764569470424433,0.38738852776987187,0.1708867604258444,-0.01334975335029398,-1.825637102780295,0.26876832526627226,0.14273458003745887];
k{76}	=[0.1864260942707318;0.04552370988633917;0.2736628385723147];
x_a{76}	=[3.9841640756005128,-0.6660557023905241,28.46693538254201];
std_x_a{76}	=[0.4253609133432112,0.3471008820253839,0.7335740936641263];
pred_a{76}	=[3.9841640756005128];
% Application starting next step
% ========================================================================
%
%  forecast from 7.6 to 7.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.7
%
% ========================================================================
%
x_f{77}	=[1.2257235893696499,-0.07186100499875742,21.713010040980716];
std_x_f{77}	=[0.29426859391731197,0.41768961009413963,0.5283736863544879];
pred_f{77}	=[1.2257235893696499];
obs{77}	=[0.9975157728908689];
sqrt_r{77}	=[1.0];
hpht_plus_r{77}	=[1.0873125139028883];
xi{77}	=[-0.266706477508196,-0.10658483535459218,-0.07257891524096083,-0.27654549126250705,-0.14229714166783713,-0.2862150633046231,-0.22177693902628315,-0.09559832381234479,-0.02304974368232715,0.2695902306267173,0.46325300972130745,-0.19489719079306678,0.028477258314200782,-0.4126946168200042,-0.01847823976162788,-0.6655265834096747,-0.04872356429863034,0.5654835770163571,0.294974025401594,0.01784561161128284,-0.19857153786881954,0.2347950954835505,0.176372394264259,-0.06914362945111341,0.9673200276151652,0.6690844643105829,-0.31620000775460066,0.5683862724821116,0.07800185164618045,0.01862970407449005,-0.02049768493648285,0.08539477922066752,-0.008285974811619967,0.038890167571400625,-0.19145372955177709,0.13241699769914006,0.032525713611231355,-0.026190882239633506,0.27039190121997536,-0.2453482101189236,0.005981181320554363,-0.2175844685566004,0.1216025701838499,0.7380400742262776,-0.48745660643742383,-0.09332924767084338,-0.4638038748648322,-0.18304807116550736,0.6117196167411632,0.47471692893985606,-0.04232094909537909,-0.03607640836300385,-0.3486950647614191,0.009312621399451881,0.2900812091746876,-0.22510060013069966,0.0717444612381739,-0.3325423957841095,-0.30682606057061246,0.06587091990149796,-0.17430867645623382,0.0037434112860734725,0.06250437318924051,-0.15492483189766992,-0.10104882518781366,-0.12599934185082962,-0.06526983498964212,0.5303839289526107,-0.024790187922244966,0.2014747901566034,-0.3927881389933888,-0.2965736954604701,-0.04772869625157661,0.050044686919380243,-0.1985858517554029,0.03122008292074918,0.16216302686495476,-0.23455785049613165,-0.1422221895352176,-0.190218077435931,0.11174394434810697,-0.3226720194873196,0.18799043580900188,-0.11802978744276826,-0.08152417693005432,-0.1960422384368914,-0.22667547862712512,-0.2633005229103449,0.4607586260961314,-0.25994028343420117,-0.06367706796774963,0.20449299154348255,0.8315643160285657,-0.08597207930657547,-0.09338400468608987,-0.347570963441981,0.2845333135287347,0.022456309809314456,-0.08555928284501868,0.4915357313560915;-0.493668720185158,-0.2147264791409011,-0.2943792263916954,-0.057458863424800416,-0.22610172025856473,-0.3995729302704285,-0.342491543978437,-0.29888734020000907,0.11771516372112747,0.8398758936268507,0.6880208304897943,-0.27122144409432486,0.2787069542980374,-0.7801682876280893,-0.0579927684847687,-0.8236732910566404,0.0026854981453900695,0.8170694180283609,0.34695965620507935,-0.18955344325527224,-0.34373648980632737,0.26363798186922527,0.18426552398042934,-0.10625148377420085,0.8977786971401047,0.659974033327221,-0.35437201376895205,1.330071225893146,-0.04972887282779194,-0.14651881151185475,0.030755386709664927,0.3875494659911468,0.07518500083378647,0.2118538415539998,-0.21866145204320026,0.15896374457045087,0.028860280670592257,-0.10447491827656596,0.5951477844304809,-0.33172364454065445,0.03133607110936913,-0.519021085872122,0.16286671828846705,0.053065905234161354,-0.5337788075402332,0.15869120098285522,-0.2867797868095364,-0.2262453235022137,1.137097262262002,0.6866422046510703,0.0412749664346634,0.15506409474373498,-0.26183842371254473,-0.06534898508545439,-0.13440421480339038,-0.23522825386831409,0.10665990238514633,-0.47135478211819365,-0.3848370617119732,-0.14385424395419125,-0.25032660256909434,0.01275351260353657,-0.02802379573591625,-0.18294397183352085,0.20690667555479092,-0.17087538505033717,-0.033886901078846246,-0.056924314221031364,-0.31301955353107497,0.4109164496972086,-0.13445506783540442,-0.2915134964100212,0.07754823761240706,-0.0741913991550168,-0.14049367778410085,0.16639113014225865,-0.01668276367151794,-0.41779639215260755,-0.3375782893456561,-0.16315737713682812,-0.04887132101657453,-0.2855762325021744,0.12016199880459928,-0.723742524120393,0.37421270226932035,-0.5101697288428189,-0.48563951953573264,-0.5596960451536956,0.8305005130345282,0.017905801566806726,-0.19520031284003103,0.48771201107437023,1.158727962207477,-0.19486171983230294,-0.24844207645117178,-0.48437138639738303,0.46417634288260623,0.5040099326957694,-0.19222888785178172,0.6290254782298013;0.3084535818866314,0.18359454242027695,0.4479687423418959,-0.7652363014031245,0.0781824000482132,0.054679265338741345,0.11803495048375368,0.38888686852672905,-0.3215576534926896,-1.1467741156247513,-0.10043736613319254,0.02629192893731158,-0.5491725206324958,0.5028432648853567,0.06952396485896983,-0.13512079937063248,-0.13386903978859266,-0.05092164586746861,0.1484528471663893,0.49263267797021726,0.17917314086516,0.1412438565087939,0.13449760532692423,0.023324394855766428,0.9606218081274136,0.5934610195842183,-0.15090558958261013,-1.2984269058835913,0.33722861176966035,0.3943699161744334,-0.12331164173554754,-0.640956656134275,-0.1924015062804223,-0.363544206752195,-0.08478491862516435,0.05839646398467124,0.05330405606685673,0.15993459085272477,-0.48760388623175643,0.02185784857030626,-0.04102923601595165,0.49384908296397967,0.015577345327976388,1.9078997691354722,-0.2690022681383688,-0.6831517142745369,-0.8351190269371891,-0.05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k{77}	=[0.08030121311625639;0.09548014180094173;0.03024645600336109];
x_a{77}	=[1.2075779796867392,-0.09343658671606639,21.706175270201683];
std_x_a{77}	=[0.29512086504679386,0.4134551106876779,0.5321864178393204];
pred_a{77}	=[1.2075779796867392];
% Application starting next step
% ========================================================================
%
%  forecast from 7.7 to 7.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.8
%
% ========================================================================
%
x_f{78}	=[0.642925637565176,0.5923774140684394,16.658326548517838];
std_x_f{78}	=[0.4401618525458774,0.6794404335308054,0.3996748685500734];
pred_f{78}	=[0.642925637565176];
obs{78}	=[0.32898684671732453];
sqrt_r{78}	=[1.0];
hpht_plus_r{78}	=[1.1950249809197167];
xi{78}	=[-0.3563283932367478,-0.19773934034277646,-0.2840816224159363,-0.22177987877213978,-0.3029655834733228,-0.6696020780828583,-0.3130008086334519,-0.17964868818769014,0.01491751744881209,0.6410105269979476,0.6556847595092998,-0.2623874415262366,0.2137945563089444,-0.742043136626302,-0.05192626570560421,-0.5712305210733245,-0.0720577720154213,0.8290870207474095,0.352549546512251,-0.06603852253579323,-0.33475148435322405,0.31647246263412177,0.18620741544421726,-0.3092966405344944,1.2421559668649145,0.7552686792932488,-0.2500181577784057,0.9438078119275857,-0.0032363154323773458,-0.19565584148733678,0.02499022354388547,0.3268804082581913,0.053666843409548304,0.14777564812031596,-0.10260921903365883,0.16475561911851289,0.029561354064369327,-0.07221205524513907,0.6593855749164761,-0.42174327159768565,0.0094445780495237,-0.41296903589204526,0.38627854887088975,0.2970511656229756,-0.7863816910259451,0.12923332063528392,-0.3927036244633391,-0.21783728138008718,1.1710192134801711,1.0564495763694235,0.1302425655213727,0.12234081993668022,-0.2746824534529398,-0.12660981643754632,0.15858367530358386,-0.3135314796430377,-0.0540318092618296,-0.4851809252842112,-0.6285802587006383,-0.07491998478407103,-0.25758002816735853,0.0670602363974373,0.02529091551566298,-0.07820355049404704,0.07100588327665747,-0.17263489987870856,0.21251589133095405,-0.1527906495396057,-0.26110452395535266,0.4037390557218681,-0.22239299093080322,-0.32025767816482675,0.050567231667048906,0.08790177007409061,-0.13875091864044276,-0.002118289358038705,0.04487127418963377,-0.37520265537495756,-0.21781070542046865,-0.42807259854107477,0.005301902048231888,-0.32767479731147764,0.16309385186336822,-0.5601106370764312,0.08864842097967329,-0.5754602561143856,-0.3988405549513432,-0.40963267401557474,0.9352859164072473,-0.5084218193260024,-0.29415419348158584,0.4320643409871794,1.32560378962137,-0.228580263225087,-0.24658808251421344,-0.46564339945890676,0.6847480208146317,0.41560179404352393,-0.34565884270232233,0.7035507132100778;-0.5829246589506449,-0.3189329022965571,-0.4774151001405921,-0.24481127170636918,-0.46773004977937815,-1.0087168381630494,-0.482469583606705,-0.322495660417316,0.06981604731719371,1.138149302859241,1.0097174652520566,-0.3939397846935015,0.399615309668073,-1.1716240752272635,-0.09154663623970127,-0.8552762820670097,-0.08556373692016583,1.2687676280459201,0.5137547610476884,-0.16414104065975194,-0.5272423613874747,0.45579363599689293,0.2635026389237425,-0.4669854184905189,1.6924628012784542,1.047746212222934,-0.36025184480269196,1.6467042872322604,-0.05144977359725578,-0.3462600488149762,0.059499587870991966,0.5810723204263403,0.1085416773747957,0.26827918444412957,-0.14519926363815439,0.23532634530879015,0.047773739365583046,-0.1293324287305433,1.0711125137882642,-0.6373470911884492,0.01990148278333681,-0.6851384723297236,0.5744658949991003,0.15007320379206956,-1.1569900149970316,0.2794278336982817,-0.5056852702572215,-0.32296142829721364,1.8745254879303412,1.5851289753491429,0.22354772550484414,0.24705492481024482,-0.3673094765768773,-0.21337605800761844,0.06355381914291824,-0.4564099772366474,-0.07479827025571417,-0.7391121080629199,-0.9396490417004526,-0.17030486448594379,-0.3985703645524936,0.10042066595259269,0.003469284734020639,-0.1103640926717363,0.2101214827123653,-0.26070736033921044,0.3261577495168996,-0.4350042881994536,-0.4705602114192007,0.635000632655138,-0.2272259533644268,-0.4568951549366736,0.11847542226555596,0.07974440109325576,-0.17231067870185174,0.04591330547955719,-0.0039947502678709945,-0.5977947550013235,-0.3721503988693595,-0.6181108398890287,-0.04910907293845301,-0.4559605608589541,0.20801650727153254,-0.9945506024689641,0.28155678098715,-0.9290614445504792,-0.6533464205683909,-0.6781389079110115,1.476054520504844,-0.660922208976656,-0.47026030369653604,0.7261890928653719,1.9938114033650751,-0.3630563292552632,-0.4068744846102509,-0.7075570195973534,1.0517286383905788,0.7850778288982759,-0.5303828853452153,1.049247399589754;0.21414390384602555,0.10969328568238979,0.29712816112123264,-0.6277646805249617,0.005967060761598475,-0.046275112558010534,0.058375172788490914,0.28285895017630125,-0.2777518162042689,-0.8124795328768073,-0.011059306453649498,-0.007326641543915713,-0.4080601323829143,0.3429906292374447,0.03175466577529917,-0.0728196966512229,-0.13600839170656442,0.07544818803932074,0.12967160158860835,0.3694772901268557,0.09803177882220382,0.13105549161056018,0.09630407698418608,-0.06062908438295622,0.9988017305630663,0.5470614900360609,-0.110655231343042,-0.9054041281873726,0.23980317501364112,0.24519820956474447,-0.10406362725387197,-0.4644953113811212,-0.15399363802558597,-0.2821048820708505,-0.05474113425239224,0.04545280261552875,0.029145844143510402,0.09887224075960432,-0.2678731286915266,-0.035365119635411446,-0.05031267695459363,0.3477072627612685,0.0895007975780544,1.4475128253046101,-0.27921022922855343,-0.5063493348915848,-0.6627079447104425,-0.06528610464865992,-0.28961691446390603,0.20005108011885042,-0.1420039225098293,-0.3576319663413514,-0.3868887482486585,0.0964333577538774,0.9321125545536759,-0.14629749530817193,-0.05891744110424568,0.02422884132861114,-0.13078915935438928,0.3831656029915962,7.283577416075104E-4,8.842237629131944E-4,0.1725510841145912,-0.027170601286677254,-0.6582876792818695,-0.015308679265150005,-0.006719749568166122,1.0679021807498934,0.4415340007673443,-0.18024400617945702,-0.7706706650434576,-0.22452565921184586,-0.23856126423562785,0.254768292692507,-0.24683926366054365,-0.274852986198308,0.39884659571758974,0.1503686562090394,0.24434445153965711,-0.2509779734852877,0.3428729663794492,-0.30463235966383806,0.2618829948086159,0.8499333591912261,-0.8835952880484612,0.3550039445738449,0.2919616715149864,0.34173267409314434,-0.14212211410375275,-0.806848711883486,0.13748782264094572,-0.32982597263445257,0.2952327949558011,0.09518249806932033,0.1727042916160464,-0.003074455490697403,0.04328103789788429,-0.8476860693954098,0.06040710271663485,0.17926695912654722];
k{78}	=[0.16319740928731147;0.2505771009404549;-0.0018350869711675146];
x_a{78}	=[0.5860954278329358,0.5051189872176041,16.658965580582766];
std_x_a{78}	=[0.3991574049508024,0.615644669510437,0.39961538176779265];
pred_a{78}	=[0.5860954278329358];
% Application starting next step
% ========================================================================
%
%  forecast from 7.8 to 7.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 7.9
%
% ========================================================================
%
x_f{79}	=[0.7973647527781296,1.2846995692057892,12.856275549184314];
std_x_f{79}	=[0.7406994231367833,1.2565700970920983,0.333698513576291];
pred_f{79}	=[0.7973647527781296];
obs{79}	=[0.32979482504718943];
sqrt_r{79}	=[1.0];
hpht_plus_r{79}	=[1.5535935868522586];
xi{79}	=[-0.7005977378584611,-0.13307411721096984,-0.4845660736329624,-0.18914225766684267,-0.4461334969528427,-1.0990862849564007,-1.0015104662323273,0.4269927192866718,-0.20560706186802458,1.2934934826278912,1.05935487962054,-0.375074702202056,0.21617386294040042,-1.5207527809943073,-0.4672199032890961,-0.5638371918057835,-0.3128361163242358,1.2909108434122274,0.7118355780657055,-0.054974352403506455,-0.5891849268720906,0.5703307433111859,0.2565552377531908,-0.472249282526437,1.8447558436361464,1.0247039365447854,-0.38786226944319213,1.5521512381918816,-1.1691282120219113,-0.2217866421004665,0.549617032422973,0.8461018094593504,0.043882991710854746,0.39892103417215163,0.19405972439380637,0.37265658657440026,0.6133375131854699,-0.10301331067090458,0.8367234001887631,-0.3000136773373883,0.5280998827625898,-0.6514210646677451,0.7716639515358774,0.429080929393274,-1.3795240859851665,0.31728519268361954,-0.4593479252842653,-0.4123973591296998,1.9284485816530066,1.798744803536342,0.20392016881828057,-0.5153376888678189,-0.7118732551943262,-0.21928327574604667,0.22783608530948052,-0.4989794356009485,-0.12078204156193084,-0.821751658100246,-0.8191800205329811,-0.22152513129503137,-0.12366596899515159,0.16475196107539936,0.2035328304970052,-1.073114261644023,0.04988748438986079,-0.1772867124399008,0.4513355323214685,-0.7171003145585275,-0.4447114213843883,0.5389856362517094,-0.2042635579037041,-0.332792622061851,-0.08888852801232339,0.15961332086492608,-0.17518226166685624,0.12548332081160873,-0.0190751013636824,-0.5542386811414876,-0.4298469229400763,-0.6685083755029797,0.036051852920749305,-0.34909048179946156,0.18833321213747234,-0.9958848339878347,0.26374837432098186,-0.8771864968144684,-1.2144237201751673,-0.2563956214740053,1.4403111280204492,-0.6140290399643423,-0.4499012627114811,0.7766396264166693,2.012594996749026,-0.29004274514518025,-0.3550315435673265,-0.7558842505665943,0.9244911300124132,0.93597327238346,-0.5805304107485053,0.7967572105416603;-1.1884502543811182,-0.22923989112820142,-0.8360629520830798,-0.2876581414968582,-0.7571986654063754,-1.863160549637505,-1.7033022905135193,0.7039595811091917,-0.3355397451857618,2.2772249933987094,1.7940783108732103,-0.6367838558109332,0.3939607882844669,-2.5897839397889273,-0.7934016160605353,-0.953001143732703,-0.5227933732264043,2.1792756254719166,1.193910738289332,-0.1052922155936642,-1.0058387221321865,0.9633430426786369,0.42317922672522057,-0.7946276444171292,2.990429550483886,1.6814731854206155,-0.6620761506405268,2.7265616486237816,-1.9902648142354527,-0.38967857975821185,0.9443546119541704,1.4741822356004157,0.08805694074946113,0.6948088949763871,0.3373933421438955,0.6297796631753259,1.034317518408708,-0.17659050885072092,1.457202109537999,-0.5054771654259185,0.9006233820848737,-1.1161886553671192,1.3029027179912387,0.6112356182073404,-2.3447744553251013,0.5792019136497735,-0.759757761991707,-0.698517851368246,3.28882647516021,3.0120655670785386,0.3552062840774899,-0.869677061416164,-1.1976301393193898,-0.37836029150539285,0.32996012765470506,-0.8435018658317306,-0.20248415660285413,-1.3953953636204166,-1.3917597462931401,-0.3863220712316271,-0.20259836746846482,0.2836825320372698,0.34022557208524074,-1.8232189690336837,0.128583274295472,-0.2896496423150998,0.7681473326979742,-1.26255454462299,-0.7737623394762128,0.9273479172609236,-0.3060468556798308,-0.5501683747792816,-0.13530725756051143,0.25841116441735834,-0.278005227624015,0.23224999252602307,-0.048766227673501694,-0.9416422070526771,-0.73497178319666,-1.1222203746216786,0.04247665236647191,-0.5832360472205564,0.30221048280256624,-1.715717124519668,0.5047861231622717,-1.4994744877290906,-2.0682700016868494,-0.45513804910346956,2.4536597360031562,-1.0181160427543476,-0.7692683823452702,1.3480761896327602,3.354990740281276,-0.5035188458586124,-0.6111268090461772,-1.2869391838883522,1.5583556944113257,1.6585213797084595,-0.9851893271875724,1.346259234325094;0.06909954018202669,0.024307822208614382,0.1408185613167845,-0.5456423468172318,-0.08324406709438925,-0.13049375915147365,-0.04492928927518314,0.23921769640707957,-0.2782822326638268,-0.35784958454414983,0.1723379743377329,-0.08834518148387893,-0.32314188952283907,0.2079403888040865,-0.06140030743388536,-0.15463485996779092,-0.184648039585392,0.3185964831059742,0.18541125774133072,0.2269653967569134,-0.014516002382309878,0.15779144822411517,0.07156428129033898,-0.13853015265423174,1.2431308815091349,0.5940883005469253,-0.17062109007836668,-0.3294541215444262,0.10169298121038572,0.11632544544562862,-0.029819096919565524,-0.2342322618642303,-0.1607724041100127,-0.19695516936835666,-0.057693602477224104,0.05246096050600357,0.08365946774717514,0.023261414342758968,-0.0745485287841241,-0.10655192978414796,0.006824755875932453,0.1725696028601451,0.1735783600011569,1.1334275163797116,-0.28330952855141156,-0.3837674673849758,-0.5998594872217158,-0.13413510265253947,0.29739259328202294,0.6076806598433535,-0.1224954656395063,-0.3628161942666228,-0.388193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k{79}	=[0.35633101960332914;0.6043279679894336;0.048315462225386484];
x_a{79}	=[0.6553127276360864,1.0437830983399083,12.837014500111383];
std_x_a{79}	=[0.5723689093590535,0.9725374684721914,0.32461475432505066];
pred_a{79}	=[0.6553127276360864];
% Application starting next step
% ========================================================================
%
%  forecast from 7.9 to 8.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.0
%
% ========================================================================
%
x_f{80}	=[1.3542144159899203,2.453280125236459,10.102408995732413];
std_x_f{80}	=[1.2231653107474676,2.2102469333900636,0.48132438950612155];
pred_f{80}	=[1.3542144159899203];
obs{80}	=[0.6483496574389727];
sqrt_r{80}	=[1.0];
hpht_plus_r{80}	=[2.507798412463563];
xi{80}	=[-1.0746341096921213,-0.7662026993437877,-1.2629651125309123,-0.8229449744639602,-1.0841484732147864,-1.3721455378745326,-1.4185195036659641,0.9165292719852254,0.07230588383778236,2.123691876406175,1.3008715080726316,-0.7606893661396266,0.15571109368893077,-4.342853440544956,0.8020953041503833,-0.725963265164058,-0.12336763211985935,1.5186779458254114,-0.3997017222328597,-0.2567618872377804,-0.876150371974015,2.2143144859131016,-0.312881798437354,-1.3782143107717106,2.607690618970225,1.396872302842188,-0.25367453596999034,2.550738815936029,-1.5906792720513,-0.4933183147990662,0.9004781942353179,1.6799171132009418,-0.28607919594195397,-0.4977737083014159,1.0928145260921933,1.1735353054603752,0.5484666748606646,-0.6244253158846235,1.5573709230457784,-1.4252298730832593,0.12940879647065873,-0.6320049875535325,1.6761881977924096,0.8432845314049524,-1.1301913322331338,1.34150183680605,-0.45007733495658675,-0.711092888864025,3.393750761572697,0.8606530740386706,2.455557357406427,-0.9793417383692793,-0.8657396961655337,-1.604847898222439,0.2867763745197194,-1.3217140088182595,-0.07064386134855072,-1.3443300994038663,-1.249159174597073,-0.3270900781294759,-0.008266816478984529,0.16947464930971723,-0.16735591061919775,-0.7860924116681707,0.06379247972222668,-0.2442144371087862,0.6618123104566205,-1.024941494174031,-0.6350405739292054,0.724879000075852,-0.540597926729034,-0.5078542163637373,-0.1963924471510019,0.09650557181625286,-0.693957089176931,-0.01327936368093141,-0.020091125568390655,-1.20741583141216,1.4435969159731756,-0.8897778397399045,0.05867919334920679,-0.5202216129238582,0.4503515261134401,-0.6031901607998048,1.0265867184083082,-0.845210143674559,-1.7075039045419507,-1.166545905349058,1.546156947764491,-0.0993439822858666,-0.42220619913399615,2.0174578961435614,2.022253426179466,-0.5125415039446694,-0.5479347420421354,-1.4157904130252856,1.8338937588449016,1.1200054041937333,-0.8826759010937192,1.6593508998310809;-1.9498932043749548,-1.3829306163388317,-2.2918143085540925,-1.4776929332936672,-1.97035976162069,-2.4985474207794094,-2.59039662547502,1.661840809204195,0.15941705307793042,3.88361231200651,2.3548539073470485,-1.3807110555393185,0.3130300076714554,-7.878962825335138,1.4685069049696606,-1.3092410209399516,-0.1951579964065151,2.7300868063965815,-0.7139241818765121,-0.4627557982582806,-1.588347603822511,3.9721845189104634,-0.5620321920318232,-2.5063459909838994,4.531290671986819,2.4868561864580023,-0.4484650827915013,4.653781546894788,-2.8974519985412743,-0.9027197630940631,1.6522399278154003,3.081020255156564,-0.49615522335233964,-0.8854607564107231,1.9994376511407284,2.1292429989250765,1.0050187449133152,-1.1277961039053297,2.8435677302036773,-2.5929095010420182,0.25352173418954216,-1.1545004019289888,3.026771212528847,1.4476903120071043,-2.0537357032435177,2.4745906820989214,-0.7870142628891241,-1.289079757407587,6.025272547488491,1.5401933068861724,4.413621531401131,-1.7721233979512507,-1.5570371757512271,-2.923272893113357,0.49058444248108435,-2.4049624563951553,-0.11292767636807621,-2.444619562208952,-2.274688642825173,-0.5937462990004665,-0.004967372836814032,0.3265057426248714,-0.2996137258472813,-1.4229299142939673,0.16448610852281043,-0.43158206962442547,1.216037549450249,-1.873256564224899,-1.149397792837894,1.3374049820107592,-0.9510291060496157,-0.9093175091263268,-0.33638030557858123,0.18483111118841666,-1.240108131698101,0.0048172633061907,-0.03212235144195219,-2.1956113862035562,2.6056974431952993,-1.6087414833263454,0.10744806932887752,-0.928714614689641,0.8180624257797833,-1.1050296873317351,1.9288590638892993,-1.538840424988127,-3.1110462130710475,-2.123891792543568,2.795481265979542,-0.1391548653067578,-0.7552296305666388,3.6657654787476117,3.584688105066081,-0.9334947620841709,-0.9890805593824241,-2.5759537758273536,3.3079847980910326,2.0876823162625744,-1.5998558780508887,2.9991445851799066;-0.18874176794051678,-0.2504657295380319,-0.17048772014642743,-0.682720316220836,-0.3297569982303532,-0.3177076363483611,-0.27285345536014916,0.3267295650140962,-0.2923389675242234,0.3999100189918874,0.3916108618879601,-0.30433855877434013,-0.3512017923683626,0.5615708476007626,0.14188520855688402,-0.33281232130641847,-0.2630494363966438,0.5871100039953951,-0.14669575835852378,-0.006390806396836979,-0.2439597134868805,0.9342613829004573,-0.1642236090104614,-0.3914483887592066,1.9095664137478234,0.771446114267107,-0.2760484424133125,0.6752831082272603,-0.14623873191118975,-0.1210920700830318,0.10341314670873558,0.2827873844886266,-0.3206568260412528,-0.4290264143789564,0.20437953381495966,0.3075671805524056,0.04951574957089022,-0.229590450107251,0.347969132928986,-0.38588250007131286,-0.1361825145510025,-0.05716429016987412,0.6106425418743004,0.9956491334176469,-0.395917017820663,0.0512158058977743,-0.636325300592814,-0.3348942721002999,1.75808277631495,0.44806377665520714,0.909247556895302,-0.5273860239653647,-0.5193719223309738,-0.3140995509661799,0.48561960835761475,-0.43929849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k{80}	=[0.6012438659223653;1.0863636211903627;0.1670412865941127];
x_a{80}	=[0.8719049103361813,1.5818142678796958,9.96841078813761];
std_x_a{80}	=[0.7841940841758188,1.4202481580977093,0.39450304151791643];
pred_a{80}	=[0.8719049103361813];
% Application starting next step
% ========================================================================
%
%  forecast from 8.0 to 8.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.1
%
% ========================================================================
%
x_f{81}	=[2.0620474216150377,3.901908461020268,8.244663049167503];
std_x_f{81}	=[1.8304800578418396,3.4161017498551187,0.9826982832320831];
pred_f{81}	=[2.0620474216150377];
obs{81}	=[1.5603123778122714];
sqrt_r{81}	=[1.0];
hpht_plus_r{81}	=[4.357852264725981];
xi{81}	=[-0.8439829585733949,0.9730416895068648,-2.266187919899034,-2.0001681072298787,-1.458303545388018,-3.495101989238497,-2.250479449044389,-1.1574309335216535,-1.4513968402700947,1.9793356648143527,-0.09657538659405351,-0.49383949407252237,0.33458497682420596,-5.440400608906207,1.0752505073809222,-1.6231940744293856,0.48263241322931494,4.836052941018335,-3.4949641260181297,0.6261119522245502,-3.069819795937428,1.2420735008319306,-0.2672259350906536,-2.044361049534564,1.6649079648164489,0.8323406729747447,0.056390797753652855,3.9110741982564035,-3.6965515044784665,0.05884362415464084,1.154400271372908,3.402419178382858,-0.10048800237796263,-2.803767102002369,0.8243599264367067,0.9575630870079053,0.940795546140329,-2.287494265340162,1.5246137817500678,0.6862466977501711,1.0048917489987086,-1.0120977289765134,1.9926739481395561,1.2226807582919306,-0.29260752511889,2.2270502270352903,-0.2475240675791459,-0.47967005308647925,-0.6981521783059799,1.0277732767494343,5.453579548937412,-0.4726235591651,-0.030143902545668233,-0.7194590339334015,0.8961476438533271,-0.3913156915077982,-0.5804380814437318,-1.665620485502488,-3.0586143980365894,0.22833798454078735,-0.1475105449371028,1.074563545240463,-3.2627655926421135,-1.2170898440650966,1.163270415631939,-0.4063272861489564,0.9780441021198301,-0.5046616072735288,2.1598098328343385,0.7137878116598348,-0.16397810390478007,-1.9863758182209703,0.8803200300776179,0.15099898370533849,-0.30721320563041354,0.20438727313191718,0.5342580382224376,-1.7636823348735566,2.8344271191874384,-2.099119494808075,1.036912149630698,0.04344987278141854,0.9026753415200925,-1.374293304305772,-0.1734983689185121,-0.8864899851135848,-1.4430874411340213,-0.3045287520632942,-0.9011386299472477,-0.4846907088188708,1.6418069130712625,3.1565847870219965,3.1237868332821446,-1.212087419661624,-0.3077006414936654,-0.41859513204583787,1.8710623922087368,1.6794060379932239,1.1184525139991242,2.4706554866620287;-1.5709562946732745,1.873666894186563,-4.293871454376006,-3.7758694722957435,-2.743632001940716,-6.665213031095643,-4.269986557931915,-2.1637611265204915,-2.713379516118292,3.7534260427072113,-0.14498219684780178,-0.8919819748777855,0.707496292228317,-10.220296135302853,2.0753172579993793,-3.053735484299875,0.9718985687727928,8.67187828676426,-6.664504311985331,1.2103700565599311,-5.842935946185484,2.33179773643636,-0.46113245885134413,-3.8678107204145378,2.9906644459426728,1.5736902965742896,0.16227459053348614,7.161676423253798,-7.036671071169984,0.1499898344236632,2.2256874312310746,6.306319008624824,-0.13440449897956208,-5.3302734365050295,1.6080968129858624,1.844641910684956,1.809980718244863,-4.332205497711846,2.9104691491543964,1.33629725527745,1.956271901729136,-1.88569960557781,3.7356134712059967,2.251293720182015,-0.5036754612538732,4.218982078841407,-0.39794032023168935,-0.8626832593265825,-1.3291285707229585,1.9578714998608229,9.64038123638517,-0.8409683946191047,8.24249818899947E-4,-1.3358475093665705,1.6927084725494863,-0.6974140702988487,-1.0508147166061153,-3.1382036134562643,-5.824024613306697,0.47053501447833135,-0.22972104109171676,2.071023932888191,-6.2203418604302385,-2.271498324686844,2.2820038305830206,-0.7216669023108153,1.8834606657287178,-0.9380901252429612,4.026744685044704,1.408029020946854,-0.23243116987160084,-3.7500548191172847,1.721718620508729,0.32793602131732236,-0.5293821805172154,0.4527875349514483,1.0443186934132598,-3.328215129365979,5.246882982649575,-3.9729166422454885,1.9972722526577318,0.1443748407834189,1.7446660788477537,-2.594388738376068,-0.24992394620747937,-1.6476757480236817,-2.717713614708636,-0.537697589011294,-1.6727560356787397,-0.8400972270677127,3.1121194874938958,5.8432473143566686,5.682762268898987,-2.2712144708107447,-0.5371486746756764,-0.7608089549366914,3.510137479262431,3.232023718335017,2.1425810647243404,4.593535366197571;-0.485487592225347,0.18527118942304277,-0.6708300658774702,-1.1393621658233641,-0.7333353075965805,-0.7102366616369533,-0.7149412422177219,-0.5922325817560301,-0.9575150904413654,0.7382261711871294,-0.2893213466952975,-0.5311276885568166,-0.42681037095810037,1.1736301753690253,0.21197121968092958,-0.8398452067903035,-0.22801147060501492,3.8332780119354446,-0.7851472071243437,0.07340782416623881,-0.8061709964216401,0.6286632294002423,-0.434650996632576,-0.797681562867381,1.5906089665831704,0.44074784907246745,-0.4049878550684989,2.6045660396018615,-0.4960357686641137,-0.2365626554863205,0.20907403699008675,1.9642662633209067,-0.5012525038216227,-1.0407791731322673,0.053481350617065715,0.18962608468545916,0.11022651609624745,-0.8517044653132988,0.49592654774106215,0.06616652862573602,0.10372722154823677,-0.5185379154748198,1.0125267922757963,0.9607940796592711,-0.4528397224879992,0.8169803484851403,-0.7739844963769933,-0.56140023671664,0.11373795611953241,0.41551081496778686,4.675181646694513,-0.6476307259208864,-0.5002171712224959,-0.43050037712666445,0.4884376347818957,-0.4790642481819125,-0.6302707563350944,-0.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k{81}	=[0.7705291645395235;1.437481099862582;0.3268580505486575];
x_a{81}	=[1.689687726270985,3.2072429648381195,8.086708269875297];
std_x_a{81}	=[0.824661374184699,1.5355910233890098,0.7108362346030156];
pred_a{81}	=[1.689687726270985];
% Application starting next step
% ========================================================================
%
%  forecast from 8.1 to 8.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.2
%
% ========================================================================
%
x_f{82}	=[4.245578802955492,8.177403305682688,7.95154042906409];
std_x_f{82}	=[1.9913242831484683,3.7113931871279036,1.6732946183057977];
pred_f{82}	=[4.245578802955492];
obs{82}	=[4.022659924602373];
sqrt_r{82}	=[1.0];
hpht_plus_r{82}	=[4.984213531108823];
xi{82}	=[1.3657495798110881,0.6001566146726933,-1.371893951766232,3.572274278647881,-0.8130910870005938,-2.528702392786508,-1.469306133143876,-6.776681048271862,0.8302419643350225,1.0860657765049195,0.795999066733768,3.211432974703958,5.177071093343839,-2.6993654214572596,1.1842883657936154,0.3380116862969844,-0.31626864942559374,2.161262544612483,-1.6838958916096947,0.5134966992706929,-5.242758660508632,0.5200288334692473,0.8045695947302969,-0.1725234765061785,0.7864001151216202,3.6808270104976577,0.1381952905608772,1.7071173031945062,-2.128566753400253,0.3574345059177926,-0.3750633195239397,1.832104715300522,0.3835176441107526,1.3635646993978217,-0.17900490573565975,0.20359474412578837,0.6616368826365555,-1.6758784178664787,0.5452003107983376,0.03936056975387814,0.6792293649848027,0.8769927942135185,1.7984499325047043,0.40325815325601866,-0.17956189459477123,3.5926102809771283,-1.484596870388604,-0.07654664396510125,-0.912322067800118,-6.302356862047885,3.421317146776344,-1.633524508504899,0.12423015968972795,-2.3000225681452777,0.5130734313586789,2.0284059025955923,-1.5932963615973113,0.1565988110983696,-2.214030932892085,0.9275854790882159,0.06462068337538796,0.3107620285382273,-1.3090175312252414,-0.274376309414901,-2.1066992293554976,-1.523250372439219,0.7659441970474239,-0.8803742581440752,0.8774035550882564,-0.46000145513793766,-0.06282087739586117,-1.7760186049415458,0.6292341582231158,-1.5455136299385765,-0.9726434610168755,-0.3128533350496583,0.38671820760536946,-0.8977195864720064,3.2016837904031927,-0.8218328273462663,4.506631896181219,0.07706749712528183,0.3948868388035365,1.0875232182315742,-0.2336087617576288,-0.5051663264311679,-1.2262359011214738,-0.0851366629009096,-4.550670798300676,-0.6957119043500679,0.5734307419154971,1.8730857786368498,0.7929481210455771,-4.20157461223153,-0.6080760906991078,-1.3501001223980436,1.037143538786566,0.9942007095222243,3.45946188650311,1.1145603090890903;2.6135274859723374,1.250409346288393,-2.5499915147660097,6.43775755703712,-1.4377142141881913,-4.826723264415152,-2.7374782959657535,-13.219810864098946,1.6775347737208932,2.1214013593792114,1.6090259512930736,5.8600631979932825,9.026880517526358,-5.260328218927745,2.3160822500906004,0.7351525354464297,-0.43935120240771575,3.61949778505433,-3.184418574396042,1.0785594918546444,-10.162671709447805,1.044771236310977,1.6308677159802087,-0.2562054194128569,1.4042528871177087,6.549077497437226,0.40559210976952365,3.0261824947267773,-4.075678639669701,0.796115777089776,-0.5734898524922096,3.334805750151242,0.8757289220049032,2.5537295633481847,-0.20294883997970548,0.5028119061911767,1.362564770628783,-3.130597256750778,1.131829772022412,0.192333501700249,1.408395897923846,1.7265563449535826,3.338875342785668,0.7806084730695115,-0.20213934787714827,6.460118445848611,-2.6793728385021724,-0.008673623562151178,-1.671242323589179,-12.27029211450041,5.499029642617948,-2.9832643368842824,0.3825765634215905,-4.3102378180822605,1.044762921946237,3.8410865142692447,-2.9128743346288815,0.38261147925346606,-4.193637107515487,1.844393694123653,0.27133845996292827,0.7188527923940686,-2.461491763101117,-0.405792342797616,-3.895128081191193,-2.7789299677492085,1.560000495285415,-1.5897052256720814,1.677716173967882,-0.7244286130769355,0.0637993173161231,-3.3000802833683744,1.326006957317377,-2.822357743245833,-1.7092128770901338,-0.4364259599186582,0.8462088558531331,-1.6223387017360844,5.657393408682987,-1.4704054787058807,7.907686385595198,0.29408628115196045,0.8625741045449882,2.0544985635959225,-0.2596611237620321,-0.8508336299737191,-2.251583668212575,-0.047623520671898234,-8.777058840891002,-1.1319996811873203,1.1709088955768223,3.402034261919484,1.3890154820821436,-8.085065013963055,-1.031341972150825,-2.4536638854548567,1.9786295415885355,2.0056770707837206,6.2524471465707165,2.0898244154421093;0.8333867254042007,0.01118503367532142,-1.0548829739218633,3.4240259627353806,-1.0151232321762746,-1.2465511457918543,-1.1471200626448477,-2.2030149037629876,0.13870765021721798,0.5690931320588133,0.17155967110065706,2.889485088451651,5.694530177798973,0.7637866860000786,0.551730595839131,-0.16325053271092216,-0.9207557057062772,3.2862889586512116,-0.9101547796583906,-0.041839349688898686,-1.9676468083612821,0.19159387987409016,0.12447157232492057,-0.402122488323001,1.0707477391032265,3.8897592192523183,-0.555760333391742,2.073818937743737,-0.8371723255691208,-0.23216869848544164,-0.8515585336783502,1.863071299233078,-0.3667332268364474,1.072774638637342,-0.7092752509897018,-0.33681288056521197,0.014277714453488244,-1.3621572687201278,0.01848257284471888,-0.47342443410775115,0.0019595833435159804,0.3803319497183386,1.5308077538761298,0.36625778462149317,-0.7336284854704989,3.5803995242923454,-1.8805720046193004,-0.6707235896700388,-0.6777479345912232,-2.262072855127996,5.423837460171515,-1.7885888453364212,-0.6128409809735382,-1.8630456199636756,0.20078768454975293,1.4227612641295755,-1.7174506059994776,-0.18876326536812105,-1.3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k{82}	=[0.7993665412289164;1.4879631120863366;0.5829312773316276];
x_a{82}	=[4.102567609222001,7.911198292193225,7.847250727736812];
std_x_a{82}	=[0.9580906145162271,1.8009712594545226,1.0654555003724446];
pred_a{82}	=[4.102567609222001];
% Application starting next step
% ========================================================================
%
%  forecast from 8.2 to 8.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.3
%
% ========================================================================
%
x_f{83}	=[10.028174717579496,18.06330878012223,14.518308831048387];
std_x_f{83}	=[2.0296573741173414,3.097046991413771,3.5390531057596597];
pred_f{83}	=[10.028174717579496];
obs{83}	=[10.176283559337534];
sqrt_r{83}	=[1.0];
hpht_plus_r{83}	=[5.1548240778483665];
xi{83}	=[1.8698093839766283,1.8358218866382643,-0.5277327221128854,0.9086199803925386,-0.205832137884979,-1.2595280061412186,-1.0655009011047714,-2.4225382132312303,0.6391876371486074,-0.5787072169733953,-0.11931717019891508,-2.7119204882776566,1.7950338969092066,-1.5628024774422418,1.0735372460061203,0.3315451247014103,5.240060074160128,-0.10913372943883637,-1.9146430754140198,3.00870775384991,-2.7967572384660446,-1.2947258748968196,0.5011918764881731,-2.510832328646626,0.2830630486514192,0.9923426499515031,2.267351239917984,0.25482056035538925,-0.9144183965552575,0.8698843731903771,1.473923797083188,-2.513983119889235,0.26300309336779293,0.7125788920251992,-0.40359366852073464,-0.05677459911713534,0.6743599755387937,-0.13187719341429727,3.174136440636765,-4.743393838838044,1.2256100827198182,4.133083064814819,1.7361527633740774,-0.052127074053537115,0.905379873109748,1.1850895909845942,-1.5779211374815372,-2.8721490524184716,-0.7127050939509694,-5.5198671829510175,-0.4170193378708724,-0.5139223596179239,-0.3405690450521721,-0.6918952046078353,0.36838830196902883,0.6334988436416928,-1.4578502411526273,-0.15063549582428415,0.8989270611783109,0.17100287626009347,0.027897209127726086,0.7281617193954428,0.4231596359934322,2.354336403449647,-0.8441210898537133,-0.6311381674864407,-0.589060349764841,0.5784678238452994,0.10524052556736407,-9.947746026301767,0.298188590760434,1.0553149837798674,1.7690783444427414,-0.6262470634471882,2.1855264329551147,0.18636698993700662,-0.7587264581809254,-0.3140001757811053,3.23382802782632,0.7579210074446703,1.9520803111262417,-0.36579588104293137,1.5022625576458264,-2.7490042355955717,1.113473577483921,-0.05977554590605649,-1.4771041186789216,0.0756141354327422,-5.242383226310608,0.6467131306532252,1.2961273309585728,2.7332544310863334,-0.32511695428792464,-2.0979836019564093,0.5025577533548429,2.7656894930938147,2.638476397038932,-0.013846650305030295,0.7307199087999674,-0.8938449437960916;2.6573528607365517,2.737271544070577,-0.47462972043357254,1.1075875517522,0.11993369462465964,-1.7708361427102695,-1.2716663687681447,-4.197173864464549,1.3004243527423291,-0.47719204476275934,0.25032113989508886,-4.083838645968225,1.5164419766844865,-2.8212305687935864,1.7968103872088967,0.873794422613404,5.21725785164783,-0.52028902185166,-2.7099715419650305,3.8778361026523704,-4.555635649847934,-1.5799249230209114,1.125660054549261,-3.5368067726802668,0.46510618447410934,1.0339011358053476,3.2940977775192657,0.29794104823205103,-1.2877314789731464,1.6146030139425278,2.3913785688257683,-3.7390614160443683,0.860506793380214,1.1847909365246565,-0.11082030850764824,0.358152787418792,1.3488321471832663,0.1193787377109139,3.9961868047795797,-7.479907794003115,2.0557310559913837,4.553013772882515,2.3266732120060993,0.16919425837487267,1.6985415436757485,1.369560350986717,-1.8700251549810822,-4.074803807324201,-0.7486865784375958,-9.402409447580155,-1.4346430481441992,-0.28568613390126885,0.022498165951940763,-0.6832864095724958,0.8447919644197732,1.1416247989519483,-1.7443914987878912,0.16712128535190018,1.3288688698340962,0.630962074657802,0.5309492799101427,1.448258234497505,0.7716541175907778,3.2971736239495897,-0.779629639761211,-0.4614849809231636,-0.42153119483738877,1.106218498119059,0.42633270971733594,-17.840133346173744,1.0020137581114845,1.7547187140663176,2.738542347749835,-0.48778855373795693,3.2209719866088733,0.7904416948735928,-0.6792583279642166,-0.08391772935488007,3.098590172891722,1.4135632281602888,1.8131631653389633,-0.008360646541213157,2.3662326563357077,-4.017860458953955,2.092508552072829,0.32838085399303907,-1.8804433144660564,0.5334783356644337,-8.665937264918107,1.4727897212839416,2.0758124926269304,3.1230059839889712,-0.390254879715652,-3.115867682550123,1.1532887544823467,3.6674703807065008,3.355310765443143,0.4378235196823752,0.8970831027041939,-1.0768095172073089;3.4350139771353234,3.101420987708927,-1.4515236910078606,2.213024437120094,-1.1854184123739469,-2.1686740933010284,-2.4294853672720524,-2.153033450693677,0.4350925177505758,-1.7103341049955336,-1.0177156803938043,-4.47869269496686,5.310954808231585,-0.8491580189832568,1.4956751385441933,-0.12829132732303705,12.230571009621805,0.9531851435063015,-3.4930146073982833,6.015821795621125,-3.4724301561899757,-2.9288730843609443,0.16209615593348836,-4.909989208638448,0.5975210052402904,2.755830714115106,3.9243831010517773,0.84565650632174,-1.4680356414591476,0.8996243489258706,2.1503711410808606,-4.222330481542853,-0.47108592004514804,1.1058522454863589,-1.6904294432313947,-0.9548506044296801,0.5099956206467091,-0.7777186952779243,6.490581352446959,-7.914132433277606,1.6720828225830395,9.268065618727658,3.483893489417426,-0.45109399861772914,0.8810885162157671,2.9446365879014955,-3.9088151438818333,-5.71611256373245,-1.756549532473855,-6.326206474278816,1.4986393397141775,-1.8992267306432122,-1.6886995865395242,-1.8540284605999346,0.16084407185396898,0.7991073235774326,-3.505632500121619,-0.9760382243698214,1.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k{83}	=[0.8060069587442833;1.2038751242266428;1.3294718448281528];
x_a{83}	=[10.140146416414687,18.230552922846627,14.703001059079376];
std_x_a{83}	=[0.8640350734973684,1.4184805164449805,1.8964251876442388];
pred_a{83}	=[10.140146416414687];
% Application starting next step
% ========================================================================
%
%  forecast from 8.3 to 8.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.4
%
% ========================================================================
%
x_f{84}	=[16.93472508075863,18.288362406595915,37.45784424809292];
std_x_f{84}	=[0.6791480323869207,1.967216560050294,2.5609217213936244];
pred_f{84}	=[16.93472508075863];
obs{84}	=[17.480545586808585];
sqrt_r{84}	=[1.0];
hpht_plus_r{84}	=[1.4612470561417483];
xi{84}	=[0.022262489203104252,-0.14046833190436914,0.3706567956232405,-0.1251810160117941,0.5096822320120253,-0.012080104006702896,0.5212190869233275,-0.5878647200175493,0.4612564412708515,0.5330315890332749,0.6184575491931099,0.04160803141021674,-1.1252128946757836,-1.306049389783551,0.1805256857317339,0.4948333307422139,-1.8881405558360829,-0.5556266994108618,0.39724157170548935,-0.3590329006715365,-0.3340172081813897,0.31862040691740745,0.524004257435184,-1.1193233749750853,0.05613543003601151,-0.3228065407611389,-0.09130286326553261,0.017791111616151767,0.08492408442182864,0.38627211685119534,0.38990896193233837,-0.035228849026267994,0.6740547052522565,0.1653782541121629,0.48522856367466716,0.5936412240754017,0.4286805049669198,0.24003456921078836,-0.42288922884564073,-0.3581649710360786,-0.38771380188602933,-1.3804734649725017,-0.3019100115417892,-0.8598287903616111,0.4841634810780384,-0.4623940470639063,0.507784741738913,0.23034468933794017,-0.05334678490813616,-1.5293074961445665,-0.798698159481912,0.12470404189740947,0.7753326848259618,0.4081586046096639,0.4588514964690411,0.2384267377714231,0.11478741765143852,0.13182847706344702,0.08740914712037906,0.3421376553343478,0.5971719269833677,0.35678576796345496,0.18568389686768327,-0.021798465725186844,0.4587214494196985,0.5140566663050556,0.6869265593694642,0.43749198924086485,0.23829238934986563,-3.8693704883084834,0.42980997430933954,0.10981478708765735,0.31868435771643533,0.08103985028929017,0.11210450225271629,0.6021755191164715,0.4537690978401123,0.5219495507318825,-1.634740787016554,0.37349950114938935,-0.8092966624404525,0.5817317760334895,0.30088650898932556,0.10257981030219554,0.18709619505444763,0.5903600070702986,0.3055810074226848,0.43678727161089625,-0.9996236981828002,0.406637687035591,0.08563259008080948,-0.6164842589945891,0.06543329852686597,0.062270421805642684,0.4072062982667042,-0.25410951028966977,-0.3514755286407123,0.5245152554268735,-0.1282026444643165,0.28809016696529;-1.4496864424231966,1.3165759617123207,0.4768662383145035,-1.8044194761945391,0.5248528935360497,1.2486041733947708,-1.1019322249268093,-2.9325311101663516,-0.2538528797564332,-0.3539148349330219,-1.2005412327868044,0.2780029864001605,-1.3795801913826224,1.7878103308246693,0.6703054315760113,-0.2640478618440447,-3.4731999124006396,0.2424505696442445,-2.4771848432089616,-1.960440391398162,-1.6912270871130772,1.6502178032606167,-0.8012203715356243,5.3187185835393755,-0.11829177415123482,-2.098058380171178,0.5048350429786836,-1.5063528042689818,0.06881443015038613,0.11283164578738081,-2.260906412483102,1.1677530415640724,-1.3921488436226603,-0.15715927185462064,1.5496670194050601,-0.4530923499887578,0.05299387613566964,1.4354052927388317,-2.9713023737452406,2.0074686098869847,3.5004088085396496,-1.121181980840987,0.2708065063500378,4.551459688507869,-0.6203253945827853,-0.0824752572702323,2.206988656394376,2.3690481802308057,2.9367631563564736,-0.28704611836714733,-2.7248264353049567,3.4356763981791545,-3.320840434166101,0.7389594888028697,-1.6771278631314495,0.050116784665686254,3.509649035529357,2.5967631811207994,-0.9349064407575192,1.1721869558136895,0.28065217292931877,0.9589481318605806,-0.10771934008008444,-1.539823064585832,1.8945579864980715,1.3438529812766156,-1.694962329392304,-3.0771923085724673,0.8242789900383549,-0.7063094595037249,2.3143473435085298,1.1322335223116475,-2.984447922540932,3.3815824859424417,-0.8758474088853205,0.5626034736760914,1.471138488914871,-0.20416387139519898,-1.1606402364961674,-0.20936201327877413,-5.423312973331456,1.3254602601378167,-1.6065628151868339,1.46817945645207,2.596041952105967,-4.970310730116802,1.598382644063264,0.9048282492141517,0.8956815580643323,2.054477897457595,0.9227380234908829,-4.564188809771416,0.3488522638291691,0.30872534469424906,1.0009673870694265,-1.398448597688926,-2.016213938230422,0.6557995426656902,-1.117338575626718,0.5293344619189675;1.5027789877890498,-1.5995507923899197,0.605454661820616,1.4671600267532554,0.9334984837767024,-1.1708089182784889,2.46017499439926,1.3994733154761931,1.5369768146272094,1.816460414988157,2.788673849529914,-0.08448787380993394,-1.521408276390396,-5.3749762853470955,-0.07432473117478366,1.6289964332239961,-1.5712944495618544,-1.6000049456268854,3.3328171585108493,0.9787983697451921,0.8494457135581825,-0.6826867333809901,2.202640499564332,-9.267927614395102,0.36366784098974136,1.2462192986874072,-0.6519903496447839,1.5626667481529921,0.25954070845037336,1.0065225068604136,3.1383449526899554,-1.1781673256317404,3.0773145268463935,0.6862306151254671,-0.13197785163349351,2.0620250144302474,1.1723964290979723,-0.6760755738323638,1.7431195222741067,-3.0261174464838874,-4.671654706882222,-2.5511359702753538,-0.9850797338505615,-7.3897824344623935,1.9244584184556928,-1.0433136866509471,-0.7515540516515102,-1.7105949093243211,-3.065844410116604,-3.714104189078313,0.6681669031011452,-3.0963988306855654,4.954162070061329,0.46314541393123676,2.82319691126488,0.675648994433736,-3.2213612596045778,-2.1683159570089074,1.2125059794514357,-0.13060991681687995,1.3894579966710694,0.11419094762950976,0.691368093781584,1.4717745247056655,-0.5354956789325342,0.1412311073712189,3.38418059472464,3.9508799780796764,-0.07153899315062517,-10.250252889990993,-1.0496754925310725,-0.7245758089261187,3.587715679835995,-3.1640129447698655,1.2051815828489367,1.1438222377046685,-0.13163697877921976,1.6415398353217796,-3.1680925636862085,1.2832790310805535,2.956542311568235,0.35098751346158963,2.3512001487770533,-1.124962389391328,-2.0076029718242125,5.831374497650593,-0.672879804472494,0.38479937137959297,-3.5934732327651915,-0.8424122113116255,-0.5834479698528128,2.6635811495681594,-0.06724874283172966,-0.04136546019588394,0.21334168038992374,0.7366768425350116,1.0648039170977626,0.8577022613012772,0.8286169164372481,0.35329255941333315];
k{84}	=[0.3156530267781118;0.09055944713480941;0.780870849940249];
x_a{84}	=[17.058020249437302,18.32373524120453,37.762855114430394];
std_x_a{84}	=[0.5886007175858831,1.9654902099119063,2.427026711224703];
pred_a{84}	=[17.058020249437302];
% Application starting next step
% ========================================================================
%
%  forecast from 8.4 to 8.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.5
%
% ========================================================================
%
x_f{85}	=[9.787357306046703,-1.9144718849758728,38.85819437500498];
std_x_f{85}	=[1.2168125911519836,1.574503050036399,1.3277469728802158];
pred_f{85}	=[9.787357306046703];
obs{85}	=[9.686346626427358];
sqrt_r{85}	=[1.0];
hpht_plus_r{85}	=[2.4897235105017828];
xi{85}	=[-0.948668658205829,0.9647277641803047,-0.028413923205739877,-1.1703604031884467,0.06218566565932271,0.9138315369461871,-0.9544480184751674,-1.3295340317494002,-0.6787094738550596,-0.7769256167864409,-1.2181171481738584,0.153159049883568,0.4176047200327879,2.48457540616271,0.15653893457558965,-0.5901010785136354,-1.1127256239548888,0.7194340112789472,-1.2824359270257961,-0.9696365097055857,-0.4483354343513568,0.6564281528836027,-1.143740394056099,4.779835526439475,-0.12238346234824427,-1.348038665089577,0.4128084224487356,-0.9543309174863346,-0.14294528793561412,-0.1713303793884755,-1.446361862312557,0.36990191151401497,-1.1190290610773808,-0.004285273044445148,0.27118458596131845,-0.8060545694803807,-0.49345447321921476,0.5857183909570587,-1.4722165408892707,1.2981181316985904,1.94530655766229,0.43523278315855407,0.3471323257221144,3.5653972583210134,-0.8246961559987014,0.14313876547680593,1.033400694075393,1.4821535245589512,1.4849799223910551,1.0559598403806767,-0.6265293637763314,1.9077092117140708,-2.3968654417986306,0.4471588392801493,-1.2994428483156408,-0.014791734735204898,1.8557138492980236,1.247371616483349,-0.3347775101727013,0.9858764972304215,-1.3359883553349743,-0.0526006308222815,-0.12759232007497978,-0.5151185331047454,0.830368880723519,0.05069033491514574,-0.781388253944872,-1.9960517259386767,0.2606064630818228,2.3679611236618,0.9187856986142826,0.7255343980298452,-1.9348745748586698,1.7595045570954646,-0.5335728459088305,-0.35501068538415304,0.566429958092046,-0.4842163461077167,0.41896600785752725,-0.41843981230746685,-2.6141624104051795,0.3025012956713926,-0.9415551015488877,0.27066889529865534,1.424230355898139,-2.7204968733410837,0.5335979300942846,0.10282576268424926,0.9832851137067031,0.9175853401164371,0.22404583337918638,-2.2904751784932147,0.16174941201755821,0.09896328208596117,0.29488909019928755,-0.683751649364396,-0.9236055059967807,-0.2806083024210313,-0.2955896599968888,0.11901092407284253;-0.9203568420890909,1.141873772573756,-0.48224685869553285,-1.1896680837908287,-0.24473021909649217,1.1296819630116772,-1.2157413974720308,-0.407204329448128,-1.41630325343609,-1.5674341400220486,-1.8189280497831044,0.16730737747602387,2.72603236515231,4.489853394073817,-0.24996148863574774,-1.1452512128338568,0.493031519512515,1.6573668848895806,-0.6144043110686987,-0.5032276634440156,0.7392095045307967,0.004471485193894953,-2.0883117723027844,5.905938845886318,-0.13039545512403716,-1.4065356217581253,0.5910945124525016,-0.8739611312711464,-0.4157054676588965,-0.4548856701190429,-1.3369063501682494,-0.327639684219482,-1.3185460890273863,0.3024495906971829,-0.8781413523927957,-1.5213576468831524,-1.26398804394741,0.0444814054940581,-0.7745670421745916,1.0801346306821147,0.969628050879993,2.2841175283888795,0.6242130137632826,3.769948220610911,-1.4297870323013795,0.4342723243996811,0.4275054474807001,1.3626414639165978,0.568818448849608,3.0317440500090513,1.3768774365074687,1.1592084652070846,-2.8075370560136443,0.5668039117764825,-1.5571292422913805,0.03744599690432926,0.9182099974743769,0.40556317597054603,0.2686896669766241,1.5487067966901042,-3.7765854625629407,-1.121514903589746,-0.11716587568810688,0.432827051499705,0.2508757097471235,-1.2398915588135009,0.017558133519028463,-1.9980867930368498,-0.13028618410635096,6.6165869427727815,-0.036415700166670506,0.7645115391418136,-1.9399026732832043,0.816865326347944,-0.38394262030084736,-1.4218793364101607,0.021337669578670226,-0.9212761496774267,2.2259653820297656,-0.7832920696141086,-1.369096625477599,-0.5099243199809034,-0.6537564465293992,-0.9352694388452636,0.9265584961987804,-1.9796259193417063,-0.2735716600065805,-0.6093541329041492,1.3896923455177423,0.27640142247505284,-0.3898064950185729,-1.377784826539504,0.11169947367604038,-0.010174234322369413,-0.1860611956054341,-0.3001940241600498,-0.2950089462494385,-1.3429172248446695,0.5321747825028305,-0.14673819789480413;-0.9326044612107509,0.8234210441334255,0.21828497942248504,-1.0900610499598216,0.20643962152733764,0.7414254399491895,-0.7744870510481263,-1.8417935002508514,-0.19851829308105096,-0.2618825099266431,-0.7709471480956793,0.0979882320668537,-1.1884104656518701,1.2994093123065937,0.3746270855332057,-0.23709063801411645,-2.1242139621314493,0.06548963629929005,-1.7173187548403561,-1.2509448027269343,-1.2642948583316667,1.0193017192618754,-0.4832046923894353,4.723133465024205,-0.15234981874620956,-1.204142007924581,0.25300947622989156,-0.972088936502054,-0.009044084542260578,-0.032451761066866425,-1.4492946087950074,0.7638509739848374,-0.9684669387472056,-0.2413691259004409,0.9460000613410529,-0.3454900004142445,-0.011364010109986111,0.8855893785084277,-1.8292122232601926,1.3943066287108934,2.562864094489619,-0.8632474489554625,0.12306488763973533,3.7358786255069134,-0.43745897933568756,-0.07567793614232698,1.3742506748000949,1.5364230476932406,2.044284134912573,-0.27830821693979146,-2.015224813951953,2.401067206326786,-1.8826862992914002,0.3173033093413338,-1.07502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k{85}	=[0.598348974983789;0.6205186035745076;0.5807163403449113];
x_a{85}	=[9.754748475733347,-1.9482889159999397,38.826546488246244];
std_x_a{85}	=[0.902590766842027,1.3468265195984397,1.0510830364922246];
pred_a{85}	=[9.754748475733347];
% Application starting next step
% ========================================================================
%
%  forecast from 8.5 to 8.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.6
%
% ========================================================================
%
x_f{86}	=[0.7940425363221771,-4.798422587067816,28.249202835086];
std_x_f{86}	=[0.7879255487478025,0.8808040732535356,0.6359129762547275];
pred_f{86}	=[0.7940425363221771];
obs{86}	=[0.39221159412663414];
sqrt_r{86}	=[1.0];
hpht_plus_r{86}	=[1.6211418650806784];
xi{86}	=[0.176647322097222,0.5083176750536978,-0.2171005436058363,-0.16311111447567805,0.2868400894021753,0.38373981685181435,-0.3707994967456913,0.3042385109135649,-0.645429907555667,-0.5023543599294908,-0.637021614446772,0.17707050413961922,1.7289511667066093,1.7308963070587526,-0.8991562789663654,-0.7424734688712318,0.9032573208832385,0.748145002993918,0.05876703019227714,-0.04312785844475142,0.7914399803359459,-0.34378105449969765,-1.01067318004074,1.8066086256640532,-0.30172666460384634,-1.1794904717771642,0.2004704512748685,-0.06202954969355623,-0.19328886282333835,-0.4128123563036036,0.16271233387647133,-0.19467137862376993,-0.34748129971551006,0.7441321818210965,-0.6538196824099954,-0.5911211057811081,-0.7402055614833215,0.6222164567209941,0.14160532079253962,0.10123781868390425,-0.0741274595232263,2.229303966787354,0.4860363417766814,0.7015792300918072,-0.4398017197247888,0.3993670773990142,-0.15502703186585598,-0.2789752485602798,-0.40817838813185386,1.4854690115577869,1.3074451180225868,0.2587790329473715,-0.5596758903161985,0.36138136661921705,-0.4205496222494626,0.06782802503722796,-0.26548768148943036,-0.22431551845159003,-0.5331153490721228,0.49935485147057,-1.505397085624307,-0.6745343974287572,-0.004700700570087202,-0.4728286538383001,0.28418361708724527,-1.029562836295379,0.3313427092012805,-0.44324105287436966,-0.6367181228761436,3.1490675819072442,-0.5258047671005299,-0.3945831490760467,-0.615735173033461,-0.14682744128342595,-0.37294254922994097,-0.8522118383403358,0.812708211100874,-0.5504180333069965,1.2898387179370885,0.13468561064255458,-0.5371299009090758,-1.7732261961179807,-0.020700732570369973,-0.8305152046054702,0.48518441762356657,-1.2149009184571073,-1.143345657996945,-0.46547279527400065,1.117017199924169,-0.27129380803687786,-0.17542272567795403,0.44060234876908233,0.08570804630120066,0.27875812902732655,-0.3582756509993638,0.10619207396326058,0.21467105492185834,-0.5103550105177335,1.2160493352420172,-0.18277286859818642;0.1267840797995552,0.22361799489378065,-0.3421068766092574,0.0141488734371924,-0.17859288362948966,0.2698979989999293,-0.21814227219882376,0.8888788768880795,-0.6675116293676009,-0.6723978199878973,-0.5629296440215397,0.10002860565057503,2.3043699075176813,1.8017370405233062,-0.5233351777472963,-0.5602585121213499,1.5992416736541104,0.9556632138743595,0.6428831991103223,0.4418753800334727,1.2272729344531,-0.5521018606687988,-0.9330963848727043,0.19118354104448265,-0.01591870320991884,-0.41457168834579505,0.23570979698965822,0.12695613344607182,-0.1929124241816007,-0.2505735445429096,0.19431613753107868,-0.5651056863085708,-0.16308471388687984,0.38559886415238687,-1.0013412132800719,-0.6285989386762285,-0.7234739446348817,-0.4974929936174721,0.6693677289395064,-0.14899670392355802,-0.8883600804784102,1.6341520697357756,0.34964570520701166,-0.024790362540719535,-0.5058559765615023,0.3631594860594616,-0.5063722100326054,-0.14058618951528512,-0.8188418552369807,1.9389157198902942,2.044455274404573,-0.714194300066918,-0.4097576428471532,0.19536604901567767,-0.22967230733866906,0.11986465813380409,-0.8513076360279639,-0.721286052346426,0.3421137465241637,0.5890474420027099,-2.1866601488514563,-0.9388874295317091,0.07638190921438248,0.6085177537486688,-0.47738727751950805,-1.1987085741907286,0.8259999458207252,-0.051588793954644,-0.41050788024923524,4.0408326745231005,-0.8535037488863972,-0.023289782722486052,-0.12147041587296137,-0.853621825912735,0.08602352847111394,-0.978378207353245,-0.5744723795232911,-0.4065447800473878,1.8131206890784521,-0.22511293405019384,0.7454790127827176,-1.2174036261386183,0.31127409903677083,-1.0789424805145122,-0.46521927311744715,0.05303662632261652,-0.9071507571450255,-0.6042756936152989,0.36468642564839193,-0.544773944373727,-0.49244573172132,0.898184177530164,0.029761640539252454,-0.005400770129247334,-0.4056704054557061,0.41256711408372126,0.6421834872680048,-0.9013535325792725,0.8531078597236923,-0.19107045342262907;0.09234720649815742,0.39092222073076854,0.07331866940167231,-0.222091517650977,0.5284600694608983,0.18336959580538448,-0.2633350618332919,-0.6022770043685206,-0.07628513939118875,0.10702953331894349,-0.16435342434608202,0.07706417249293551,-0.15691897418053102,0.4938752641379871,-0.6302369569418431,-0.3409952225778383,-0.56500880249855,-0.09520879201341614,-0.716152816149183,-0.594190787988488,-0.3397819583774684,0.14343846153074935,-0.1975019144747172,2.3593614582421836,-0.427458334504383,-1.1055250495600433,-0.03882609629120637,-0.2239066494865547,-0.07952553104654214,-0.2991096591200879,0.013892489770686467,0.33714063791264337,-0.2839027741502811,0.5253803450627395,0.27103746363739134,-0.05770759486562227,-0.14829593821155385,1.2494258062434582,-0.566906610156682,0.25910137650878085,0.8705368330163594,1.2498550295900905,0.21918320734518915,1.0669865509329064,-8.114663077094519E-4,0.09271950562529696,0.3330599008094204,-0.23351317377770542,0.39063477862211826,-0.1011150537718386,-0.5086138110343548,1.0740470230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k{86}	=[0.38315083859102395;0.34852299356334865;0.13415222034738972];
x_a{86}	=[0.6898602240727475,-4.8931892629677,28.21272558617644];
std_x_a{86}	=[0.5822573724940272,0.7639422671710977,0.5956523479509578];
pred_a{86}	=[0.6898602240727475];
% Application starting next step
% ========================================================================
%
%  forecast from 8.6 to 8.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.7
%
% ========================================================================
%
x_f{87}	=[-2.781204959291648,-4.9785812572369865,22.237409477492744];
std_x_f{87}	=[0.6723167188931514,0.828779997400635,0.578121647258467];
pred_f{87}	=[-2.781204959291648];
obs{87}	=[-3.1757323033869986];
sqrt_r{87}	=[1.0];
hpht_plus_r{87}	=[1.4523312835161133];
xi{87}	=[-0.17840904762141685,0.4393544306334367,-0.46617237668243083,-0.26727181587875704,-0.1575808446961111,1.1029553921086723,-0.29337878998233746,0.490721183066106,0.3771173791207585,-0.44103776887018187,-0.4684117987776033,-0.1744956813727372,1.2720035576323685,1.1177595527746225,-0.6610209640150848,-0.4575010577848273,0.6407696962663918,0.48862703603030866,0.46883482166051227,0.20824635078779696,0.751307521742103,-0.4135841066833268,-0.6212095200016896,-0.31272672352065456,0.020191281851417386,-0.4151634078556041,0.1422570494308184,0.07038116606459743,0.359315910463748,-0.3866212432810401,-0.048997126843004946,-0.34580577691343395,0.12343796552757258,0.06835776030895824,-0.8481253842184304,-0.6258320114657097,-0.28479948448346315,-0.5599658940886703,0.9469914199031204,-0.15599561011522578,-0.5423610122750167,1.321354603582122,0.21495103365917378,-0.27043831781188876,-0.5900674708786222,0.2453338831218197,-0.6215404490290761,0.13722799833238852,-0.40132858990885234,2.242584627059281,1.1340149893474145,-0.32561988262301433,0.041501478467565356,0.008840436930489304,-0.4302458037166619,0.1872861497298688,-0.13244554552349186,-0.8656286948991863,0.06996474110136797,-0.0755510990880528,-1.39322734192494,-0.7809791257075043,0.06458083421528737,0.1861782908984937,0.08819169740508404,-0.9780215298743817,0.33624291807208717,-0.28969194911434437,-1.0076792747124834,3.4005996703173276,-0.6061151993695595,-0.31105132366315624,-0.09711494801534704,-0.37986322927325666,0.5119466974066786,-0.5089443158272746,-0.37718954881692124,-0.32956874600524033,0.9016999847179508,-0.25823100466037907,0.5332998695066133,-0.8733303956240204,0.09517657263035417,-0.6413772531637174,-0.1877815540398,0.565632755630014,-0.5351375130306733,-0.40811925886408673,0.1653999392227412,-0.08342700927983993,-0.3097843263984714,0.6883237381133522,-0.04529561392401371,-0.16640981586743075,-0.016975535639722317,0.018524675042882244,0.31296954023298484,-0.47000392556942705,0.3952095626720342,0.9389868764828624;-0.21893406916070024,0.4138630624013935,-0.5649935555120038,-0.2659803737662987,-0.2899797359277434,1.195346926834719,-0.31230413000571833,0.7001138542339387,0.3923785464996845,-0.5418782587187083,-0.5174545905620738,-0.22081382648407555,1.64506051040902,1.3182649544839946,-0.6829658184806391,-0.48651686996328714,0.9182703341350811,0.6088178636564745,0.6618399792378842,0.3339796004364741,0.9727979047689077,-0.5198149207536131,-0.6842472700506752,-0.6947405828458395,0.07283930638638658,-0.3390826323594007,0.15457686420820949,0.11698591591783902,0.3880910784507492,-0.4109125595504217,-0.05179995157331252,-0.4835359942684132,0.1665360485706282,-0.007221424878411931,-1.0146763352618162,-0.7138264492398942,-0.32366576156882676,-0.874283591756992,1.2061822856673476,-0.24063130547677059,-0.788793043241462,1.3380139550539565,0.2067178029893464,-0.45608918471405513,-0.6835263828020839,0.2626414233850891,-0.7754277762776827,0.1638553213188656,-0.5514187213817809,2.7116461921892996,1.517181590298721,-0.5940249343655433,0.08032358825025732,-0.03308250525922851,-0.4532144846016344,0.2100370295544991,-0.30028859773890737,-1.0673842732085754,0.250868634007432,-0.07203327185937436,-1.6223896589703974,-0.9335373508212905,0.07991989556033197,0.4268711066852413,-0.10638017287106027,-1.1256869335445767,0.49474745361474426,-0.25300723434958705,-1.0930557863485229,4.222315445972413,-0.7576247386526411,-0.2933223841881256,-0.016482491852980452,-0.590604521854921,0.6695534946527486,-0.6079538049175799,-0.7537067822822765,-0.3516060939432357,1.1863163586457994,-0.3829346155345288,0.8993010467188478,-0.8964649886685381,0.17189212294441614,-0.7840912057713156,-0.4398000457130342,0.9187857707550586,-0.5674664770009619,-0.4994846633983485,0.0013150823075642748,-0.17332663075500232,-0.43130383327863875,0.9064270781551116,-0.07518728640174199,-0.25750122661996233,-0.04811180532367221,0.08295305109860784,0.4522886231647876,-0.6189203455726,0.3668770632389853,1.0287000953906191;0.04329071838913379,0.052075898281554345,0.23588110318731736,-0.106404090549443,0.387742803540867,-0.18670801738964826,-0.06417591366064102,-0.7611001924472518,-0.005313971007197438,0.3401780572213653,0.14239428731182002,0.02542678929294695,-0.9033823238043297,-0.3431631126570558,-0.09745133170632059,0.02910038631857148,-0.936359987632656,-0.45261275190738814,-0.7746054702801572,-0.587766089515771,-0.7220651123635768,0.317364834016324,0.2859382075923129,1.5176958426043825,-0.3202284117414713,-0.523084121908461,-0.15787207821780314,-0.23641779540721686,-0.1291102682000549,-0.053663050260649214,-0.05911751881527039,0.4165795374431447,-0.2079845442804249,0.17941136157925186,0.6763917925697349,0.2886342641249655,0.13570802046853458,1.0427812483201429,-0.7458365099991866,0.20491880238561677,0.9127329546262253,0.15472800699173206,-0.04402633631742603,0.7406299708088859,0.28248290050812486,-0.13304458331735347,0.50093207977962,-0.18876633893940564,0.5458650837476107,-0.7415901138034471,-1.06550665348459,0.9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k{87}	=[0.3114518627051902;0.38072113517897144;-0.16723266157891672];
x_a{87}	=[-2.884909552042088,-5.105350543290648,22.293093187048946];
std_x_a{87}	=[0.5912328893455501,0.7336745026472138,0.5526846295505029];
pred_a{87}	=[-2.884909552042088];
% Application starting next step
% ========================================================================
%
%  forecast from 8.7 to 8.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.8
%
% ========================================================================
%
x_f{88}	=[-5.022465604028822,-7.446904898917313,19.300230778965684];
std_x_f{88}	=[0.7616265179011213,0.9683594446574432,0.9127056802083331];
pred_f{88}	=[-5.022465604028822];
obs{88}	=[-5.394748775846426];
sqrt_r{88}	=[1.0];
hpht_plus_r{88}	=[1.580082366817103];
xi{88}	=[-0.027092261711572085,1.349754941292212,-0.30725038485826595,-0.8585976659676673,-0.09067786908873465,0.4902820562186472,-0.254292440950441,1.298737215255001,-0.2005724698444009,-0.18824701627879747,-0.2663557786506212,-0.20697984202828312,1.060065024388062,0.22919012147303697,-0.829436182346786,-0.5584008508005676,0.4872612873216182,-0.4689557966898432,0.37073299649428115,0.08484727654980606,0.22775542859104103,-0.6877254192722404,-0.5274542699667748,-0.3229661870516187,-0.05614998490506995,-0.9757616461841874,-0.03844300659255584,1.0582538267555632,-0.4760986271813259,-0.5258857052437431,0.4384221445830274,-1.11750260779118,-0.8585240289903995,1.1921726087988218,-0.2253809264765998,-0.4925302809277472,0.3253862770626741,-0.8263666104868923,1.1030801292120547,0.11829838994019148,-0.5743281018259694,0.9763062137815339,1.185146928372911,-0.037722004656918884,0.3623595882352797,-0.3666603894494598,-0.6842141524905703,0.969961992469413,-0.7110432906076447,2.2668653512534704,0.9021522276810208,-0.4314654923949295,-0.05168792402466149,-0.04341283787118755,-0.40263305110106185,-0.4049684646280989,-0.31007998760049027,-0.232721232505404,0.5834291127676039,-0.2015567788053314,-1.0651564752631524,-0.9019346910283295,-0.8356057776062285,0.05459823937011343,-0.010545089996366386,-0.6758667219727785,0.3403542440538905,0.24862701943266785,-1.0385969807145363,3.863634052690017,-0.4805581621082977,-0.3435546206709965,-0.12480090876016714,-0.10562604651411345,1.939099744351859,-0.5947703983638348,-0.4954968059833771,-0.24708037096873348,0.8081886121608886,-0.28980219055628,0.4757164372243059,-0.6870974250235191,0.05418866007067891,-0.4130849803957952,-0.3313084835086286,0.5540485710614469,-0.41058769106211734,-0.9573485618687734,0.04937316774683609,-0.38391804355066217,-0.23279345665693718,0.41672689743116553,-0.13209980484721484,-0.24404019127777943,-0.0380398571514835,0.4507868305724445,0.05804903950312301,-0.41684121846747146,0.23270702442188895,0.6701368439769615;-0.07815780195206035,1.7174727608891978,-0.40693772534339523,-1.0699609742698764,-0.1051453563389213,0.6059973924370503,-0.36037158583941054,1.5985012739498785,-0.2483710837126436,-0.23737522435684077,-0.3500146977902432,-0.2882852034839498,1.304792449679094,0.28430259725168483,-1.0708261255875735,-0.7154699343691542,0.5061778768704945,-0.6325288793967756,0.3612736561741432,0.004437442655539137,0.20109803758410294,-0.8196277632889872,-0.6434646994116209,-0.21934395249835958,-0.14621848726570974,-1.2901286224783837,-0.09996531959456334,1.2935240614703787,-0.596577604477079,-0.6919098666745436,0.499941948417427,-1.2719019763791115,-1.056349519614174,1.5022611884690882,-0.25086897188949564,-0.6098882678852471,0.3721649061896075,-0.8758424171559076,1.3521563496236721,0.12066507875784716,-0.6070877780366066,1.2603214528423168,1.4768148453825916,0.010313048888398235,0.4178751067593609,-0.47814253455316713,-0.8003698697968842,1.1817986554229165,-0.796757133967005,3.0169271748143753,1.07479767092949,-0.4316385533151754,-0.08898794055898396,-0.08584291414314116,-0.541625915437197,-0.5360842682853457,-0.3231357999952351,-0.2532502053529502,0.5842973967846348,-0.31246682911234025,-1.0202432153930916,-1.0331832411303763,-1.0350635993809503,-0.13020002289236476,0.02740530438334332,-0.7720342411988996,0.31905251138850854,0.23198240276730964,-1.2832097397374325,5.3711818271080265,-0.5634899394161303,-0.5226956333492581,-0.2405478481602863,-0.07832667383208491,2.4912942788112886,-0.7016333531767129,-0.4874707810266541,-0.35578322225170655,0.9565431004416212,-0.36116197990048615,0.43228258783978735,-0.9058913663970563,-0.0208517400756012,-0.4765652680861878,-0.33715010316115457,0.5393669092246052,-0.5438719600103292,-1.126660941955472,0.08242825101611295,-0.46615953929580556,-0.2861302268382149,0.4616044421387695,-0.20438814251724224,-0.32390246282575585,-0.08049088959308914,0.48701516922982613,-0.01893321993140873,-0.476490905046,0.2772385260533401,0.8181443775420929;-0.06983176873460195,-1.3069749352050835,0.3222867254043251,0.8508903617601646,0.27984830219985213,-0.32616427255609537,0.07216311705614231,-1.8295500554607464,0.3373234871609938,0.26120416325537477,0.1867714593981873,0.13111616695401906,-1.3830942058932578,-0.12630135215943383,0.654298315551415,0.4759375471654792,-1.0650504405804533,0.37736494096449746,-0.8952557976439905,-0.5346666185524995,-0.5696778966851639,0.8888545170525148,0.5903358552505402,1.3948936789806545,-0.23276755793312986,0.6235597334104881,-0.0849426397152051,-1.373586248267248,0.5770177936133187,0.3988976382012872,-0.6346985072352815,1.5940910597675781,0.9349517647851577,-1.197055315724274,0.4077203541310972,0.5367778500636895,-0.44617122339226256,1.5940102762419386,-1.444532796251007,-0.10842656978694265,1.1578374425989786,-0.49795506461180494,-1.3001041418791175,0.4528531519343879,-0.5020445484704759,0.3902547590488403,0.9440331969616267,-1.2277730801406364,1.106956527084101,-1.9262086745921394,-1.3985797378062266,1.0517147040956516,0.009646944156838089,0.02546652812695882,0.23974791454909194,0.36342932731092503,0.7324138673504095,0.4731780277048365,-1.4396809243514035,0.012209241621686573,2.0481457620232995,1.2505746656220538,0.9083567976387954,-1.016419470672684,0.4185139557938946,0.9036272195147461,-0.8545683936669732,-0.6618127885116216,1.01146416149464,-2.3996233451552875,0.7142667310810431,0.002706004618772795,-0.2470605940580768,0.5131754418235168,-2.268435961309091,0.7837591229830458,1.3023958422550024,0.09890144190863026,-1.2264365715856513,0.46049562032013824,-1.4623071849337244,0.4343600816841686,-0.41648092763928446,0.6180915157928588,0.893015457120157,-1.4956417802340702,0.26993175469885244,1.233014462258268,0.29919237616085326,0.5963587001049646,0.3750407056184528,-0.7115626188006807,0.06827870722163354,0.33958662046170573,0.008925535646607585,-0.8581289800606093,-0.4435128766981826,0.7136481838341027,-0.12438991796998167,-0.6084078236687667];
k{88}	=[0.36712160011355177;0.4646263038842936;-0.3945731330859274];
x_a{88}	=[-5.161645374746465,-7.623049757797858,19.4498177228482];
std_x_a{88}	=[0.6041523226954798,0.7681445210885378,0.7672003975588186];
pred_a{88}	=[-5.161645374746465];
% Application starting next step
% ========================================================================
%
%  forecast from 8.8 to 8.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 8.9
%
% ========================================================================
%
x_f{89}	=[-8.292942371142908,-12.062325730889604,20.819757873294765];
std_x_f{89}	=[0.6909858026323542,0.6684186868023819,1.4669594914019701];
pred_f{89}	=[-8.292942371142908];
obs{89}	=[-8.562587434780918];
sqrt_r{89}	=[1.0];
hpht_plus_r{89}	=[1.479874968354379];
xi{89}	=[0.48882031726915276,0.7695400624518998,-0.21623414308126598,-0.5456457134905026,0.4944826966607758,0.31998717457901993,-0.14071611336431644,0.9070224811235867,-0.1959859246326694,0.07751001926170531,-2.016482424035667,-0.6476138322171572,0.971392466021773,0.29444238996341454,-0.7454072831082641,-0.3705453086995032,-0.06117095790335725,-0.4589215444993986,-0.29153690676777977,-0.11904306367141615,0.019371444609278754,-0.49310121446757726,-0.36395276968252865,-0.26331284461810256,-0.332439796208412,-0.7317346552873953,-0.09478601817090393,0.7276582782323411,-0.20637116538769718,-0.4552329893345348,1.0370830327578355,0.2870267922785157,-0.7758726729666545,0.49317753468451286,-0.17364387229981126,0.43122073625407964,0.14565972586951226,-0.22787293833327738,0.7340198529176947,0.5604957186426462,-0.21379901870238172,1.892129254203323,1.16393566177784,0.06033464400272592,-0.7377743804297214,-0.6366301685494662,-0.6124843342076325,0.6105227586866881,-0.829904957462718,1.9069016710319877,2.3404571077052934,-0.19292381654820723,-0.10272553015085606,0.6799693743964168,-0.20050514316488766,-0.09033246927978844,-0.17845992495012553,-0.2808050455353026,-0.24772200968391012,-0.5866069338670261,0.36473021354648694,-0.9410102216258984,-0.37485465615183955,-0.18475392724457862,0.2804038775428701,-0.4340179401731543,-0.6169867565556739,0.15173736901870427,-1.1399331554463021,2.7197025231214518,-0.017189413960418065,-0.33927374045523884,-0.3096398164764125,0.02518100423651326,1.0069791706940148,-1.0305074662926437,0.2055828946922027,-0.5806656809045254,0.40649084663688395,0.7257804714632217,-0.008064709616323995,-0.1755670505696969,-0.217668334049133,-0.5769989850293058,-0.20267793057269223,0.4951934054277789,-0.3884140809629546,-0.5402789208376841,-0.21552349976312435,-0.41034903598920636,-0.11634409846941196,-0.1876621084283734,-0.299053058634577,-0.19513309970787596,-0.1639264032132104,0.39366716054724193,-0.11284124012892072,-0.28687299001750155,0.4208203275711311,0.29507574615611;0.31136391732178303,0.6798564919550163,-0.23398979050739754,-0.4767129445614824,0.43261932421830984,0.27540694946361555,-0.26367037258370907,0.6082117505411038,-0.16255295914674583,0.02926502876533732,-1.0157244980719309,-0.5668324140714738,0.7433416705320823,0.2290704675311197,-0.6895981559072535,-0.391310618785214,-0.3682367376225706,-0.46981380523731353,-0.5329928521099561,-0.36999442573101327,-0.2161957222180213,-0.32807541560531206,-0.30509360401254426,0.27262826601787005,-0.4683845714745196,-0.7810163822787999,-0.20478561855991195,0.4975468422039899,-0.19496920202631962,-0.47525132109910473,0.829020998472263,0.37807726734192393,-0.562895298442621,0.38789497612454404,-0.11404633106009676,0.3122212229207566,0.009461552670769535,0.13221307230962154,0.4885375140756185,0.4231719597607828,0.05221511763054565,2.0149554127510747,1.012312405837898,0.17453262793560675,-0.6368253745839922,-0.5141489916291917,-0.36682244731054325,0.39350709605758105,-0.4031758068168543,2.06079296296857,2.307567225066453,0.08756614609396429,-0.16555770091094146,0.5225812553135114,-0.30797344822814665,-0.1702677677481539,-0.0027141127793957054,-0.1594198373450002,-0.639055993631997,-0.5956081709038035,0.7117191192732282,-0.47955140859502876,-0.32152718628661425,-0.665461521309993,0.3373737950534359,-0.2591509689899105,-0.7607540129554007,-0.11774366404099013,-0.7992637838562757,3.454658832847606,0.026783321641820734,-0.5079342984704454,-0.4847434560796593,0.14045486327970913,0.8225619267102466,-0.6194390536781516,0.46167137026926497,-0.5692563292177972,0.1260734242350079,0.6350855323788895,-0.4994608020173974,-0.3322719085079555,-0.41607727688186635,-0.36667149236584784,0.04235259305206007,5.987454731091191E-4,-0.4356031277423771,-0.31654894530146116,-0.06091697581443256,-0.27198434975684194,-0.09530814049158032,-0.33714833060402327,-0.3314677597404039,-0.18671091231422032,-0.21294798022861272,0.10487711314297599,-0.33945913462786415,-0.13869834967545636,0.3357063239912179,0.2139573793219096;-1.2341849257970772,-1.5605002506367,0.4130446763357014,1.1336465772977284,-0.964407274891915,-0.5818269058513721,0.025052583909484838,-2.385314531573677,0.49566656247887764,-0.18895484902763116,5.021724019522939,1.336953386436889,-2.332018018148222,-0.6041171767828963,1.4310937632348129,0.6611862115759415,-0.504694885977198,0.8408718188512552,0.059829744781438876,-0.2818347705900912,-0.4533357998137717,1.244485518277802,0.7904191458286078,1.6481132472675917,0.3649835771346943,1.1886519967692166,-0.005689392329280452,-1.8534347867996424,0.4688715648136892,0.8009055460286092,-2.388845514764963,-0.2544558473376597,1.7890924173157892,-1.0490076699901358,0.5106241637688207,-0.9872546910823026,-0.5189863896914133,1.2334133126653697,-1.8829949043540815,-1.270637392588931,0.9961637115112651,-3.289927926476185,-2.505439654901938,0.2234641978665799,1.5321884429405124,1.4053905173237347,1.5877900271991585,-1.5606273566904605,2.2977561192740303,-3.291761963904886,-4.942892394651778,0.9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k{89}	=[0.3242672378518571;0.2937349602204952;-0.6544240720977459];
x_a{89}	=[-8.397887095250237,-12.157389094568362,21.03155341005778];
std_x_a{89}	=[0.5526615994132851,0.5441041684070337,1.2272312748563263];
pred_a{89}	=[-8.397887095250237];
% Application starting next step
% ========================================================================
%
%  forecast from 8.9 to 9.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.0
%
% ========================================================================
%
x_f{90}	=[-11.874351457393894,-14.15147561795257,28.66677170160049];
std_x_f{90}	=[0.29204869980966064,0.8086419418302698,1.2815089604092151];
pred_f{90}	=[-11.874351457393894];
obs{90}	=[-11.919745899895384];
sqrt_r{90}	=[1.0];
hpht_plus_r{90}	=[1.0852944443385337];
xi{90}	=[0.014075742396448376,0.1638192328578416,-0.03818890425766419,-0.017903719311325617,0.08615899148700557,0.11067591698300738,-0.1668092637297267,-0.12391728929208767,0.007168017716796982,-0.021475320257788866,0.42576750689155496,-0.1679214601237966,0.06319163849760479,-0.1512518241909273,-0.14275199368639768,-0.11833632575376996,-0.17655687628450778,-0.13001144961141442,-0.21702433369982188,-0.3129323328328937,-0.3918201992365429,-0.005856792120718879,-0.04608390660255246,0.46103642984926907,-0.22535132711259998,-0.24988745261657286,-0.1363098680513417,-0.11982926141803496,-0.1240254311839557,-0.17848292444080194,0.08161684783993728,0.17945260539230823,0.011809333248882226,-0.012232253397092663,0.044056771504372705,-0.0626193331051006,-0.12805515161109504,0.29858509488066254,-0.06436250038799685,0.03160448408461214,0.22956032505503288,0.5897157095164314,0.11725441017544824,0.03688291726258974,-0.08099309759295359,0.010990486992408677,0.0834645196923578,-0.09612597816560431,0.23200431215723682,0.9656407408489276,0.5597730137466019,0.2681829793986079,-0.1534641106765342,-0.11891772316342752,-0.11547816669696509,-0.13690244387214534,0.12907390601289315,0.05502584683479661,-0.5275042276715887,-0.17742101420609124,0.3650021826225931,0.2172193873788153,-0.04228722964101195,-0.6169147200110974,0.08474323273864037,0.051417619765160794,-0.422222865393314,-0.14774443533071668,0.0803745728563694,1.7196444045141757,0.028566443856606227,-0.3570278619089393,-0.28331296064968825,0.21098014733638948,0.02773099702223014,0.16395706700250123,0.3661434068022178,-0.1239774741607853,-0.11674709461565058,0.07597255464401798,-0.5460671538177913,-0.12378897509281472,-0.02588192148632018,0.03426746627941846,0.21296559346308008,-0.3577056534318839,-0.13759775872543223,0.087390443513641,0.12903482460699145,0.006279502453985231,-0.010364406783574864,-0.2116768508997957,-0.103089708782095,-0.02129537257255798,-0.04181366088947058,-0.22028212219795762,-0.35687904953796235,0.09969004370218748,-5.724437135867788E-4,-0.013913695878361665;-1.0253416120676384,-0.880979793364034,-0.13319770417213483,0.12011008468871154,-0.5134253229767065,-0.567423789117953,-0.2308470547566266,-1.2129956780118132,0.13744831681202108,-0.2077044487786175,2.921546542301366,1.5561930290752226,-1.3808197462238248,0.7221491742248798,0.5054347628526408,0.1710169302162221,-1.3831034441106222,0.2361579616682299,-0.9271588093284358,-0.4163152197304978,0.7413439226817164,0.9919378577473044,0.27709598937472,1.4336617376304854,-0.07870862684589142,0.3576084965994166,-0.20229898106377675,-0.8027773215092147,0.8260988585974296,0.49256351932007014,-1.2633667556165733,-0.020555903861094293,0.830500926825918,-0.3680521093629672,0.09418512152878833,-0.33106283226238453,-0.35267978567214264,0.9991329204444668,-1.0780183806888672,-0.7772297261610266,0.5904722315574009,-0.6834707157806807,-1.0345250616444694,0.9418536759322613,0.5799273103445337,0.26333736720014045,0.8212711720173331,-0.8181939130501164,1.1105768454176896,-1.2484407952243117,-1.6822505401229932,0.5403838192864541,0.27859779010089447,-0.161805231776178,-0.4375938956980949,0.03417682089051688,0.5021703780551192,0.353970698530107,-0.4296218980154656,0.4412003159462792,1.0062872097346496,1.3658678822908925,0.27241972568323547,-0.585913348104981,0.29721384719602995,0.6067636925227529,1.551790779294402,-1.1847779986115405,0.7892636738076639,0.16648135831846567,0.1117860963655879,0.650492079979113,-0.08502810363888003,-0.18515875453010366,-1.0248775316177081,1.152274571681268,0.2491834161265718,0.2811384571027702,-1.209213830063252,-0.5576838517803129,-1.0559692673463879,-0.736841211053985,-1.3205678294893648,0.8971358924816464,0.5565038689326798,-1.7455865200197458,0.07151480153189027,0.6529414553812263,0.2709144094066822,0.7097064608589712,0.11963931793910376,-0.1998199697470664,0.08939004920798688,0.03515975107564806,-0.30167929115249237,-0.8430692361189589,0.22802453588363214,0.30004985675089735,-0.32393763294138367,-0.2939782942105005;-1.3801292166465657,-1.610880026689987,-0.032693751439648366,0.24827415735507685,-0.8795374873718593,-1.0189785262805344,0.2014378171335487,-1.235286450508326,0.22458470659637442,-0.15716283606221992,2.390644796530456,2.3868183732131776,-2.020749674743122,1.3497491843865639,1.0467158439683608,0.5776110126467202,-1.3014678870188838,0.6893706750692346,-0.5568514384905008,0.360444090440307,2.003881525496567,1.287514254360449,0.49799725862881417,0.6197562083649686,0.5581081217499175,1.154025292273257,0.161835129651422,-0.6856839777524186,1.403991558457225,1.1386954076851552,-1.9083606080056796,-0.47780829761699195,1.0369570979037377,-0.4068797325756215,0.039486875045444236,-0.22539387889359475,-0.06717025801394172,0.5058730057750687,-1.2145470743658286,-1.081045957896908,0.167598648218231,-2.644955047971102,-1.6958624921972927,1.135199697580223,0.979582631541593,0.3385831630155778,0.8331114854892263,-0.7712782709747756,0.7940254666262021,-4.709918278861856,-4.118987761472713,0.007295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k{90}	=[0.07859106326718455;0.025315370616389624;-0.19797345600995986];
x_a{90}	=[-11.878212594072844,-14.15271934849857,28.676498031041543];
std_x_a{90}	=[0.27443383148565526,0.8056935234958296,1.2708488473191504];
pred_a{90}	=[-11.878212594072844];
% Application starting next step
% ========================================================================
%
%  forecast from 9.0 to 9.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.1
%
% ========================================================================
%
x_f{91}	=[-11.315170881335133,-7.931687485630408,34.09662023804963];
std_x_f{91}	=[0.6496580257388894,1.0049200297915004,0.6684996103650916];
pred_f{91}	=[-11.315170881335133];
obs{91}	=[-11.12819878875989];
sqrt_r{91}	=[1.0];
hpht_plus_r{91}	=[1.4270485103045158];
xi{91}	=[-0.7030668743859749,-0.7984174880757635,-0.0683039450497418,0.12744993213948064,-0.4223675359418877,-0.4137476224742809,-0.03866399167620749,-0.8855255124562156,0.12896586240783492,-0.12784924482788185,1.9739293977668328,1.3343149752014174,-1.1534556765528112,0.729608578076391,0.5254355474724992,0.22425445868523752,-0.9583658037723986,0.258887271333764,-0.5622440880194883,-0.09045691572861791,0.8249658215594113,0.7823896408704556,0.30262271207075564,0.8481785530388795,0.07613411115959146,0.4361804703645369,-0.06401159689252367,-0.6854335585023232,0.708261471022892,0.5389953899870914,-1.0679351447548715,-0.13173705974650574,0.6162109703249321,-0.25352249271609395,0.06392692289530721,-0.2417927994751583,-0.1859377063847507,0.6359270259105951,-0.7947579739161803,-0.6608088819025024,0.33080517773194273,-1.0097179785291477,-0.9044237705367149,0.6576646925590008,0.5105566985714365,0.2012487459808554,0.5908015382867067,-0.595075447422504,0.6853429824992929,-1.7363179187483428,-1.8163897268968583,0.202884601572201,0.32199123290357967,-0.008308303178342413,-0.2826350863680993,0.11574257506570085,0.3183180184523007,0.21014071034347737,0.01707508676661007,0.580881417115382,0.5963152673316134,0.9203758888485538,0.24987904027528351,-0.02560887261623357,0.1711353647269842,0.48163207815437303,1.4888958281959823,-0.8031965348574239,0.5816791801641727,-1.076926640308658,0.0688540592571254,0.608259212204521,0.14028526603762081,-0.2642501564273978,-0.8977677437091653,0.8220155439759065,-0.05182470075268242,0.2997914395170138,-0.8847734907992209,-0.4820617430597913,-0.4404832883122669,-0.49699811642458336,-1.0142650403573992,0.6045939381356185,0.2864795833255016,-1.0324460511482147,0.13109024960353466,0.46898546517092754,0.099704372231189,0.5503830770207241,0.1335526637213853,-0.005039301553832587,0.15332124179707307,0.05106260563558607,-0.18554405640354865,-0.5095306029291891,0.4148520558817683,0.16377503888391232,-0.25059953022454096,-0.284425035416044;-0.521426867757321,-1.1874178656587828,-0.03612432668494581,0.23310471752394069,-0.5444769919542543,-0.3543519707335294,0.22755612276570236,-0.9446941528967701,0.18974820393608738,-0.10313767564041587,1.9906467127669014,1.9786161147405945,-1.533854638950646,1.2941615225300254,0.953965733804135,0.4598068742740038,-0.8937130921739511,0.45253963351854143,-0.35700744571495147,0.36546515706670313,1.5662249082326776,0.9857933922629867,0.5940094452913716,0.48035962384042286,0.3524564384148654,0.8640790092311823,0.1002600055691456,-1.1032491476962507,1.007103501488177,1.0284452354430922,-1.4287605274043527,-0.4404123784089924,0.6920558204878473,-0.2400615242131119,0.058856621647449536,-0.3023016538972021,-0.0620458459295401,0.515783056279215,-0.871308026076707,-0.9652317963716159,0.13592783660679952,-2.255969328321382,-1.2783697951763786,0.5784066850196838,0.7449473553319876,0.2221204789942357,0.6249854279282685,-0.661412091766576,0.4575328423955529,-3.561955447001883,-3.0778337921440473,-0.3027114863449105,0.616774009483545,0.21380262044065645,-0.25753776496141345,0.30074490197277814,0.21715718112796267,0.07828151002357409,0.7006899970502909,1.298591208641188,0.35462200381091336,0.8565656449924042,0.38043399059057137,0.8110660420912259,0.024351522935452508,0.6296370571194378,2.538535161382325,-0.6977136394088932,0.6748960276781881,-3.9590972128830293,0.014718424754525117,0.8498287925657273,0.5962752435065388,-0.5640876209396302,-1.3864636934827468,0.9084075782573189,-0.630309913913746,0.512393716852829,-0.9637249268260222,-0.6731902558588923,0.20025829735795853,-0.47548290100690505,-1.1871739436086406,0.45456223662159534,-0.01080833994070396,-0.49669874439469286,0.2739782854748398,0.5128052990924541,-0.16679794894170197,0.6663515036655241,0.25114117507528455,0.27915908060487027,0.3370100710692121,0.08836492628022086,-0.12538837549827253,-0.3253173553271429,0.9900581934451234,0.027885358837965057,-0.30665313500175184,-0.560031899281765;1.0015703843784323,0.6159096019682906,0.09781080517526419,-0.0776195197800007,0.3933633897763116,0.548265910775342,0.28210090460122217,1.015742993957403,-0.10307427649899381,0.17331334947157018,-2.2559684813818706,-0.9356634862237385,1.0758594750406019,-0.33803548326220323,-0.23474274461886324,-0.05765822691413547,1.2198237092205986,-0.1520682693223847,0.8610716381852868,0.5121677564717544,-0.31119191437309013,-0.7347941945989263,-0.09970939214289842,-1.3502236292387835,0.14895778052263609,-0.14140573219920327,0.21026274753384655,0.437703726947241,-0.5705250496709553,-0.20091157193087383,0.9701781887930352,-0.13037563686953746,-0.6804197026396963,0.30775691085295875,-0.091833690688496,0.22882660167517344,0.3237961553969484,-0.8664124743708754,0.9010654561413531,0.5213496480115225,-0.5872416481562794,0.0779209599076296,0.7533189237383056,-0.8623936845743998,-0.39679655694884985,-0.2316370191235464,-0.6726870422205593,0.6559504079605958,-1.0491176781212275,0.4702049163164972,1.106178418841111,-0.7264942646033248,-0.13054364646056626,0.21490280128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k{91}	=[0.2992529736872004;0.4170039626617603;-0.25031430040331953];
x_a{91}	=[-11.24654655178696,-7.83606064188013,34.03921846579704];
std_x_a{91}	=[0.5258333247015501,0.844742003883374,0.5937963575249174];
pred_a{91}	=[-11.24654655178696];
% Application starting next step
% ========================================================================
%
%  forecast from 9.1 to 9.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.2
%
% ========================================================================
%
x_f{92}	=[-6.998551107257764,-3.020260014851072,30.066704299897353];
std_x_f{92}	=[0.4306956081084639,0.42735227286784727,0.7829469116717425];
pred_f{92}	=[-6.998551107257764];
obs{92}	=[-6.922570679574558];
sqrt_r{92}	=[1.0];
hpht_plus_r{92}	=[1.1856506733284569];
xi{92}	=[-0.12265676487339405,-0.1935521578202497,-0.1903977271590911,-0.033726311374735474,0.07256059304283458,-0.047845951780126406,0.09948621499005394,0.05075472003416337,0.1401896955910722,0.04037433679500779,0.31015099077241803,0.6566833316805107,-0.37191882676100807,-0.030492434514115985,0.3419962204981095,0.5213147582811084,-0.07922599996054736,-0.009671854949909964,0.0038583120930315573,0.9611267540079016,0.6086887746284129,-0.2633337918925953,0.25596680793616766,-0.1533256650367223,0.14521654409782592,0.5780522637422374,-0.45767201194647544,-0.28132603805844436,0.21866148912032468,0.5329353293845758,-0.2295554992616875,-0.2524573367683516,0.16463882071505598,-0.021664836234134732,0.003211137707421763,-0.09457654216173772,0.03167344549538775,-0.5332739138261218,-0.19998171736949555,-0.19931287878879633,0.2375701650457449,-0.8881806859645289,-0.3101338050239084,1.3342024239773016,0.336999523146587,0.07320910300837546,0.1314958085412794,0.17831090649476256,-0.24189606013182452,-1.2567663563427587,-0.9989478501833613,-0.37154388889898904,0.19264249110294163,0.0884970154321838,-0.0357061029073753,0.10382042829511029,0.4615800565584953,-0.1089624831685585,0.41329647665321634,0.4960804022412235,-0.6662462045705482,-0.11071267652079086,0.059429168162437485,0.5601170546553567,-0.13513591299217698,0.0934064031652504,1.1677033254791773,-0.1161822867003286,0.11587536789910224,-2.009574718626496,-0.1681298710901693,0.07465686320888665,0.22567965252060151,-0.2788261123644249,-0.5693583908637114,0.06606464241081866,-0.44979246413815677,-0.19773301857639236,0.22633036106899063,-0.061305434385700686,0.3208141560832374,-0.18426408620528179,-0.24885285438153826,-0.053317247552172375,-0.2590483097321563,0.3133123226206349,0.11175625988413085,0.11187187055995285,-0.17009791828935494,0.08035407845982423,0.025165014997972968,0.26520492221702074,0.12931006478925156,-0.16213702709250377,-0.0072948680241218256,0.07222889726600634,0.4110312414199253,-0.20366525893019993,0.11539591274207694,-0.3011727665261139;0.6820983940752741,-0.01788635882061218,0.1495484088144181,0.033395908230689386,-0.023585727328679695,0.28928183884181236,0.27396791927372766,0.3222101498286558,-0.0979410120830857,0.040612905661304044,-0.9780594899352599,-0.040321031296846055,0.3627145475240914,0.3703599865212439,0.10167971520614438,-0.035062684850030834,0.6405684468264008,0.07460540289444495,0.5477853859971327,0.3011145868688616,0.2659736112147626,-0.016337822657648715,0.06555041707213638,-0.8883493803634264,0.1948065247415265,0.07450974794274501,0.5828481152422675,-0.07814034755806176,-0.10725876707426218,0.11115722504186865,0.2032369256439659,-0.2639463794256476,-0.33250284376819206,0.11238263559839501,-0.09860540967359244,0.05592975512558951,0.1973984063110641,-0.21349266222151453,0.4364741206331497,0.018526559480305238,-0.5403747694012799,-0.6215001005424883,0.1423028500390635,-0.43975838815004575,-0.13354727372873354,-0.1689762552835976,-0.34771059327058795,0.10611764234209797,-0.6008686730425801,-0.6444898259437686,0.09918947024626501,-0.6508790366152675,0.07731611746085809,0.21397004394894426,0.15313047684930137,0.08044112719124064,-0.45541369533122555,-0.2954177363404238,0.6437879013466379,0.39448401818582246,-0.25762174916044467,-0.5465806538430535,-0.03604598104013412,0.7963602603428104,-0.27052497990952373,-0.14907145981635583,0.32940515676565685,0.6362068640828911,-0.26485241549947336,-2.1842242835121546,-0.06950621568433224,-0.08504605817772148,0.37027062477848416,-0.16051279915400585,0.21345155461438736,-0.36833139105754764,-0.5596970226001208,0.20869779059038462,0.21730931707256973,-0.023061323011323243,0.8810118490894929,0.38524880210316637,0.48494137926664926,-0.5273999707084327,-0.4639044971552888,1.0796434148445777,0.014996691203721824,-0.2800177926339331,-0.3781155272286796,-0.21515981927755146,0.02253180161608226,0.20458423327477693,0.05907421695427573,0.072354454633059,0.1342252316623478,0.43713130489880525,0.31327416540531106,-0.20861989933765734,-0.051997335703495295,-0.08947896220348062;0.9085386015356853,0.371011483328175,0.5216000427025875,0.09439463896071132,-0.15043640653312806,0.3934961558767043,0.09332919817267182,0.25341409800698145,-0.3650033590833637,-0.029290737662030608,-1.6741065866265927,-1.325903199746083,1.097721314464799,0.4478429103982826,-0.5506626013273497,-1.065665299973162,0.810973403410614,0.1006522138763053,0.5486552192247025,-1.5836946647131427,-0.9055411675194804,0.5022158813566548,-0.42933183197968816,-0.6191903024574863,-0.07380168194821479,-1.0517109841160739,1.428004531808611,0.47479524486301017,-0.5280965127629642,-0.9256841070422972,0.6601901682177171,0.23367915327504463,-0.6752196584693131,0.14705725657125157,-0.10074519283760708,0.24387862429394858,0.14663459599771045,0.817594978180324,0.8223746386488422,0.4156079954377816,-1.04890600710279,1.1201825613874448,0.746161297100258,-3.2831461251330403,-0.8010931010023228,-0.30892662007213545,-0.618589533979776,-0.21263393866276203,-0.143112867871177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k{92}	=[0.156581257451896;0.06361511121315207;-0.24473094524112188];
x_a{92}	=[-6.970115346879099,-3.0087072652541096,30.022260216171325];
std_x_a{92}	=[0.38223921485576234,0.4223995449902957,0.7140607235362618];
pred_a{92}	=[-6.970115346879099];
% Application starting next step
% ========================================================================
%
%  forecast from 9.2 to 9.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.3
%
% ========================================================================
%
x_f{93}	=[-4.342196786038072,-3.0794927973682116,24.319937721004184];
std_x_f{93}	=[0.3093995183219219,0.5101348433801365,0.5160312492958914];
pred_f{93}	=[-4.342196786038072];
obs{93}	=[-4.386309738039093];
sqrt_r{93}	=[1.0];
hpht_plus_r{93}	=[1.0986682957679141];
xi{93}	=[0.5395212221753756,0.02804881516728308,0.11421827317574795,0.08467048949665124,-0.13080871237695746,0.2445783504641632,0.23160412172769895,0.14808814363487155,-0.09439604386076539,-0.04804812654744417,-0.7567273149295097,-0.19873673135587833,0.30905227208994557,0.28140004941295604,0.06785232825330478,-0.04424483099779408,0.5178527594695348,0.07208249332229677,0.5454222436612985,0.2106741206975249,0.16322496794205055,0.03943564475515071,-0.0021136866111239883,-0.6224219779993101,0.05646142018837086,-0.009590855910419194,0.47516795142050716,-0.05802366495554434,-0.08426943895007799,0.05271254873429587,0.17944033602384835,-0.29969548150303105,-0.18997892440543396,0.1507815571431621,-0.08793355870897734,-0.052097245562273464,0.09451379998654019,-0.13099889776511908,0.3282866550472834,0.01746248659337546,-0.49268533902800815,-0.40174214120868257,0.17710123453566418,-0.4061680185122256,-0.1286821848667543,-0.18295687373112113,-0.25975298708144035,0.09499476566862164,-0.5061784152526805,-0.381667758692676,0.1514786674511175,-0.46242224122799147,0.03855951784379741,0.13474608870262994,0.04865770764480715,0.06739332498765638,-0.42072352886801223,-0.13434217105482382,0.46301201131046454,0.25986306384387436,-0.1735532585406636,-0.4040761322813955,-0.05038968894994067,0.5843899834732262,-0.12388018020717873,-0.18113257722024212,0.16974894006452157,0.4397066797129452,-0.21816260528539377,-1.39893083185705,0.11422655926093395,-0.049210717458854525,0.2608580537986471,-0.03391382958263378,0.22960820062958298,-0.19057248340709076,-0.37592874928933373,0.11663839942861465,0.14655476521480804,0.020798393064142218,0.630790185009241,0.2635785027518045,0.3658800640953439,-0.3941363188817748,-0.3248248894727013,0.8160293454060872,0.044452601784823464,-0.19337430307571069,-0.2793199000860458,-0.176055955923351,0.03338228392341591,0.11370649764270002,0.07908724130188638,0.0608451176628817,0.06445675516329974,0.31055951358625045,0.1847827090373837,-0.14929426060999162,-0.09731459720187718,-0.0369617932891142;0.9030243478197648,0.0807757489094092,0.3414694352153136,-0.02647798371304244,0.06027758766527613,0.36988314943732936,0.22767771741748977,0.49213647063530175,-0.23318110179612406,0.11949089107787225,-1.5901518154276273,-0.4497149666429725,0.7309916235121228,0.47802106569194835,-0.1563903896591734,-0.4946288702239454,0.8213766467712631,0.06924976948070816,0.5412580326611565,-0.3807236067775972,-0.14113670461678707,0.136562300451196,-0.09409715407002839,-1.104252182559268,0.23196263008955853,-0.33736972023949585,1.0436172633229157,0.15540528759489947,-0.3331093079130092,-0.2936389308778975,0.41431761610216267,0.09227201794107831,-0.6679691836338497,0.059143156265828445,-0.12331603096292554,0.28684494668716365,0.2873098714703306,0.17303142431374186,0.6963545085437963,0.18029090298924055,-0.8437525103899457,0.008198425316030988,0.3455249688878106,-1.7114562772353157,-0.4556397400403269,-0.21809055223071505,-0.5933214324905531,-0.02790049606519318,-0.4597375341216554,0.3688123860258252,0.9587045895577515,-0.5397477238342185,-0.05928950250422993,0.21045774534606077,0.3009477508418481,-0.01569086514956508,-0.9480707133143982,-0.4051328662875653,0.4960232140364802,0.13544151595654919,0.2735362648610318,-0.6263818449802989,-0.09064031113127369,0.5749659787939092,-0.33601294961754524,-0.1964288959526037,-0.4426392793086982,0.9345828370081208,-0.44223431128029134,-0.7168900537317433,-0.16766548572059747,-0.2059963137909766,0.2843811473951936,-0.08929943723019207,0.6659444677926429,-0.6597072506582853,-0.365019095516085,0.48346099673143295,0.10469295643740129,-0.03600130741002028,0.879414498626649,0.6751999200552148,0.8173187715796164,-0.6510798581489001,-0.3985377515790285,1.1077494947675721,-0.1470360079880777,-0.5045694219917443,-0.3501512336461996,-0.3416252301280793,-0.02357693204513378,0.06457137304882998,-0.09122340196244405,0.21055277688706342,0.20618958288659783,0.49357809364635186,0.09718435613837517,-0.09795247424988629,-0.11034384999269697,0.10482233614708436;0.08946252029876689,0.06799269521337337,0.25526001232043427,-0.2715802685638806,0.4304433151495708,-0.02587576165288752,-0.20047902218497882,0.4184306855113107,-0.11389927949355894,0.3239528787623378,-0.5620682025825694,-0.192892130296471,0.3836136266604271,0.05573658224628275,-0.4101600011820281,-0.6808662469258095,0.018282405053884787,-0.05876502098266201,-0.5191474927321167,-1.1775600439511003,-0.626876687732846,0.12346714461811814,-0.14083190775349408,-0.14186273989556497,0.24452318983118104,-0.5175189373912197,0.4588846952236736,0.38248063676727284,-0.31047929820152476,-0.5883736577708341,0.20508985380426026,0.8656142205791681,-0.5855359862558913,-0.2939713753710613,0.030765594057630352,0.5617153564875466,0.22794883410625744,0.5856665852174068,0.2849455774897329,0.24287316324723207,-0.08803790805648504,0.9768992757601076,0.10246230592058225,-1.8135826565040745,-0.3942218567796303,0.13179641377585583,-0.278193493749729,-0.25225260693157026,0.5476077082894228,1.4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k{93}	=[0.08980717487524294;0.11700648877067879;-0.038196857050755074];
x_a{93}	=[-4.338557503349876,-3.0747513088448084,24.318389858477595];
std_x_a{93}	=[0.3017109166143116,0.5073174593495837,0.5124119857772705];
pred_a{93}	=[-4.338557503349876];
% Application starting next step
% ========================================================================
%
%  forecast from 9.3 to 9.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.4
%
% ========================================================================
%
x_f{94}	=[-4.210600556077177,-5.110121886628407,20.0858223672218];
std_x_f{94}	=[0.466732992169584,0.6933420202427525,0.40249248484936834];
pred_f{94}	=[-4.210600556077177];
obs{94}	=[-4.3223274850356805];
sqrt_r{94}	=[1.0];
hpht_plus_r{94}	=[1.2252799099048177];
xi{94}	=[0.858243653398747,0.22056932679663577,0.11954509354610021,0.018984481702070788,0.05743636045632261,0.3096044837149745,0.1096550486856751,0.3469265110119024,-0.20698674565623598,-0.05037580542422937,-1.2726982113224166,-0.5162419415915318,0.6529274664240687,0.2088620189446022,-0.15780891175318335,-0.5256791865514092,0.8403834063782694,0.1397446153693016,0.37665460981338406,-0.4171456927005055,-0.12667390310054572,-0.05741539331289314,-0.04892741927884359,-0.9763065822936703,0.1454035693031681,-0.3055894844300644,0.926494630135168,0.30556583680950977,-0.24850801252478139,-0.4014052855893864,0.4692195107405719,0.15502316455548737,-0.5511670777621127,0.030153812140482295,-0.18966816306377154,0.21806697104875727,0.20365670447595363,0.1655218615943035,0.6575997270017719,0.25307519538243106,-0.75866891025637,-0.07030412573523837,0.3450470024274197,-1.5269267727904436,-0.5821354316050771,-0.4352298118052689,-0.5531635326198199,-0.04642877880330065,-0.3585958436799759,0.03999136879426679,0.8204153634433782,-0.09064281118664308,-0.06631319713764317,0.1758523114860564,0.27788395519648423,0.29672346090279733,-0.8295792534596744,-0.2727060776837469,0.3861587600608556,0.061161655304548646,0.07877587329014002,-0.5563185752526039,-0.20192320828971866,0.44858379856176445,-0.30182142750450147,0.11443380588966967,-0.38374128523759055,0.9385254428769554,-0.5885085786880158,-0.6588748103596078,-0.14874452562840723,-0.14272056453381943,0.2561171586167279,-0.1141754074976351,0.8068901477258557,-0.5598712172208185,-0.33985997271923196,0.5844617710572826,0.07337139155284067,-0.1331785137346193,0.8571360934767904,0.9372170726470559,0.7346997986815733,-0.36479911339033855,-0.35439823710648,1.079305785583637,-0.13314341279919883,-0.4522750472500885,-0.33254388452282946,-0.1697488021144773,0.10546236814880583,-0.03975276515310444,-0.14616124966184074,0.0016729380013531525,0.21882717752987713,0.4258902878776847,0.052258492217777786,-0.11961467705959361,-0.09670788166272004,0.07599417972491374;1.1756874179164192,0.29176048716782077,0.25438652670061135,-0.06441551481860763,0.19439197726345903,0.4018653584990828,0.09142986126827157,0.5905705669323842,-0.31357450412128784,0.04449331363906861,-1.858080069577043,-0.7347527038772501,0.9769153764018021,0.30891482012116356,-0.33905190802576346,-0.901933631058033,1.1182367031546523,0.1538178359971658,0.3563001731849651,-0.91322488761634,-0.36495639199007,-0.021934429707378023,-0.11753762886968655,-1.3146411993226668,0.26341877752415055,-0.5665842977387294,1.3682781424937884,0.5011007977005244,-0.4344515508701381,-0.7036283000830279,0.6815211594647135,0.45862090565557967,-0.9247103586572889,-0.05271218528380128,-0.23559682431057105,0.4615024977420026,0.3398843149239523,0.3965456495645272,0.9512831707917835,0.3951767868514988,-1.0195315222910928,0.23432103939155535,0.4798131614146266,-2.5977726301179436,-0.8753592160803771,-0.5026526596674765,-0.8241795928565301,-0.14802724632582454,-0.3045621180676372,0.5545853918560413,1.4072825856282698,-0.06903402261074021,-0.1496667111184964,0.22708433012464901,0.4727931737468598,0.2991002001766798,-1.2320965110375193,-0.47271500313129433,0.4102208854638869,-0.044659067442307965,0.3739600099945948,-0.7191653498180077,-0.27022396135308746,0.4477436299457702,-0.4686419614855506,0.15796693706197384,-0.882277493338889,1.3557360557306448,-0.7985058197628803,-0.03735738868728422,-0.37535287649908433,-0.26556008934529896,0.27777835583095456,-0.16525601578830873,1.1928798594515877,-0.9248337266805198,-0.3246271509078902,0.892585763809965,0.035366649287241536,-0.20861638783422531,1.101271624749761,1.334295407216183,1.0829555683728618,-0.523269972128305,-0.40628821683163174,1.383825289576019,-0.2857859795280575,-0.7009398154130508,-0.38622478138339655,-0.28035787044943383,0.08614557081487018,-0.09872058774327197,-0.29948206391430254,0.07774494014761313,0.331569087465196,0.569460165976361,-0.024675471647213953,-0.08057796419339258,-0.11008736309997058,0.17628269031438482;-0.5111038490452877,-0.16271218985357194,0.13611274685978358,-0.24700901567749867,0.26093867742343235,-0.2482614793011173,-0.21914684141502505,0.07384139347860952,0.045337122917306516,0.29895388816569124,0.5796988795031304,0.2604332077963001,-0.15927828948819922,-0.06569413424535497,-0.20127228784160067,-0.1045383140006706,-0.5664162199799456,-0.1760615799787324,-0.6295124561006276,-0.5604408045347462,-0.3872900480617325,0.16012923767351595,-0.10149123895612533,0.6581105981596842,0.07880931981885198,-0.17605704438791037,-0.2563524691320893,0.008994539773425458,-0.08151884011085642,-0.11581200047671203,-0.2137667770850129,0.4841008248917227,-0.042533613329457154,-0.2559582150749513,0.15808043897371604,0.246732075991833,0.024470804900122545,0.2796717034816254,-0.2493776715496132,-0.047740300212389286,0.509998639617379,0.7697254469082218,-0.19091931612379298,-0.09260678187308358,0.18751816184574466,0.46874004947899905,0.21538693782348517,-0.16238243570244748,0.6347908567205955,1.0782700479829543,0.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k{94}	=[0.18385995565888114;0.26553416237680916;-0.07874002001643672];
x_a{94}	=[-4.236434939538786,-5.147432411089359,20.096886222119355];
std_x_a{94}	=[0.3737895342664157,0.558584513211654,0.38941054205608555];
pred_a{94}	=[-4.236434939538786];
% Application starting next step
% ========================================================================
%
%  forecast from 9.4 to 9.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.5
%
% ========================================================================
%
x_f{95}	=[-6.109424825314218,-8.962639122641423,18.56527576015991];
std_x_f{95}	=[0.5576311049682049,0.7454762010167468,0.7063411851791627];
pred_f{95}	=[-6.109424825314218];
obs{95}	=[-6.248645744760441];
sqrt_r{95}	=[1.0];
hpht_plus_r{95}	=[1.3215479272525736];
xi{95}	=[1.0241837356777008,0.2416647424712295,0.3595208348181602,-0.15126564799007003,0.14190746078190042,0.43876735096103125,-0.17835156502175664,0.3525973110507854,-0.33979885977418345,0.08511027165880591,-1.4521364360791917,-0.5191477623940886,0.6946145584422547,0.25656612400244594,-0.42635718337681094,-0.4449557822194432,0.5943366865451685,-0.008133203106858389,0.35302926501394616,-0.6816665908031316,-0.29236896962102854,-0.09272058579233011,-0.10995024506467121,-0.995899199498667,0.04741605623922496,-0.6074649099716831,1.1793970528709963,0.34169012705384105,-0.5504669197854328,-0.5068541932314403,0.3545883459461505,0.42438082263617183,-0.80048972236,0.0286647966981306,-0.1700269802024641,0.4627039997448019,-0.3017813275299144,0.4103438089812581,0.016969780421766778,0.35929043155863916,-0.6222013821556835,0.3884223934067519,0.7146045931957206,-2.004088381219315,-0.7038378205821125,-0.44715539605902066,-0.72169752632702,0.04219911725444181,-0.21654952394773197,0.5417244783036574,1.1156446399688145,-0.13976028476232472,-0.28635379518207493,0.17700951250809016,-0.35581754255465814,-0.1559863261321528,-0.8273317160231954,-0.38771295344977386,0.6844899904667541,-0.1073533572772396,0.334781446977229,-0.286534882730912,-0.45028019558599297,0.33058639697061487,-0.42891750510090176,0.267611222260582,-0.7969263199716279,1.0428812699366077,-0.608032726541258,-0.03401327822829092,-0.23027913297934877,-0.22607251816953955,0.20889217830946016,-0.10494609602994043,0.8772670484963632,-0.8888334024803948,-0.1958643686412298,0.7673596721999303,-0.10916994207976494,-0.3283329440060312,0.8758328188779885,1.0965122243143384,0.9088305915633068,-0.25186429634163066,-0.09539869988117555,1.2216818719863163,-0.4722367167204533,-0.4782002481191494,-0.30913378922736,0.24729893191960173,0.402658832190931,0.011500464576022829,-0.2548155796351885,0.5091690009397078,0.38962169693821824,0.3894078257614,0.024384625955417683,0.08552354395808592,-0.06655057245349116,0.3984453516086015;1.2955096796779415,0.2675330512145404,0.506812661979632,-0.2877719300731929,0.26364182636004685,0.521605405299228,-0.3038852190920167,0.5198263017372824,-0.45574262175689384,0.18813249054452008,-1.7232195767235794,-0.6502077848295915,0.9230718634815798,0.31930755032353986,-0.6456673276065938,-0.6936843690023036,0.6933812302772875,-0.06736053922629104,0.28059656739090855,-1.1329421242322653,-0.5438224219432879,-0.08418822565244888,-0.20311411200394147,-1.1226097050347938,0.09284255311139411,-0.8806372636292377,1.5880138203517769,0.46891633212745276,-0.7685471570699125,-0.7559379387798835,0.43472744471518077,0.7152949923788974,-1.1053156412312877,-0.058483908981237676,-0.20203298675343895,0.6884006191407384,-0.353977710396169,0.6281393998569111,0.009167880784721305,0.46853737842608645,-0.7191716569731064,0.7378348373357237,0.9001573602576727,-2.658686015671341,-0.9016620117728689,-0.45988162674421673,-0.9064990396795647,-0.025961351326964532,-0.11233186023860497,1.0537762731637477,1.6409520848253019,-0.14602829372599224,-0.4332017556962704,0.18561959013985074,-0.39147376205977835,-0.3255379217386789,-1.0483944782897865,-0.5639060078293525,0.7705514172890062,-0.2685686580448028,0.6167296025558926,-0.3052125434466131,-0.54724963954766,0.241852319579408,-0.5782919357749794,0.317031935158651,-1.2867386632857212,1.3744837563521468,-0.7206430159579558,0.6593987291718761,-0.44427952887882327,-0.3490914146825066,0.17792830244241387,-0.15730218558268305,1.160809259035755,-1.2027243618109935,-0.12945659248514652,1.0351319484405632,-0.21400681480631967,-0.4427006940401448,1.0340596944599234,1.435948251923974,1.2051893009925783,-0.31641748551400006,-0.0524730805118363,1.4905657016254166,-0.6889010603797932,-0.6505977636382152,-0.3233877301527972,0.27663229446777393,0.4479070437784216,-0.03395069831719155,-0.4135728014848983,0.7067416891321123,0.492264706214927,0.446881307932685,-0.06210029846348597,0.16505945795494448,-0.07724766758263613,0.5498330667434583;-1.36379762571325,-0.3867962994423273,-0.31093563492208887,-0.04434562800463482,0.04190528634748247,-0.6809376754195924,0.050704656962174965,-0.28028279567711323,0.37578630488661346,0.09988704133808923,2.066488799920485,0.6934208073135686,-0.7701404060931161,-0.33194577934871106,0.29764298262839617,0.26203796206715424,-0.9411037685343686,-0.12266133571962001,-0.8768436934538784,0.23111092702403724,-0.038027988087989684,0.2096820183035497,0.006036240659359038,1.5554081543441605,0.031179629416218546,0.5072502011291746,-1.2898589990379072,-0.33494026129130816,0.5352806679613593,0.3981456962235157,-0.4731810517523023,-0.07356112480233179,0.8032724330319532,-0.2836700459025394,0.25948663785466053,-0.3063501646321072,0.4589402103896063,-0.2313522131502488,-0.0271331715241665,-0.4232802330208365,0.9693086606900572,0.13532453375652054,-0.9319571355610172,2.2534737904022393,0.8576598558138819,0.813268944620603,0.9199872962031783,-0.24531990925753178,0.6750291407446767,0.25969059223745816,-0.8226710951638339,0.2763398782730526,0.23187532557513535,-0.3125228504488824,0.5827129860646032,-0.10421945699786761,1.0518975482889665,0.3319100247033262,-1.1757336157593272,-0.18899135989626714,0.08110913390039087,0.5186653198254518,0.6169163766653369,-0.8856505677579953,0.4656591513037647,-0.3824194595635042,0.35978421391045146,-1.2295117291569682,0.8882536955748712,1.6921652060968313,-0.07084068655862197,0.15531405634129314,-0.4815403749497911,0.07941478386216616,-0.9986593830673698,0.9575846078427652,0.5486505575630112,-0.8405329796389296,-0.03674119175345325,0.38157134226000267,-1.34843529384516,-1.3164939197185568,-1.032783204516459,0.32683336297452215,0.29063683325160383,-1.804980728777057,0.38631390666584764,0.5054637671465052,0.5543692960726929,-0.40571927668529995,-0.6752909288023794,-0.14507869090901693,0.11214502523696623,-0.5142360456111845,-0.48201708940574406,-0.6141220081572136,-0.27622261269132053,0.032540629950155164,0.11317048906543548,-0.3948695005042069];
k{95}	=[0.2433115898573987;0.320577763451221;-0.28157737936062927];
x_a{95}	=[-6.1613771188112185,-9.031089417447323,18.625398628385106];
std_x_a{95}	=[0.4912556173960422,0.6649618621776356,0.6249199716768945];
pred_a{95}	=[-6.1613771188112185];
% Application starting next step
% ========================================================================
%
%  forecast from 9.5 to 9.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.6
%
% ========================================================================
%
x_f{96}	=[-9.851230762182338,-14.000062805017674,22.617707305620776];
std_x_f{96}	=[0.5169580976289632,0.3696325525109321,1.331007258110326];
pred_f{96}	=[-9.851230762182338];
obs{96}	=[-9.98254501937671];
sqrt_r{96}	=[1.0];
hpht_plus_r{96}	=[1.2728711472960996];
xi{96}	=[0.7462719253746339,0.21144149596661066,0.3325971546440627,-0.18835325664278102,0.11021362787480271,0.2866068584671879,-0.22324592377837682,0.5492771812194537,-0.3510371146171103,0.18940503692062194,-0.856364126838276,-0.4855958357134078,0.5242203958914917,0.21136354109311561,-0.2962394496763814,-0.4407263846490004,-0.40478023463534996,-0.17053947685280235,-0.007850529530426087,-0.8065531885039334,-0.3803989958937706,0.0028920111099104417,-0.07850105170534327,-0.23005697687040794,-0.18162077710477043,-0.44907255726156947,1.1985699379761758,0.32285597616641404,-0.6001683706592722,-0.8947132831227176,0.16577269355141055,0.8761808093796919,-0.6296652732725683,-0.1333947582622823,-0.278616992562446,0.5622313534663803,-0.1997910076497842,0.4660271055880987,-0.055813483282458165,0.29751771643300273,0.06391198765934725,0.5112165053646756,0.5526211416194133,-1.7663390528800047,-0.49893598044479504,-0.020310247538951387,-0.5112787097272058,0.008066436741053451,0.0917845419389387,0.7014575513507904,1.1217979200087012,0.17760827029669102,-0.3514861243507639,-0.04004877995413558,-0.5137175168632577,-0.19812038844131585,-0.5435354738623168,-0.37503165162067553,0.25222507095906543,-0.21794484075329024,0.40362084789932595,-0.17071781194135838,-0.2136800380908035,0.4421733008904045,-0.3555788149155106,0.12301784001085458,-0.6960911028834271,0.39581242009082374,-0.34656055656352436,1.1170788736277224,-0.29657977706778915,-0.21719188511134035,0.1169252842577233,0.07038592116191289,0.034630937912337956,-0.7374296687135331,0.06436048702735242,0.6328383153044577,0.02861047402046779,-0.2953182785915356,0.63035652950383,1.177713048031082,0.5666584951243347,-0.9012718710520016,0.04548999798585385,0.9091785240413142,-0.9432524177534152,-0.741461935025729,-0.5348358440522265,0.1433577686250782,0.23500476618900557,0.34746106575303237,-0.2780666533781986,0.5590618933805995,1.046328010701023,0.3272924652124072,-0.16419823835550496,0.09055100385562831,-0.09795793844679324,0.3279981297969101;0.3119882725187537,-0.015178233854229006,0.19425957347263,-0.28808550702354196,0.1434665013752916,-0.0038630580250735846,-0.26211189921574274,0.35421990860901253,-0.20504653749515,0.1863700841462439,0.06383018863060386,-0.1627035401493302,0.27212533724613763,0.027623180865745667,-0.3222282423684444,-0.41552438138048764,-0.3999945279487829,-0.22582054500976412,-0.3744556664220884,-0.7605382426435785,-0.4881542926713571,0.02490461498054586,-0.1755924033342886,0.17461781875142002,-0.06902903736096277,-0.37209068277970303,0.8125318136475581,0.1558945276093997,-0.3415950396831864,-0.46769613168238955,-0.012257341020786683,0.7487521537619024,-0.3647604558461097,-0.286452583328197,-0.12483065818778805,0.4100697756363534,-0.06059908969537453,0.3650349603492202,-0.09007321092339637,0.10416497969512228,0.1619039632782009,0.618002070752997,0.19978688953815826,-0.15655695012511828,-0.20328790401423547,0.16614593432119307,-0.16661119362187904,-0.18232063071506843,0.29662171372790347,0.9258764621964222,0.9632759018160364,0.11205143832110309,-0.2747762897878623,-0.1491843111272484,-0.10038829682280159,-0.34664286256346344,-0.17122326339512384,-0.2894318239066891,-0.16114633218913355,-0.37544327327936955,0.475690991514373,0.011129385943666747,-0.06627522638383532,-0.11554868752815217,-0.21493349098364156,-0.0407372075528869,-0.738977036731125,0.15599885095764954,-0.046494001182114886,1.702369517845483,-0.42837969153482724,-0.2327116400199145,-0.15021377661670954,-0.041398844605391005,-0.017704290920853794,-0.3449177278113069,0.21136308607056264,0.35908894564605554,-0.15326969506028476,-0.17663216788604252,0.12536641504395263,0.7277150892984228,0.29542837643831454,-0.2716619972138492,0.0987182959734163,0.3210424955172613,-0.4376510477490907,-0.32587265302933766,-0.0829287726855874,-0.06162996981520941,-0.0662885738979142,0.058061918261707035,-0.30668608095326455,0.32156612577065147,0.621296770406703,0.017672849653848743,-0.303298892269666,0.09380462624302233,-0.07241830738086286,0.17249241357598777;-2.1490228319693294,-0.7464202939357563,-0.7920857407624382,0.18463716254618134,-0.09116026240610609,-1.0051553514970983,0.35328273626921813,-1.3154345102915208,0.8890475930117994,-0.2926057809205318,2.9441138417617267,1.4204582051047225,-1.3611494971687037,-0.6562109870824351,0.5038302273892938,0.8411532642258024,0.7499462098825127,0.233187924845371,-0.6008041980454095,1.501865177756585,0.5216636868875248,0.07078481122608693,0.013723088777251036,1.1064917784833632,0.5461884745935883,0.9346046995620299,-2.912606639833097,-0.830384198070508,1.5120263270695204,2.2485223076961454,-0.5714775198512321,-1.7695023524475353,1.5549921803350806,-0.004919037860460662,0.7907232800369819,-1.2229374299333031,0.6302965684632724,-0.9691127394482066,0.08263015380783045,-0.8415787796626297,0.08080167176542474,-0.6692918401386763,-1.594189466949146,5.311072956126381,1.3913032812070192,0.39287670849078893,1.4924339307339949,-0.31646125991951024,0.23238891462920463,-0.7814279814749092,-2.291977912842519,-0.39160521650178737,0.7759174290127362,-0.08556222732639895,1.608830234999889,0.12467068512934887,1.5935965414349518,0.8285098051130113,-1.1653798956062253,0.1529082701846498,-0.5246481443073776,0.6567899855585679,0.6611012298920329,-1.7948950520115794,0.890312110999453,-0.4695570186828313,1.159190014399023,-1.1000769549688414,1.1533908854560124,-0.8612457193593137,0.32440430217077676,0.4217806508571904,-0.6568854637207622,-0.29395815333530706,-0.12090588146261538,1.9301630036525985,0.17764039568784185,-1.6139215210481765,-0.33385909914219525,0.7640687938674873,-2.0570428775944087,-3.0158203795777503,-1.4967909695696804,2.576846066299222,0.04655543683885455,-2.766512311829956,2.44086327481309,1.9877129905824233,1.7173447373074886,-0.5786109434058488,-0.9181663588851521,-1.1119513515335377,0.4695842589951589,-1.3968462914522846,-2.7024763278079433,-1.106022371796115,0.06362844476074869,-0.13276096535761184,0.26016913264994557,-0.8396077345523452];
k{96}	=[0.21437452477082777;0.12158796424246004;-0.5322084866576586];
x_a{96}	=[-9.886867938769054,-14.020275336134244,22.7061805411428];
std_x_a{96}	=[0.43793865195335574,0.33228030791026963,1.1486264210984236];
pred_a{96}	=[-9.886867938769054];
% Application starting next step
% ========================================================================
%
%  forecast from 9.6 to 9.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.7
%
% ========================================================================
%
x_f{97}	=[-12.701816540920538,-13.02629669300919,32.14836659748272];
std_x_f{97}	=[0.24023630779230082,0.9505881602781907,0.7380697140067928];
pred_f{97}	=[-12.701816540920538];
obs{97}	=[-12.738402904515915];
sqrt_r{97}	=[1.0];
hpht_plus_r{97}	=[1.0585844462974854];
xi{97}	=[-0.2936414631230235,-0.10556916357166912,-0.041267254280631605,-0.059928479396916146,0.0498053058550898,-0.24098118255758294,0.02771138777356974,-0.09644160710003113,0.09606594240910837,-0.004722584742257396,0.6006557233057492,0.2345144294417416,-0.1416713689026068,-0.13953177699902497,-0.0828641122340823,-0.053883783881131464,-0.17827044065409225,-0.08258061341298095,-0.2994547145918336,-0.17118064359678442,-0.3483621582602776,0.02725554808921693,-0.13951008561507727,0.36151164703735006,0.09328236306015647,-0.02122360630147746,-0.11368425875503974,-0.077242702048272,0.15073909850686285,0.22053135593790785,-0.03301425706718497,0.13425916824312978,0.11413172475848654,-0.12046596346551475,0.09358216505174966,-0.016344247076302665,0.09273899620526649,0.0028482463015393478,-0.04655005637541443,-0.12033339302757362,0.06931053607591942,0.4498525181663595,-0.21618990016104256,1.0422303121763328,0.11558596324465498,0.18049014846755718,0.2723708433344463,-0.13935980375333834,0.20310130660529424,0.34567434189208157,0.0979041702394099,-0.014354846659713871,-0.06728412813955842,-0.20443255897371593,0.2778839295703861,-0.18852930933141465,0.24855739415810518,0.003027440721801611,-0.35257806353959076,-0.11906801659828936,0.1566229394433183,0.13359407427773995,0.08459815707930396,-0.476724065843376,0.06314439112170867,-0.26322956268843534,-0.1755737998552238,-0.16236741654707565,0.2293993884829284,0.8691101306797542,-0.24154202865568664,-0.048525936174655726,-0.2456230245286939,-0.10683376636325193,-0.14323213698398263,0.20399631147837205,0.1376799676379381,-0.19532203815920113,-0.1614517641280777,0.1251144847218093,-0.36727698838800826,-0.20106491115987168,-0.19429056257710897,0.39495011408360803,0.04141617045477908,-0.3464566419885209,0.340168735023493,0.2575215945653646,0.3600436674755709,-0.17125141265933763,-0.20987743510605483,-0.17205864147123506,-0.035104244672281126,-0.1481857146630361,-0.20575202042518193,-0.09513273730104288,-0.18299465546522597,0.018251505225585163,-0.0642483319097451,-0.07659725647251037;-1.5595742636043983,0.02458194784397527,-0.36358130581776926,0.5817580755216536,-0.12352961310232224,-0.7819369629031065,1.023651366901138,-1.0707729824786298,0.7928852493885739,-0.6117443234281552,1.6436239494229117,1.1498359331953196,-0.9912378177569661,-0.4933389965718611,0.2707839542469568,0.529772086868137,-0.37213512435797824,0.14199629032759553,-0.07633903144100884,0.5014050965565886,-1.1652448255314045,0.11801450078032083,-0.3191006734020334,1.0448626049447505,0.5488215454414451,0.5607831266733232,-1.6678358283025823,-0.4012765474834836,1.1493006359171893,1.484387938186119,0.4058689491698022,-0.47974402826251783,0.9669955361114937,0.32949724298658545,0.5335891062445715,-0.7536432496007919,0.39741571591991587,-0.6421484716384498,-0.011969475223089887,-0.5249685146080108,-0.2331936698891468,1.5013187071844438,-0.9870494956857669,3.6011366604737045,0.45760309066563565,0.3689460793008763,1.3613508258480653,0.07203894759704355,0.05646593574140013,-0.8262378261283878,-1.4307578807441583,-0.1827430636093279,-0.059761508689694764,-0.8865149001253823,1.0831396745302921,-0.07127851342066727,1.1410440412071488,0.492140227627635,-0.8513908571039153,0.5429624430282409,-0.39008106027176837,0.3696613587472175,0.3217704678297615,-1.404081971564402,0.6029438031217591,-1.5775055697144555,0.6811712732689958,-0.8780583355920211,0.8851327673111005,-0.08208129493422689,-0.31044273202589423,0.2559644708730353,-0.5522794994120499,-0.3089223867949915,-0.9042719555136447,1.2060147642659391,0.013364122571340786,-1.7179078411522095,-0.2018474288615444,0.9545687492939425,-1.3221347428102952,-1.9298325088826562,-1.4430113212672442,1.7300972734334703,-0.0815124634884068,-1.2610039033479126,2.022876107955261,1.4240118735139706,1.4824961182802028,-0.4500072438315268,-0.3772007493197531,-0.44791623170597283,0.5863678312344653,-1.2312804732357367,-1.7668061223952183,0.34681513810341436,-0.11398120056491656,-0.07679883075499205,-0.44582181454335945,-0.5473961727607488;-0.994161707962192,0.3068475288344956,-0.2756743468851539,0.7944895138459316,-0.24440817555981198,-0.25364156646158165,1.0192571123075496,-0.9313081079739334,0.6321883977791458,-0.6471260631148823,0.2831003987020253,0.6643083516516342,-0.7188928289562639,-0.18440865372988569,0.5180766757466202,0.7301812961500005,0.0599019553403366,0.3781846312577244,0.6797248599350922,0.966652849038212,-0.375696079351453,0.06202422321786116,0.018933856312294495,0.24311458913773265,0.36969848175593256,0.6609866379455838,-1.6054714296721144,-0.23874460514106843,0.8631941891030053,1.0305273256704481,0.5338799288888438,-0.8591942671034261,0.7589254497724269,0.6676693984344269,0.3601809654324555,-0.7833199946501459,0.20988011609345136,-0.69684937253135,0.1117937832917022,-0.25541496212321846,-0.42131770353940823,0.521794374368973,-0.5286105159305663,1.2337161352959924,0.2165569798456204,-0.04795655040645386,0.7923829625327272,0.4412197184198803,-0.4244446007730076,-1.8055554222695989,-1.8752293669760007,-0.14384078749512952,0.11737689802669138,-0.4382965540606101,0.48691748736755613,0.4154144219232023,0.62992141877357,0.5382763299596363,-0.020581034278549737,0.8912482368372636,-0.8047377558344913,0.08994051484884835,0.157568713776854,-0.32441855908646744,0.5028673941878736,-1.067868007978781,1.1590571008862867,-0.5499183151350451,0.4025481509140363,-2.302466706261928,0.29077423573578187,0.40881619516819967,0.02959258188757019,-0.055595634449318254,-0.6347270525605744,0.7913361449464134,-0.31716362449953195,-1.4113411950610413,0.19165849193076667,0.7312063820411794,-0.5225670543614633,-1.6686081918447009,-1.1010245262589606,0.8728005951029587,-0.1856670639723177,-0.5117733211217086,1.310841907773657,0.9056131128745264,0.7053420430776143,-0.03950298965885679,0.1281796544274485,-0.03865227652475767,0.7403825874190275,-0.9904794060528523,-1.4653513263402047,0.6128448853009161,0.342152219365353,-0.12258677713800381,-0.309822118562991,-0.3876537910115019];
k{97}	=[0.05534225115661861;0.15992369976335707;0.03413617837655841];
x_a{97}	=[-12.705928235766125,-13.038178346506509,32.14583042402129];
std_x_a{97}	=[0.2274981134607249,0.9268752178859339,0.7373907059950005];
pred_a{97}	=[-12.705928235766125];
% Application starting next step
% ========================================================================
%
%  forecast from 9.7 to 9.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.8
%
% ========================================================================
%
x_f{98}	=[-9.923538574472463,-5.01553156015375,33.87328087407792];
std_x_f{98}	=[0.5672202698249885,0.5679644757808442,0.706946179852763];
pred_f{98}	=[-9.923538574472463];
obs{98}	=[-9.807889128809814];
sqrt_r{98}	=[1.0];
hpht_plus_r{98}	=[1.3294344430172689];
xi{98}	=[-0.8728489234550789,0.17463550182944765,-0.3748473564463435,0.44126877321198066,0.02397484496218283,-0.4225535560709801,0.7130411555470388,-0.6766765253295919,0.4897362157392422,-0.4774176502576637,0.7479309060263084,0.6457846339512869,-0.5212141348131567,-0.24295473956706992,0.2646060397774068,0.4179908701680013,-0.1534383526091272,0.16095745224499503,0.18024282373159473,0.3486554290796988,-0.5750393734700783,0.051364005656866496,-0.08491202039928147,0.5316194238819101,0.41457493459527583,-0.011695853042452242,-1.1878525541846194,-0.3377530610446833,0.654619489014113,0.977291438079309,0.31270419143730344,-0.44079467878739464,0.5930484776728395,0.43438549748137056,0.3438444414995594,-0.5171869629265498,0.21991183495242872,-0.511774234960118,-0.2375307274994558,-0.2795649762946777,-0.22208967973666205,0.7768849020574038,-0.33216272431406857,1.8263526229924576,0.18908794029375287,0.14115970402653133,0.5981158678672962,0.1545635011348665,-0.18116395701207466,-0.8728500685328946,-1.1230738771835966,-0.1625509764169628,0.026613154050970422,-0.42657218825838505,0.5314239775705314,0.1516918955611093,0.6321343878960288,0.23215767444078494,-0.34367216819206803,0.4081066220596412,-0.41163762202491583,0.16765327811655695,0.16918247312916357,-0.622836158357444,0.3698631600483253,-0.9368091041751647,0.5741214149663918,-0.3102528244933538,0.46512859091142467,-0.9204748444927198,-0.049666845598826725,0.21936195132093772,-0.20320895738089995,-0.15903961989029547,-0.49548964376839244,0.7037929299422352,-0.04328617310995142,-1.0977477237948712,0.00785918660668905,0.6882983140393151,-0.5476840949255664,-1.1908308190029029,-0.8900856404994197,1.1060716089202671,-0.16434148096627688,-0.6028819285389826,1.226245079840341,0.8643799111150354,0.8197708935326755,-0.14867136517234236,-0.10225709549090567,-0.21240009747960187,0.4427552332180795,-0.6283502545052162,-1.129027747231639,0.2632101104636,0.05433638425858334,0.09764884456650513,-0.2678467200039165,-0.32514191377891954;-0.6368696935018674,0.25275964221551384,-0.24203010858842244,0.612528601559494,-0.20950608116183478,-0.13716692115416151,0.7882646616957567,-0.6910832700901528,0.4543434877679031,-0.5243703044454149,0.11854551607487807,0.4649180206272767,-0.5185135702155863,-0.11739011162241919,0.40598900148906836,0.5579618200528715,0.07208092828587986,0.2858427308521039,0.5916885786106301,0.7565565406111947,-0.18052212981549243,0.009367154029114033,0.03241556442205962,0.10570271252644048,0.26401331723731847,0.437622902041098,-1.1553395154452568,-0.19476536180857273,0.6252121355362581,0.8085364785901259,0.40103578924248495,-0.7310581503949818,0.5621181292210933,0.5449199714640676,0.2454851312986701,-0.6170410389951781,0.11293368026109452,-0.5663281646788949,0.0501535483660458,-0.18229980725331352,-0.3735721766849993,0.3305140129387443,-0.3375142028870588,1.0294611668271862,0.1066389327646382,-0.11301476214252038,0.5141667187235281,0.3521903057847684,-0.42836681239273755,-1.5216137725664112,-1.4608417200284896,-0.14460484773994153,0.08012340514811545,-0.2860774815752709,0.3009266905174801,0.3579153038042877,0.43004457386974515,0.3643266735899653,0.07983163146637118,0.6906294292195438,-0.6993933146133289,0.008667205634374398,0.0710805063247637,-0.07404646238436463,0.3511662528000654,-0.7049132561208964,0.9309724919320086,-0.3734312176238248,0.2472094427014495,-2.0967904252788383,0.26858715577462444,0.30357415720000436,0.07677016987294216,-0.03956736333543365,-0.4525316023004793,0.5681573821450048,-0.298738234262367,-0.9794131013011382,0.16932446549689573,0.5554742882237402,-0.2740700330336514,-1.1574461016721225,-0.7681397591418282,0.6977960359631226,-0.19512748534187807,-0.27302898934251996,1.0256293178847935,0.6718266436672264,0.5022952884074803,-1.0162233684329891E-4,0.13812488806874246,-0.006601603894463182,0.5666209832934905,-0.7083736463067023,-1.0086928886090432,0.4768772794571525,0.29171384219125596,-0.09913503908811272,-0.24206575366903849,-0.29813478092586365;1.1648778591720372,-0.12357378145789255,0.5260642910602797,-0.32715123251190903,-0.2412228907488867,0.6921571313215864,-0.6832453275557953,0.7277179023342413,-0.5619315110158567,0.4772994555949239,-1.3917643481497564,-0.8609971306193884,0.5697920605419782,0.35953942615744694,-0.17141154761294075,-0.3301778960687898,0.3655752094151765,-0.0674601559045982,0.15650881914126558,-0.022933102357164614,0.9568320130828312,-0.0973221000955391,0.19268630266570597,-0.9583558751010273,-0.5872235356562641,0.3908021183864179,1.3533168584537734,0.4876764756139309,-0.7193019043795985,-1.1862415062564793,-0.2644154733289312,0.22355776411289696,-0.6686659150997016,-0.3626248915454582,-0.46892032871220835,0.48298247124203186,-0.3378875114614317,0.5138545827025851,0.4962710858487043,0.37531266228361915,0.09941177731192852,-1.2407282443047833,0.34703171223892326,-2.634798298503128,-0.2861137459541183,-0.37851792503403914,-0.7090272986158581,0.01082774837214373,-0.031917787949701903,0.3934963633079889,0.9472059244367941,0.184828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k{98}	=[0.24780044232161488;0.21928842797655773;-0.2933491083601591];
x_a{98}	=[-9.889356961548659,-4.985282896779545,33.83281627450107];
std_x_a{98}	=[0.4871979232890421,0.48389178721187165,0.6383026975858708];
pred_a{98}	=[-9.889356961548659];
% Application starting next step
% ========================================================================
%
%  forecast from 9.8 to 9.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 9.9
%
% ========================================================================
%
x_f{99}	=[-5.424051540820735,-2.136769121028004,27.948363660023542];
std_x_f{99}	=[0.25046158552950487,0.3493040179420244,0.5947322430468436];
pred_f{99}	=[-5.424051540820735];
obs{99}	=[-5.358080844845279];
sqrt_r{99}	=[1.0];
hpht_plus_r{99}	=[1.062937803009474];
xi{99}	=[-0.1430836160031097,0.08326115170958115,-0.192150223764604,0.4852919405555456,-0.26091514198837995,-0.060145769005251815,0.4052124739318552,-0.29849656995842455,0.2354074659768992,-0.2199269227997913,-0.17035706114874039,0.026326756429341458,-0.1294668315430938,-0.03952484314038429,0.1964184008582217,0.2764600001112969,0.1132452053650237,0.2284613426461064,0.38266743138637604,0.4084942024490896,0.024692153532383188,-0.07466935144058606,-0.06718043498793591,-0.10437962229800224,0.02831759382128851,0.3499914833887017,-0.39365594966695916,0.0015680224793834796,0.20110227013059312,0.31353154343513445,0.1844907178507471,-0.32759600979351067,0.13786694395942067,0.40854577036405004,0.04421628645446418,-0.2229260142457452,-0.18275295073371378,0.16990098325587866,0.009912932684655651,-0.02320570644414488,-0.19063803110554023,-0.03114746094125387,0.13353852808926625,-0.022707736310193738,-0.020207394940547907,-0.07757693485923678,0.16834226786271245,0.16274407656149759,-0.2609019341868706,-0.844207949805309,-0.5425504085133932,-0.06879143997206416,0.049134279917117496,-0.1786363514875129,-0.09488354295343271,-0.05184154010994302,0.23327094873841414,0.11409687236667043,0.06661648672720943,0.290056355194646,-0.35627047194928174,0.020398090295698168,0.07281507837501078,0.1488888233548824,0.10765016531795002,-0.1727874165794283,0.49944801594906263,-0.17871092131281596,-0.0371079941810013,-0.8089892845366036,0.2015999034694289,0.11408527820353598,0.16058644142547163,0.016250367004808197,-0.23403379447232808,0.1959066890069625,-0.14047666351953758,-0.3738034717092926,0.09331098844749253,0.22615290907823837,-0.05466074122414799,-0.42610208876302114,-0.2168652150716026,0.20566264169328363,-0.23673224874185816,-0.02115278113502228,0.36874879982951114,0.21686584283740906,0.13733829897448313,-0.07248479530335761,0.11375341322091348,0.12356901149072108,0.39544900882674305,-0.47050662252826925,-0.2978362196287261,0.23541339268817474,0.09540026507392696,-0.2407317300020173,-0.0335834336977765,-0.015116674293422783;0.4010610475585972,0.06032511317664335,0.38144433546578393,-0.02220655745647182,-0.18422166131892048,0.4749108849700039,-0.0623514052281795,0.15757571112886581,-0.18568297502639775,0.030865752131914448,-0.8227865974836539,-0.23561018790550747,-0.003433700525186989,0.17783489217754256,0.08560474359606474,0.056027495657075654,0.226520246425153,0.011593784202720503,0.3628557310259708,0.3718254870003066,0.5330588899052529,-0.027324559807365034,0.2348460063863771,-0.5673130918455178,-0.23700999994892147,0.4060703757941422,0.31907160413843316,0.15302853684669926,-0.1114706741797189,-0.336122702470389,0.015854308111439064,-0.2936063028024263,-0.08587808687655274,-0.06395785503223372,-0.18611066235754015,-0.06846135690901178,0.00332107568824469,-0.3519539393049844,0.42187458864366256,0.1009505468542149,-0.15667318644658712,-0.6111878533286004,-0.22240556518624288,-0.9270141508317229,-0.13295955097216172,-0.3725022265857496,-0.18744912804716796,0.19475185889460023,-0.24703138628312438,-0.3563091276558801,-0.2304701375124023,0.035506765076512625,0.01925990573691072,0.33575627536127883,-0.24713272637218253,0.44694594579243585,-0.4094983974136359,0.13706250546661813,0.6013676118108973,0.2776182841829724,-0.2559319502809432,-0.2929948450423092,-0.23738379737381665,0.6840577590360211,-0.09140389537951688,0.441835572295159,0.2785092399071256,-0.025525233164994,-0.2909467201301781,-1.511675217217645,0.32268085092075216,0.054651324476338914,0.2539516772901622,0.12714208627796397,0.22871832171462514,-0.2690268462249832,-0.3648552621634198,0.48736482826535243,0.1669390878324981,-0.2936201404048173,0.41788427262829364,0.37634392433419017,0.28569043430263275,-0.6124023701055052,0.14924563303969407,0.46925122170745714,-0.3463832458900016,-0.34156705765269546,-0.5032640820042129,0.2898108929709087,0.2501149160460725,0.1664102150214144,-0.039368015430569336,0.3058294450360737,0.3438998658546193,0.16733860148393354,0.2968650075832371,-0.11868783027155594,-0.022772900495765303,-0.03538032488443932;0.7413481049840414,-0.08620741608291738,0.808325992050662,-1.0068187738119825,0.3156335360200515,0.661554928373711,-0.8821764934220546,0.7711724549732644,-0.6990836869925907,0.47484813871700027,-0.6317910736051537,-0.3180579693758254,0.2632974694041117,0.2944348684929601,-0.2803597792121977,-0.4816087148401458,0.057670677610381915,-0.4381063009744359,-0.3233707490391211,-0.36604703805829786,0.5677165482605737,0.13040017306416374,0.4152017309500735,-0.45022530534793503,-0.33396383831718524,-0.2117545533116072,1.1397932284086814,0.18241860792380038,-0.5250830915722133,-1.0315657549494475,-0.3446208132586044,0.3229747389602231,-0.36732972503055805,-0.8973504979109386,-0.3015789835901437,0.3715490772769705,0.3636932572641811,-0.754013529668061,0.46892048690575905,0.17149283260011217,0.20592683209359208,-0.6623309875713908,-0.5228204201652424,-1.052672035436938,-0.12180558221038496,-0.27354463943198226,-0.5529886460205837,-0.08271854047943705,0.2405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k{99}	=[0.059211181342200304;0.011354148700205546;-0.10440213907742477];
x_a{99}	=[-5.428633815710653,-2.1376478035556286,27.956443203270343];
std_x_a{99}	=[0.24956944210391666,0.3497017786099501,0.5916448278264874];
pred_a{99}	=[-5.428633815710653];
% Application starting next step
% ========================================================================
%
%  forecast from 9.9 to 10.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.0
%
% ========================================================================
%
x_f{100}	=[-3.600775384530382,-3.0799466269391265,22.327989602231405];
std_x_f{100}	=[0.27470783988219366,0.4800310419244333,0.377436150060254];
pred_f{100}	=[-3.600775384530382];
obs{100}	=[-3.578310326961003];
sqrt_r{100}	=[1.0];
hpht_plus_r{100}	=[1.0762795272521448];
xi{100}	=[0.28407369815065575,0.05618757573693722,0.2564495347912876,0.036818451864328416,-0.14919682384710997,0.363904386317222,-0.003719151069476734,0.10107002230278894,-0.12094881124109103,0.024225299624439867,-0.6535396403865534,-0.1748561995087572,-0.009660178445225043,0.14221931919845154,0.08076430364589271,0.0658927797276303,0.18618447619333978,0.043850378499481035,0.32357934496036034,0.3381936725579191,0.41610438614312173,-0.07841196758525104,0.17698543921929577,-0.4526412449937198,-0.20074112038187364,0.37913160558772985,0.2048012278744218,0.12087747545123984,-0.07236501995298372,-0.23979201334406408,0.06121503227040348,-0.2707833975774494,-0.04956244818153621,0.045879069849743104,-0.13688255344807798,-0.07070543156690823,-0.013745465354801034,-0.2076193531085746,0.32065322636460714,0.08620723853644208,-0.1378449520580518,-0.48304665100949196,-0.20414283670535394,-0.7306863995772708,-0.10146525748721658,-0.2955221971350963,-0.13138983269690963,0.14773424361743137,-0.2280385136571894,-0.3432297811829561,-0.2197180788300015,0.020677486923007304,0.025530882706303437,0.25822870678370613,-0.2031159135546874,0.3306322207173502,-0.3158139144507559,0.10191303585051026,0.427631939801568,0.24690665083768737,-0.21927227464730192,-0.2278366670290044,-0.17147371911372034,0.5383940883241971,-0.06285804304060649,0.32264132692008296,0.2575487988000442,-0.035547076975712244,-0.22765644769970184,-1.2427646882956727,0.2523699176933869,0.03761665834714911,0.2279983674116206,0.08997159946220279,0.1240626314975195,-0.17736995638256392,-0.3217411431648163,0.34633679643375226,0.13753713233354992,-0.21115976258160662,0.3249092886841187,0.2486800721617799,0.2004163402710648,-0.4246531689290678,0.08695948381921559,0.36487959853139573,-0.22787300278823963,-0.24589566886430259,-0.3880652688040227,0.198150217006535,0.21113362654206824,0.1364445843369091,0.01562469947699574,0.19431631795510818,0.27999884901971583,0.14629278158782633,0.22280799903762727,-0.09968886135925015,-0.023658620566049393,-0.03291476917913494;0.6423646547663346,0.03158323173134914,0.6355992899681029,-0.3107866938708619,-0.11420408013465533,0.6652139196434828,-0.32189252126103707,0.38485112089306917,-0.4039853767980275,0.13224288196081924,-1.059802944464185,-0.34644373190510436,0.06875431592124848,0.2599656160481514,0.02566202368867465,-0.08004645164171675,0.2467389388712644,-0.12452865428972348,0.284803223445544,0.28658247816313454,0.6980962702740481,0.08884484240668655,0.3533219567693666,-0.7262020537011677,-0.32643495591180205,0.3326767728859923,0.679117972582409,0.20710907985849047,-0.2615292277309913,-0.6475135422279363,-0.11548378362573963,-0.1792703749997644,-0.20931386209793956,-0.36091715157550697,-0.29848223993785084,0.033844496588719686,0.10437966982905511,-0.6523196831583853,0.5694390258118118,0.1333732480194767,-0.09279112107089249,-0.8382381092400739,-0.3363269429168274,-1.294883346244919,-0.1850585669205489,-0.47143730401570405,-0.357529189732503,0.19501275599654555,-0.1503445241333261,0.08791266518959562,0.03708092388427531,0.08382754627533462,-0.010495628474101348,0.5299310955561234,-0.2853058096354437,0.6448084043835371,-0.6976515959747229,0.14569926034432168,0.8236362542216153,0.22002745700180837,-0.13692753769090116,-0.42338009370924823,-0.3807863199236827,0.8519914315658283,-0.1840669848797276,0.6983110049879144,0.13572910653792958,0.06689569014966867,-0.38845970145339637,-1.4653356175526233,0.3549721778817543,0.02564868509388596,0.2399403078212683,0.1558596348753496,0.49334166884790953,-0.5081663436857671,-0.37644398196629947,0.858946441912634,0.17086174229770945,-0.5339501451116813,0.5781519419336081,0.7564047685129509,0.5232016573923945,-1.039167117803871,0.3538999515555785,0.6401827629411594,-0.7097078645218287,-0.6121026380631585,-0.7859430843169761,0.45445514038960955,0.2659546448900496,0.16693952246078014,-0.2748138710874737,0.6874228563470353,0.5744039963187793,0.1047555159821032,0.37119074038198363,-0.03849771818501191,-0.013212525165591238,-0.03178177124951986;0.3910051400717798,-0.10955777428174329,0.45270544848009564,-0.7338744522179326,0.23394460848374266,0.21044925654254598,-0.6160218748390918,0.43128741489280387,-0.4233857888369066,0.18502978694776218,-0.06012907224783959,-0.13207189496092298,0.16617874287173606,0.07734978517153479,-0.20543196760681326,-0.3702757380126869,-0.07445834844531518,-0.372590684006056,-0.4147573577768817,-0.45586155753967716,0.11292386640161567,0.4017420463116501,0.1527008200485973,-0.030360561212987136,-0.02266306923352701,-0.4917439585666159,0.6805431849424117,0.047884501352115194,-0.2857955273463162,-0.5309204420232838,-0.4056427127405371,0.44022366269133784,-0.2539175742264703,-0.8413032461704972,-0.1705304771789926,0.28175765497159233,0.23523727036465658,-0.6359365191182036,0.14360831893707626,-0.0026419984742709346,0.2238739460488972,-0.1598718820560876,-0.048649847582439065,-0.2705429207030896,-0.05359429435688412,-0.017778044418239602,-0.30657524515879686,-0.053625594502765495,0.37937600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k{100}	=[0.07087334221333243;0.11340944819771465;0.006526808120296821];
x_a{100}	=[-3.6004061356321073,-3.0793557656576738,22.32802360678985];
std_x_a{100}	=[0.26522303129799224,0.4715219402607548,0.3781181282137419];
pred_a{100}	=[-3.6004061356321073];
% Application starting next step
% ========================================================================
%
%  forecast from 10.0 to 10.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.1
%
% ========================================================================
%
x_f{101}	=[-4.093342881906955,-5.536209489042424,18.5024280877667];
std_x_f{101}	=[0.4620277802069319,0.6976862228885282,0.32772068629345213];
pred_f{101}	=[-4.093342881906955];
obs{101}	=[-4.108641114284468];
sqrt_r{101}	=[1.0];
hpht_plus_r{101}	=[1.2179961408582254];
xi{101}	=[0.66941814014318,0.007291533641115677,0.5354688302009603,-0.34748297474334056,-0.056558131662407085,0.5414157429512176,-0.3264128726815221,0.34549000251055473,-0.3724795694296077,0.36365008138991994,-0.9892347214581463,-0.28657611007835637,0.10792713933177156,0.36356966757217846,0.12610754626424958,-0.07268257310887272,0.20533873971842453,-0.07203384638349686,0.2787213573509364,0.2837230029883151,0.5181471074136073,0.05114037233656532,0.2926509027822113,-0.7017753829131559,-0.2989617459715159,0.2993678281027057,0.5979280311369464,0.2420144549911991,-0.27849814669625683,-0.923787693949726,-0.08786052943666078,-0.14466023904374659,-0.39495996068195716,-0.33749463721489636,-0.44172760473403017,0.035219050251759754,0.20686344219367347,-0.4672801256393244,0.51399177265252,0.1465288321352176,-0.08739060662516085,-0.7135770662640377,0.044904053962404156,-1.2439301113059988,-0.22108663795912964,-0.6535173582112765,-0.31306159094912367,0.404999607686654,-0.14919993394209463,0.01861189065724478,-0.1785810584053893,0.06106690478404264,-0.004095208752430857,0.6505673621188137,-0.1366492159952255,0.8421221171650899,-0.624406750436985,0.12918932126923544,0.7732614932295379,0.2622601480478104,-0.1345333733732259,-0.4010880440732727,-0.3568353213275115,0.550440148141202,-0.07093290560509846,0.8449418506532105,0.15265094110463595,-0.5150637626068137,-0.34251188031001867,-1.082494767802733,0.32877281853081497,0.09888221470933489,0.2513543738601416,0.16819555368234163,0.2346970057846831,-0.3780012725839068,-0.35257368211293905,0.8824261214293534,0.20881418570964794,-0.6749426923168969,0.48546253202722944,0.6859679145353126,0.4470339343747183,-1.109375850855204,0.3220818548451003,0.5406947839789424,-0.6579746602084189,-0.5729104647336465,-0.8134787902425682,0.4102605175398555,0.3045263189550673,0.15522716481802545,-0.30831172366880377,0.7076429942318447,0.4531718778375522,0.12441678844408965,0.4222028176773849,-0.08297401777347169,-0.09416454396119889,0.17530896837921084;1.044411954856023,-0.027015837957430122,0.8680190099223619,-0.6913685716534754,-0.01718372505921284,0.8144036585606065,-0.6297424110998024,0.5938014129179576,-0.648984332541751,0.5640260240151482,-1.380952439571555,-0.4468213313035738,0.19270068374199756,0.5311934211135041,0.12167847401588183,-0.20344396889952598,0.26140648102502695,-0.21020580399728228,0.2818020911360488,0.28811364410950624,0.762839196502819,0.17602309877652456,0.45368792507197053,-0.9841214933352544,-0.42615090495376506,0.291901630964996,1.0123621700879415,0.3476462592351197,-0.47517310514163924,-1.439759185069022,-0.23463769953890523,-0.08481662358138298,-0.6297464590897386,-0.7110751977617404,-0.6666452453245926,0.11833556431036207,0.3477970551950751,-0.8350759116428659,0.7539939283452144,0.2024149837586453,-0.06449067326047064,-1.0305721780558752,0.050458224390906636,-1.785796725304781,-0.32470511359960774,-0.9134725578340124,-0.5276036926439343,0.5545294385223807,-0.10603451007771447,0.33855898947476337,-0.056223694498235055,0.11012646871549414,-0.02599952163995578,0.9782073522671917,-0.17528037661122298,1.2606951644081237,-0.9843582790684984,0.16509846536677042,1.173951029717177,0.2839151574437606,-0.0803154860004085,-0.594836913251469,-0.5632989609342838,0.7847980036648519,-0.14313795778423888,1.293883632692924,0.07494046881611194,-0.6629241837975233,-0.5033244869141056,-1.1842855197973297,0.4433571925969062,0.11832362295010768,0.2886899835033807,0.2465219235416347,0.46620710227940876,-0.6498877667437819,-0.42933197338376594,1.3993879480679574,0.27048625149743977,-1.0527233763470738,0.718638521314344,1.144129998096557,0.7317305894106578,-1.7543807182098394,0.5573550664372648,0.8014381939100064,-1.1186794907301483,-0.9254716011192112,-1.2229699638612619,0.6474105109856225,0.39977183398057914,0.1967248254793894,-0.5877242227986477,1.1866618133643358,0.7145373036813947,0.10766045509863886,0.6006605516113517,-0.06672111648056944,-0.11810579957477163,0.2581623568954994;-0.14655347638720428,-0.10966921531337448,-0.02524828663141676,-0.3246478348244608,0.20044427145117893,-0.21629836879144548,-0.25309108243613565,0.07671767359749992,-0.06417535064909785,-0.11071902812958356,0.7162555107475868,0.09741876335806765,0.034852414484994654,-0.19477024400321596,-0.2527161439982706,-0.24862259106252083,-0.21566974325494215,-0.25361042080166385,-0.5213834895341449,-0.5640599033450933,-0.2827995088639632,0.24616556671441714,-0.10305707426539001,0.4943503999952483,0.1795409339412295,-0.5924916624837309,0.10231728964783215,-0.14404289221261024,-0.03648277885709206,0.2822751664290699,-0.2681748223608871,0.4192341025269286,0.07285642242249324,-0.4141188225664614,0.16661522972628262,0.17278209103896813,0.02458288493880545,-0.14837322920765672,-0.24728625611256305,-0.12115666128354974,0.2127912074170304,0.40851962019876,-0.06987856514136581,0.7802126280707604,0.09739727891120253,0.4536199437098354,-0.022232387529811604,-0.3187167292586288,0.3771982011898878,0.8141536311974313,0.6323485439381464,0.01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k{101}	=[0.17897933626014667;0.26797196176818966;-0.07637716912922236];
x_a{101}	=[-4.0610138085282275,-5.487805659882762,18.488632064399805];
std_x_a{101}	=[0.4146952447288607,0.6235858358896359,0.32210189054532645];
pred_a{101}	=[-4.0610138085282275];
% Application starting next step
% ========================================================================
%
%  forecast from 10.1 to 10.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.2
%
% ========================================================================
%
x_f{102}	=[-6.484546928947063,-9.958423548417137,17.72700390507066];
std_x_f{102}	=[0.6345159950580685,0.8407909064270893,0.8579669328416906];
pred_f{102}	=[-6.484546928947063];
obs{102}	=[-6.606807858708482];
sqrt_r{102}	=[1.0];
hpht_plus_r{102}	=[1.4106611240256637];
xi{102}	=[0.8927525010170099,-0.10215569714453032,0.6188596423919517,-0.6963622416079343,-0.046136045026456074,0.5771624248261222,-0.36078644214972666,0.4169470713350343,-0.6183963636918941,0.3392949798102558,-1.1303513685430353,-0.13551254681692892,0.09470762444494518,0.47849282509547564,0.23268718475492545,0.31193295713701996,0.3397995516378698,0.11522596564135679,0.1261978537390691,0.13984366383644353,0.8801053893944237,0.19021506620004125,0.8525341269573463,-1.0003316605674781,-0.3371422118902361,0.4535447497063583,0.838002506439488,0.7773804762711913,-0.46456135042278657,-1.109479879326937,-0.13044902419561843,-0.13310387935730272,-0.5145119101611488,-0.4422947376368862,-0.6496172030201137,0.06098201967335548,0.09716886585718143,-0.8679585754156331,0.5082036189505583,0.1488076607694957,0.07598757938514034,-0.5664528430352087,-0.033093327047279075,-1.6842772411710953,-0.13285407045923314,-0.6270813516185765,0.16523201874481597,0.22532317132452473,-0.22333383688666775,0.33461101188286513,0.06346998166438311,0.01927527190217493,-0.11001969409718892,1.0372621462970821,0.11208133037684576,1.0912099312962926,-0.6973679429134254,0.37369852385387325,0.9120686455790246,0.1527124277533467,-0.2975052768590336,-0.71119172836445,-0.6517967362544876,1.2488888525850008,-0.16017325395665516,1.4460236961324906,-0.09532343245949537,-0.76457939035246,-1.1392815844857793,-0.8826838922623317,0.3163151945969309,-0.10156395064841206,0.0522688189142233,-0.317628725030187,0.33582219829527915,-0.7628048801130172,-0.17984310332385167,1.1777853219739587,0.13223624600750128,-1.0900160572427513,0.5236303987114388,0.7522831851890501,0.8477504253282522,-1.4848452197744155,0.25718103826272287,0.6510836387725139,-0.9672841111193424,-0.7782563994882379,-1.1917447169607192,0.5038826184101239,0.2732347246146025,0.11151467272973203,-0.836259444756613,0.9300181217688106,0.6229559559013786,-0.02418111403482648,0.3783326731854393,0.4831463856442024,-0.04450614736953096,0.19696567608931215;1.2323860931989952,-0.19544036365031658,0.867886647716503,-1.0800863079753,-0.025699822926046778,0.7639324707208015,-0.6228001993113246,0.604413255193819,-0.8978377388961167,0.4477272478373866,-1.3169002086590371,-0.2122611013106237,0.1261480875978993,0.6074157480955229,0.22470444205615792,0.302998832002924,0.3903682120567282,0.03734552633446597,0.017055094248707547,0.026227034848679054,1.1573973261904218,0.3166326152277339,1.1475762811077814,-1.2071388854207008,-0.4366721298601419,0.4470600806956391,1.2167452868234818,1.0165311176037282,-0.6767261437148058,-1.453721943987377,-0.2982552846053519,-0.07825741548438536,-0.721435047249777,-0.7912313072183608,-0.8626464125078126,0.12206294148855612,0.14019946088835944,-1.2522520589851585,0.6505363169855851,0.15520981948779777,0.13844034788301585,-0.7129356933492623,-0.08548009967329051,-1.953970328771108,-0.197495958667103,-0.7643818800932287,0.14434618607735672,0.23091585456986508,-0.2072022814810328,0.6911238429937949,0.2470745138123167,0.018202969355389342,-0.1947903089783285,1.4064999109674545,0.15097523695144943,1.4804034012386964,-0.959124112105302,0.45370812591659515,1.2399516240704926,0.08608743289633658,-0.29851687423600204,-0.9178375126792933,-0.8882260233471406,1.66758635668136,-0.2679842455829746,2.0256838043238217,-0.29183754326245825,-0.8839607931675104,-1.4296369289384465,-0.7054315850125175,0.35630567140145253,-0.18399116609383626,-0.026172675873468165,-0.43955280586140333,0.5292332443709373,-1.0789138356124166,-0.17067349507045293,1.670022257605991,0.12002863687733978,-1.4166072033559622,0.6700924823615804,1.1038559329245228,1.1850421057439249,-1.9209422022600027,0.38294794105424756,0.8513897558099526,-1.3699744528770612,-1.0734303370639466,-1.504300107452158,0.6811936367155607,0.289152168829343,0.08870326145718899,-1.218241592166617,1.348499902326294,0.8492841167697147,-0.12779419377258172,0.4547687413296515,0.6736421803276702,-0.06926436194487984,0.23431138846209265;-1.027938902477441,0.003225296604828287,-0.6434063993638723,0.5132488100727777,0.17758712310461888,-0.7613641048987034,0.10874639662348429,-0.3887373000572545,0.6214044800741299,-0.4425641912359808,1.844763292753445,0.11673960319170362,-0.09402597906993648,-0.6741258186214871,-0.5161495853120819,-0.6760683989135075,-0.5860024553220917,-0.43574151913764325,-0.552021954204637,-0.6072088570762304,-1.1755627388655618,-0.05288962777856199,-1.079695220357106,1.556078749316768,0.4639205490157785,-1.0156924315582536,-0.7798620356820578,-1.0448979197333443,0.46361711950973117,1.4500398176674452,-0.12816475370479097,0.4522764567181241,0.582993235234774,0.07387912498188243,0.8420204785898271,0.03728112189706323,-0.07358249697646713,0.8761114230547307,-0.7184607704914683,-0.27868423575899115,0.013104595640157868,0.8337769960874333,-0.033322767404882825,2.6857109628839737,0.14815208917119094,0.9785093817741526,-0.39365097849738007,-0.4559353110238291,0.5378387737991979,0.24073854778890436,0.3638702795304596,-0.035438162937204254,0.03779657127573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k{102}	=[0.2911125266242132;0.38347409463259136;-0.37732084398684174];
x_a{102}	=[-6.518202436135027,-10.002756972670511,17.770625952270866];
std_x_a{102}	=[0.5695191529262551,0.7531006038541234,0.7838208682122463];
pred_a{102}	=[-6.518202436135027];
% Application starting next step
% ========================================================================
%
%  forecast from 10.2 to 10.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.3
%
% ========================================================================
%
x_f{103}	=[-10.793660506409497,-15.286623007772096,23.659120579821735];
std_x_f{103}	=[0.5385089082195759,0.2889624064379752,1.6304332898166722];
pred_f{103}	=[-10.793660506409497];
obs{103}	=[-10.961648724598485];
sqrt_r{103}	=[1.0];
hpht_plus_r{103}	=[1.2931600792635665];
xi{103}	=[0.5600493443804329,-0.3509879133059304,0.3787636838688133,-0.6704256656782022,-0.9400360830941406,0.3803645406915237,-0.20047513356896474,0.1467123941642221,-0.4006446752782544,0.42188274935050707,-0.4842687175273568,-1.1944139456647864,0.41600309251372813,0.4475631088536307,0.1465621152136034,-0.1616462721251093,0.13653163052776307,-0.7417048046613814,-0.21589654240941591,0.05011265668928644,0.7169065320240549,0.2450874178681559,0.5873022853803942,-0.8100046860350272,-0.3338799275441744,0.2604962403857858,0.876186457245506,0.3882592595063361,-0.7651993585496921,-0.6936362561734306,-0.03160313357148148,-0.03113267125905672,-0.38560371087161727,-0.5336698072364747,-0.42577226696376513,-0.42565588562005274,0.038303718482954,-0.6445569557555704,0.4996420853097394,0.026892617535681396,0.3329571642776994,-0.2833895782955782,0.18785480078091865,-0.875893959587005,-0.06983898982810821,-0.4402877493545052,0.11994587313605187,0.10635340259584147,-0.0844618719928274,0.4823462863080472,0.08672388883293358,-0.026215675004268135,-0.15855443891158671,0.628563315868993,0.22558502772664113,0.7719767769365404,-0.2671746496953169,0.1587234951876635,0.6232889323280926,0.401206004851387,-0.6199745487632846,-0.6857716124128341,-0.23007621644489795,0.8862115354807809,-0.16473659163299992,1.1257608298700497,-0.09631518800832417,-0.552171487215638,-0.703066945745741,-0.07504497017824008,-0.27337002248978237,-0.04414380494390535,0.16313795012593602,-0.34148440666790947,0.6833003418219743,-0.5919661431964052,-0.059401322491785535,1.1553703570843705,-0.09724162421110982,-0.791276674601594,0.3153250168669679,0.8850159335893082,0.6131929118665163,-0.7265321418338662,0.37160314004630024,0.3397435300159195,-0.7338930626967439,-0.5848984321005677,-0.7696939286332611,0.43509759320041574,0.2991993231827266,-0.0778739823174277,-0.6982633780186855,1.8234801370142826,0.8233290646764555,-0.19172181483835438,0.19607184077690043,0.349118915305592,0.015307218732921513,0.42653708652608024;0.2104639897975531,-0.23701780620482538,0.15257341552821124,-0.46637006704868256,0.12387124774786074,0.03419202450809422,-0.4145951233468903,0.07986444901633405,-0.28923248873907603,0.053352429994639294,0.2782099744090054,0.06988214028880435,0.06709040596824778,0.028354668841128472,-0.21085703157820568,-0.3288018517732798,-0.1453061446004238,-0.3429843019390244,-0.43695340899911805,-0.40133004876680545,0.17689713022737408,0.13966529002036943,0.15343199766061844,0.23907832063823697,-0.09336783428892304,-0.31953151706143323,0.4901980482258015,0.018817241240185467,-0.20577514991521184,-0.06215247840372129,-0.33195558358989175,0.14964527856144905,-0.19321378530945132,-0.5733307460873789,-0.11326159932068691,-0.007885770711471451,-0.027904448615316824,-0.33512763107541765,0.047809006783479546,-0.14190502963339569,0.10564984401644573,-0.02465778437303534,-0.09134712321407612,0.5881122024521002,-0.11513051445909994,0.04821269689748853,-0.18857129833216035,-0.180993620193302,0.10943845002346997,0.5774192104503921,0.306504151929623,-0.08786595683154452,-0.1976730540903784,0.2020938313123768,0.007426689222949534,0.2794150390487715,-0.18643930912303475,-0.11073407597367968,0.2003061094693006,-0.18835668522345372,0.14743741229261786,-0.03539247480182439,-0.16170961583136467,0.2981945757582274,-0.2153345826270634,0.5972541637552986,-0.44732401514279196,0.19769621669004067,0.09250411201064956,0.8586288662502923,-0.24329329419179935,-0.18172515839991377,-0.2279807298271077,-0.15225409714852134,0.34808802458083576,-0.2639558954334458,0.0732052427977834,0.647803511090034,-0.2108178227485542,-0.012677952701590556,-0.018332441215616058,0.4924655927598671,0.26185095704237327,0.0031742927438571655,0.14050614474571788,-0.0024856938811677054,-0.28550696234044004,-0.20336584255995582,0.08966150683523288,0.09999015451917259,-0.13521463385993648,-0.21068555896196095,-0.34021178171698985,1.1777269613806354,0.30401273140670426,-0.29721684959343264,-0.10926127020010057,0.10987854836226063,-0.08408865427393586,0.011410296978272783;-1.5549942928664038,0.8513408530656186,-0.9994924442981841,1.524096699306309,3.2302202562419495,-1.2205522239239492,0.05781290260974714,-0.3150893669379471,0.938277201180373,-1.3251882838766278,2.068405940410514,3.926692110131107,-1.2627932986288535,-1.475396053614947,-0.8028543749915897,0.06439855593670529,-0.6793659884443457,1.9354256794687856,0.06406295502715764,-0.7997454941227922,-2.2131511915852258,-0.5504291512466857,-1.7661326653918863,3.0049933279715724,1.0171092445684025,-1.4096247020194035,-2.2203903429174225,-1.2838417553044863,2.232872715715022,2.2160374539039687,-0.37120925506667746,0.4149591166279123,1.0189724805187907,0.9235166784796931,1.285962491453926,1.4530863286817635,-0.12067839635248845,1.6513315019666663,-1.6272242979369054,-0.2696063872589676,-0.9312611554844246,0.9660766708845685,-0.749517299388021,3.6834380271458933,0.10604994545165525,1.5837664023984956,-0.6777693483580407,-0.6278953640919056,0.5231546349537552,-0.6194034571351388,0.2781961800196413,-0.010298521218874868,0.2692076139756523,-1.8385068391339026,-0.7424625267512539,-2.2366394176194646,0.6431947808829293,-0.6941354597417799,-1.8032128746989287,-1.6875185746930121,2.3033623230493276,2.2242187864954666,0.5773200026236118,-2.6226852812453174,0.2599991195473699,-2.9762783933792463,-0.35797595307826313,2.1643967881990314,2.467621936794224,1.647532553254333,0.5704337579825172,-0.07684542569021247,-0.9055652057404373,0.9517918828902161,-1.7543788341304705,1.5935856411655216,0.380088300608012,-2.979782262423548,0.03722966181015863,2.593842920193886,-1.0804186318567375,-2.247129314123363,-1.6481242616351004,2.404917076315595,-1.0049226534442113,-1.1293730691318622,2.0101473791102826,1.6619549098063047,2.6700611590377363,-1.2833358854783832,-1.2170540352092232,-0.014151735428630019,1.8140460383004786,-4.593880563334565,-2.372379170833849,0.20720814847982183,-0.8062928359380273,-0.9705731377086941,-0.12724561344692376,-1.4176440662849892];
k{103}	=[0.22670053303108173;0.06262098785559563;-0.6686365662201407];
x_a{103}	=[-10.842563026546987,-15.30013124296984,23.803354970041546];
std_x_a{103}	=[0.44641104734916165,0.2848496211771227,1.3433707901166336];
pred_a{103}	=[-10.842563026546987];
% Application starting next step
% ========================================================================
%
%  forecast from 10.3 to 10.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.4
%
% ========================================================================
%
x_f{104}	=[-13.102484115104824,-11.928023499967349,34.255982883317905];
std_x_f{104}	=[0.33609336478820784,1.1579423425081816,0.5691714341655517];
pred_f{104}	=[-13.102484115104824];
obs{104}	=[-13.158367021877737];
sqrt_r{104}	=[1.0];
hpht_plus_r{104}	=[1.1133772585728494];
xi{104}	=[-0.20354941193924425,-0.18660779409769468,-0.15043167315585215,-0.07405219095262083,0.7589222938286859,0.027661707458905838,-0.17692403848927718,0.192536776116917,0.0363540871759902,-0.3057755882111479,0.9316104694583789,0.8867631793221911,-0.25427887927301995,-0.2700619767764003,-0.1496226813069601,-0.1286335504846079,-0.325994630684999,0.19097655440284456,-0.22719381088373147,-0.38225685503539886,-0.3648281857135185,-0.13090776146205663,-0.24462951741749528,0.7248223259581064,0.027975685411201212,-0.9243787441025226,-0.2713176050365167,-0.11080552354216877,0.3282566233269897,0.45804891832800365,-0.27538970730346257,0.19138369557381552,0.11848618180648884,0.211956251916666,0.24192537500095668,0.0216269683825292,0.04082358912664397,0.14685261461085908,-0.3107532797471073,0.08224062172658186,-0.14729677544515063,0.22270771049728566,-0.26523282156996686,0.9719902332086772,-4.728189014908679E-4,0.380948332593551,-0.31884561810838896,-0.2955841364113869,0.04558481556715144,0.21353447475108744,0.19906573943453587,-0.09792852907061445,0.03194896884962617,-0.3186743518159325,-0.05084955324192286,-0.24262830828650017,0.06440389969090354,-0.19619307312913392,-0.2362016322002738,-0.4919060037517138,0.4057720530518871,0.35667651501960584,0.2428171576484104,-0.3713019655677723,0.23395609055898703,-0.2841923414544141,-0.32710888215117073,0.4467070111690745,0.10948171869653756,0.7271972902870747,-0.07743761620166723,-0.08426938554877594,-0.43853474328520825,0.11434330796188874,-0.13511854243867205,0.23154948067027092,0.12684910036228558,-0.310783782798131,0.005208762392031829,0.647705293688217,-0.22280730525157644,-0.20843604155460405,-0.5506937720612832,0.41569804295466994,-0.09224525406297346,-0.2550567536037214,0.3839692145858571,0.05713854873636315,0.5190003131091849,-0.22153982055933596,-0.231691326299579,-0.10834939716378678,0.21812178983965502,-0.25784992323344724,-0.41856154190481476,-0.16587060134760456,-0.027892357236474652,0.03762980213789291,0.08576540140988165,-0.19504660653161743;-0.988242200110033,-0.413649875358022,-0.76837803144908,0.41581075244662635,2.224954234341414,0.3121844120067063,0.1880965420112517,0.6722692781809769,0.5924262174065351,-1.1054527423322114,2.755697623338138,2.698893983926286,-0.9532088864629049,-0.8705001927018934,0.03353707960244101,0.17981130621701347,-0.8595380423437096,1.162967386587411,0.02091556426305452,-0.4967670589948341,-1.433368094199821,-0.7529105878301365,-0.9823450110591789,1.886358980556933,0.11067395791196155,-2.9020225982189682,-1.8054108371257929,-0.20733087359599267,1.3456475845935536,1.5759697446472227,-0.32824291069196754,0.4025773298243802,0.7032447117512461,1.845636583108881,0.9683179929712846,-0.17802047298349066,0.26224354410392614,1.0086542632845408,-1.0164423475797797,0.6968567901546123,-0.646035295115583,0.7677147800196984,-0.729022313570109,2.084418105901202,0.2389622741501114,1.1383701533130086,-0.7575181324976121,-0.6859469470114821,-0.17527819651587428,-0.27563393942076253,0.06805010822140822,-0.1858178930361074,0.524366029808581,-1.3988050558828888,-0.05496364927734021,-1.1342291555331432,0.5473853941430669,-0.39692420006932316,-1.0364497172955556,-1.247629743727467,0.9212778002452104,1.1292463249105982,1.2154386080701833,-1.663402951839867,1.3391069458915954,-1.9213305531798728,-0.27236801930854604,1.0029498119000682,-0.20930589594225602,0.7953612154352605,0.10850123977858672,0.07041741319769734,-1.1041766059385072,0.6119673010448405,-0.9643723423139559,1.1983657515570858,0.2674860300127673,-2.180825419513358,0.4975330721022715,2.1441696055070434,-0.650853333881809,-1.5049151641396428,-2.6535758464868024,1.2396637740524774,-0.479776739363027,-0.8019781346523533,1.7714173253201135,0.35093331098908287,1.4233890692676106,-0.8745552403786974,-0.36605130372748107,0.021790968203225347,1.263692000985328,-2.879290165575597,-1.917547758102657,-0.06236281455945125,0.30548205240705606,0.12234232723366212,0.5608179979789103,-0.5015893639891083;-0.487617921270207,0.03943731002641471,-0.38396729789347006,0.5880212691939946,0.39667762245279903,0.245985793061692,0.5978046761386437,0.22784957978575449,0.5042599809069657,-0.36502833721144157,0.5387516536655284,0.5627033473708423,-0.32757312568244856,-0.20891840290706654,0.39155773922394843,0.4906560902434691,-0.06877132179904066,0.6797889591649025,0.566570036423812,0.43180597418984945,-0.5577834938478645,-0.42431893390743625,-0.382847947878048,0.15707170536456516,0.06011413910635355,-0.6615670391857051,-1.1863841137442677,0.054473453082053425,0.5494145916265722,0.4715660842510516,0.3446868251824782,-0.05366177223626778,0.4212564304947932,1.2830334661700888,0.38808510046294487,-0.2238433312349315,0.169561477108374,0.6316388730140261,-0.27473498183453415,0.49801791425504405,-0.28046581688965944,0.2398849051753018,-0.07760629071427161,-0.22839297859184882,0.24198196607213163,0.23866967819910911,0.026131688203768988,0.037221312690071784,-0.2582011119451053,-0.7742291866287516,-0.38197408797691423,0.0522903420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k{104}	=[0.1018318433395871;0.3149358770036518;0.07120779086046543];
x_a{104}	=[-13.107134133719697,-11.942404636972544,34.25273127220917];
std_x_a{104}	=[0.32035083104175965,1.1171238638345977,0.5658543057901659];
pred_a{104}	=[-13.107134133719697];
% Application starting next step
% ========================================================================
%
%  forecast from 10.4 to 10.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.5
%
% ========================================================================
%
x_f{105}	=[-8.903779527413631,-3.2310528101458122,33.48391610859649];
std_x_f{105}	=[0.5911196788691607,0.43387965493718966,0.8225454884771395];
pred_f{105}	=[-8.903779527413631];
obs{105}	=[-8.763660817995035];
sqrt_r{105}	=[1.0];
hpht_plus_r{105}	=[1.3527939144942929];
xi{105}	=[-0.5777305038193923,-0.2712536378281065,-0.010411960451490287,0.3286737068566783,0.93334422202068,0.1755388458925271,0.08987790141571494,0.23879940264607669,0.1893906467222255,-0.5785664815137945,1.2562585013190146,1.1656088311082051,-0.484392615433034,-0.0566319843875327,0.11491445626106334,0.25309750530018604,-0.37312439009650333,0.521733498526654,0.04729868939479864,-0.09675758520716826,-0.9398890884638558,-0.4175947401703759,-0.48518982454104354,0.5603892194607454,-0.023798977555077983,-1.188369061775843,-1.060169457820999,-0.05204700129225159,0.6397569046550533,0.8278327416501945,-0.345213796468812,0.05622023869672432,1.0251227396441518,1.0542302062635445,1.025289532757916,0.10050740568297023,0.18624572422469754,0.5886906132345526,-0.43510245519024693,0.21116089812272776,-0.305815426640228,0.6247630570409513,-0.2820739312974361,0.27782372032854497,0.21427707205961255,0.5502194275632775,-0.3840772933056211,-0.3052555978811018,-0.3444264462809805,-0.8424396893609956,-0.06600684210083152,0.037534939147979784,0.28328047248357,-0.7485195087099523,-0.026159889488425847,-0.462217708281667,0.2832954866671269,0.028075042743321177,-0.5280041259760733,-0.37494823439167746,0.21446423477316934,0.5202011739887347,0.4746053789546032,-0.8379319093545554,0.7455405814386697,-1.0654252584837565,0.06476829738230983,0.35070070058600145,-0.2540497950960763,0.23228685184822595,0.10772917856866293,0.09478287195407553,-0.18638761309708052,0.32915465289444157,-0.5564200493609572,0.7343676459591997,-0.1793301328077579,-1.4124502573101108,0.4240702459117873,1.0375458713667083,0.1160273137911858,-0.889595295834388,-1.3822724661198542,0.8214256255118979,-0.14387402685128237,-0.4099465188491589,0.9214154249629347,0.0074677141702998995,0.5711490455645905,-0.45109282914411963,-0.16937129459018152,0.11836681041870278,0.7389125382464137,-1.6274764057231703,-1.0146408171238264,0.09457392304017098,0.1385813224662904,0.06506861328585778,0.03801775305442412,-0.2040224945540121;-0.3887412005201729,0.010404268391929872,-0.2144926493718713,0.4602984193549884,0.2678481931312038,0.15898004324187287,0.4542782157800316,0.0884243721311333,0.3159404336282887,-0.25397924645174497,0.4582068473044587,0.4428072383836046,-0.2440243190397524,-0.0637095489527506,0.3096856450260619,0.39914478789216146,-0.021166133724816127,0.48276057974178466,0.4316976403749302,0.3865486574769159,-0.39023361005843693,-0.355063262064951,-0.28317838990077826,-0.03513069755686926,-0.01544893761001287,-0.17242576605439508,-0.8775456149510261,0.032732769483663215,0.3888062598321911,0.37816340132527815,0.2347545785190901,-0.13606681774584928,0.5846138024004297,1.0462481581249303,0.51472362970277,-0.15432731950488954,0.110648853909185,0.49132305930958076,-0.17439751225414302,0.2992246229436124,-0.2297071138428568,0.24916505623818264,-0.03958265735143218,-0.4823600866562563,0.17943581008457388,0.13354559027159585,0.03921938906056921,0.043746296186203626,-0.3070147561927272,-0.8112779587163721,-0.3807293500026723,0.046087735152541054,0.3140657114618084,-0.45139834686930413,0.025134653858631673,-0.4016833855515909,0.2609640739741117,0.10894196961994496,-0.3525962354741159,0.06521767701470393,-0.1662180299396483,0.1581159862478585,0.4021212477844931,-0.536956658359315,0.5922510908079262,-0.931545608173757,0.4454424499763867,-0.13758669917956245,-0.46366383092170427,-0.7977301871680349,0.21932201516113414,0.20165955470268848,0.08722803922512146,0.22901890760344434,-0.5136651782227015,0.5140574037884162,-0.15868012853845093,-1.06090628804415,0.3896197207747556,0.4739121678083831,0.025452983698933895,-0.7858178644799634,-0.8604074115114124,0.26762492373068447,-0.1958252899105397,-0.13526246887840054,0.6489482673639468,0.08132538615377927,0.06611402677792277,-0.2566882408593867,0.14808394634025523,0.22593267368174796,0.5798584578491499,-1.746673039924191,-0.6378534944398839,0.27019472263250144,0.24621764498250487,-0.00856373093748708,0.16447393898862916,-0.02043893050543444;0.7387783692203911,0.4996967355448376,-0.16683976258567412,-0.21555102587595343,-1.5082884640545196,-0.19391726698598433,0.20184816530372984,-0.36081454308148864,-0.0772414151980243,0.8500275758102802,-1.9286538713809627,-1.7877137791523587,0.6909623039992141,0.039833596336407595,0.04583331706931659,-0.12883595447031837,0.6754241957144558,-0.5618676229542885,0.2826196421663667,0.50551744122874,1.4184910288562307,0.4804336583276836,0.6561041555724785,-1.0933342637310446,0.01878353790993259,2.0586815289139224,1.2351501002664804,0.12655653854273652,-0.8542439313714283,-1.2173200517119724,0.8319833322448815,-0.23587022660547774,-1.386297489249074,-1.019898357075654,-1.443534163580786,-0.3296954617864003,-0.2587413317684195,-0.6745633066977703,0.6559367620902705,-0.1342426937900143,0.3645749700114749,-0.9520849514032292,0.4894489572558669,-0.9689010719153117,-0.2494364773158395,-0.9002491021041976,0.7469391530282081,0.601796238749337,0.3740617661500849,0.8914029064481142,-0.21680903247205663,-0.035016139278290837,-0.2636744209802586,1.0106003188280042,0.06507878936746181,0.5123054671068132,-0.29921069780618126,0.043758547316684826,0.6789728393342429,0.7529118233894394,-0.5564935718927302,-0.8348912406028788,-0.5465951018578821,1.1129451428557573,-0.8476198116766369,1.2034149456807626,0.2595398579412489,-0.7908695995084969,0.04746490946971704,-1.1643031960947425,-0.016695374177331246,0.001696011608615322,0.4151395008494845,-0.4181617936903663,0.5855542546216839,-0.9111846416529445,0.18622701475167958,1.760528785678403,-0.45775951334703535,-1.514015075709132,-0.19270251603526134,0.9924132792907798,1.8736952217654732,-1.3051271301106482,0.10242431259565876,0.6381831288399837,-1.1336294018237183,0.053737387157717365,-1.021801288890721,0.6272666957351305,0.4365793374119633,-0.029087835718890176,-0.8581899489987777,1.588445378632258,1.3502163312072284,0.05563534047779939,-0.05468714825249066,-0.1311244913699099,0.061407207359238214,0.3507577517593248];
k{105}	=[0.26078910520984694;0.15823067429590743;-0.3505253741032827];
x_a{105}	=[-8.844807620634736,-3.1952723101643032,33.404652254116755];
std_x_a{105}	=[0.490965804580245,0.4037634905811927,0.673311156225306];
pred_a{105}	=[-8.844807620634736];
% Application starting next step
% ========================================================================
%
%  forecast from 10.5 to 10.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.6
%
% ========================================================================
%
x_f{106}	=[-4.345557987398875,-1.4351647239431842,26.64155376486425];
std_x_f{106}	=[0.23530834748069818,0.32438447076142274,0.5656951528175999];
pred_f{106}	=[-4.345557987398875];
obs{106}	=[-4.233558834721718];
sqrt_r{106}	=[1.0];
hpht_plus_r{106}	=[1.055649025854579];
xi{106}	=[-0.1661978898413663,0.05180622106171562,-0.17923887117061543,0.29531448834792773,-0.04954799960964085,0.08417563610993639,0.4236825528376462,-0.003832155500771428,0.1576769335112207,-0.09204232905218834,0.12512859400793985,-0.17323502437371197,0.10813097742592426,-0.06144005827404264,0.43437434406338227,0.2634349922303212,0.05842243319625773,0.2997993257469638,0.26902731101272614,0.2530505198816453,-0.09372179121752477,-0.2500507139958721,-0.05163824668188344,-0.1259303357221464,-0.037892218875495765,0.16345014651539103,-0.3302979450305168,0.018535413122622302,0.29570634973735643,0.08273482716417924,0.24031384852185145,-0.059362623938636006,0.2022496654688979,0.5115398885805447,0.19026270548840962,-0.1770818494119526,0.0015426998413525794,0.16459562981748288,-0.05685634805409734,0.1510651204392337,-0.11176674805918285,0.12219448782144937,0.04965363266174716,-0.4216675793897995,0.048140708366703144,-0.1135735678333969,0.09070848664045261,0.05696290898101264,-0.15849895048447848,-0.43060525560233476,-0.2617238915907949,0.006356297504114927,0.1620061012802818,-0.18021901699609533,0.013924690135059592,-0.20458655434530293,0.12206905716791283,0.039911193951450485,-0.1290473642326706,0.11095227511014105,-0.18057868888317152,-0.011616645923404612,0.1427004079422458,-0.24949744982217315,0.4113002191119195,-0.42809074668419544,0.4795256398903671,-0.03525349257963839,-0.3289000434826459,-0.7359738816397714,0.11589738463352806,0.10238700596686368,0.05053366122129965,0.1348512302405407,-0.24994978929880318,0.21009280736881664,-0.07046591310064709,-0.4719221296043843,0.0824561500335168,0.1272878807611173,-0.15022335172964674,-0.3711081647294998,-0.32575083184239517,0.01825922135702296,-0.23472870692205028,0.03410079346671502,0.3229899407748311,0.037041729758037434,-0.056676211806893306,0.004404788607542898,0.06742605139271607,0.12173319324758491,0.3290590016077104,-0.8441402587547966,-0.2316619764140997,0.12192991255796137,0.10518753101318445,0.08540119459123297,0.1114019640290067,0.011725439177672214;0.14546206845992526,0.2576563335429283,-0.21879367455871002,0.13504434581703006,-0.5553341550196726,-0.03950758848646885,0.23941139596182603,-0.14360271050953832,0.17787505349662625,0.31007899557686813,-0.6966707592031607,-0.34291043960325207,-0.06947116508886242,-0.02191587855356958,-0.035106113540283035,0.13701933826097057,0.319007699012108,-0.04468886502812541,0.43596257909742864,0.546740278294515,0.5434727201763287,0.163183292528718,0.060260798790304104,-0.6344820619748648,0.016224120972170075,0.9363829871261093,-0.002159363948220472,0.08160522549306903,-0.33070234930908304,-0.3632871872867123,0.5560106811586221,-0.3091740250186821,-0.3139499326900739,0.22666975903002506,-0.4137654203277201,-0.24724047808090344,-0.04503206530688986,0.034350908601989305,0.23050552100360178,0.12722957947419866,0.02326097911449332,-0.41436835845887465,0.1797456482642168,-0.8497485321528495,-0.005147029962867311,-0.2815029146514665,0.41371201248367395,0.3797791442898659,-0.020657537154705086,0.04516396232469,-0.3969257468581835,0.002206729316753364,0.04512961885089184,0.2722306859655814,0.03045877461706148,0.007438079341796744,-0.0019946569866871044,0.10862476641867302,0.09816446166434156,0.4264893397828131,-0.40976580592806244,-0.34329243801625964,0.01440149334267704,0.3637129893695594,-0.15339874213412275,0.08352217353305025,0.2201487998968399,-0.6807226304258329,-0.2344714305432003,-1.0048454190392675,0.12702187989264835,0.1330564724212011,0.31285813167327436,-0.13580823677246712,-0.05218341783235614,-0.1230558463825,-0.05409077703414744,0.4586474576178764,0.132613970705437,-0.4524437918910187,0.09300374393602384,0.04167404328805979,0.5847029191839038,-0.5040627343868491,0.10123689124328683,0.15459210818785296,-0.17196089579863516,0.07881713728830042,-0.5208210897387697,0.003984857073851211,0.4072863776039859,0.11862033092925883,-0.11995297973653773,-0.1483238084619336,0.32838536741390634,0.2409366431850677,0.15335327280575162,-0.22927463668619996,0.10464348603033491,0.1668352596362528;0.5259559226025168,0.22856673344566758,0.10383193724355877,-0.40921907584469963,-0.625709950209977,-0.2376738820636639,-0.5621482997968847,-0.16936397801948289,-0.07949952714549369,0.5801176167431024,-1.183756737027057,-0.07775262429356644,-0.30492988995472814,0.09240993809085296,-0.9672676497409292,-0.3511343952867172,0.29872303456966165,-0.6804768655222198,0.028302028983002714,0.19891588795057302,0.8666535955517212,0.7113929269463846,0.19576434008125077,-0.5589906178895667,0.11214550271620638,0.8548796142535942,0.6786377315301024,0.0779588626758212,-1.0625814970633556,-0.6459344360200419,0.2441740790399365,-0.27232566689228577,-0.8237142265384598,-0.7368532322053554,-0.9337595850131066,0.05058880240348884,-0.0510817900227849,-0.2817044023407185,0.3985039777035837,-0.13550676780522508,0.2653810706478943,-0.7908125070964083,0.14048134747774554,-0.21563219391195076,-0.08890345254247833,-0.1145248102640366,0.35757897218224244,0.3847531953938521,0.29782879514725025,0.9250561898293093,0.03112546471872335,-0.006429024554041263,-0.2733742027139989,0.6977524089061582,0.017503324384282593,0.42906835932739185,-0.24498943230840808,0.07419228295244551,0.3925686394985881,0.3351308742314103,-0.14251414517946515,-0.42321651542933836,-0.26224928773211786,0.9541852994543234,-1.0694643865788258,0.9675500400869694,-0.6912824526679486,-0.8201928907158305,0.376202271019185,0.2537950653743799,-0.0642721699666211,-0.02048889240153784,0.31279140781765946,-0.44971078935156683,0.45030962585238044,-0.5854304239856631,0.07741594605074908,1.484313405524528,0.008577059784439456,-0.8533771262230836,0.42539223867067477,0.803021154085588,1.3514466482561076,-0.6843393713222987,0.612616378909042,0.12985794752493618,-0.9037627955774177,0.0445721717165668,-0.5504236928938795,0.01118312398530108,0.38926394203424053,-0.09213017365314258,-0.8406839295993223,1.510372037854797,0.8754444173254896,0.0750580374730454,-0.01259111221078868,-0.4659014362592906,-0.08472438624332312,0.19349502204871882];
k{106}	=[0.052715461760152266;0.014679286188340595;-0.08846090750999555];
x_a{106}	=[-4.344284915577463,-1.4348102210140459,26.639417444989803];
std_x_a{106}	=[0.23484385901852883,0.3252030779155813,0.5616031839258192];
pred_a{106}	=[-4.344284915577463];
% Application starting next step
% ========================================================================
%
%  forecast from 10.6 to 10.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.7
%
% ========================================================================
%
x_f{107}	=[-2.884770018448924,-2.639829607457498,20.97505439939317];
std_x_f{107}	=[0.26720499642445555,0.44996759417192017,0.37561516099257];
pred_f{107}	=[-2.884770018448924];
obs{107}	=[-2.7917514843996805];
sqrt_r{107}	=[1.0];
hpht_plus_r{107}	=[1.0714800987161588];
xi{107}	=[0.08987364237963025,0.228115453407284,-0.19579171839437803,0.1493576580874718,-0.4440893320851731,-0.01327928680167556,0.30251845228871144,-0.10856170495103123,0.11820580956988858,0.229354905661169,-0.5254422907003646,-0.2843838433942394,-0.07886521696425897,-0.13593158461803911,0.004519816283005795,0.15550625030673526,0.23737318352646852,0.005610831681531092,0.39176258948349796,0.4675175306297379,0.4302658493251741,0.14767131642368003,3.994909445945716E-4,-0.5426465358952419,0.010630538602208972,0.7525704509169162,-0.0211460943763786,0.06485863026368266,-0.2024938024417735,-0.2452373524542364,0.5196610261503665,-0.24521531786452355,-0.1995411181602349,0.28509990443400257,-0.3058917876601073,-0.2334190032957042,-0.04378317644787799,0.05882323894082697,0.1623886570996218,0.13809383483386162,-0.06763082303858159,-0.2985141157859865,0.1713976635643757,-0.7369861318717548,0.006518753892010398,-0.24062930027825047,0.3339726711974782,0.31555637481989063,-0.047101444914467994,-0.0324875894135257,-0.3460772874392166,0.008482135169701088,0.0559982175286291,0.18634428878735543,0.024923559379147253,-0.06348926925728371,0.08123930805478796,0.09177312258313242,0.014555703222578042,0.3671968437324096,-0.3501811870771472,-0.2826595054270764,0.06638559461049542,0.2518043610061209,0.04507816907977302,-0.017032882038555464,0.26218127887432274,-0.5336285016953686,-0.22991526884171698,-0.8979644672326597,0.08982658820849876,0.13110679600575859,0.2729799988797401,-0.11199106087418675,-0.08873480156328384,-0.07176884093503366,-0.054284204134167346,0.2726430260288044,0.11839304487279234,-0.34454305228188176,0.04557106477763018,-0.09912846322282443,0.40865489247897324,-0.31724707215867776,0.05347078318792686,0.1324839174128165,-0.07854621798874328,0.06800131359812989,-0.44823426116445475,-0.002700682614442229,0.3310290497884134,0.09820521036267893,-0.03166953417479368,-0.23727781746164522,0.2088194960622083,0.2107138294549067,0.13603336685205614,-0.19023730959019858,0.10663174572403422,0.12822902854361784;0.2727566753756525,0.3436052490859556,-0.23710992193343072,0.08512001019699422,-0.7869800133973222,-0.0973361777154298,0.19776473091442348,-0.20492104628485075,0.18843119876749004,0.467616820050206,-1.0683712053119825,-0.4163471683088251,-0.14504934851887263,-0.0033040937422779137,-0.22208840244275896,0.09479577959845864,0.4268582735151156,-0.17884435148857536,0.5167175486695608,0.6742047011664347,0.7983919115053884,0.32393214603087195,0.10769914710905848,-0.8622800283711451,0.04049444044432171,1.2377358208293079,0.13458206405758455,0.09956522680507707,-0.5927948138093688,-0.5596219757105385,0.7021705507260712,-0.4286942345096376,-0.5276369282321198,0.15092477228930967,-0.6762453283598098,-0.28039853530465786,-0.06981570271933446,-0.012397233226800974,0.34098734543181575,0.12258295418667942,0.0817552704385216,-0.6435370751238434,0.23672454258402809,-1.0333849862900273,-0.022343502726919873,-0.3487009520937896,0.5468996472109247,0.5146840948118294,0.029281432491174098,0.24425862104167706,-0.4596161795019822,-0.0014430110550791575,-0.002879390144526539,0.45054142238500994,0.038767449429469636,0.09522970620427751,-0.04556414887638516,0.13806405575854264,0.194142548800337,0.5579570320797691,-0.5073845904582295,-0.49315805609409846,-0.02906806278566476,0.6029055888361086,-0.352261227280104,0.3005225170910113,0.14683106529887358,-0.978815746134289,-0.1983012401577895,-1.0791936990665643,0.12750154993704754,0.15172884812500964,0.421400988480924,-0.24777755795965906,0.030192104739881653,-0.2582582680950729,-0.044285040708261114,0.8214746405029643,0.15562925642564185,-0.7034634933004407,0.186575479615684,0.23053458003750738,0.9294256173409137,-0.7277444220266611,0.23937138805501768,0.21111519338470108,-0.37451845552192564,0.0994829747623247,-0.7258292524694072,0.006971698485538802,0.5472364301029407,0.12452221328566493,-0.29891332295420137,0.1771502101905269,0.5468544116544454,0.29269789352803866,0.17321980638493795,-0.362437311399074,0.10454786010141737,0.22597999525323775;0.30983924313408195,-0.0016130278494195238,0.13477069794836893,-0.32295019452734053,-0.2347613001373432,-0.17857884693406234,-0.6173496351750316,-0.09386713377620026,0.03614956879761877,0.2760067399430568,-0.6007337517243023,0.03577943610401135,-0.06633622001828954,0.4409888609968,-0.5581692791078332,-0.31543965997430945,0.1755694928209408,-0.4420835473710376,-0.16178191739169634,-0.05094368121228143,0.36490225983819613,0.2287723694746333,0.2519869551053766,-0.07088784788255609,0.0527569861767212,0.2810867929039702,0.36982903529126787,0.015370619785812778,-0.6700533917093594,-0.4237760823457002,-0.16294975537434908,-0.12021582614814363,-0.4951610149144656,-0.6568087955234958,-0.4823982888312557,0.14654491455620544,-8.476948325473188E-4,-0.2154805770367041,0.21341787903791243,-0.18572507972161745,0.40514392480465133,-0.42290086010966377,-0.04988867309617362,0.2138347892077448,-0.07228800417611225,0.03204306935382206,0.12234639431223826,0.1023032409962461,0.217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k{107}	=[0.06671155050085002;0.10458834947823306;0.008359408132709256];
x_a{107}	=[-2.8808010072959926,-2.6336071119161857,20.975551743314305];
std_x_a{107}	=[0.2649654483687625,0.4453499526032467,0.3753367069891167];
pred_a{107}	=[-2.8808010072959926];
% Application starting next step
% ========================================================================
%
%  forecast from 10.7 to 10.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.8
%
% ========================================================================
%
x_f{108}	=[-3.5413630393962854,-5.076635479907175,17.11777624919203];
std_x_f{108}	=[0.46176034444195974,0.718347251393114,0.3143500305895191];
pred_f{108}	=[-3.5413630393962854];
obs{108}	=[-3.4419239348187967];
sqrt_r{108}	=[1.0];
hpht_plus_r{108}	=[1.2147290449362853];
xi{108}	=[0.38618194478208423,0.29984982156760065,-0.2190732831015847,0.3564990396686194,-0.7078686485381565,-0.07209946818577606,0.24936567028021228,-0.22800239744391515,0.17237001940403607,0.44057907440469446,-1.0542829402253155,-0.6243056056658989,-0.15192143871096686,-0.07830679362708004,0.0718063863892695,0.1116490113770725,0.4772892629827403,-0.1904366687563801,0.6295486021029428,0.6055012191724964,0.8829314413784579,0.357799541796632,0.26917376880643307,-1.0814894837733928,0.04070989827743743,1.2089799292480459,0.003998808325542669,0.23424264430778452,-0.5170204537055647,-0.734010959288073,0.8199622856026076,-0.3952878164421545,-0.49138328958775146,0.2606062690392461,-0.7395331618278003,-0.3602745494641333,-0.1747551313081872,0.07264830290854407,0.29367919136686194,0.1358500615471998,0.16409018279711374,-0.6525802447207165,0.3352610433188601,-0.9125454336858927,0.004519288216181305,-0.31758488461879475,0.5078531414899521,0.5346984755012785,-0.021150336225255195,0.22231316748364494,-0.4624694566093317,0.03025793328078441,-0.07293838769720873,0.5563321704021655,-0.04558982292073521,0.11126445139113805,-0.08364577409560292,0.2131365109184058,0.18893411256561565,0.5485938013663039,-0.3209420766298372,-0.5891982676254304,0.006251153066151538,0.58639333494372,-0.44920977434176157,0.2722728469698188,0.19323694125007895,-0.9661175657247836,-0.17623151840596663,-1.0899516715829507,-0.012879272901114014,0.14918920560196636,0.433627060312332,-0.20089584493515167,0.02834413904559474,-0.3331299596633719,-0.06280755622103529,0.7209735332859752,0.1802072815739879,-0.6217265024272076,0.2788273367622178,0.18315662078418304,0.9604268379791745,-0.6933654331460857,0.2614256638237622,0.148039281555004,-0.4131083737612129,-0.20796354893949776,-0.7009421253582624,0.0034748082969016103,0.5712081712138817,-0.04853930262801587,-0.25247443358910093,-0.08747320926217172,0.6148280740206546,0.13313490647358384,0.25467706850684646,-0.4401710423088714,0.10777103652032194,0.16974213422335183;0.6414004935099049,0.4437987460864363,-0.2923472201567119,0.4683647661167569,-1.099859204393825,-0.15709586772037465,0.23897346791599805,-0.3624956334297833,0.2576651261788214,0.7060564469576924,-1.6912821669799625,-0.915153696170357,-0.244008795119381,-0.016380416574468093,-0.010709298867181971,0.09619972174651625,0.7473350808734551,-0.38801682597708265,0.9068158762135754,0.8944258882455989,1.380009384409549,0.5810352357791313,0.45532871138756636,-1.5955924398285175,0.06771679794337615,1.8585443031192437,0.08830399510130249,0.34707217012814606,-0.919424328333859,-1.1855304954567565,1.1932339043390296,-0.6126770967771407,-0.8417378256651231,0.2519625268731902,-1.2028659218479882,-0.49306481371948063,-0.2693982245347737,0.05618410078957936,0.4744006511169827,0.15582281840780698,0.33052131077000446,-1.0642892593695992,0.4836557481939803,-1.2721873648581035,-0.012666731047799473,-0.4595032911142356,0.7735758627290297,0.8131565263961651,0.01928644455288353,0.466833637572023,-0.6480322288501004,0.034068963681324504,-0.15953438980739687,0.9056694503654485,-0.07460760335592909,0.25845425209879735,-0.21954763553886103,0.31287522735565254,0.3595834986197728,0.81495105167481,-0.45458128526152475,-0.9006580309236565,-0.060714860950121796,0.9739524236075612,-0.9002155715308309,0.5543490442143568,0.16005226849470056,-1.5044718374677544,-0.17847451652507385,-1.4089961765255916,-0.0262322744420187,0.19672631631684734,0.6444717792577697,-0.3404010578273109,0.12608680381343707,-0.5636745500507372,-0.08139088442698839,1.2581535458504156,0.2445350453446169,-1.0092810975770758,0.46853956639727556,0.44937579196956623,1.5751154596893309,-1.1479659834232958,0.4593048336654446,0.22249431533271036,-0.7482007515136138,-0.32017469322391623,-1.0448905766960515,0.012547389193991343,0.8682120700894425,-0.08473688841727345,-0.511214051720704,0.13111962647935727,1.025021931720353,0.18217357115611854,0.36201404656438374,-0.6903492576426018,0.12516655686626166,0.26193854836734154;0.01069279244012833,-0.19928474008223418,0.22293510403198624,-0.45203221754177036,0.2776392360820594,-0.10143555690799033,-0.6327915701760496,0.0521277415430248,-0.09213141976483996,-0.052942011654106835,0.25402488738073714,0.4062004499418954,0.02195867133901075,0.3596141205117078,-0.474522144140888,-0.32787532075919046,-0.14855857965584818,-0.23752796954005717,-0.4819559601219403,-0.3940753350909567,-0.19771288756084004,-0.041440124480860874,0.02617742993363592,0.6709581657020145,-0.0023928540464943637,-0.4045727578730869,0.2526660376191039,-0.13215963133323427,-0.19788668831332146,0.13115390021566853,-0.5699432665455433,0.14570297600141657,-0.08136040360802355,-0.667233785898997,0.09552384859021146,0.3155137720173826,0.08656021983517093,-0.21812136906072155,-0.021981990082448277,-0.24375124322156339,0.19817915194290947,0.08018970317818841,-0.24327540470820352,0.7736404681462012,-0.07418211162660171,0.2092817150810653,-0.21290071076677108,-0.23425211709705707,0.15902996300653172,0.3478390032508223,0.38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k{108}	=[0.17677114565705324;0.2734814814432304;-0.06335656628212372];
x_a{108}	=[-3.533290359520105,-5.06414628975372,17.114882919085762];
std_x_a{108}	=[0.42228293888785634,0.6571402078700257,0.3076593420742141];
pred_a{108}	=[-3.533290359520105];
% Application starting next step
% ========================================================================
%
%  forecast from 10.8 to 10.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 10.9
%
% ========================================================================
%
x_f{109}	=[-6.075746169311999,-9.747830753110632,16.228505027100365];
std_x_f{109}	=[0.7032112391200482,1.007371116009026,0.8581608040928513];
pred_f{109}	=[-6.075746169311999];
obs{109}	=[-5.978564402382423];
sqrt_r{109}	=[1.0];
hpht_plus_r{109}	=[1.5016666297961456];
xi{109}	=[0.841960636946764,-0.284987586454271,-0.469001235743308,0.42776489604216383,-0.3647939491347705,-0.4025075284385089,0.16225741498061996,-0.230068290145792,0.2477424306451681,0.5976612978102755,-1.5329572240544103,-0.7342524284830079,-0.01692127920592501,0.02954811900533283,0.03873821827223356,0.1990062989334982,0.6819643389110919,-0.12748300985803773,0.9763574101519374,0.7093680358870476,1.254487229272197,0.446587173529684,0.23958902938409032,-1.7471893253553255,-0.09789770432143907,1.7316998244601187,0.05946779122756851,0.3302749804947407,-0.752946277892284,-0.9983189644027046,1.0446904886442088,-0.9760936085117837,-0.7343404769184891,-0.30384548166139336,-0.3251374895729011,-0.8208851590992232,-0.10556120877590924,0.011445678397749681,0.46711433601652796,0.12020581134211028,0.3012367728586396,-0.9358189505174801,0.4641645567020882,-1.2622368190803712,-0.05795849662218444,-0.3407592004706199,0.8602820424915709,1.2063721032569248,0.3919998009335268,0.5730326248945516,-1.1858700953101362,0.37185218393395125,-0.0961064489393113,0.8441150896070333,0.25076885976786034,0.05715954964103798,-0.25120085741476217,0.35745901908751154,0.38030748101204903,1.0353687111729597,-1.9170055819717104,-0.6642239240441272,-0.3366418754688105,1.0884321213855603,-0.9583865217754362,1.0940627274326893,0.19690903841400598,-1.25127843248743,-0.0596648344795625,-0.8131695513637247,0.12239217408329761,0.14196038596991745,0.6054874792116323,-0.32598130062093666,0.5361329209806263,-0.6609381955604388,-0.23529187444061872,1.4199947722510684,-0.03889042038314727,-1.2259198209770776,0.14599746370828814,0.4496930575491458,0.43818988732324105,-1.00653071126274,0.2773113028014089,0.2239380885153608,-0.6745006144745869,-0.14948747415619046,-0.904506270957933,-0.07242967629806607,1.060005929303209,-0.05574285275695878,-0.5667439467360964,0.20250018431273364,0.9653116081003201,0.34056199459620284,0.026781935415782776,-0.37596465230573894,0.13716024198323318,0.2635640798529426;1.2339180408368655,-0.44857797203638405,-0.6380189819586857,0.5119953505856056,-0.52966148014929,-0.6242985746439569,0.06792354754261076,-0.35903654353621306,0.32608401354873884,0.8817835908020175,-2.1351902974877195,-0.9895084700185848,-0.05729088979763475,0.11519893973923523,-0.0880646517008774,0.19175167081612443,0.9734855626914545,-0.2898407726916865,1.349623001615809,0.9778665682544609,1.865918211144952,0.6520034352309363,0.3580850235317943,-2.264249327224057,-0.16251022800899229,2.5849601107942606,0.1356033175097675,0.446569899565187,-1.183059828495912,-1.4451740238263646,1.4558977362459622,-1.3720793728976268,-1.1253317040823525,-0.6143766586936596,-0.5285597110949389,-1.1069252496311837,-0.16579700714614987,-0.05798700482567476,0.6767611874203006,0.09820815582122044,0.4824673342101491,-1.3703854182897892,0.6190264514018402,-1.595839964600751,-0.12497644846663825,-0.4737107118738315,1.2332553745987092,1.7525403843122653,0.5882658626393305,0.9199503761240582,-1.5748638349902162,0.49572745164763354,-0.20949704085855636,1.2552729234638509,0.33537789108650884,0.14105636712968384,-0.46313769642334535,0.472606721241009,0.588207652873761,1.4776816633525272,-2.519785500725133,-0.9436159146800609,-0.5703780265607783,1.6386421603428936,-1.5659374576395546,1.7031645294477311,0.12518716527295481,-1.7293733694246818,-0.021558133000393553,-0.875381102730481,0.1468514687295528,0.14741812660613363,0.8252934356690123,-0.5115062019248384,0.822956699152467,-1.0047158068625315,-0.33968314342843975,2.210002458154894,-0.10667090883160668,-1.744460392654755,0.2151642955416122,0.7720768315904536,0.7005666082179545,-1.4864957997701396,0.425471995010394,0.28385056293308786,-1.0803940105282646,-0.2325885171153157,-1.2297965377238818,-0.12457281628868166,1.5373514936596013,-0.11845766076414499,-0.9319279794750379,0.5019439220896107,1.4649873020045785,0.44481681119023797,-0.0210480352989304,-0.5655612576310123,0.13965573220797367,0.35138302291053236;-0.8473579651812813,0.22292635536253513,0.6546601293028047,-0.8068404636336588,0.4188130572043711,0.3359203413185732,-0.6905284794489024,0.20810287163122965,-0.3569905838255263,-0.6437464293912658,1.880533778868056,1.0412462617196212,-0.05526711276462137,0.19726012699102569,-0.46313560896085804,-0.5297450615416768,-0.7940967797616469,-0.14506368592016372,-1.3300120730658502,-0.9961955334437977,-1.3051070539505325,-0.48517507791195236,-0.2224357804319972,2.5720842316340082,0.0829313353526615,-1.8182360590427535,0.09184885760423356,-0.47377255512253313,0.5852278275042302,1.1270129871452887,-1.4191108155804812,1.2152430449032678,0.6588646864830281,-0.15421477143697615,0.20335093183864927,1.156586276830737,0.10306581770052858,-0.219958792454797,-0.5113461490897695,-0.3443388947300363,-0.18294276792599362,1.0181568365440654,-0.6783790520102659,1.9908626541183203,-0.04313828109823703,0.45334958987475815,-1.026274854351124,-1.3821919810143548,-0.37352079084644174,-0.3467583951071749,1.6877165110567596,-0.502432955630356,-0.04682679435334336,-0.850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k{109}	=[0.3340732355917424;0.4769331148335558;-0.39035496856318747];
x_a{109}	=[-6.103215146718822,-9.787046300961153,16.26060173725169];
std_x_a{109}	=[0.5879938707237626,0.8446036952022429,0.7279359584917947];
pred_a{109}	=[-6.103215146718822];
% Application starting next step
% ========================================================================
%
%  forecast from 10.9 to 11.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.0
%
% ========================================================================
%
x_f{110}	=[-10.816077493321515,-16.02611508954394,22.467669722449543];
std_x_f{110}	=[0.656638354702631,0.4247757625719847,1.8024116276129039];
pred_f{110}	=[-10.816077493321515];
obs{110}	=[-10.779339098450125];
sqrt_r{110}	=[1.0];
hpht_plus_r{110}	=[1.451239129635694];
xi{110}	=[1.4094165020115383,-0.05039108559566152,-0.27733073741475067,-0.21202876638944446,-0.2954064326375363,0.18786518975488953,-0.5185617242725229,-0.5898470738285564,0.21736416377651047,0.01444204901630286,-0.9118238425934617,-0.4313003537461455,0.162176445660263,0.0984326113352818,-0.7279060838131706,-0.13242842780642228,0.5948664160801052,-0.11681231536960901,1.4117060058477087,0.344832360189125,1.1426683541248757,-0.42528681627824305,-0.34635891837278976,-0.8275967856105382,-0.12545611955144942,1.4287598814546012,0.1591922119685396,0.981528460702993,-0.8072108844740171,-0.789357495457299,0.8892415707724233,-0.35018618876877383,-1.341318240708409,-0.14194431379421601,-0.47836935869665886,-0.45134422159232024,-0.01658784380442313,0.15143900724848258,0.05275295604490715,0.09841042769146036,0.36143986807327266,-0.6966689859497688,0.42123804956545285,-0.6270032238896288,-0.6274177685549578,-0.6694070890171204,-0.24159875146687781,0.9386584708789858,0.33856876614245124,0.6183291522794665,-1.8819734410949458,-0.01145569465670171,0.09553468572248214,0.8153069727760123,0.316192407449595,-0.1036704214035673,-0.1659889883512946,0.540327491260296,0.3910690082563786,0.8316140717886356,-1.1665281084225256,-0.05541313725646724,-0.4360875696326705,1.044239310097261,-1.35902854602735,0.28930873956726977,0.11551887298290708,-0.6738145876333075,0.0638427710891154,-0.0806200350294688,-0.13796951326624907,0.007175979428952317,-0.40433825427097325,-0.056465829201352236,0.5495126561432837,-0.5420920436051233,-0.3692309056666012,1.813142704799894,-0.0033021111096456224,-0.884655962337014,0.3891911513614321,0.1779785060011534,-0.35499657293633646,-0.7171438827477772,1.5191221970454407,0.21143111580675722,-0.6636583795636799,-0.5239661231450405,-0.22824918175594355,0.016716661714212933,1.448701414448779,0.24519497802004686,-0.4731781767384309,0.7396676634245516,1.1628793647497453,0.20330752995006662,0.4847600854035985,-0.31254307216479305,-0.5141946491528806,-0.14755022328249723;1.0031459153632092,-0.1884428204400912,-0.13562246655978072,-0.3894817210780275,-0.22186299262995135,-0.07481037651065137,-0.6571315694783273,-0.3505226554095273,-0.01061352725249165,-0.03718402458114767,-0.26659250625239395,-0.12415978392257898,-0.05246729382864146,0.12286152551179441,-0.6611639803200795,-0.3507025745820336,0.27124830164270186,-0.34719426704883105,0.849393206212536,0.016463911986601687,0.7913759758663925,-0.22479100199591073,-0.18849461397663347,0.12806553650344554,-0.17513578537246843,1.082046468207455,0.10665853105482981,0.5221500936517245,-0.582485183912123,-0.37243169587256375,0.39011806944756344,-0.1830304568217791,-0.5231326550667355,-0.5048234421024702,-0.4115794523109173,-0.11070841157077638,-0.10881311783088776,-0.14390809613548328,-0.035469650765037386,-0.16852058170031015,0.22190648586783013,-0.3891471098562782,0.07491547162427104,0.12132269813032792,-0.4012560454982008,-0.2747787878361194,-0.20469731762515408,0.5534185989347069,0.15490198527072252,0.48019773582071856,0.2334372525227284,-0.1433808328443753,-0.14671714758282306,0.5150207446955832,0.04121157347048943,0.0030661130519327173,-0.3586826524710709,0.17736376216665306,0.23929426355341477,0.42574986121727676,0.10070747616073206,-0.08540641077982158,-0.44458306038024276,0.7600961454689941,-0.8083645693514256,0.3462452419193198,-0.3335818880628416,-0.20105449664038133,0.08557162700491538,0.435563760242772,-0.20544306524747213,-0.18694759327817678,-0.3237500940539988,-0.19952508103898836,0.35611401008578625,-0.4104899200130525,-0.22611393737122043,1.6012471297811786,-0.17765973294574167,-0.348037123039191,0.16310978253868136,0.30136990761350546,-0.04072879893354653,-0.43122665615221933,1.099369145641072,-0.02908906333577832,-0.5581005093916538,-0.3140873130801758,-0.06433240343710267,-0.10902051268665858,0.9843359156358193,-0.018349517025420425,-0.5290330128088385,0.7712650218344805,0.8530322500176144,-0.06184193939087734,0.09774985870471475,-0.2625677626399643,-0.4048756636194213,-0.18696463067811564;-3.526409196217255,-0.07702858282454628,0.8261379001057172,0.147041977582834,0.7429051838282383,-0.7603448231519323,0.794436515417793,1.5458903130005979,-0.7684310163372032,-0.05762822988383931,2.7496848653188373,1.3927749307185309,-0.624297587889707,-0.07994385090457001,1.5184034074447013,-0.0688985934712889,-1.6620817398442504,-0.11617391901563678,-3.877269361422293,-1.1995637042022729,-2.8508307143804927,1.186219654573705,0.9750410872984112,3.0914138456934808,0.22284358146668026,-3.464710215990891,-0.32407345452553216,-2.7574634352139213,1.9054503313960751,2.1821243095911136,-2.630569601476207,1.0058865525216945,3.75086441081519,-0.2990415384583862,1.0618677519412394,1.45789301650737,-0.06365884982216485,-0.7481856256354824,-0.18457812259405415,-0.6130228653308691,-0.8675782587118022,1.860811976752661,-1.3840801618541114,2.423703109920524,1.6066504870220086,1.9238468300368723,0.5775642557023843,-2.4996235628937953,-0.8988272464183709,-1.3668996252384176,6.4255859449440145,-0.1376431034315182,-0.5434610792459722,-2.078422182856226,-1.0179944792571867,0.444312842499869,0.04162339561330697,-1.63820412205256,-0.9597887892778942,-2.3722387235516287,4.10037225597889,0.11588881778779125,0.8553117992892467,-2.526558828727431,3.3765871393649185,-0.3518152080869932,-0.9737727400437954,2.0758617852931494,-0.008804126999464756,1.086547288010383,0.20696112430882607,-0.27845740581412315,0.9594015682573307,-0.07092633633143919,-1.340104395342486,1.2909269872952223,0.9879702974657505,-3.9932144934014744,-0.2318124943310167,2.546764588202688,-1.0800844817948025,-0.047862682583691196,1.2451052388659072,1.853785816011765,-3.8082816815519287,-0.7620506013910529,1.4783966848090344,1.394320951246769,0.7656857972677962,-0.17387462601616122,-3.757749584642742,-0.8790769689261673,0.8692989630522305,-1.2711279251224035,-2.821817744418798,-0.8006616823141997,-1.5777381965698538,0.7279454672746901,1.1977299686841683,0.2789175516117943];
k{110}	=[0.3109336844776015;0.1677120261045506;-0.8350151467544425];
x_a{110}	=[-10.853542592995106,-16.046323089153322,22.56828257742106];
std_x_a{110}	=[0.48593181627638965,0.35424235880720045,1.3543746126493303];
pred_a{110}	=[-10.853542592995106];
% Application starting next step
% ========================================================================
%
%  forecast from 11.0 to 11.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.1
%
% ========================================================================
%
x_f{111}	=[-13.779752202340463,-12.781068319580005,35.017507271205];
std_x_f{111}	=[0.30027041288431733,1.2094991355416946,0.695793339801337];
pred_f{111}	=[-13.779752202340463];
obs{111}	=[-13.986830824688122];
sqrt_r{111}	=[1.0];
hpht_plus_r{111}	=[1.0902569235922182];
xi{111}	=[-0.09677639749167888,-0.2602998635203253,0.20913962965037314,-0.20322146925443896,0.01827714697679994,-0.01696921086742975,-0.17348519491578607,-0.04475557955777454,-0.0666427164636918,-0.07434206185420678,0.39611326330205543,0.3406548172513304,-0.09862454602649962,0.01817553400980998,0.07342501754215114,-0.36146052389787364,-0.23093469592695648,-0.2853082357051324,-0.44467671723068847,-0.4374596480595052,-0.21786419974774596,0.12751478885062006,0.10023130287206783,0.7579338870052297,-0.09981160228360864,-0.05086606771686952,0.13472214642361457,-0.5043285881683683,-0.07822147050401718,0.31461296271288575,-0.3980698101714619,0.2968094729727433,0.6033795872612409,-0.060683979477047956,-0.05799573417380799,0.23236599004412106,-0.3341271160348729,-0.18662705552541325,-0.07474166371268787,-0.35065194820947454,-0.10179207003530344,0.08492230583947169,-0.18178877731577714,0.5582888519506639,0.21572927657637742,0.2036892625304212,-0.006157749796805945,-0.2702743137264889,-0.011618700149940153,0.13940710012781388,1.3615481443710244,-0.11553183918607601,-0.18519509557498282,-0.23154297634725474,-0.11268009993154848,0.31042345519726844,-0.2652655802681245,0.2121883730604992,-0.07798985214269649,-0.3439480392973042,1.0393133705399382,-0.227952165328432,-0.1802510254170162,-0.17199742462721268,0.31304142817351455,0.10773737545003748,-0.43418987624883343,0.44711865169637655,0.16254616931660237,0.4471032683479592,-0.07208754751180457,-0.1913462492766307,-0.07945422996059115,-0.24588739895473566,-0.2921099505477116,-0.016065365167580836,0.1233343592643994,0.2376294398321832,0.18404803737824516,0.334455561957526,-0.06288070061649087,-0.09887807102679602,0.2424477670806482,0.13308200585275287,-0.2512730777676726,-0.22805374144316382,-0.048296550434068664,0.12990531815672846,0.10879117619249001,0.05310882000547146,-0.2756849167621116,-0.0016303924663851888,-0.08907873333647487,-0.06830726140337617,0.018280815145896412,-0.34278330175658667,-0.38302040755546685,-0.054701252845326565,0.17058975240791874,-0.03342480260295844;-1.2955660112532783,-0.8050757006063876,0.9911742063659457,-0.04331902888873529,0.32165634923712716,0.56636670544564,0.4658442715101412,-0.06381852088698992,0.1343547000619676,-0.24801007126701435,1.3614120967039351,1.3613803946171927,-0.017142378030284178,-0.195417438890658,1.3342201719997941,-0.8829882662722799,-1.0455219389738097,-0.455228036008668,-2.7028349453726737,-1.7561724600384494,-1.8427297794873674,0.6720809698420389,0.5260013404954886,2.0133187872004275,-0.1496384302791256,-1.3486641299827475,0.5810588833246957,-2.792084940115215,0.1898013492759567,1.465716780295164,-1.740279328781206,1.4689565014235733,2.5466158993598977,1.1822477157924816,0.2760065236545888,0.7479806569962459,-1.5198413447586656,-0.12461455562454127,-0.18571845590173908,-1.0274830357073785,-0.6679643319128399,0.5352985250245084,-0.36658202804247253,1.3323984339109902,1.3273962235312489,0.8319062997934719,0.2227348263927933,-1.6262901180733795,0.033803129309273316,0.2367732550713999,3.3217724303038807,-0.12334325715154826,-0.22864013614976564,-1.5467737226191645,-0.12718599566024125,1.3553242324026193,-0.4350060802110356,1.5383870512509699,-0.5314687502226967,-1.698619310212358,3.002989245987143,-1.0591727588954303,-0.16549575165967845,-1.68149586779621,2.005055488600606,-0.20551872672418625,-0.7723050973812686,1.7639006458290059,0.6429775333382004,0.5918689134062394,0.10155681223004187,-0.33189754661137094,-0.03288496527853191,-0.684377797800277,-1.9271886897880677,0.3402448218664009,0.7515619120941164,-0.9444460166033934,1.5323750485458696,1.3694224888930382,-0.14988767158401473,-1.4404917873136363,0.7476406310513557,0.8949540607639257,-2.4017847688765492,-0.6961907368630165,0.4725286201850647,0.7764121028042013,0.35202852201261514,0.659941194590381,-2.1758857530049003,0.5637307546708534,0.49988629247429905,-2.0619061154380507,-0.6209277181112522,-1.231601861168743,-1.44210097836576,0.060260012554637754,1.3375389048735862,0.21072041928242236;-1.0799922740351775,-0.14589288292341251,0.4910263492919924,0.4523435753712377,0.28095512273122836,0.5942871887607168,0.8736739498082216,0.058293594174898544,0.297678094933822,-0.04549849128850525,0.3804442758134954,0.5224697710520516,0.2402864864306622,-0.21367892376905218,1.1043792134679222,0.02698129336418731,-0.4557904224504057,0.25907488458563677,-1.6453529426443865,-0.6557550995863934,-1.325041788891994,0.3548401557954364,0.2855707971745929,0.16135849742433095,0.10763443311464016,-1.2321647647251552,0.27446426241064614,-1.5752424323375678,0.376146851296177,0.679199985581235,-0.7575024025094237,0.7332109509236417,0.986005964117588,1.2737544634731037,0.4133511078157852,0.1896748807679316,-0.6656386264471763,0.3331456486267328,0.018248824737263192,-0.1481394041136639,-0.3989999004485938,0.32571982891401063,0.09466155183661584,-0.017285771200050704,0.7839647931380043,0.3157417913461771,0.24839093557989145,-0.9544880049365787,0.07673623434029508,-0.10220340080906709,-0.041351238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k{111}	=[0.08278500382720458;0.2842729866175545;0.07928768731577869];
x_a{111}	=[-13.808385570013407,-12.879391597577271,34.990083542294045];
std_x_a{111}	=[0.2856942129628774,1.1635707053606634,0.688337661825867];
pred_a{111}	=[-13.808385570013407];
% Application starting next step
% ========================================================================
%
%  forecast from 11.1 to 11.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.2
%
% ========================================================================
%
x_f{112}	=[-9.078757774118738,-2.47167742992543,34.449699361012186];
std_x_f{112}	=[0.6177670993376676,0.4716201428924364,0.825052960051754];
pred_f{112}	=[-9.078757774118738];
obs{112}	=[-9.151033045036908];
sqrt_r{112}	=[1.0];
hpht_plus_r{112}	=[1.3885098061831418];
xi{112}	=[-0.82491702537137,-0.25078903586628165,0.5099366608759617,0.16907420761558,0.24293286945974657,0.41004824466543255,0.4967343502494419,0.025232175124429546,-0.4107811464362232,-0.10066136689931149,0.6168560784346013,0.28542216092337114,0.05833864481582118,-0.11890098522064108,0.6548555703767196,-0.2976857635277721,-0.37606440936936814,-0.5465982060795831,-1.3894575802982896,-0.9086580248459093,-1.0706049891676788,0.35127962146765945,0.2623625473584834,1.1155061341379984,0.016189534186485943,-0.8670712480538381,0.29600498966530786,-1.3794632294467206,0.20976793785113834,0.6815284107334083,-0.7740288590635114,0.6719868532171684,1.218510363700232,0.8746506909222393,0.21302624222581912,0.21879069504543303,-0.6183733928159239,0.09987557152177828,-0.01402939675982573,-0.34023820019075046,-0.32567215388460546,0.41883911799449614,-0.13045590935621654,0.41545970022754375,0.7650401046832407,0.7137595036770037,0.031553606396919065,-0.7156306823696958,0.01775211959237133,0.3249396739642698,1.2048518190278452,-0.051259533754354436,-0.032993684886056585,-0.8704627814952186,0.11822708185565389,0.6742034370666818,0.3563121253733552,0.8483272578840335,-0.283072121109468,-0.9054559535741422,0.9260791670628787,-0.6353506023539044,0.030496453044266403,-0.7832563499311505,1.0776199208116317,-0.4696747320546706,-0.04759476130422513,0.7118200682539371,0.26576191919706815,0.03865840728401615,0.0049840305237705,4.7631105985246336E-4,-0.024188039373866488,-0.2087542800709663,-1.1680669328201319,-0.043316198695299235,0.2638706722076041,-0.883340804048645,0.9328616116984012,0.6918552287873752,-0.08550515631435118,-0.8345171461765393,0.38498107176362417,0.5552914088096372,-1.3677936498475969,-0.20943891211566523,0.3630393535938783,0.3411342378111186,0.15723944061284634,0.3852523982173839,-1.2201552442546575,0.39574213128978997,0.4423758057895153,-1.2980017494403047,-0.6036487769826451,-0.46634388945344796,-0.6497772800301078,-0.13195895707437977,0.7481100810608439,0.4281833209883814;-0.7796354401625747,-0.029881742719187976,0.2832140687977347,0.38850739185049665,0.18283725293286368,0.43489703585514317,0.7099508217620933,0.029210364631017338,0.12027357553550377,-0.04475727104643168,0.15361746586204106,0.16015096474902668,0.16819576192345265,-0.20019391154644017,0.7551722744215159,0.13440727886014026,-0.25871139084849215,0.21650150417270986,-0.9240429713770038,-0.2913786678677752,-0.8679718402322041,0.1957243313071495,0.14993862710743588,0.0908044859238224,0.08797623535516719,-0.9137276810622081,0.1285158166434881,-0.8401258305583923,0.2786995934598613,0.3919590390498633,-0.3804739143432516,0.43693211864111614,0.6599644025144293,1.0053789381288711,0.2913160265836443,-5.767204215705313E-4,-0.3545572012912026,0.2925632577240531,0.02256675511499573,0.013303730673877467,-0.2864633410310429,0.2323471298833173,0.09818810007046119,-0.2218702176241525,0.5399772185369442,0.26669156332334376,0.12719142680054807,-0.5838023334843268,0.020495582849940686,-0.07714228061103556,-0.24037966603075223,0.1225836832484064,0.19700105391084222,-0.625707638721507,0.1543117546536683,0.3472411595947573,0.34920976015313654,0.6784974933751056,-0.24776087318259687,-0.4733055145414409,0.004175172970394936,-0.2998308443306241,0.2383386537292016,-0.8538353927960602,0.8318891343422468,-0.45641106292203215,0.384575280651116,0.32674174069616413,0.09695290745794605,-0.5476991690497028,0.17450877900745088,0.16652459610207782,0.1098969423118481,0.024712625007434763,-0.7373822913897055,0.1994599356060487,0.2241448676297968,-1.2924797713164176,0.767320527955784,0.30026624392762713,-0.02283319469406786,-0.8438208131210483,0.03339036313460797,0.37850887893130736,-1.1938603611629168,-0.02135747297685109,0.44014493076303696,0.26037521880288805,-5.22862194769047E-4,0.3555297190360984,-0.9749749893757982,0.3966594333173292,0.5478207695924859,-1.3573442594447678,-0.5626630334034233,-0.14097522797074546,-0.20478879084697788,0.08964870917358247,0.613385794087107,0.27195971548385955;0.8532756376172586,0.426988018429455,-0.6852936432368608,-0.005260510213346947,-0.298666191187408,-0.3875583188007852,-0.3121592058665925,-0.02781273074492674,0.8180112596614961,0.14256240411250332,-0.9944206941148366,-0.39770085537394806,0.03611297113975098,0.0483506301433394,-0.5552746177671537,0.6401538396128288,0.46367320481309093,1.1499198611256318,1.796210503713759,1.4116510316947384,1.23692234440027,-0.47742528773461146,-0.36253347171242467,-1.9439037091530338,0.036834005146992865,0.8392616519988039,-0.4328874118404116,1.8385246107409543,-0.15759608066282027,-0.9021823275836667,1.0903063222549036,-0.8501476794363896,-1.6493283096408717,-0.7371288174031605,-0.14763057317365025,-0.4051013637774403,0.8249747926390398,0.05396489599772991,0.036363463794636175,0.6211051095930458,0.3483309497390721,-0.5723274821163429,0.3066208515977564,-0.9596044874069918,-0.9276775732352931,-1.0743760998153462,0.03404721521320653,0.816167000891511,-0.02306592442617017,-0.6720437937790251,-2.4426400451049304,0.1806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k{112}	=[0.27980342987357926;0.18139435701894283;-0.3601579299463749];
x_a{112}	=[-9.10920203418572,-2.491414203639258,34.48888666364613];
std_x_a{112}	=[0.5664965573028867,0.44201136420696546,0.7628778642743478];
pred_a{112}	=[-9.10920203418572];
% Application starting next step
% ========================================================================
%
%  forecast from 11.2 to 11.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.3
%
% ========================================================================
%
x_f{113}	=[-3.815407491836814,-0.36452123857862556,26.945404465696676];
std_x_f{113}	=[0.24836971585420473,0.35051570692112083,0.6083696212447792];
pred_f{113}	=[-3.815407491836814];
obs{113}	=[-3.708358399756085];
sqrt_r{113}	=[1.0];
hpht_plus_r{113}	=[1.0643431909734622];
xi{113}	=[-0.5127493020730634,0.002766355638968765,0.10249545870471755,-0.10099975950702467,0.06644814084133133,0.22080923151594556,0.3874911107688508,-0.0016329081847414884,0.19603172160693472,0.13153281759544866,-0.077759123243208,0.0942046336067408,-0.011499630442215025,-0.14421796462713665,0.3757689227641081,0.14476327936531286,0.007364321977514798,0.3747957983689121,-0.3288519771062304,-0.0904811550095963,-0.43580694164744793,-0.03449936671205833,0.10640850277544711,-0.14402353844650406,0.053036253273275324,-0.4980044623197215,-0.04815641187946618,-0.4132130802580858,0.02706256215520897,-0.018480969373875666,-0.07604714715627825,0.5125451792693192,0.22144351453077427,0.5242630139555091,0.41108047775897383,-0.052052027495407494,-0.18665570048499758,0.17462393530094333,0.00420683145945322,-0.018152177507368528,-0.04408048223867844,0.09755176214029282,-0.041361176919710196,-0.25482349770362633,0.23042249291166517,-0.1076893973819888,0.07012211382821665,-0.2734395745904883,-0.09809329031557423,-0.14816708186583805,-0.40365996181327857,0.033267448419887824,0.08764377956624081,-0.268154362227786,0.2202849847499153,0.10796654989941468,0.17257111580652218,0.31201543803900966,0.33668810358987633,-0.1251503732906909,-0.3083123586569392,-0.04234847090081173,0.15265200332161966,-0.3989558309557295,0.5849837240385032,-0.27825613269243954,0.2065364872586848,0.06388360375763602,0.03587252346568848,-0.39876609725445844,0.11249391485962912,0.13044547049289035,0.05070109126663169,0.041431633697022185,-0.3059608261956188,0.1297123006822103,0.08970474787507232,-0.6437894410972915,0.3949426311447253,0.19700738433283327,-0.02114461771631726,-0.3901940073648933,-0.07362512213249639,0.11385746179822354,-0.5097072661206963,9.188238810824423E-4,0.24730293421421834,0.07462628731644783,-0.06036095447217926,0.17029400833979658,-0.4185535437247263,0.21599310021239093,0.2517009275075024,-0.5894636501339208,-0.2534824083046865,-0.009006294296372896,0.001428392550622437,0.07046107501807652,0.41232114406548925,0.10288234055997814;0.2565316482856369,0.20728116164341392,-0.22470718210706658,0.6751419837724988,-0.07253796727794021,0.0405326231374728,0.26968945479733303,-0.029296368201823964,0.44065905129447946,-0.13677405452079677,-0.40067260450971437,-0.18317949389001148,0.2270456484779809,-0.10896693645254535,0.19288060360714876,0.39970064102866576,-0.08172657809129341,0.5849727355153491,0.46209899301393004,0.7242536682575557,0.26997211676446264,-0.06027062599810107,-0.1814851496174545,-0.9938405646818542,0.04260057337210421,-0.023326405736035227,-0.10592149000774059,0.8522882450680807,0.1960561612363286,-0.10181385509520952,0.29945772639060786,-0.3649476823175773,-0.4176296125129096,0.26845435260865125,-0.10927372933462914,-0.24554166548013984,0.31012429432701166,0.18790259953153432,0.006469897636256161,0.4379025525479293,-0.1344550111985724,-0.20969697085998568,0.3661866749930534,-0.6811131924342966,-0.1625022152144216,-0.2792165823524027,0.07679440635843582,0.09500880785275345,0.09043935989239216,-0.42186444813875884,-1.4770145327838977,0.20819603064097456,0.258781102748508,0.22308991040157633,-0.10811572011419984,-0.29001089318331946,0.004597539349973423,-0.08324856426302979,-0.4112647695969596,0.3561247777152158,-0.8007840188169988,0.23437826877122314,0.20122882369994358,-0.20343065994236648,-0.202155969234236,0.025764094858834685,0.489230537609625,-0.33622592570603166,-0.21486117971477064,-0.6773728973636732,0.1543606006958891,0.11941093573099001,0.12585601713741798,0.20281513292622605,0.5060921691882506,0.21446095000382034,-0.03081306191233746,-0.607220119273735,-0.06425178285595323,-0.4366867601305778,0.04737146294904626,-0.1031074932197733,-0.35922993538999165,-0.11790653288741954,0.13049509875815554,0.1788416178917922,0.08205567780456413,-0.042410828869528405,-0.16953194565637614,-0.01899047554052713,0.23493583141792188,0.003971299664574435,0.17876630906294882,-0.20755546159807375,-0.04799301856339255,0.2871858758935555,0.37774149275971164,0.2042744062713155,-0.142564666359482,-0.14696434635518946;1.259698876974923,0.2714889936891609,-0.45828449215519385,1.0071863328872794,-0.20627410637117904,-0.36267916793824995,-0.3890645261573482,-0.03073739713168777,0.17886812363144244,-0.4244349870896791,-0.34463273718715826,-0.4035310234450513,0.31832967251657607,0.15721470658674974,-0.46350993622370495,0.22499319251250682,-0.11024627658772346,0.0344779198747176,1.1800850838247712,1.0472637615467981,1.1386162185035218,0.00609796613345992,-0.4377551283237935,-0.9854261143016494,-0.03942581115877175,0.9207752249460057,-0.028668350047944102,1.7347927626429076,0.20004937395431455,-0.07389050384437468,0.5377887209756018,-1.5232321522955878,-0.9633631273570167,-0.6525352129153781,-0.9508098038508805,-0.19928290789224334,0.7331895183970261,-0.08924265042884727,0.011493816699903903,0.5727661492148322,-0.07776477260688708,-0.43477200514370296,0.5390712197092569,-0.36135534383609524,-0.6357958820648513,-0.12205918571025975,-0.02142778750214447,0.6516095728259117,0.30446947530580104,-0.24173666571277508,-1.0980080469914029,0.20001350701045695,0.16501634227273243,0.7800532307671908,-0.5678299947877434,-0.571630142097046,-0.3139246293760607,-0.7001966979120553,-1.2062107345882964,0.6762904067117717,-0.3963739233870669,0.3866151364675474,-0.0212258432394421,0.5166937608341904,-1.4257552293797318,0.5804503241315473,0.2220017504753784,-0.5492300026036041,-0.3212448420670917,-0.06632898966762113,-0.003613314267795431,-0.09712193228280697,0.06545404096178942,0.18003456576951393,1.1800774422145288,0.015753211105291598,-0.20380742477730962,0.5166223602511515,-0.8325969829924915,-0.9548084880670871,0.12228229083874353,0.6256010739451483,-0.3052244480371584,-0.34323990203139587,1.1224391950474555,0.22944516961383243,-0.35921719532407437,-0.18669153630381885,-0.08233096679574103,-0.3523778063532923,1.0686781374073995,-0.402899707451553,-0.24921324508742515,0.8924921112974502,0.43123828661308394,0.39065986129640606,0.46519726334307876,0.13910268955191185,-0.9956694359282992,-0.3638293242026833];
k{113}	=[0.060453424721600424;0.007919393751935684;-0.10572327930483835];
x_a{113}	=[-3.811188727655146,-0.36396858081183986,26.93802652828531];
std_x_a{113}	=[0.2415983472985521,0.35005143136161443,0.603199207098238];
pred_a{113}	=[-3.811188727655146];
% Application starting next step
% ========================================================================
%
%  forecast from 11.3 to 11.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.4
%
% ========================================================================
%
x_f{114}	=[-1.9426050562605892,-1.3195776157662238,20.806658184090733];
std_x_f{114}	=[0.27735198358740615,0.473026736767453,0.4022849142950017];
pred_f{114}	=[-1.9426050562605892];
obs{114}	=[-1.7716252662454839];
sqrt_r{114}	=[1.0];
hpht_plus_r{114}	=[1.0769790295526678];
xi{114}	=[0.07372766459819458,0.17817162035477252,-0.16294720218530157,0.5006927977713809,-0.02569433106498753,0.08583197113801377,0.290005898758841,-0.038276449625770814,0.4029743488386317,-0.07534824165862264,-0.3241620609899012,-0.08298030378589538,0.17070308209661422,-0.16170804106246028,0.20568967835952967,0.33915720610833233,-0.03581073044601313,0.518377884900566,0.24509202856007106,0.5167834862215972,0.10254617863399562,-0.05698042113718116,-0.10643656474103724,-0.79491351494878,0.014010113055209938,-0.12064064717217149,-0.08887848772863483,0.5267123680136316,0.1510999872039569,-0.05269045238589731,0.23277368166681023,-0.1810744425673667,-0.2603458140869275,0.3358583214069948,0.02118195617468155,-0.19646154076999855,0.17866529460603497,0.1400215911676692,-0.0018952743421849494,0.32357775060414595,-0.09768173255126711,-0.13699509733467896,0.2721097864031681,-0.5657936960595344,-0.05450494900237657,-0.23330733789560854,0.07801531942796203,0.02101279495558761,0.028989359518637237,-0.3594892377961074,-1.2100335747244853,0.14754373978107105,0.22321471585593922,0.12227249176593591,-0.02422818427745721,-0.19925560988523316,0.0583221022348237,0.027528908510866312,-0.2976823319202515,0.23078573872486885,-0.6762884613115128,0.18196202658193972,0.18967254317624782,-0.23042558306117278,0.06098914351362761,-0.026559910165092848,0.3935554516659081,-0.24811384830510286,-0.11999980533993138,-0.5981082732917231,0.1436710383475941,0.13121537530604455,0.10451536930232064,0.16945124664995181,0.28407994836125017,0.1906457453878565,4.7386118883263606E-4,-0.5967583325241079,-0.00721483461160255,-0.3097719471395888,0.016183327961569516,-0.1766917084969759,-0.29814872145302895,-0.0678164820731213,-0.07706151279643447,0.11739946680130742,0.12567102936218744,0.06662638938345777,-0.19574687810593727,0.08196615203415525,0.08386159701098816,0.07105140091683881,0.18446264354083586,-0.2742211067436775,-0.09189554326527172,0.22928979171763908,0.2706430623453515,0.17268055411351835,0.004903949304559285,-0.09738176056202064;0.4671550664529299,0.27480293115483856,-0.3248728852357343,0.9099966876526575,-0.11602703821901783,0.009042230482820823,0.2928529375702573,-0.03928589366632429,0.5555164386876187,-0.2138502099735864,-0.5280404368084286,-0.26753446367695544,0.30269347606739605,-0.10261152355644287,0.18940001360520564,0.5034785946344864,-0.11753232033790262,0.7137707640380745,0.706548385449424,0.9771287783778269,0.4656078467678606,-0.07613988226935442,-0.27471403418818796,-1.3476192023280535,0.04781383958099106,0.09492388863305945,-0.1437280692367935,1.2043311286485285,0.25605081516133477,-0.13604133725714673,0.41293417665541965,-0.61551925417653,-0.6246515539099142,0.2780745790154111,-0.23315310958043578,-0.3249526965046454,0.4592199024361098,0.22046470735989465,0.009599439105719476,0.5945669925352183,-0.18056130870472975,-0.3100330521445769,0.5057320236403029,-0.8780965886330823,-0.2662295663489438,-0.35474180860133453,0.09290558462364662,0.19607730660992018,0.14166710273649952,-0.5439490193720902,-1.9697378328087687,0.27185544484777324,0.32556227559376605,0.36464712545258016,-0.19547552530889312,-0.4134992212202875,-0.02707058137681484,-0.1771098906617372,-0.6415994400732834,0.5008795175376586,-1.0198167540997558,0.31730154822769885,0.23737474848675366,-0.17435418493239863,-0.3736803355730607,0.10031617775152357,0.6146136226085399,-0.47243964812343475,-0.30060952369586347,-0.8190126717999788,0.18312822318860777,0.12797316489918376,0.1566843761088943,0.26598188758284014,0.7487975813149433,0.26243613358297524,-0.05785034981874482,-0.6390682532870802,-0.1626157729126021,-0.6456425369423333,0.07430024751023634,-0.03924180383405096,-0.4744239284788483,-0.1900425078462702,0.33577962493058366,0.24175757166923462,0.05878086183781739,-0.07639228083070093,-0.2053492396565697,-0.06407658141830064,0.41322818973623054,-0.0409161411769714,0.18900423866163973,-0.11989025196066772,-0.003956161934031366,0.386281940606931,0.5039311164932389,0.2621816399315011,-0.27862203609747316,-0.22277418564542684;0.8303912166547072,0.05036885836411287,-0.21436611858812427,0.4787911474532258,-0.19234461275383907,-0.2845128913637929,-0.3091806331785385,0.038208221193819725,-0.05381026697413205,-0.27614801213730544,-0.13245582828017177,-0.36904643752622945,0.15575902235335093,0.3114736481652791,-0.2518152354513852,0.03847011308051762,-0.15099729963301556,-0.06689065578863662,0.8429791287419306,0.5949993994301082,0.7391720543436371,0.013552337299326922,-0.31312135958947707,-0.40892970914796933,0.07436781694071115,0.6309231173736656,-0.01509065323944725,1.081533696353418,0.10500152139087149,-0.144262025385423,0.1977241407649437,-0.9197312122365595,-0.611340220576718,-0.5424965982259096,-0.6618073815102825,-0.091937426128478,0.483499037189997,0.05735072097554905,0.025022375084134296,0.30916235866781605,-0.08966487454942396,-0.2708392100673116,0.2877140752126266,-0.11975453405818115,-0.46503437920978996,-0.051244301670287484,-0.04103855481566043,0.3967755285134338,0.2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k{114}	=[0.07147681379148275;0.11511749802938327;0.026850275569564215];
x_a{114}	=[-1.925009959616902,-1.2912397059495473,20.813267784721994];
std_x_a{114}	=[0.2589582490407623,0.44812382742730583,0.4023003852033225];
pred_a{114}	=[-1.925009959616902];
% Application starting next step
% ========================================================================
%
%  forecast from 11.4 to 11.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.5
%
% ========================================================================
%
x_f{115}	=[-2.0687727576894006,-2.8944838229100998,16.301708989247047];
std_x_f{115}	=[0.47045574105206156,0.7522218155964975,0.27495445036728006];
pred_f{115}	=[-2.0687727576894006];
obs{115}	=[-1.8305696139536751];
sqrt_r{115}	=[1.0];
hpht_plus_r{115}	=[1.2224543413906668];
xi{115}	=[0.3338382438852785,0.36995204702666373,-0.3407337089311677,0.7739982069228504,-0.09537959995910494,0.04267638250553141,0.29274567528988427,-0.18554846352804732,0.33512195841597614,-0.1737271166248151,-0.5466651797071691,-0.26024212083405684,0.19270008199660138,-0.09265438274079729,0.06843794682006621,0.5048352236608096,-0.07327079853340424,0.8537932873878484,0.7115883279195798,0.8853592509444985,0.40666578054183034,-0.12220965980734144,-0.33521539223870755,-1.4009853486010835,0.05798486563166261,-7.874817743740437E-4,-0.18379220700873278,1.3054571433843674,0.11469307012362573,-0.21071299788973707,0.4193876572349837,-0.5251101136177931,-0.9910957713342485,0.2602912002646156,-0.1806313551984151,-0.3140530208188044,0.40017334892602796,0.2762014630676346,0.0012423130008296646,0.4184874369592997,-0.21340966288699592,-0.6009587606308178,0.6626031653039153,-0.872948231663079,-0.22976005667408161,-0.36852290328619874,0.09499434305133203,0.15897862699362997,0.017190167969288073,-0.5025229539207299,-1.8343991242875126,0.26073826006482115,0.1787071617560394,0.47346422995327986,-0.21213780087771683,-0.4329050007094035,-0.014337159986141046,-0.09746430934888961,-0.02972428583778619,0.463567247790293,-1.0138097294418187,0.376455829265796,0.25092095092204847,-0.23671072382309877,-0.31506369423491476,0.18267323932583635,0.5725568476881506,-0.16657764774681638,-0.10109435041383552,-0.883332581744491,0.1723565894916963,0.1281587509203177,0.13761452826398934,0.36209732776385417,0.7821016484580041,0.3160588322516038,-0.05826458858378114,-0.7524830179089581,-0.1318127833154934,-0.8635640357752439,0.11976419767063917,-0.18864963934604928,-0.29607879145887406,-0.20232437743865095,0.22984793456403918,0.17260486829183064,0.0762006918165612,-0.01580907748987226,-0.09067744371655628,-0.06001890556180989,0.3722695564571219,0.11123977924071848,0.24863461710888934,0.11612215344881749,0.026695673544873344,0.3746012961023861,0.40695240930225807,0.26495953345250656,-0.2583773249716863,-0.06020768791583242;0.6470958017122541,0.5783667984187812,-0.5584092032675967,1.2470948402926343,-0.18082407196085848,0.015057563882558078,0.3953702938552537,-0.27487638741848563,0.49767378248679917,-0.3085387130158903,-0.854676442681487,-0.45830242034238866,0.3132005156749087,-0.09530957303260479,0.06238640649235716,0.7807656899261635,-0.13231810142164768,1.301543901012407,1.2191561562405406,1.4378910917857668,0.7375921471854934,-0.18423932243862717,-0.5681019747476865,-2.202563814561733,0.09980154471243718,0.10396562650285768,-0.30319282633851996,2.152902056254132,0.18819629606211752,-0.35542640141821513,0.6721895770192736,-0.9541909687833461,-1.6357326274758353,0.3167020113204262,-0.38920058734517715,-0.4878178586175288,0.6902475057120521,0.42881623052588935,0.00206699569023705,0.6781368242359238,-0.33907528955249333,-0.9783605373948183,1.0626626280747644,-1.3422837971329655,-0.4217881975952067,-0.5658737313274029,0.12856536213467562,0.3048181100418854,0.06360501230236526,-0.7757490881428128,-2.8338263680033244,0.4246333043725823,0.26802596247498034,0.8005057451998394,-0.3913074490227939,-0.7165119298299403,-0.07000007661967045,-0.23941505475608116,-0.10989265939443094,0.775083489996272,-1.5462083545361787,0.5989489769040346,0.37156141039404167,-0.293067943349421,-0.6776250474215186,0.336194748104659,0.8902204808362768,-0.2956691566211127,-0.19617600998072238,-1.309206602582989,0.2490035136867763,0.1742225878995436,0.2106752416642257,0.5689878051494537,1.318625378752984,0.47434447345303354,-0.10972422712877616,-1.0379059961873112,-0.2636464471677038,-1.412874377729262,0.2036353130909525,-0.19937501058247964,-0.45593878767085316,-0.34518799118827115,0.5224146831633454,0.2909006503758773,0.05724531734341376,-0.08604682072753844,-0.09830394786751162,-0.1646216562983649,0.6703689051547888,0.11915532209836499,0.34476008792367496,0.29358715011279557,0.0972230759775563,0.5970193585827337,0.6590616298748375,0.4111234879825725,-0.5190828071980724,-0.11493221224685835;0.4933296580725468,-0.08410979441496025,-0.054198661402406145,0.10046742766056482,-0.12694752517610297,-0.2470226364303585,-0.3556326857067429,0.052847588312797456,-0.21285612445562307,-0.160863346508215,0.09743911071786115,-0.20238288793916226,0.01319131932605444,0.26609003257041053,-0.2592834848776562,-0.14958531463089741,-0.09851522937508506,-0.29022398906574054,0.42931420127630915,0.17415287165266946,0.4130455719441102,0.028733037046773546,-0.13953289739583496,0.3264533773314007,0.0207048061670001,0.4575012389330091,0.029139241177702502,0.514578218126708,-0.003768543795032997,-0.06315896387202358,-0.0014921119817330464,-0.5050707279894908,-0.11226786402071909,-0.5309062750054068,-0.45951520840317883,0.02900245441135496,0.21568067201415886,-0.056593539728631015,-0.003671826231041564,0.051674806893025504,-0.013285900735841238,-0.03416224199848372,0.02586439475839697,0.26647516337924415,-0.28496129224533107,0.0872273819720526,-0.08988264261402534,0.22882391053594375,0.13632601935898236,0.1423555083213195,0.6482413031057348,-8.014106800082743E-4,-0.09434204843610416,0.20139643236825222,-0.25789590038990795,-0.11158152516716058,-0.2300279950516746,-0.4059254940843857,-0.3069247980229015,0.13561987293761746,0.3823280690126971,-0.019207831858970792,-0.16689079603752432,0.350993212877178,-0.8316727217627538,0.19902207637210623,-0.10106485022392775,-0.13475501468040108,-0.18263280663952486,0.4629599640966653,-0.11986459999162591,-0.16243451525335928,-0.048993651798568294,-0.08179312742606015,0.38703235621041543,-0.1471316132675362,-0.115766219178294,0.6985930236877671,-0.24585951763227953,-0.04673741574073276,0.051586460823074276,0.4255860599494028,0.05061457432352867,-0.11018518694361035,0.6804345901676001,0.05866147784894693,-0.27593680229449546,-0.3297034937328398,0.1712855700081164,-0.35630868707870356,0.3902153583318899,-0.31162980190264555,-0.24045754984369694,0.4998428376062449,0.21693832492445253,-0.03338845376669397,0.046478401950885484,-0.07638555181984685,-0.46356338942293007,-0.10849349243388318];
k{115}	=[0.18197353787267187;0.2904351975520834;-0.005588143984018206];
x_a{115}	=[-1.9783356094829958,-2.750143435222784,16.298931795312207];
std_x_a{115}	=[0.4300847658727583,0.6854913209467905,0.27554643008145724];
pred_a{115}	=[-1.9783356094829958];
% Application starting next step
% ========================================================================
%
%  forecast from 11.5 to 11.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.6
%
% ========================================================================
%
x_f{116}	=[-3.4663815173737205,-5.804650960713318,13.526896478806355];
std_x_f{116}	=[0.8007162953661714,1.316599242103533,0.5349668012173893];
pred_f{116}	=[-3.4663815173737205];
obs{116}	=[-3.2212388193692374];
sqrt_r{116}	=[1.0];
hpht_plus_r{116}	=[1.6438136267919243];
xi{116}	=[0.513845377105659,0.4643739968737517,-0.5369961147738302,0.9074495603468353,-0.5124869608659668,2.410983221347042,0.28369317572525965,-0.4063227823134934,0.4336962718471775,-0.6586028618068327,-0.8898607270693542,-0.5031080779252375,0.2059632099570754,-0.2190785843184937,-0.1254448551561569,0.7115913171882196,-0.11317419444430943,1.2021026287126686,1.0749186784192921,1.3736163988760013,0.6942135005285159,-0.22949792438833994,-0.6081935043348756,-2.082036073407012,0.7153493223098959,0.04328966474085272,-0.3390333511551651,1.8643496926052323,0.48160216281298895,-0.2698387777388773,0.6237716151376662,-1.2299872127763272,-1.6565146305936476,1.0324404569734429,-0.566728292645156,-0.39653755229797927,0.5751396182373485,0.2247246357914725,-0.03799382419440711,0.2238775284954051,-0.27818194886962777,-0.8594722346998362,1.8104638780363334,-1.377754479251522,-0.20381452526213995,-0.6176748998068402,0.49765185799589684,-0.5103494549735226,0.5831455263029941,-0.8853475701623723,-2.58610134603398,0.5032656117659604,0.14833994249259197,0.6961933566125804,-0.3235213164324584,-0.7265106770648493,-0.27388416031976126,-0.22317649746953716,-0.15756551321986878,1.553810166716497,-1.106299216264246,0.11887936920495035,0.26371200053662447,-0.4195340388354203,-0.7079658270482354,0.18318543479405802,0.8798630087094828,-0.375323988016266,-0.5510490579490352,-1.313835750959845,0.1788285399927556,0.07585780032683376,0.9586940174542615,0.6742615841845656,1.1877139606575984,0.38565846596394504,-0.3079811937268033,-1.0486687832064807,0.11038513210417111,-1.5834149193331517,0.20065113168108661,0.11704229641527464,-0.569710597153001,-0.33898809503501504,0.36714922595458965,0.11327152813505847,-0.22931870575208935,0.6104019666606981,-0.08973968444579716,-0.31186124626186285,0.39994630364671524,0.01823921728796618,0.22024759072717615,0.2730982768265213,0.11507830486072468,0.47009747814775693,0.3020237035562805,0.31665101846366195,-0.4267647208279697,-0.6095529796605068;0.9132297399917411,0.750130700758711,-0.9053755429623207,1.5206871889529543,-0.8796298730653795,4.04197193124827,0.41551366906325526,-0.668917816169297,0.6683069030182303,-1.1161877577387989,-1.4562248112640157,-0.8759743198424053,0.3321339295467505,-0.33454262510729205,-0.25621988753584635,1.1586740597272733,-0.2128377621512092,1.9698892920748272,1.8322623380080154,2.3007185530555634,1.1995286333449844,-0.38608335248751846,-1.0312514300966686,-3.2936852933170764,1.1813605408659278,0.1258424009647081,-0.5653965825771587,3.1581325929101247,0.7881906026434145,-0.468921281400867,1.0236928169454727,-2.114337291407497,-2.7183725543694406,1.6509012927011257,-1.0224215837107646,-0.6578330368987872,0.9730767634345057,0.35693530115229066,-0.07735397530967081,0.3636988027415491,-0.4739703085244278,-1.4348709190702529,3.036841616235875,-2.200372933063252,-0.39245953535290923,-1.0117460640026348,0.8055251695915997,-0.8109251748852602,0.9819962280858672,-1.423961517083538,-3.9857799932391975,0.820530702163337,0.2211825607621538,1.1831686117007543,-0.5845106974134042,-1.2327505716045613,-0.4957103604492241,-0.4416232848511257,-0.31703503100142605,2.6154813685335316,-1.7457768700910803,0.18045247520269925,0.4022717747573843,-0.6451803105460989,-1.311537077614208,0.3177335186264951,1.4439983637460543,-0.662064021517673,-0.9475185261376522,-2.055206473777843,0.2645540060820455,0.09263483885367929,1.5851767761106332,1.1034386292833664,2.0190612998860495,0.6066234672785402,-0.5374172942040945,-1.5859857480381985,0.1295854937144627,-2.5884667131261407,0.3239069598404969,0.24403219480097071,-0.9334902872338535,-0.5956441454464478,0.6862965587368457,0.1881656720172531,-0.4365482918623087,0.9643094840298971,-0.13954940766815582,-0.5811143628445983,0.7077130699542575,-0.021504915603349772,0.3183865886350148,0.5095059977139877,0.20899455940370348,0.7632382481590803,0.503996390466213,0.49979013856103105,-0.7866823700446188,-1.0325008323732652;0.05384243836722291,-0.36494380711561725,0.23656187068688794,-0.42163146404247875,0.15829146781514858,-1.170393275902157,-0.4803533103838067,0.2358356889298232,-0.43579169231290216,0.24146068424735034,0.5970440033679392,0.10315349386903172,-0.1585115406800508,0.2834984579066173,-0.17886656259922695,-0.5335945123279267,-0.06412373411778383,-0.8381087964192666,-0.24365934521099142,-0.5443894201333634,-0.09147748019020341,0.10439900531924629,0.2210058347782642,1.7588780481256663,-0.4140885435071944,0.2780836049165192,0.17026580596537144,-0.4284534251871186,-0.31480660884403555,0.05983602148269718,-0.3772970632903423,0.39329532305246495,1.0283848344539646,-0.9716837292938276,-0.05238920700580252,0.20628984511571424,-0.186691992839064,-0.21883352629090425,-0.036196263053746236,-0.12897777286979561,0.0944341696414206,0.47252750538229016,-0.8092870461231225,1.103852156205651,-0.15516040882729243,0.40204078576626756,-0.3927758277957665,0.44910140310598656,-0.26223527371110045,0.6276234604916482,2.500387074477894,-0.32059655305791246,-0.2057188168511246,-0.25639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k{116}	=[0.3916585288615684;0.6436442408630952;-0.22940517884927653];
x_a{116}	=[-3.345832689095318,-5.606543289498494,13.456287712563833];
std_x_a{116}	=[0.6379511231778037,1.0540471978069865,0.42952941212436896];
pred_a{116}	=[-3.345832689095318];
% Application starting next step
% ========================================================================
%
%  forecast from 11.6 to 11.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.7
%
% ========================================================================
%
x_f{117}	=[-6.850890238238093,-11.79858052426325,14.287303959006717];
std_x_f{117}	=[1.1980921931820752,1.8649885044424095,1.509203748206575];
pred_f{117}	=[-6.850890238238093];
obs{117}	=[-6.686925126553797];
sqrt_r{117}	=[1.0];
hpht_plus_r{117}	=[2.4390152935326395];
xi{117}	=[0.5961951246963109,0.1345088696515946,-0.035538716427207184,0.9404515169635914,-0.9208015231890156,1.0626969895506608,0.1769798652965493,-1.2890603944787982,0.38864132942320495,-0.20630728451178015,-0.9289691106214653,-0.5908884044651579,0.47146205953983866,-0.2302979102803926,-0.19380198706445562,0.9887892229700075,0.606220777647251,1.9187982130463483,0.4234678972478134,3.039804809317852,0.8396078584053495,-1.761646538604153,-0.4810327828240766,-2.9640536004629014,0.31253309591331035,-0.5047183492973053,-0.47506021208210036,5.787259489419564,-0.025991094192663766,-1.1764921644422808,1.1528212499711126,-2.007755526366515,-1.3411725816022573,1.3278969686563515,-1.1344760845213377,-0.562575789651584,0.5912831571058943,0.02089843873607311,-0.11659023416919023,0.057941861389706695,-0.3491594856012732,-1.1496756958934773,3.526699985855224,-1.581824144819536,-0.5975122615714312,0.01455906637891502,0.31392714459053295,-0.4642411556299644,0.8168493249774791,-0.7282379654127444,-2.2000296207728267,0.5721558321616538,-0.5759083758327614,-0.03456829035499531,0.06982663995231064,-0.8273561989036455,0.279959187977056,-1.5490684930262484,-0.5742664014974528,1.957922285821664,-0.6251088727332315,-0.4154405731461992,-0.8522276844682581,-0.6952873972489115,-1.6997800990364889,0.8978198225993141,0.9464544239193042,-0.145536019390347,-0.6512487624662517,-1.278696050575637,-1.0803627623285372,0.7389754523254979,3.139754158375866,0.7948987010220252,1.3831341609333583,0.19430044444121908,-0.3270889329030382,-0.18067717329879773,-1.3810820043484222,0.4306992163491188,0.09518904888784263,0.31081346327805903,-0.6532071901347729,-0.03195520505547389,0.22035526185516474,-0.05841202041304072,0.2600827305152027,0.6110129365941495,0.19506978902937178,-0.5637596570037315,0.7410864969893458,-0.01095305380058953,0.7705924862994982,-0.424056962230531,0.5916684639401799,0.5563117061837941,-1.2756892189216211,0.23223770635837937,-0.7906345285978533,-0.7803321858872136;0.9259078613168441,0.113376180772784,-0.14389279983508807,1.4051557451555556,-1.4395118845525232,1.6341090372294271,0.12364397527319149,-1.9031901192588556,0.47918208283691754,-0.41309897074596336,-1.3815318983966307,-0.9900626930230327,0.636803261555432,-0.3664215185410562,-0.4237485049405354,1.4352059310108576,0.8239613492896893,2.943472597703101,0.6671831723612094,4.91189243021616,1.2893744194680838,-2.5240682739829623,-0.8107353351764086,-3.7080524931548293,0.40615651303017053,-0.7238948290486551,-0.7750860279602847,9.840026253269329,-0.10472799571067526,-1.7784197595219933,1.7200307719467283,-2.955524102213909,-1.9502832731199486,1.9308018032419305,-1.8150524707837796,-0.8916271593349379,0.8724038178414979,-0.05643786662379391,-0.2569703009574589,0.01884227517576953,-0.6025881072027612,-1.723237730448668,5.75831163520636,-2.183120904538825,-1.0156311755491743,-0.03373551532157748,0.38740178062010244,-0.6992925110531516,1.2064493847812887,-1.0914321709337589,-2.669874404739149,0.8018362991272117,-0.9472681028590415,-0.07409887667203208,-0.036703126356661286,-1.3013906579912913,0.30229417719846197,-2.3584619675493403,-0.9880387246914584,3.0811923731450612,-0.882782961215252,-0.6848997374587249,-1.3666668468860124,-1.0119604101226134,-2.674451299741106,1.3388649285320078,1.3790906713441498,-0.3273810305148537,-1.0704484467528221,-1.742752881592473,-1.6570613093167221,1.0310215404299754,5.0506705073875695,1.1304221628502624,2.1725969024382437,0.1928288020371962,-0.586233317770823,-0.17188718012621607,-2.100862457770109,0.6061880082676563,0.0716831105219331,0.4744066513727887,-1.0179761814196429,-0.15285293222687102,0.3925883872012239,-0.15260581991895172,0.2510737809828534,0.8022343371178629,0.24169757430938432,-0.986002527031479,1.1312086898984965,-0.16133725705151747,1.062320536744453,-0.5911889936594417,0.8636680121611651,0.7672192452320985,-1.8794525032644955,0.2557204879693451,-1.3423832643906088,-1.232119854550513;-0.6228322896795113,-0.3940694693815292,-0.1491763473741461,-1.2618447840864082,1.1020954571049888,-1.296676683500003,-0.6441774278670227,1.8234156714641045,-0.8071003026289496,0.03617057397279844,1.3051425807580639,0.5603463802946447,-0.79705385057607,0.33038504876969554,-0.07641047327448725,-1.5130327743363203,-1.0532167629157474,-2.5668291812258346,-0.38169226455866223,-3.2972736385679156,-0.9649635184571501,2.5862945082642597,0.4416058485657164,5.351822464595493,-0.5525104483471672,0.8532917290152273,0.5184430143343022,-4.656265486181322,-0.12454991836968077,1.5424889953773135,-1.6193971095602908,2.755294404995727,1.9489059878928465,-2.1176207997145315,1.2282216690979144,0.6483706562512204,-0.7923089631056985,-0.23722931569979977,-0.02071564358534772,-0.21147365492893044,0.2956390195597187,1.560860868108671,-3.69320034714368,2.5758439553210586,0.47840041639051023,-0.11788751523818597,-0.644715202947804,0.6661727649524973,-1.139365513949672,1.0224967563292147,4.30369353554903,-0.9142015546964721,0.599661079561848,0.042606483010944274,-0.439468256157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k{117}	=[0.5899984708371335;0.9143631391167515;-0.7137082343860617];
x_a{117}	=[-6.718260667662786,-11.593034922901131,14.126864870904706];
std_x_a{117}	=[0.6946164654160742,1.0791004597448564,0.9657223290318722];
pred_a{117}	=[-6.718260667662786];
% Application starting next step
% ========================================================================
%
%  forecast from 11.7 to 11.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.8
%
% ========================================================================
%
x_f{118}	=[-12.719832553944073,-18.713960766254182,24.699927910973702];
std_x_f{118}	=[0.8324173851376104,0.6448943944459365,2.4145788452494106];
pred_f{118}	=[-12.719832553944073];
obs{118}	=[-12.868081623260519];
sqrt_r{118}	=[1.0];
hpht_plus_r{118}	=[1.6931047904641021];
xi{118}	=[0.13573006701457935,-0.3121699798644002,-0.08996704323590521,-0.2007492222168299,-0.6319709138524683,0.3067309417582358,-0.48113485590053173,-0.5142705439862727,0.16996244406917427,-0.3246004601640742,-0.4912197765110431,-0.3610972824704586,0.08291144971608233,-0.5750679681519912,-0.46483630584073765,-0.007765004001756282,-0.48984769537088724,0.6539140899188514,-0.3037327781952861,1.181901981118175,0.48864222597881657,-0.5581791104516718,-0.4576988517641798,-0.5216554149241173,0.5101853297178689,-0.2940766780062738,-0.2712552746793886,4.337093976851749,0.17332357787399033,-1.0812876262507025,0.1988645632453192,1.0498530995549888,-0.4473889645346887,1.943237630622221,-0.38967456198863815,-0.5448578093694287,0.18018215990356623,-0.18710939020008865,-0.21530400755231582,-0.4017291647685379,2.302520818946153,-0.5213671084943847,1.9918724191183799,-0.3488978901418349,-0.6548024230456679,0.08006170564093296,-1.1740911811160206,-0.170388764367301,0.5410469835934979,0.04148715643505696,-0.5514816670352687,-0.500147652407394,0.3707736095906231,-0.35739609429312935,-0.5173647829443411,-0.5036826137344939,-0.445616806132481,-0.7711676601806374,-0.6201373927440166,0.7160785907046545,-0.32722257669903243,-0.29547010075166646,-0.47948762818453616,-0.4003721707587964,-0.8280495174791778,0.18968611063385765,0.22975460592176766,-0.21817440902416863,-0.6369407209953497,-0.29104815219354485,-0.6948131027000368,0.48494960660386255,1.5700190273280565,1.318772351235248,0.44885187642676705,-0.023938143055268313,-0.2179350135226681,-0.17732466955566117,-0.5435673775996346,-0.4112225757065495,-0.1262547046914797,0.26647846594297064,-0.5624420599255462,-0.9975688714699924,-0.19909896038406494,-0.2974865323144673,1.9307685507396108,-0.11893698143368603,0.16510329489563524,-0.5534475634691205,2.5380553675280684,-0.4404276231194437,1.1040269789038284,-0.26833056978421865,0.16576778380743562,0.18311838812617331,-0.5095293794267182,0.3622556195864135,-0.6346877378813041,-0.4050169860372943;-0.055697005257197674,-0.3780136915700645,-0.33192782041558644,-0.2783491586334854,-0.14304243396922445,-0.08715392103556496,-0.5453663581226493,0.11167805325171187,-0.3822406815219246,-0.3643731292729946,0.01712106886033382,-0.31173336631791315,-0.3211487917638536,-0.1064400954617426,-0.4466882182374441,-0.3993634283058789,-0.447878210610579,-0.1064713226635412,-0.06846429437175772,0.6174913725147313,0.013094017905750377,0.32854915295722975,-0.29255852629239243,1.863391981931418,-0.14463906662394166,0.04721209610992361,-0.2243118689076553,4.584544110945805,-0.24148906842306772,0.18764048155580326,-0.2789470309390758,0.49747444772184224,0.16055574776214954,0.6386053239303031,-0.29487576037154994,-0.17898481229869745,-0.17938489656722112,-0.35756923648860806,-0.3140825378975265,-0.30260335329308674,1.1565594283215255,0.012651112922615226,1.317874445944721,0.47325636528200477,-0.3570954888415869,-0.2249233681452978,-0.18596553208107025,-0.07090085512425048,-0.12037836583490247,-0.022168528457243042,1.6723827435730882,-0.3589303833665838,-0.1492469927708413,-0.17267704484318003,-0.48082094025694744,-0.16780206104758477,-0.4838822968211467,-0.010423168654750015,-0.3739785894136851,0.15226729416907858,0.0946378237710448,-0.25750742841369956,-0.22327663131866515,0.04612790643524178,-0.2013439194919897,-0.21216451174538875,-0.30455948985050796,-0.3733364094422029,-0.25345968279505726,0.43322401645499653,-0.06142632166661954,-0.2794787478454239,0.7712150182325068,0.24858206129645666,0.0537194748735601,-0.3880538211162694,-0.32795032701614346,0.16635158919395465,-0.058370339654022274,-0.2684254003749338,-0.29941568332773016,-0.055695505910595244,-0.11188780723510305,-0.2649237208586399,0.03330854015244711,-0.27929836765456884,0.6666580627115515,-0.5213959918095732,-0.20531006267598784,-0.4144512755476448,1.4674638698905582,-0.49904770925512665,0.02629747938877358,0.04815315038261048,-0.20454020274358697,-0.30850448448668644,0.09718917066040689,-0.2642119396968923,-0.4102431599428833,-0.19400676593518895;-0.4370647884305683,0.5799513090861907,-0.11375689906721931,0.3392998665908742,1.9870752721769485,-1.1245746688764342,0.892918999523534,1.9840459294607768,-1.1146832732692253,0.6442191976788259,1.76599275309756,0.8512073162746177,-0.7063308240087807,1.8546582444971556,0.9920621771308973,-0.5173555279502722,1.0606929940622898,-2.447989991220311,1.01484939606706,-3.194411451502969,-1.6224273739933075,2.4204695305992736,1.1975804057273045,4.343440374664002,-1.9619803607257893,1.1591952478565943,0.6617768525903003,-8.599307412636232,-0.893675168603739,3.860884385759004,-1.0580248385532478,-2.9065498606889157,1.8359322865031196,-6.279552471244553,0.9608447752843858,1.6547365415364972,-0.8232928612858608,0.19893937160182418,0.3468116389676936,1.0089888587095253,-6.758510758928292,1.8541442968878172,-5.149752051585356,1.9567158748013433,1.7647824825776937,-0.5337439104340049,3.639136999256941,0.5580018795900443,-2.0305039468154007,-0.0884527522656775,4.184804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k{118}	=[0.40936910365371604;0.21537336139381905;-1.1412909996145013];
x_a{118}	=[-12.724728039169074,-18.716536332165607,24.71357616428877];
std_x_a{118}	=[0.6171230633163217,0.589249307506492,1.8076766801098154];
pred_a{118}	=[-12.724728039169074];
% Application starting next step
% ========================================================================
%
%  forecast from 11.8 to 11.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 11.9
%
% ========================================================================
%
x_f{119}	=[-14.238053788961397,-9.707533401480458,38.775001230287415];
std_x_f{119}	=[0.5386508667461054,1.6677479075484336,0.7681446997479947];
pred_f{119}	=[-14.238053788961397];
obs{119}	=[-14.394061365509346];
sqrt_r{119}	=[1.0];
hpht_plus_r{119}	=[1.2937597113613197];
xi{119}	=[-0.5982311897451673,0.0632955993585611,-0.14231851448080945,0.005981693433783519,0.19640435140361134,-0.29639467032816746,0.4971322426928779,0.309740501508438,-0.28405020290731464,-0.5350327354534663,0.4490359856448496,0.09119529267592696,-0.27508512696715215,0.3587339316823659,0.049676083212961686,-0.20809488377675045,0.11771630196172822,-0.529818103944951,0.2565081423480926,-0.42969957920601587,-0.32500214511736303,0.48246761187173526,0.17045361841931417,1.4597649223731697,-0.509626897149797,0.4080647197766982,0.141365610784149,0.5828424155850325,-1.1763018143376502,1.0469452685713545,-0.30498874633103235,-0.024428935818491482,0.3584938689226149,-0.9646508830426495,0.3778274138056794,0.41225049277180936,0.33153733479936065,0.5673510632790908,-0.12711896369810383,0.2160048907853156,-0.6521607257036308,0.9699098628639167,-0.7714008283811129,0.34609119975135805,0.27237264686871043,0.19402471438386826,0.5700185989339346,0.19675504501727836,-0.5194758078461472,0.2176741485645639,1.4787992805399703,0.12424439498462192,-0.46232175006191234,0.27168316880024257,0.5019999017841013,-0.15656221803523707,-0.33447529397983367,0.6035639588099002,0.10473803935763648,-0.7247528220376314,0.34722933027704705,0.22326961390715105,0.03448150195046118,0.5198522668599743,0.4988032508694893,-0.20815008192533568,-0.47872433115734836,0.6904326494457909,0.3784416607682246,0.7011993325809147,0.5769660487354198,-1.3410400428092029,-0.5495564409282139,-0.8846444697331055,-0.2593009668574595,-0.32739209628109656,-0.14249225124522624,-0.013702799234341256,0.8129984963749539,-0.08802180917790103,-0.32067684433025256,-0.1787991698103486,0.17877240290094498,0.637080793785282,0.23667316988655784,0.04968490910141554,-1.1613033305087157,-0.4302452403524537,-1.044678267444871,0.09735697583433378,-0.9728445213722736,-0.018589631670179685,-1.0305458670064578,0.09364493511854732,-0.02076440071198249,-0.4986557252179953,0.3945155647161158,-0.6353840955985195,0.14668536311727287,-0.4632473628344229;-2.173141368430393,0.7835874979707071,0.135746363674782,0.45785313118762794,0.40759204688729866,-0.5947518984667806,2.5713104643666806,0.36649062830371903,0.023858724619929106,-1.6679896427287506,1.1635631821440438,0.6830904963322286,-0.2202832422636991,1.0180128301747597,0.717733052801405,0.1389862855405113,0.9712578470085145,-0.995888991111217,0.811388305031814,-1.7454657467317674,-0.7086287073215054,0.5148080510457742,0.8405552416524475,0.9368916547798491,-1.0215456484143903,1.1258216810112867,0.7623287595770147,-4.0327822032269065,-4.163781303032065,2.496662722025201,-0.2690406181318803,0.0198308325601122,0.50096210413815,-2.7168945377750333,1.6913297007478096,1.3930939527921744,1.884336356814857,2.7009933791040295,-0.011853254946137426,1.079406318423647,-2.2962659396283414,3.0573471489060067,-4.024941122343268,-0.17124459372064216,1.1374188813777533,1.358180836849952,1.4352524712088783,0.7219547809217435,-1.0867079683624183,0.928894936904884,1.4321384507892105,0.7548205989564547,-1.0171762931245283,1.0514594684420757,2.407393790205253,-0.8033667873339887,-0.678082539862034,1.5408684191480972,0.604867228186464,-2.443188304204835,0.7547224001264112,1.1404504456024966,0.11719005175988428,1.4440471222490512,1.5148381605853025,-0.07146162929190147,-0.8776423211765838,3.1518339603324144,1.3462961915060632,1.3770903616189418,1.6050561973117397,-4.270843245096858,-2.032086306566365,-2.402762450077015,-0.6245791068265518,-0.3836467977585052,-0.05825885129077868,-0.6860930459572518,2.628576943931529,-0.1779361277782101,-0.7062263381265286,-0.2506206587175459,0.3632543664899277,2.0239761168778703,0.5923130643984376,0.4931011136682688,-3.7184021821421265,-0.5588962248001632,-3.6636318319700845,0.7379690096897029,-4.242188227819817,0.5857162205435902,-2.726057225255886,-0.06955353501669137,0.5797829399934766,-0.9949643190903927,0.7553629541301543,-1.422317338471455,0.8324340489612165,-1.890911817998381;-0.47109591696049335,0.5037138040195543,0.4267555343221261,0.36793991404282167,-0.0956227666899423,0.17951414606132232,1.0006387110750126,-0.3645484361693079,0.6476898418250912,-0.19633121873026482,-0.018009454737203612,0.36398436106174614,0.4439787777522781,0.0520608955621924,0.4826043945663514,0.5807545719653717,0.5303532701631823,0.3617754091428793,0.11797437910730224,-0.5092259488641915,0.14129708361068793,-0.6308991446386187,0.3158952943501987,-2.4086079722947034,0.2981784790784019,0.054087967980223084,0.3278227074251845,-5.115869607172726,-0.8558970628294773,-0.21308244262984033,0.46160212215657026,0.08044511870201632,-0.3480106403565131,-0.14959589812987417,0.5644995356768163,0.25702671938966404,0.8202905900579225,0.9824671953795274,0.2800678448290199,0.4234872992538996,-0.5088140251994631,0.4273346034793377,-1.7266483353668463,-0.8951872346435152,0.347346283538144,0.6985100857236546,-0.08782835620181828,0.17895616766043787,0.26888457443802594,0.30907038560181377,-2.000508675021969,0.3557876202057315,0.19018891853094289,0.28354471759226385,0.863838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k{119}	=[0.22705894207527905;0.5982831453295748;-0.004487597100221871];
x_a{119}	=[-14.246614012647473,-9.730088943688227,38.77517041470551];
std_x_a{119}	=[0.47647200023334835,1.5478397019303367,0.7679198661989003];
pred_a{119}	=[-14.246614012647473];
% Application starting next step
% ========================================================================
%
%  forecast from 11.9 to 12.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.0
%
% ========================================================================
%
x_f{120}	=[-6.789958280448474,0.7632706788500894,33.19461441111123];
std_x_f{120}	=[0.7517074284401297,0.6615160659319432,0.89350503648044];
pred_f{120}	=[-6.789958280448474];
obs{120}	=[-6.600314628515348];
sqrt_r{120}	=[1.0];
hpht_plus_r{120}	=[1.5841943144415782];
xi{120}	=[-1.3761887190647357,0.5344431339921032,0.048324885000933016,0.18331793023108833,0.3466202272272074,0.31510483776677845,1.4131232144875447,0.12301203105838798,0.007329950494979975,-0.7682072061167613,0.47643864299283933,-0.15221729997564637,0.04376799708821277,0.0028698543021405953,0.27263949326010994,-0.3572390347429959,0.5039548536168681,-0.23634114372550297,0.6657561886441572,-0.7703063081781529,-0.2863162320529282,-0.21799537306820405,0.24127524707306325,-0.7225358872272194,-0.17835563239380114,0.41840639903140797,0.6264225191827482,-3.159043292286821,-1.5329015893888585,0.6941678480777798,0.02526729026149077,-0.08509340182072833,0.07477699356954837,-0.9330455393921113,0.2155943444555346,0.5778380859518384,1.1890699795186084,2.055130531064907,0.013399031731177402,0.460572720947928,-1.1205350946987576,1.1456846200010018,-1.5403240190639167,-0.4755459975941809,0.6072287590551779,0.7967959815027079,0.36875366724485037,0.2866465541488301,-0.18136390490185939,0.3888273285055295,-0.449843664334205,0.31825974749052843,-0.26685347389329994,0.397240787169137,1.0088266811267426,-0.2839539739393082,-0.2325335922431817,0.47727061061447973,0.43242151021128983,-1.144881860244788,0.22214910987587988,0.47710197847215774,0.10512036865454366,0.40730155206773855,0.3551932059584617,0.1626338687653739,-0.1519767551275475,1.458165824648927,0.5747496819200864,0.5158689914788379,0.5494718788997668,-1.7341170852380472,-0.5076627494869763,-0.7385985476004935,-0.10775916782630368,0.34430444364762547,0.042340093901232834,-0.4230623176972754,0.9427727465792195,-0.18457315977849031,0.44225967757988904,-0.035317395194165435,-0.15211573848045834,0.8168949673805717,0.3013709398490487,0.04625785420034578,-1.5399640727487665,0.2520745460498093,-1.3045520101263932,0.2465886500986585,-1.8383676691392683,0.422770470634239,-0.7484657489918574,-0.09812144166946002,-0.2623084589044282,-0.28034938972006174,0.46118947100955765,-0.23234338626264872,0.7777343450752703,-0.869617810506246;-0.2270380740320619,0.42172866480916005,0.3110812988897471,0.26222431948988945,-0.09879514397005129,0.10280382978863178,1.0561181147252283,-0.3614669200042036,0.5043572699868939,-0.17806293093848102,-0.015069064442155389,0.2634842572136371,0.3158401586336135,-0.01075014500685445,0.3695747631501529,0.4912114010996098,0.4401185540067125,0.2571334210974865,0.14028818801137466,-0.48066353852082605,0.05954021325082659,-0.6206850836411398,0.22730071936391194,-2.1787378343497155,0.1855159759919751,0.03131941390633497,0.2906629896317865,-4.232703303996459,-0.5715280143159476,-0.10033771382316459,0.33701005352162006,-4.197299354701256E-4,-0.36156625925590374,-0.08260873434049998,0.4441295381807979,0.22783273081283328,0.8360875451692382,1.3150881720727416,0.17756082222896752,0.33985586095967846,-0.3744209808935666,0.5257290580292986,-1.4730924944132222,-0.863835316069416,0.3112061964712143,0.6343199689322183,-0.08397628158752124,0.11768876921121996,0.16119438802848862,0.23509352132871053,-1.8129895506401472,0.27419217559995257,0.10164530053325582,0.2153326675802043,0.8206305898445951,-0.3564773725741692,0.09179825256952123,-0.031426667976314215,0.21742473217189873,-0.28142025870627857,-0.1469363829052892,0.37228967942151203,-0.04136993314917892,0.04049440013758121,0.10737211129054025,0.2969253350200949,0.2331285532602697,1.1154202063333145,0.25360343988289724,-0.28198458569003276,0.07890700601317746,-0.09673513704751668,-0.5015515248734426,-0.02897631472706763,-0.0109266888431645,0.31668041597341623,0.17393038957859708,-0.5530358794655863,0.44251469262833365,-0.027289888326583522,0.08915290892664485,0.11068590023208325,-0.14857930853220236,0.292498422398656,-0.043581896345513016,0.21171354554432786,-0.21848314702432758,0.36342712830680135,-0.5511906525163717,0.2937342864929178,-1.07089653846307,0.4280684601029108,0.03399187006569926,-0.29128282134783756,0.44375853931330056,0.19462124136312742,-0.19173412927845002,0.14752349616888027,0.35532876753753584,-0.5072684503168108;2.0333527342435005,-0.5236366199432609,0.15330601987211168,-0.112909013634372,-0.664978049150541,-0.4333358863796448,-1.3392259651487421,-0.5252892638082258,0.38556081347149274,1.0874784137403637,-0.7973205906948593,0.44098248596471024,0.1836810717285431,-0.026209430035052605,-0.14455230394933238,0.9480190310139136,-0.44871866778085945,0.5783472222047195,-0.9684573942972534,0.8361013319762662,0.49658037291553114,-0.17184036339590136,-0.2153893608323827,-0.6538234184416325,0.427518623731757,-0.6657292222084052,-0.7592410766166608,2.016851904294356,2.042915050830082,-1.232976286787558,0.2106377829968693,0.12268631053606072,-0.43853640157315255,1.4152477144614792,0.0073443386918299325,-0.7465222062634851,-1.1886956412601677,-2.07984040342134,0.11390324019393461,-0.4660001492973791,1.4860959700409495,-1.3803053124254383,1.3325121941814686,0.055222540804891196,-0.7319401279146049,-0.7508478881950396,-0.697166289573488,-0.37254059204916956,0.4153055459703552,-0.4395818305819006,-0.7933014250607613,-0.303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k{120}	=[0.36876430442657177;0.23495895034845293;-0.40786358681803175];
x_a{120}	=[-6.774425407384954,0.7731674815153448,33.1774346210794];
std_x_a{120}	=[0.5431100702518873,0.5864528678596421,0.6686153915630465];
pred_a{120}	=[-6.774425407384954];
% Application starting next step
% ========================================================================
%
%  forecast from 12.0 to 12.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.1
%
% ========================================================================
%
x_f{121}	=[-1.6081532395955902,1.3374561180432591,24.994836183350817];
std_x_f{121}	=[0.42185542429059564,0.48566022685866356,0.48910328338821485];
pred_f{121}	=[-1.6081532395955902];
obs{121}	=[-1.359821598713169];
sqrt_r{121}	=[1.0];
hpht_plus_r{121}	=[1.177986303917083];
xi{121}	=[-0.04905289445860772,0.2685943276921574,0.21430731270118475,0.16328938272225102,-0.5182087089573453,0.015204601528931994,0.5044229980415291,-0.3972305508360936,0.5829978861132024,-0.15596775422374032,-0.05820302075385286,0.011693165823503104,0.13555466902378654,-0.06461783016124945,0.22248140303443242,0.6768028477733535,0.2788564813547212,0.6709268316688125,-0.021035155080799006,-0.23094206306376974,-0.30857798897452904,-0.3281032846457388,0.021962566373795678,-1.6020034672961296,0.16269844402548084,0.06920593701426658,0.19031908293916988,-2.3593280951185878,-0.22331157100148058,0.01662933136656153,0.01248533994427925,-0.007578008018824134,-0.24488807086563424,-0.12597364025165958,0.7416476478895766,0.1103742923580524,0.031852578299676804,0.6664248237742896,0.09367008548838851,0.20344414794963517,-0.024478491352007303,-0.0297419909368708,-0.6422429130073537,-0.4349226849574368,0.16452778994005834,0.20460338428146296,0.13346421160604605,0.1600579528757724,0.3115220182525378,0.16796334702469728,-1.4534379272609073,-0.13900841333957725,-0.03789141840822441,0.19761995787433873,0.2780257717142689,-0.18011000561689317,-0.01077007466312252,-0.08464884878938839,0.2113663155127341,-0.07054086225025791,-0.14758186032278697,0.3932074052757657,0.01401708643190247,0.008097641376072051,0.08648427112873591,0.20157090988422888,0.23390369907986996,0.6526808777400556,-0.5974399521699629,-0.15482837086874945,-0.05964494602602621,0.19209632544272126,-0.28681181441417936,0.28940477077705795,0.13978618723864167,0.1442885363889519,-0.12899829830332843,-0.4003304720940326,0.4099598350447189,0.11850634727094778,0.11713462245450401,0.22421219241517365,-0.1345012540971704,0.0734646179639078,0.09832390874093289,-0.023125729260361494,0.03639167605262128,0.20380759948720528,-0.1856083869539471,0.174327279443512,-0.4156987012545108,0.33923658312696214,-0.08009873112442056,-0.18318537855396677,0.3614883964201421,0.26574377978174213,-0.19409520564976024,0.18777590776632191,0.11522341021225846,-0.18136596554462092;0.6419182806773558,0.14110222894809543,0.2941950589308586,0.15237044842643366,-0.4278831097360323,-0.10468366676527774,0.3056761654867117,-0.5399845625454347,0.6080727728575668,0.2718311354011882,-0.3401173435095093,0.32676707035438257,0.2880924627076089,-0.051834855811864866,0.2215712916224677,0.8223967145572244,0.16660357023064676,0.5626196644656942,-0.2917130094863314,-0.05691331333105909,0.18952141169468661,-0.5707358700441819,0.04936572681609652,-2.017637320724935,0.3045952874010869,-0.22090437934251428,-0.060643378302636775,-2.241833702301559,0.3884068008851649,-0.5117535026201773,0.2920758238524379,0.03001577902908581,-0.47788427222811214,0.48974484885323233,0.5160728993046082,-0.11457280737413855,0.08107274603991299,0.2829147752152328,0.1612696996664651,0.08717904304489332,0.30739623161982377,-0.21106837747982232,-0.6050128032613112,-0.6639611547947438,-0.037024724893435224,0.1602890673870725,-0.2769330141642381,-0.036251913210428865,0.31954256571720996,0.019486918352891625,-1.798773277906557,0.02282097692090823,0.23715371530046858,0.0032275219611064276,0.23744770009230454,-0.23611479173627625,0.21183758543096687,-0.36451419383161976,-0.018528289294928335,0.4286703789513182,-0.3366508798449692,0.17274130825581113,-0.12389774192075231,-0.21973099495546777,-0.10555145595470194,0.21992585853204383,0.3498256888302975,0.40296336172084946,-0.18353649869469768,-0.6362593073930012,-0.2909874306773321,1.0318270645963548,-0.26021806387860247,0.4620724256160982,0.06719978418052941,0.11397681568082407,0.10268203705898671,-0.380695273589015,4.664625689403401E-4,0.09636339887347845,-0.17294589589874687,0.16439862400568073,-0.10041636535575749,-0.21255749068978402,-0.2132950608333961,0.14887411787509452,0.7646919044417042,0.22574809823724507,0.24962910751886658,0.15194632029792632,0.060837951596898865,0.22469429272357977,0.48676970483112036,-0.28892235516895015,0.6428327645858631,0.39568616995821815,-0.5353971548208544,0.3042928740230082,-0.11016603600017638,-0.015264863839323128;1.0224881268891544,-0.3418813455547145,0.010823356636798565,-0.10500999668176192,0.3888019603974122,-0.2006264312610604,-0.4993222964130659,-0.022350228638995162,-0.23478709064534442,0.6940053779086064,-0.4072010367530794,0.467007839152096,0.16577808525288518,0.04999658983482291,-0.10596579794751193,-0.08357621896080403,-0.29355102981325487,-0.5008330440950601,-0.4112439581518572,0.3623596659430923,0.8728559331528842,-0.1941724546766217,0.03926753881822265,0.32794089724817965,0.13359943099802862,-0.48989259819796516,-0.47615628576924607,1.6756379878932997,1.0030635572721316,-0.8682272092617715,0.40758708623669904,0.060022435512678385,-0.24198643679692466,0.9471919294976949,-0.7303960460718066,-0.40984526694179735,0.09440926400737126,-0.8693349611982519,0.05697445240272714,-0.28728698084078275,0.4918959027956653,-0.23241947499025173,0.4073584732173927,-0.1367386356549325,-0.4148124229248076,-0.1508184288784804,-0.7306312296617996,-0.37589054331480654,-0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k{121}	=[0.1510936955083743;0.1432951281291193;-0.09596903310222182];
x_a{121}	=[-1.5744750424298795,1.3693960448666846,24.97344505907032];
std_x_a{121}	=[0.37264043337996816,0.44154763074640885,0.47887917908230054];
pred_a{121}	=[-1.5744750424298795];
% Application starting next step
% ========================================================================
%
%  forecast from 12.1 to 12.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.2
%
% ========================================================================
%
x_f{122}	=[0.11544341066222545,0.9987949894002915,19.088028134807736];
std_x_f{122}	=[0.4454876765597071,0.6103694440155047,0.36914831689354843];
pred_f{122}	=[0.11544341066222545];
obs{122}	=[0.37531557391396747];
sqrt_r{122}	=[1.0];
hpht_plus_r{122}	=[1.2002867659385426];
xi{122}	=[0.4253493872402572,0.19366144901821047,0.45967816717412996,0.0918413134608305,-0.2511320965733147,-0.2528394821569974,0.3526601309828178,-0.6716502418017253,0.590439253797442,0.4315099626625461,-0.3423813749391628,0.3378061056122304,0.13974231062854692,0.061424507576473206,0.2919709074794143,0.22833763833563658,-0.0029481280917565272,0.6054948023946076,-0.2171902080966932,-0.1416640659688406,0.09347224638291808,-0.48857314435377763,-0.0728433008227932,-1.7966066053795822,0.41307827844976913,-0.13795091267383258,0.09706416182665932,-2.1035065497645316,0.21680213020145583,-0.371660232454045,0.07277412402532775,0.025448530961300328,-0.33244175963004186,0.2897765285829989,0.6520065583035464,-0.13812971763382773,0.09600764522244316,0.8758983231760664,0.16733303570267705,-0.02542944023264407,0.2556677179052972,-0.19613084083650145,-0.5936199831788187,-0.4538458503780401,0.04005717804223562,0.41936741977204844,-0.018297333205048755,0.005644666876236215,0.29036952679152345,-0.13405616865430559,-1.7586906813131806,-0.012725744095286332,0.2013098472586109,0.13361535787462986,0.2615769235945442,-0.20259424625016542,0.17752361207354128,-0.30689775260280183,0.013486886228239611,0.2816721068027116,-0.34060061861356106,0.20755137942979923,-0.11779521056550832,-0.14959695825489108,0.013781803835142561,0.2389831443277185,0.3006578730110068,0.531898343097265,-0.32334028311973545,-0.5388248360118838,-0.3974120968289635,0.6182789786230247,-0.007168788380349733,0.0856588574594548,0.11433916656668543,0.12193871884622952,-0.1374703052043076,-0.2529579358932265,0.10765439060011357,0.11408439156880416,0.008761196480620667,0.06256413648488356,-0.13406708247397753,-0.12600133182834772,-0.0985389704553447,0.41580807797218416,0.5429076762146338,0.10565254005435935,0.1699352431306383,0.23115215087671492,-0.08781094006469695,0.25830090195253824,-0.021173911785488594,-0.3909915358209418,0.5475893295202545,0.3610767355107317,-0.3527056862975453,0.2483287606309898,-0.13953046946779707,-0.05697971645743294;0.7675365660789734,0.21610608313663826,0.6212874412164989,0.11251069269970915,-0.30223471019304304,-0.369645876177933,0.4081788656781927,-0.9306824927146173,0.7857875476692547,0.6916763857307501,-0.5432442907082264,0.5321905952770151,0.227871465873961,0.07386680738021345,0.3757980563846087,0.3499046148158754,-0.0397899596996949,0.7672398187162012,-0.37584291408151715,-0.12979674271524289,0.27986219817026925,-0.7288037789327383,-0.09158104137891376,-2.4659417620922146,0.5898233494951225,-0.27894071293542333,0.04958131266566068,-2.555102554968433,0.47544584300110915,-0.6746899260808279,0.18885835008468466,0.038771459463131985,-0.5235847696318534,0.5727936559688637,0.7976459403208084,-0.2545864554785192,0.14750869143811995,1.0525442942158767,0.23642826587596966,-0.07377985860327241,0.4402473713855134,-0.31943464140569133,-0.759110025658823,-0.6797170632359038,-0.01860227704674089,0.5240206240846416,-0.16187309281958717,-0.05371095112369473,0.38652863684873495,-0.22439766376327652,-2.3849867547841046,0.03410050639297657,0.3464016375178586,0.10945850664066381,0.331642461376325,-0.280864110499061,0.30248066108754756,-0.49684975666720743,-0.05549725527629168,0.518642084336754,-0.5153065408515363,0.20703143286295866,-0.1974320802386348,-0.27417590319134133,-0.042135074338578216,0.3204919691866711,0.42707420952242814,0.6281783511370612,-0.27817418695693574,-0.8805363877051875,-0.5986019159570132,1.0579366257866782,-0.007481157148164219,0.17048465929597667,0.1270178767529465,0.14425335765778524,-0.09734731698952093,-0.33268539980574807,0.009180224305246676,0.1457571754648338,-0.08524712799532186,0.06574602677670949,-0.16745927347840062,-0.26060869795588915,-0.23111145635260477,0.589004484184738,0.9245144132506459,0.14197066404642567,0.3595288444405572,0.28691137806243117,0.04056997070031809,0.30141790068289087,0.1657324510742576,-0.5479726966022596,0.8047387926142037,0.5159040605315955,-0.5808239059071829,0.36391014905024177,-0.2561944146834312,-0.02351083358556738;0.7650259111416169,-0.24832066844413703,-0.040647818618378295,-0.05650184879100806,0.1482606397216628,-0.09109403139168037,-0.32303733787237476,0.039227909445671116,-0.09377247159030233,0.4004085262047177,-0.28968069473490843,0.30571687558006744,0.16363497505962243,-0.0349719709462164,-0.09297412142468886,0.20969371857726316,-0.130470370128009,-0.30394515103057174,-0.32807343600806504,0.24126565848513337,0.5892299948277469,-0.18596850074065685,0.0621403475449398,0.30980782328189704,0.05048685384990037,-0.37413253767410026,-0.3889666032740884,1.3549654893348944,0.7173166871991192,-0.6615717276438673,0.34231611474751134,0.02431773331833398,-0.2445868143127008,0.6911794679180581,-0.4848626266596092,-0.27614853056602584,0.045208764622039155,-0.7206288928334921,0.030744010222701235,-0.15557590608398542,0.3408898758516763,-0.18069260141464483,0.24233084386764503,-0.20133816851487651,-0.3209824112873356,-0.18628257636164136,-0.6125129496418253,-0.28224596741510766,-0.06802966146992162,-0.1677118194693037,0.36449185918960936,0.1977965075972996,0.29593798620100387,-0.3237943827387575,-0.11555300035719895,-0.03821206924242304,0.23110566490070283,-0.3102389036212543,-0.3451154396874543,0.563448758019014,-0.1691310997836979,-0.3768076741481501,-0.17709456374707244,-0.2824225780190801,-0.31372147246325,-0.04717343681386765,0.07040015088426443,-0.4446835567289611,0.6107532126995565,-0.5204925052902709,-0.19995937413425935,0.9749289270758688,-0.016335695685398832,0.23170789183883045,-0.14856510497440212,-0.08259164594478818,0.35674135334149426,0.06721692385918132,-0.6183976736184533,-0.08949737533290403,-0.4172364803277695,-0.09887490691644985,0.062399600110762066,-0.38096238339843325,-0.42742631369977246,0.0736400722459436,0.8056648007857028,-0.005902523787991498,0.5173742926095457,-0.10647577805325881,0.6354434408513399,-0.2372057021990095,0.7673576698127889,-0.015982918435209825,0.25740084591949497,0.06423644021692354,-0.385972341040123,0.0818922069136967,-0.27546314495821633,0.21291143561548864];
k{122}	=[0.16686576210138582;0.22696768690161065;-0.018705916480561153];
x_a{122}	=[0.1434742444548922,1.0369220049589383,19.084885833899484];
std_x_a{122}	=[0.39515666983926023,0.5360658358717141,0.37159226344637475];
pred_a{122}	=[0.1434742444548922];
% Application starting next step
% ========================================================================
%
%  forecast from 12.2 to 12.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.3
%
% ========================================================================
%
x_f{123}	=[0.8340354243411904,1.5097613746880874,14.708775373183542];
std_x_f{123}	=[0.6354345559675746,1.0116375410709741,0.30958364064963706];
pred_f{123}	=[0.8340354243411904];
obs{123}	=[1.2071419980889144];
sqrt_r{123}	=[1.0];
hpht_plus_r{123}	=[1.4115381430010667];
xi{123}	=[0.8765533299534217,-0.19736784582198197,0.7762882842595623,0.2134442394683579,-0.5263454947291488,-0.022897826327455406,0.4266738894067138,-1.531168143245294,0.7199305888452444,0.4008517053992019,-0.461953780277005,0.4110844985388179,-0.08263646660833923,0.0968442907908742,0.6974108453683295,0.3441914449466491,-0.06253972931063867,0.7741080830036936,-0.23427952265984142,-0.10999139697456095,0.4877922637723645,-0.6880438092824916,-0.16772566136345635,-2.529075651440524,0.36758844630011456,0.0696033605334696,0.2033690890242409,-2.5179877183307733,0.4200296586138611,-0.21747177481768043,0.02931939719397525,0.10869723436632206,-0.5003314019353038,0.5997715901338029,0.8672437924791124,0.03277404105507675,-0.4138542469563669,1.0779870628871704,0.49607185558519673,-0.3378010555617292,0.25243232395314796,0.06717845993601113,-0.9288799124644243,-0.4317551952729359,-0.02274041782810443,0.7028119463200037,-0.015269768958773411,0.028645736143687817,0.43263184131127763,-0.25770583804268865,-2.19346711239211,-0.03725181157474078,0.028243073101143157,0.2333974582254229,0.6042455939683168,-0.26624967395447174,0.4856572261260893,-0.7077309627427096,-0.013647602646094992,0.35973261416333935,-0.281457886789965,0.2736237075072684,-0.1413695185139936,-0.12530816866192462,0.1301934983479185,0.3665627424146808,0.26329902367625546,0.6906541716604421,-0.47107224002721015,-0.8867576764165578,-0.6030416589974958,0.9237130201063758,-0.05376582330705992,0.38330865412065507,0.12781913984425497,0.034282270061862685,-0.4348814190565179,-0.389192627213098,0.44138700862170943,-0.20765121033214762,0.06213648686478812,-0.11960868887860876,-0.2162749672224089,-0.6290145313876732,0.307740160368026,0.6796081411743454,0.7955194596031262,0.4818129014312419,0.790857922271979,0.07307232084305348,-0.6311190403697996,0.31789810633812576,0.0642369730922644,-1.129786202460915,0.7527243241556992,0.5311252764307096,-0.17127633692120892,0.16173282093817454,-0.27800299995750843,-0.10016257701320674;1.3984299042771946,-0.3223455816670968,1.245857093145447,0.34354350412051016,-0.8388955990699457,-0.03927581232002275,0.678026925170057,-2.4600508225097992,1.1492002128021874,0.644243744644919,-0.7541534174666228,0.6576477269993584,-0.12729748877643732,0.15578287039341232,1.1095443691224642,0.5452743827085866,-0.10266059553638907,1.238977488433508,-0.3873918670679879,-0.17235238933948827,0.7910388176136349,-1.1132859970074271,-0.2683324414345325,-4.03416017802936,0.5901225438299837,0.11337438759693619,0.31879967597452685,-3.8840208869740587,0.6745483271103212,-0.37651397410824883,0.05691114752223392,0.1714161662289424,-0.8175004615551803,0.9648574788459525,1.3883384676630146,0.05144973658240848,-0.6615141237343933,1.7303583475166948,0.7930522580624868,-0.5485491167618152,0.40955846682346064,0.10119840553785786,-1.4759540963176223,-0.7015085814628484,-0.04323962778306201,1.1293006992045136,-0.02776101773717743,0.03949839309043801,0.6936983328567177,-0.4196355994579657,-3.509178226686848,-0.0559748855754858,0.054338710218308384,0.37311109825672273,0.967290063547873,-0.42187451950376675,0.784395229196285,-1.1479409713052244,-0.03045038958203361,0.583406707386966,-0.4476226476059748,0.43771956765599107,-0.23309750961556586,-0.20471523487409615,0.20597468317481193,0.5867624167915486,0.4199015824022887,1.1060793015394856,-0.7286013291213862,-1.4570455331250658,-0.9748675448378472,1.4712073574055609,-0.07933229758531435,0.6195478056839585,0.20291423434689215,0.054140379529321825,-0.6769692079117765,-0.6259508769166198,0.7039600522932181,-0.33573199451368363,0.08781998703905614,-0.19283464203623013,-0.3435259242281543,-1.0215900053748896,0.48314289244686126,1.0817041226936759,1.258150915031532,0.7716254023869964,1.260116047347708,0.11685899238817377,-0.9761839665471207,0.5043872499947533,0.1217721112569694,-1.8180325835005144,1.1962480610067177,0.8471942519288072,-0.28562743831443815,0.26452142974129056,-0.45355840166267547,-0.1512347200273656;0.7295647808077064,-0.22569691846864437,0.09474099247028711,-0.04624332971140177,0.03329547573469327,-0.12879281537149012,-0.1983677810084039,-0.0027626488718777154,0.051522478067582256,0.36385463876465707,-0.30753971358491405,0.2909937055316867,0.09563768654027882,-0.04348742308421549,0.024281074724880725,0.1863280929535751,-0.13544952558890344,-0.09953095440007331,-0.31898096788839503,0.1324430836165682,0.4950390528471935,-0.24655335862508387,-0.0045401970258183155,0.35657667678033533,0.0857781319470039,-0.3276265801153251,-0.3082292837025218,1.1387618003360842,0.5923484411232938,-0.5935498265439048,0.23958908251618283,-0.00225060116000364,-0.27668357054762716,0.6092599534278627,-0.20991287131287528,-0.2547373055497406,-0.015480344953589409,-0.3272526833098759,0.06726220644629599,-0.1743019868649771,0.2775473542223015,-0.1920966494610461,0.09395180492529498,-0.250509193469437,-0.2791776683915721,-0.036062991973823344,-0.5147511046127455,-0.251369932882719,-0.006935160501924997,-0.19463626692337677,0.3010411148957921,0.1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k{123}	=[0.2915529736419993;0.46412095849324136;0.003824115608924973];
x_a{123}	=[0.9739513174879406,1.732492419494529,14.710610561294407];
std_x_a{123}	=[0.5657382899876853,0.9003244651405685,0.3094960254290786];
pred_a{123}	=[0.9739513174879406];
% Application starting next step
% ========================================================================
%
%  forecast from 12.3 to 12.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.4
%
% ========================================================================
%
x_f{124}	=[2.0662573496284105,3.658758552886938,11.717776452760974];
std_x_f{124}	=[1.1105371552682444,1.9296166865941722,0.46313500155658344];
pred_f{124}	=[2.0662573496284105];
obs{124}	=[2.5315039739980665];
sqrt_r{124}	=[1.0];
hpht_plus_r{124}	=[2.237628230315143];
xi{124}	=[0.6551413979454499,-0.4190685088232746,1.0230824833928556,0.21728237820145102,-0.7580295594924968,-0.3481444915446168,0.8975334112508069,-3.038535687480263,0.9897017484654196,0.754743435318781,-0.5576508290983293,0.4937899539851909,0.1652550636120811,0.13870347109641035,0.811020228997481,0.47689443273931476,-0.5931159225131155,1.0486121519500862,-0.47256692231991493,-0.08083880917335518,0.8224664979108263,-1.5861266121246853,0.10601404299520567,-3.5462115715994766,0.777080022799209,0.0425920161358011,0.39041849622817226,-3.8672834055078447,-0.2709854767992994,-0.6345743474824903,-0.10967313376494459,0.19504741061792297,-0.8419230339628521,0.751254813831272,1.1841575136324356,-0.06024961801395268,-0.4644742409687572,1.512449149672828,0.6829525100391285,0.6980381590784313,3.4984516553938056,0.6954755124293932,-1.6711157199704028,0.20742575787902107,-0.04061079602686668,1.8305400804076872,0.6268055270893069,1.0773197159226946,0.9447685003998334,-0.49845233955729595,-2.9346724142660405,-0.12789117221208124,-0.07772778050266527,-0.2965043664471898,1.6299584784297916,-0.5700636975129092,0.8423035512371566,0.6437117758746118,0.13204160725624492,0.6293318797993983,-0.5761467795786916,0.2761137561897238,-0.07448064663225673,-0.03724082845748811,-0.1902905790970808,0.5616715270112125,1.2372604368536804,0.9235666072735071,-0.9658181420435419,-1.2476975378705206,-1.071763570969756,1.609998332114074,-0.760869083576672,0.39631680471145136,0.10177472907335217,-0.9878438749774905,1.0105290519214387,-0.9695504671960964,0.03265001881867846,-1.3568668929822123,0.27516434329534833,-0.6296079639246004,-0.5916965743311731,-1.4637113088148546,0.5552565503842204,0.875436709621964,0.9982047602095032,0.35662302822205616,0.14866922573535524,1.2792106985688037,-1.738036780288397,-0.005485269164753781,-0.8399698690950563,-1.8504406564430822,0.9091312338165918,0.6717581765040306,-0.13363106343960895,-0.154131901571124,-1.1819987963285872,0.8820682216075668;1.0884181972254052,-0.7054484120918629,1.7765669365696453,0.39603886043194025,-1.3186042661114281,-0.5939090585511795,1.5888610645470238,-5.346395442754817,1.7181510470542487,1.2916402300647811,-0.9537696562312967,0.8543501274312084,0.29382616132636485,0.25818777512975144,1.4132938483627728,0.8270294910896969,-1.0203696307870458,1.8367167899126984,-0.8050835131108958,-0.13843000034391517,1.3984629971034432,-2.773014357394864,0.20354092270754087,-6.225198530915147,1.3546389973966844,0.1085189017960202,0.7088119709717948,-6.717507157277678,-0.4948277653711708,-1.0810589975812581,-0.18931952557155318,0.3571044349253225,-1.4612835189728544,1.2667203521092616,2.080789334084747,-0.08001548466526787,-0.8054089507274242,2.657188695590379,1.1924379983288964,1.2430896686712933,5.857776363959509,1.227052905277381,-2.9281517717606054,0.38905668536087346,-0.03779653663554372,3.1653580552122444,1.1460684381679616,1.9042838265162874,1.6518988956505605,-0.8562842279623899,-5.159963342836015,-0.21934139185489787,-0.133481623245431,-0.49729957874038666,2.821816138026987,-0.9822539870806342,1.450501365287718,1.1520391980905402,0.2584154827151184,1.069394324030092,-0.9864128398407059,0.5124460341923558,-0.10371578641983525,-0.04351944734024338,-0.30048693019583705,0.9859340656058069,2.142494640291462,1.639191532795222,-1.6992842166133453,-2.1735560152058198,-1.869519132253749,2.6761652342070312,-1.3193468793573393,0.6885292843291082,0.1975761291729854,-1.7160276379880728,1.7507245020514506,-1.6812614011594673,0.0954852814565843,-2.377415798230441,0.505987607661742,-1.088771129878416,-1.0130072758090516,-2.557314270120671,0.9991520480707883,1.5200813945712182,1.6720056059051491,0.6283109224518273,0.22974164158090016,2.2352645307406376,-3.047949748457366,0.010145748002174937,-1.4731844652129635,-3.2510360296042684,1.5636080521676177,1.170834304276457,-0.20321779953303043,-0.25795968436211547,-2.0678027512431436,1.523280926744825;0.708540176728965,-0.3965625483368491,0.404532027357801,-0.06103082242542435,-0.28307199183822007,-0.3119983899728762,0.1186817175501993,-0.3799606688792547,0.35371436654414623,0.47874941766370327,-0.49427336554249557,0.31100215020044253,0.032384453185949624,-0.08666292235609951,0.24514980689682275,0.2208667727812692,-0.3788905905170985,0.2626799100959687,-0.4873925307562281,-0.02615681316565066,0.6163703433917664,-0.6219242157041371,-0.06488713224449683,0.006303838850403309,0.27760276481023105,-0.3316917651530016,-0.19498406115374678,0.6914073518137673,0.26134525296084377,-0.7345358137066462,0.04444817597563322,-0.032730197995059385,-0.5389507340446613,0.666123124970893,0.2502380369405479,-0.3177781615991755,-0.24555948974953345,0.34713661141818086,0.21734091746281514,0.05109066779905014,2.3345233289626925,0.028144716016200277,-0.36649683319430437,-0.21669870506096522,-0.32505932404342275,0.7713042436822413,-0.24843883279586976,0.17140894049374467,0.2814877026908462,-0.40013184667299306,-0.1555953022205454,-0.05720275977535927,0.04112373451815188,-0.3851328423904832,0.65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k{124}	=[0.5530982374765793;0.960735640735771;0.1458927104866766];
x_a{124}	=[2.3360630144092993,4.127412944934944,11.788944062911263];
std_x_a{124}	=[0.7413183604622255,1.2869387321002284,0.4209270488935811];
pred_a{124}	=[2.3360630144092993];
% Application starting next step
% ========================================================================
%
%  forecast from 12.4 to 12.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.5
%
% ========================================================================
%
x_f{125}	=[5.182542605163275,9.374828150141475,11.41143743285825];
std_x_f{125}	=[1.5557676679346601,2.6479969091238758,1.5199723565386591];
pred_f{125}	=[5.182542605163275];
obs{125}	=[5.644175235017454];
sqrt_r{125}	=[1.0];
hpht_plus_r{125}	=[3.425641515407868];
xi{125}	=[0.719457714452215,-0.22883658025094622,2.3261648253214764,0.16125121358619676,-0.5309720818560404,0.2961243351688445,1.0287327543776508,-2.917009203795559,0.3324292662132171,1.3917294708803585,-0.6566253436571099,-2.7394193770181285,0.15860355384910374,0.1498257252126045,0.3247509627250418,0.38645874193316665,-0.6635726777428657,0.9017728803356535,0.5389635014347496,-0.2843383831168067,0.7171990585653516,-1.7074189320593272,-0.7981727564579089,-3.6972499779023558,0.6802370492848784,3.2265453492400633,-1.6987277157242153,-3.6177416577137897,-0.24480316257274914,0.26187975038073663,-0.03171490598623805,-0.4344166182122713,-0.39143729114744286,1.2072570799257036,2.4717969679577365,-1.2063954217805932,-0.5877938486556724,2.0126077232157513,0.37586885035863027,0.8856441955905163,2.763821404979491,-1.4781484468656068,-3.2747931503385193,0.5752046864217695,0.2745148592097548,1.787663801763042,0.6977358442416328,1.1654697833927026,0.9682624856713584,-0.6341330406240164,-0.13532868428162548,-1.3635138430214275,1.3711596145550056,-0.2587833083111155,1.2896567164536812,-0.634747302916387,2.8014909308435136,0.5050636184107509,-2.5927324711362845,0.949800696194691,-1.1052133788788936,0.5114877284547159,-4.303899247959308,0.24936628644467618,5.067319735443747,0.8738260113390419,2.6588334766735127,1.1018359905631279,-0.8543297512810382,-1.3812442371979268,-0.9418868781082486,1.295863978819292,-0.7547949355385146,1.399050583045697,0.06435940376883487,0.3224246918766873,0.5121636553027322,-0.904991827649618,0.12066175030996096,-1.3775022780156223,0.4483047042995567,0.043694992019179146,-1.0033269514263088,-0.9547557034463674,-1.3430870139614242,1.036627608881429,1.0035893494306691,1.3869811186012218,0.2465626529901428,0.6849819482322781,-0.10954680045050402,-0.08060805277479677,-1.9940309180645386,-3.099927551689957,1.079240205933333,-0.22868083390374405,-0.05829721844741709,-0.5236138155389645,-3.5195955016354104,1.5358377945365422;1.1853220239384665,-0.2755312562531298,3.833534294694932,0.3725478655995609,-0.8352010906922498,0.6210032875313427,1.8295197977241227,-5.173175148479858,0.6297500177468507,2.330926040320927,-1.018030631920137,-4.817230185449987,0.35028794815812425,0.34862849800785334,0.6168289090040364,0.7246812334499033,-1.047666915078267,1.5976206163560267,1.0554063572945847,-0.4158732004723191,1.2057744922937808,-2.913828065028513,-1.2965051057392554,-6.627199736682138,1.212439283809843,5.304972674448864,-2.8846036262705006,-6.51199535267435,-0.3961087103063772,0.6159795138633886,0.008027173644768126,-0.6580170525123279,-0.5622875795240123,1.9976133709470272,4.108601210219758,-1.998205798565822,-0.925840608693278,3.4003769130980768,0.7115136803920628,1.5957206331508988,4.131266390108422,-2.4965320856491733,-5.812111936785362,1.09665354345346,0.594512294867453,2.9614986579430553,1.333569097982025,2.0520962423077638,1.6949410542929773,-0.9908669434190482,-0.2653351355531033,-2.302971185614827,2.352692509284301,-0.32828924387138514,2.179308372707723,-1.0028737084387966,4.528363811090243,0.9757610847131453,-4.513383886557037,1.6078730047867449,-1.818942451066425,0.994326378573053,-7.711845805865549,0.5558775891269896,7.778060961786913,1.5549904653520912,4.326457845185585,1.953802916749007,-1.4413181683266556,-2.2990451768621503,-1.5319351357809277,2.0293897632750717,-1.2158015675724876,2.3886934798791923,0.21322291171130026,0.6518970433576357,0.9048682693206285,-1.4866809092830477,0.3560368229642048,-2.3298964771235333,0.8926891897172258,0.18000181752130828,-1.6535520434327626,-1.553581232321994,-2.23705997027293,1.784121434042703,1.6292526270873946,2.39490042298622,0.44798709090497546,1.2273768433423626,-0.1695339899331536,-0.02330755555916042,-3.4909483488096598,-5.479124897271771,1.8343058902797456,-0.33680974212082226,0.03401301909672405,-0.8059170870491368,-6.243618092941491,2.6006981603323602;0.9484035850643906,-0.6507457472754989,2.561960912318023,-0.14134700396998134,-0.7475075541454377,-0.09176631658921863,0.7549121682268201,-1.9073629893839303,0.19854260282229852,1.5021858157171923,-1.0609297443147714,-2.0206016844459107,-0.06361528777038927,-0.15917336039901286,0.1325566491278849,0.251791909152141,-0.9699340239387766,0.6963630700770462,0.04243631947215043,-0.4735912403874245,0.8355876929276125,-1.7248483990689856,-0.9712277969529648,-1.8137225442206564,0.5324082277056821,3.462969192078969,-1.7969759894571062,-1.203249229301818,-0.1710202763417641,-0.4039994295418321,-0.17868363319342073,-0.664574783160667,-0.8128218659773889,1.435992070482671,2.597371348997436,-1.4580497667713548,-0.8270901677891249,1.998966464308305,0.18104121092035008,0.5881904019333994,4.222362319903818,-1.5356223251057841,-2.335632123780316,0.14634215481095048,-0.19238460485482456,1.990761101502173,0.16119227787939217,0.922031705862004,0.8094944771907393,-0.98159276624847,0.17180002223953572,-1.3453368474742362,1.3018536796723161,-0.6874229579795124,1.3353430024754456,-0.912601963816666,3.274810631241511,0.087143409361468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k{125}	=[0.7080838740708287;1.2030498249741344;0.6525089918378347];
x_a{125}	=[5.471450136447478,9.865688297749362,11.677669681431885];
std_x_a{125}	=[0.7428587285861297,1.2494883150282976,0.894463079559174];
pred_a{125}	=[5.471450136447478];
% Application starting next step
% ========================================================================
%
%  forecast from 12.5 to 12.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.6
%
% ========================================================================
%
x_f{126}	=[11.56213477645589,18.785108167448822,20.200095593620585];
std_x_f{126}	=[1.0977074825340267,1.0490040007657797,2.7520882484000917];
pred_f{126}	=[11.56213477645589];
obs{126}	=[11.979202108480827];
sqrt_r{126}	=[1.0];
hpht_plus_r{126}	=[2.2123112420891218];
xi{126}	=[0.8529964612559624,0.46395186214888007,0.5974870501815843,0.6544071459300884,0.5343884825434646,0.7120657445376857,0.42145570193969384,-1.5935229620979072,0.5575643843710854,2.1037505619516246,-0.5183353537192641,-1.9727299219123804,-0.4651013560443982,-0.5423535531974437,-2.311702692625346,0.49263366228894157,-0.17984886588458693,0.8621506767313214,-0.9257161614682818,1.1169635597989611,0.4769072601318811,-0.9571764811923309,0.27833448306180664,-2.5104177087953126,0.5060163476112756,1.23208064599676,1.1849320123948566,-3.9631336750791153,-0.908949591107195,0.008121557505088361,-0.26045457178812725,-0.5627717982028386,-1.0364288492013287,2.180718267987981,1.7863917965964813,-0.6018901232900138,-0.009785961434037205,1.7785552284069208,3.1006610263691385,0.8415789923904278,1.1936915669342358,-0.8199553445434784,-1.5230891588692046,0.6476006364772502,-0.3620052726916647,-0.4662225699477336,0.6513074722214167,0.823703367099867,-0.513657633573672,-0.014415207255506601,-0.033612979612138716,-1.8688716457296142,1.0962149807450992,0.6803856915403319,-0.024121525269988453,0.23655962961655774,0.31077207583837385,-1.9600009993530279,-0.8378550666158588,1.904812505829593,-0.08592419268001272,-0.24092652157556316,-0.21347090063063057,-0.23357706797611222,1.7945714875476284,1.0195980392327026,-0.053497853460674705,-0.6059927100540285,0.2643858823784164,-1.0785329163086796,-0.6196949280386566,-0.12263975895834811,-0.737124099087529,0.33293458978922175,0.3309638562118362,0.23627736815415012,1.3785584793385102,-1.8359450302251972,0.6967280735624115,-0.4466877303561887,-0.24980907283904585,-1.2024407307626337,-1.502001863279487,0.22564849412565025,-0.725768772573625,1.171423331415557,0.22407638624513027,1.1729697281544773,0.6267386095045868,0.07785159267580788,0.19251409596015456,0.2927676749414765,-1.102911714496102,-1.5079978354111248,0.6878517604940839,-0.147223749461725,0.29273122054012113,0.002969204679107662,-1.1630274426868699,0.30860120797834867;0.6237234946630785,0.7735713856043844,0.36362714239363214,0.8404328842226079,0.7301038979711336,0.9220601830823014,0.6133482070351057,-1.8384148867419583,0.6695064163256106,1.124045032782547,-0.10958743981662877,-2.1785221096038185,-0.15805141369341769,-0.19864877056054198,-2.338935471365293,0.6183994262561292,0.17547821426265386,0.8857108107299005,-0.5221541465754527,1.0824979866436166,0.44892198279637796,-0.7220335782791487,0.5159278661871376,-3.2598544403167526,0.6198671817980745,0.6523267071704986,1.1085811673248962,-5.381481973669253,-0.7429597676912998,0.5094043082154371,0.001306778196958902,-0.23451524078547337,-0.6566283000771378,1.0436178826478688,0.9802267004201006,-0.24603048162589758,0.29157084885997975,1.1122460869816742,1.3498285299746513,0.9258310611492107,-0.23048389602707076,-0.5534437611085359,-1.7244992101649146,0.8897897474148628,0.054969359989261335,-0.44103693726627924,0.9486450036235325,0.8742073678519162,-0.26620611383652815,0.35193520058778205,-0.01966825104659975,-1.8036650758667392,0.9165301532923174,0.9426378470908361,0.06463141291147778,0.5295780179522609,-0.009420850209313159,-1.7942054837838164,-0.7021429382864355,1.1341214628994756,0.24965806317024075,0.14898078541628834,-0.6327765434815689,0.1734168763928885,-0.4174585650362488,0.9980535555833043,-0.22639193918694644,-0.3085356969332942,0.3763982257957075,-0.7395340030991093,-0.2575166164113014,-0.3399044637456754,-0.4030690578171878,0.400555925220754,0.6304516519797296,0.5285240103240056,1.0811813623974693,-1.6987737263329628,1.0139935613626392,-0.1731953075968491,0.16926853851303392,-0.8869578973879797,-1.2940340102188905,0.547492863601672,-0.39695607456537374,0.9658230826652243,0.10420602809884372,1.004497304146387,0.6314200055995762,0.28423814797449154,0.28941180666594946,0.6110012045068984,-1.0921431225154734,-1.645301078554489,0.6052263901522288,0.10477174525420097,0.685061604450663,0.29325130884647166,-1.2828773661206547,0.3419242019748232;2.3636362133148943,0.5624662169247898,1.8270492089996928,1.2148384811542137,0.951772099805904,1.2927176176519168,0.7053192685480738,-3.0553118558382018,1.1445455829464137,5.999090087054235,-1.8768493180039272,-4.109576455165779,-1.5074967695225112,-1.789031507405749,-5.447815388065685,0.982742369417263,-0.9717666589357741,1.9412674913478938,-2.826300594134114,2.5638235579190436,1.2292067505407296,-2.5731581941145585,0.29696726582043453,-4.160828925345946,1.027699676594235,3.6893498236446547,2.7656327870226747,-6.296161685773658,-2.2849772715427505,-0.807352393852014,-0.9479392162807585,-1.809543048651097,-3.047886871324227,6.385246609865941,5.112435672676849,-1.9576349307849341,-0.4800427349269363,4.898515422982317,8.873624940152208,1.7654323147423163,4.938177246982523,-2.286161115053936,-2.9734075453158226,1.101894286934975,-1.5013321042510697,-0.9543536951651745,1.0066767503391851,1.8336614108092775,-1.5049684087219184,-0.6006928882442253,0.03963909414256506,-4.487231021260548,2.773889875031813,1.1104467613810591,-0.0760001779986581,0.1014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k{126}	=[0.5479840354399304;0.4718831481110728;1.3299089404722961];
x_a{126}	=[11.820101884305846,19.007250279424074,20.82615902045383];
std_x_a{126}	=[0.909742881393726,0.8865686510371932,2.3631365200614276];
pred_a{126}	=[11.820101884305846];
% Application starting next step
% ========================================================================
%
%  forecast from 12.6 to 12.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.7
%
% ========================================================================
%
x_f{127}	=[15.500114334628586,12.853144120633143,38.93702875667766];
std_x_f{127}	=[0.5568938547609497,2.370382382859254,1.3724594442162033];
pred_f{127}	=[15.500114334628586];
obs{127}	=[15.67281889829715];
sqrt_r{127}	=[1.0];
hpht_plus_r{127}	=[1.3105498450567765];
xi{127}	=[-0.2036881907240371,-0.1566970435803814,-0.32028157615023467,0.1622389548688723,0.045292262973211095,0.041773470532090684,0.17256221342900346,-0.19000214721497777,0.16133995253220057,-1.1771445294333898,0.6530537663208147,-0.013910169499331104,0.27355852005342207,0.481114690470859,0.4054711898914949,0.060717868849392787,0.29587210319102475,-0.09047131387456453,0.2814072928484723,-0.5100382795888461,-0.7136467470776218,0.3794725409650983,-0.21335610779377845,-0.32099463827970887,0.3684744086013474,-1.00630980169516,-0.03692872010096515,-1.2343937631274713,0.22529573269691383,0.4751384134491907,0.30038021196027564,0.7008772630139699,0.5958320158033157,-0.857687042708557,-0.7270403461421804,0.523973789554498,0.39414802483812394,-0.6661944495792671,-1.4889051318927784,0.2670284232225697,-2.4197520903759955,0.14876211525206173,-0.3192192944295549,0.1433822254389021,0.6479877164780614,0.12414687817341097,0.7524645377020054,-5.269769094748966E-4,0.2192663720648298,0.38998022608254246,0.17973157480660262,0.3865846593681397,-0.15943470059993992,-0.0015635126636937002,0.10952037045790419,0.5849578164984006,-0.40048688439306446,0.35422845658156454,0.15531075059392307,-0.6846349053757717,0.25467738861195777,0.4016980578511866,-0.3471860052074742,0.32290264586675477,-1.8362176514295534,0.005943915104097641,-0.5067950912093941,0.34364836819786326,-0.6094496015079507,0.12439018214180564,0.3763690551076735,-0.4896991586984054,0.5915273862593136,0.03699620584246155,0.2938523146714491,-1.1565277029647856,-0.06931525922226989,0.756191471611265,-0.06186317185182233,0.5192207034475711,0.37088737055458765,0.5301758412111344,0.5782120528877766,0.21881682650402112,0.7453412341350951,-0.21241272498877528,-0.1253321566415604,-0.1903615135952954,-0.025807582389390404,0.16605565800310984,0.11658783049360899,0.859318929066001,-0.015811099073653523,-0.04697392318850646,-0.19015193200297809,0.30566397103770093,0.33775617137888503,0.06712971757594133,-0.006757598769166151,0.01926042882541168;-0.8369279539361525,-2.5374573016332906,-1.2978875564240813,-0.3568553374149328,-0.9542920714879539,-1.1974913635676074,-0.1320480256508727,0.8663274822838947,0.09986010636458786,-4.332076464479599,2.401471188355094,2.0444334165495555,0.4171873086597966,1.5739188158281987,4.2773123425586554,-0.5660274253373405,0.11327544507838638,-1.2338129481241147,0.08718724738776729,-3.4404188128475184,-4.067055900429109,1.6575871453545936,-2.4260724670025944,5.652973431417482,1.4932974157589616,-4.112483798949812,-0.7972186974141771,2.227602489904454,1.0157496227647886,0.4461727797954911,0.7008339306097273,3.4114105055373187,2.4657297985529194,-2.1616586894696024,-2.3363114297018317,1.8227855537823778,0.9779748687755809,-2.492198855613225,-4.364374562973497,0.6044962149639215,-8.080668235015533,-0.04958696475900304,-0.2643145036827228,-0.6870270131745286,2.2737745886891165,0.9584357483717785,3.188017954675214,-0.7949377256227308,0.37483284625111324,0.5982427224501645,1.1271365238334283,3.145557224405904,-0.9551703956428135,-1.6765764946488524,0.32442011403082915,2.2032235814304926,-1.2193544985378768,2.1618368075715306,0.6497510030670437,-2.313106080910698,-0.09783634834568744,0.6605367604395287,0.016411483784562364,0.07016597867433205,-3.411018927092446,-0.6015995045146632,-2.1924981278683475,0.9362376354624917,-3.937121944956136,-0.5249281554715708,0.796347549096712,-1.8520370048847052,2.582509486473958,-0.3409980487081494,0.11973498094105217,-6.978967330636822,-0.15640166729694194,7.682258162418879,-2.165919133915162,2.2325750942395555,0.34312181505320893,2.345765244165081,3.637657737399273,-0.3983210402447579,3.896068206513025,-1.2089740669820674,-0.394952751820119,-1.3004821773889983,-0.6426863921607904,-0.0873831029946146,0.09442083447851779,4.341771491520017,0.36175449215670064,1.1497083822126903,-1.2909611347646166,0.7410058150620831,7.520359293291534E-4,-1.0103931278994551,1.1927378910808688,-0.28746573976430767;0.285184918909664,1.7638747983285086,0.41073274947759586,0.7249232396323961,0.9643868665385185,1.1429693765107913,0.5655281167018273,-1.1729749932985243,0.35277146679399607,0.9464532547146263,-0.5105380919091189,-1.839343947153779,0.33062472285650557,-0.19572991985211274,-2.9556638105287405,0.6657004119249876,0.6345341230766337,0.8838086996435734,0.6004790168586638,1.7121881904900533,1.7704077041634108,-0.5232738398186498,1.5719210399327963,-6.319029702989873,-0.37309880614152036,1.1856084138325187,0.6268457390584743,-5.116992126506531,-0.32211941518716714,0.7689438506441277,0.1517003485042565,-1.3090900011348268,-0.704148790238392,-0.12571496812214633,0.3359013867347329,-0.31570040578518643,0.14357476742495123,0.5941992727696501,0.2539567935106106,0.1484197920935202,1.3617498789049023,0.4273760099851316,-0.470899093557513,0.9624449507484485,-0.402862286680687,-0.49171182389132184,-0.9448644765035468,0.7186236453042412,0.2336174426448494,0.4433311312882111,-0.5018746029493855,-1.901928378480342,0.4929565141329988,1.4242846214792877,0.055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k{127}	=[0.23696149080336795;0.7903608651466426;-0.12358434850705344];
x_a{127}	=[15.54822431226985,13.01361004031412,38.91193759007786];
std_x_a{127}	=[0.48894223256471453,2.2106187118253904,1.368660000037099];
pred_a{127}	=[15.54822431226985];
% Application starting next step
% ========================================================================
%
%  forecast from 12.7 to 12.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.8
%
% ========================================================================
%
x_f{128}	=[7.9385432301951875,-1.2183159742404086,35.409926914337];
std_x_f{128}	=[1.0931785309729953,0.8656153644486712,1.316473741945436];
pred_f{128}	=[7.9385432301951875];
obs{128}	=[7.632192760636766];
sqrt_r{128}	=[1.0];
hpht_plus_r{128}	=[2.1968339014921274];
xi{128}	=[-0.4215038437230545,-1.2140582049662516,-0.6070528642247943,-0.23320338382462946,-0.4487449808777626,-0.6323373385002604,-0.42775670669446786,0.63341676047279,-0.11198195350621365,-1.4591641087481069,-0.1331489786476876,1.2460995192287436,0.15150618770357926,0.5500791324626944,2.2903109770111554,-0.4746829536424073,-0.2959497786670733,-0.38139892555027544,-0.25608195360024144,-1.4125764917842591,-1.7350182591210617,0.7215425195219831,-1.2718775544309695,3.8372327850584247,0.7708631723737254,-1.1158355381484357,-0.39899402458880484,2.649230186818447,0.3705881369304178,-0.27510996910611407,0.0594646988243408,1.3073516959967337,0.668705261820203,-0.43198459951444956,-0.5194367705747132,0.533084202941656,0.27794174461858834,-0.7720517195749759,-2.0940364694579605,-0.06269075750217823,-2.5960988998078554,-0.12585548523213053,0.16796958742336,-1.0852575509874907,0.43836194380395366,0.6622072961482646,1.2437813473383512,-0.4465284816298407,0.24462919453230736,-0.23388731648203098,0.5941120142975107,1.472519955509136,-0.40121011041958177,-0.8964047769983248,-0.5247228262680963,0.7048949598232683,-0.48435112016677095,1.4149542053956656,0.20779213077555259,-0.6837390669471066,-0.28611032663440383,0.19117716313709376,0.3652437055971953,-0.16485400301004027,-0.26966448177902524,-0.9207725172188646,-0.608363675930371,0.08123745028784324,-1.7021547576323925,-0.3667553166818385,0.12549813154469636,-0.5161482827256121,0.9738747033532293,-0.1446822289588674,-0.45926407721076146,-3.4316087273564087,-0.03907463941460865,3.8115725690989715,-0.4427688508028087,1.1417337693311316,-0.1620232734723377,0.9059447368098796,1.48609082863842,-0.3297759166321006,2.0213166970807217,-0.39018710718736394,0.5527995993948283,-0.7266951451978159,-0.34687993391445104,-0.20056173956382128,-0.08349816652419673,2.1148027554018034,0.16029510668583402,0.5955319019706353,-0.4003265886299783,-0.6642270583892644,-0.3519312990527874,-0.6511199771407066,0.7643749773638691,-0.18595185755023458;0.001066503904644911,-1.157960845622651,-0.06035392762109337,-0.47561593473931474,-0.5975330998806963,-0.7307442035275706,-0.3567291210560537,1.034341365111075,-0.1942248176543282,-0.33076614122019654,0.2616357581625912,1.3478198570028732,-0.2672197489131003,-0.025069651911392876,1.5282513248544611,-0.3784563002969068,-0.43860865376031355,-0.4858217091259178,-0.4268686451388328,-1.041087315345184,-1.0918701081176783,0.23885801083163138,-1.0093172645329516,3.871910001388801,0.09375981893285945,-0.443436853572184,-0.3122755389811054,4.163145886551265,0.2316192903655122,-0.624442234068711,-0.11527161911937434,0.5064698301164091,0.30910094575014324,0.5311844281370027,0.151247671142416,0.060053173927139936,-0.19221216372853478,-0.08917373354364289,-0.1083995341944628,-0.0867430089297756,-0.7370308305426081,-0.24512830132684615,0.6060560740335288,-0.6844632621413691,0.10559629833975248,0.3434963206234293,0.18138206882541308,-0.4014391997040607,-0.18173418658172125,-0.3532584113980537,0.3509079796057518,1.0992716551356116,-0.1692305047359679,-0.9319553951561346,0.04777323592439209,0.11787009132969395,0.15386962763896128,0.3842819905600098,0.16354549745910996,0.06771927859768323,-0.5031383656453075,-0.39367956853926867,0.8156170501758101,-0.5427481177940408,1.6713840025204205,-0.33513418853745613,-0.23041508866291704,-0.05127165057828975,-1.1959957465854798,-0.4784045746707446,-0.22284851943841355,-0.05101537440009518,0.2958278915572916,-0.2009118025637755,-0.4403697525003263,-2.5153972890660565,0.15363699834958,2.272104848126994,-1.11748039138538,0.11319772888281854,-0.4811509063646293,0.3162625418527486,0.9758742715939778,-0.6099063881751674,0.24214639063568877,-0.2065723975741478,-0.008077563959959067,-0.3185707021441915,-0.24507777300824118,-0.30961568119770133,-0.08835596766088627,0.19213632532500657,0.3630766792624839,0.9237482089989024,-0.30048870681455964,-0.10192440953814086,-0.6187895491435236,-0.6697378035967951,0.8184213691786447,-0.12414774497831371;-0.7074994961972649,-1.0657396365404708,-0.9488592116092818,-0.05952392379901994,-0.29149036782230553,-0.48866208620228946,-0.44992586199586526,0.22636784507160712,-0.06679776215267452,-2.099755570600884,-0.4526345082635217,1.0367617198550505,0.3991166522686598,0.8643531465645466,2.6421289364423757,-0.4982129481796207,-0.17064603148868684,-0.28333606860332594,-0.13728848884823464,-1.4540913294786861,-1.888836612457382,0.9534639806408904,-1.2541123561369005,3.802954200205548,1.1449724204914915,-1.4602539575477493,-0.4357526555429132,1.4025791700918973,0.39205507027496367,-0.006231691289727337,0.14869761206014687,1.7269023822616134,0.8189612742421346,-1.149300075377944,-0.981408886312856,0.7700956534531826,0.555840830035315,-1.2017394545824516,-3.296131997772349,-0.0684560089532198,-3.476889934965264,-0.05099519804806363,-0.21508233218585104,-1.2091843556341288,0.5933118078061028,0.7910991432181547,1.8646072432790248,-0.4438852143386711,0.49567891275943765,-0.1448843086448548,0.677390614097817,1.57662358732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k{128}	=[0.544799450099171;0.3452786977598506;0.629740970908833];
x_a{128}	=[7.800353542824011,-1.3058967441745082,35.25019160645653];
std_x_a{128}	=[0.6450968448772887,0.6664320270202071,0.8304146309824417];
pred_a{128}	=[7.800353542824011];
% Application starting next step
% ========================================================================
%
%  forecast from 12.8 to 12.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 12.9
%
% ========================================================================
%
x_f{129}	=[1.2912275505987754,-2.5869647152790884,26.217605450481223];
std_x_f{129}	=[0.43879071189488705,0.5303246825301158,0.5544172647919808];
pred_f{129}	=[1.2912275505987754];
obs{129}	=[1.0909684491627767];
sqrt_r{129}	=[1.0];
hpht_plus_r{129}	=[1.1926184879598647];
xi{129}	=[0.0896588665423006,-0.20534281166332247,0.06354807050718891,-0.2629670837598066,-0.2972604080753075,-0.3830245081970045,-0.18006433085215479,0.4276923741048655,-0.13302713305739622,0.12846040949926607,0.32695738229937255,0.5194755727839577,-0.2040355353153207,-0.11283306421336503,0.6408669443790938,-0.3444792631749036,-0.6019793255906365,-0.20665953014685012,-0.5387167822480463,-0.5020098560996432,-0.14093381403112826,0.0800452683306585,-0.5767389153944388,1.6595228848414265,-0.39129676515770206,0.317043815774265,-0.062488396290360626,2.10280666858415,0.08072193280442774,-0.34797533727584884,0.055565999788702136,0.0772354877611523,0.06252052824453469,0.38825817763594705,0.1233161350583527,0.04597426781756342,0.1091822861861047,-0.05638901602889135,0.36985177128708235,-0.3246963768570482,0.05334559921853432,-0.12133384886556109,0.6043953123778565,-0.2341383833787294,0.052729605373748045,-0.014341899615481601,-0.12977695939767364,-0.10304024110602295,0.025462231148133174,-0.23250636797888768,0.15580140752054494,0.35280976302735767,-0.020944042133917096,-0.2927980497597579,0.17678430245214383,-0.02933938231660549,0.26959639657222567,-0.12711889690310896,0.0824155551751855,0.17561038297862974,-0.5963143408168076,-0.3532030285564127,0.5365467158980639,-0.4410950004512908,1.198868798042336,-0.02006950439638855,0.18800280514396484,-0.057699739063560296,-0.22332718136973817,-0.6776681878513668,-0.15542268255080582,0.0841440991739395,0.05361014879016235,-0.19063662385588587,-0.007753954566946941,-1.0676776336932026,0.25616303499521087,0.5004197749434798,-0.6348211420945746,-0.1303411664085734,-0.7673232940762326,-0.023982531746373992,0.2970149962967481,0.3341364827683573,-0.3009614297521115,0.23949164068421913,-0.2663756582249108,-0.3453030921512028,0.11859336261651476,-0.3236494914256708,-0.022020396201612336,-0.32452555767050173,0.21607729656996155,0.09557345676609641,-0.05197849886444317,0.11118528565997776,-0.2929400264639641,-0.233845599501471,0.9037119277535084,-0.06400313953839754;0.3249940098889179,-0.4014862536678754,0.38091616351890956,-0.3061677510296028,-0.296888450127224,-0.3149848959119166,-0.05395727768679981,0.7135453748452112,-0.09080798555110547,0.6503545062266065,0.4014679597447528,0.5931727544680441,-0.3387221692947122,-0.3576144784001336,-0.12615226640555433,-0.06120307831499128,-0.26367484663255913,-0.21810737176567985,-0.26147969136763116,-0.17571529357976035,3.88237490711596E-5,-0.22193844470232316,-0.24090249003905528,0.8855954056175055,-0.37090398750573383,0.2759002517464344,-0.029309784148500828,2.3936402435848505,0.03073760374972867,-0.43204117562806044,-0.14176881940637465,-0.35193708944883273,-0.09607916335313682,0.9055010718436336,0.5493558640074925,-0.27911746373219737,-0.4144561926699395,0.4447879796840213,1.300003837454589,-0.020381628059501278,0.8974049326895399,-0.1275785215295615,0.5193707541354029,0.009862710977813549,-0.16431588413528475,-0.03843695795657309,-0.6413750949537524,-0.09047710641758311,-0.3496412450657269,-0.1753399929439481,-0.011842168869938607,0.16339941461653584,0.12441054280351427,-0.35525401063439466,0.4380718402440542,-0.32459136395334465,0.5379436528714256,-0.5260628453347094,0.07172686700834907,0.572074037561578,-0.32888433027264696,-0.49544381143495464,0.6318493221221029,-0.4233123796055849,2.0419883643564183,0.28499086328046186,0.1929134592991879,-0.0683228930833093,-0.1358617006457834,-0.276465158909343,-0.27359760938672206,0.32825640785718857,-0.33741880682742664,-0.0729327583681556,-0.12485771018460712,-0.5928166394343948,0.2122645527562832,-0.5060782192389639,-0.83195720437817,-0.6417748640797822,-0.4168984260647304,-0.23605468202423907,0.015335031507827335,-0.5800401500926902,-1.1253215347245988,0.04589458945254821,-0.3367915601286131,0.1457667700113232,-0.006809207279416363,-0.1591544710338746,-0.0036829829755067323,-1.2638906180450964,0.308438691221931,0.6245876435111131,-0.01068574409153289,0.379679129639118,-0.3770089967929082,-0.24090263826765002,0.10521919372867439,0.0362177158125534;-0.2870060295042798,0.2318733889930833,-0.42730123240007956,-0.041926297509995436,-0.10054598627207767,-0.21782416391075898,-0.252945873051754,-0.24316223218561817,-0.11519628120642977,-0.6661781886097238,0.01753836302954781,0.11973014495142564,0.10131471900688993,0.28350724453538945,1.2434210676615223,-0.5347927130381471,-0.7056673623247889,-0.06527896592407245,-0.6089983693851728,-0.6272693864786199,-0.18228859322023894,0.4146057382620647,-0.6731353390248707,1.834223111712845,-0.16789703433259717,0.18965032362685363,-0.07399247539223452,0.7443025430078656,0.08432323795927488,1.8917012650021547E-4,0.2786740818043256,0.5975589643153967,0.23398270772710816,-0.5885199352857704,-0.5679275037047269,0.433807609695652,0.7175579413337658,-0.7453999550314414,-1.1678531522151623,-0.5697142257221728,-1.1054248297362754,-0.03949650152943107,0.3221881160332103,-0.40970801156993986,0.29772706781100666,0.009064274899330371,0.6429377912431526,-0.0590717704910908,0.4967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k{129}	=[0.16150888981216846;0.14169833070988994;0.09342406952535014];
x_a{129}	=[1.2679491915749688,-2.607387768271248,26.204140191482754];
std_x_a{129}	=[0.36540544247733386,0.4917471004808759,0.5316973115335102];
pred_a{129}	=[1.2679491915749688];
% Application starting next step
% ========================================================================
%
%  forecast from 12.9 to 13.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.0
%
% ========================================================================
%
x_f{130}	=[-1.0930337987367131,-2.533296696264746,20.121352335171192];
std_x_f{130}	=[0.4508058990487882,0.621492719849519,0.416978136605831];
pred_f{130}	=[-1.0930337987367131];
obs{130}	=[-1.2904883572618109];
sqrt_r{130}	=[1.0];
hpht_plus_r{130}	=[1.2058116492228077];
xi{130}	=[0.5059479913553576,-0.29218580883403167,0.2582940095967877,-0.2945025804511814,-0.3417449260254908,-0.3485564226476514,-0.10034750448119945,0.5610823836970691,-0.1580421041327773,0.4288814126717886,0.45437647027979233,0.3516483726539511,-0.3378879069823262,-0.23714864877801012,0.08384277893657766,-0.02279225986766331,-0.5170586306429013,-0.01809825741404847,-0.34629000589410386,-0.18662665807919754,-0.31273025320235925,-0.04868741088285411,-0.3599549482011417,0.9803238218729285,-0.3272532850958245,0.34084497149347737,0.06818442052874896,1.9854673457345509,0.5402787024475414,-0.3433512713745428,-0.09327334608591853,-0.58081604834384,-0.10654969910037093,0.7308058499271693,0.36304051907438706,-0.06425129279270725,-0.4650998908713191,0.16484521659168727,0.8824650537368313,-0.14994705902911876,0.588935569228861,-0.1417445041957328,0.5877338030239443,0.3577796080290767,-0.1070803458649432,-0.10220879748032963,-0.7612737885766778,0.09178387522306553,-0.4947991940203107,-0.1701193331120343,0.012424160145548813,0.28815785167751085,-0.003576827596760257,-0.3568644837880115,0.3368819083518032,-0.30807416553022726,0.4346259911312498,-0.6505556302738604,0.026058974957206438,0.4216142066625461,0.16475908112176563,-0.44474604620012603,0.2696192712007609,-0.39011740571650666,1.7138091225882017,-0.13818399942772697,0.1445580956714304,-0.04924950246609194,-0.20483331364538193,-0.3776650247036022,0.14882832899158782,0.24392258255794608,-0.3110970224863294,0.4469967634322497,-0.11630667599053579,-0.5168701229427692,0.22765186192358278,-0.1969714264352469,-0.7352654263835099,-0.5846424762214981,-0.2526142934387916,-0.3561574981406723,0.07836303604666317,-0.23399969814913835,-0.7943719213998863,0.05224738287302322,-0.4368346905710223,0.06766253761943575,0.029098749642192168,-0.15339510315559624,-0.11433415072130493,-0.7959353648397169,0.16414941541321482,0.29262154732406975,0.1666388470563981,0.22869920542034428,-0.3368459141520128,0.04388730528496043,0.30508152963177715,0.05501043400787009;0.7026187224707441,-0.42725706259410323,0.41904886427803767,-0.38767472569394235,-0.4400908800375931,-0.4240140829859955,-0.09973905973862651,0.800746800573404,-0.1846133641535146,0.6952243205147208,0.5888358200877961,0.47579050882229623,-0.4578364305478244,-0.3687085536566479,-0.11844231588596266,0.04185808654776846,-0.5761859632646971,-0.03539635763431459,-0.37424502730245335,-0.16076943632186103,-0.3538849635700938,-0.1522946799481737,-0.3788004910818379,0.9567432086138576,-0.41758023912522324,0.41353455824621177,0.09413476878122573,2.5781039400002785,0.6412442754713155,-0.4572451669146531,-0.17011555779438492,-0.8258049101642282,-0.17456522114948303,1.0849958909359392,0.5807286774446361,-0.1801465411554264,-0.7131495244784558,0.35103029199122204,1.4140603611934537,-0.11624513878454223,0.9953492894316351,-0.18885909381927224,0.7080349836891999,0.5064107061591829,-0.1937993585236133,-0.13432901340609416,-1.0734971498174177,0.10949866881593939,-0.7158530780819921,-0.20546802867133174,-0.03351018691372909,0.3038903231326997,0.0355043657288463,-0.4674501014444208,0.5065521264119917,-0.46640465403922393,0.6267937999919468,-0.909778117439239,0.03158141442018536,0.6548062456694197,0.25735472391591774,-0.5974205194576552,0.38167324194062324,-0.496982707985393,2.4657593123943595,-0.08446364037280851,0.18481081692136536,-0.0605055439877904,-0.2389588277823469,-0.38324369834319105,0.13933712741775262,0.3783469263545163,-0.48292347166797844,0.5777299906885218,-0.18341437053663512,-0.5448667100206435,0.27706708005143055,-0.5245509937870922,-0.98268984704506,-0.8603336331166411,-0.24463498717368903,-0.49914509871529544,0.021884298542322878,-0.5445716177345985,-1.199849177382311,0.013074591862151763,-0.5656191336453116,0.21538711797552157,-0.0010508082183866563,-0.1503779904523328,-0.13826252811350326,-1.2389575738612697,0.24049316144071042,0.5272458938616778,0.21488337675197267,0.3648852448753588,-0.4472440906309676,0.0416734031848609,0.13907823759466442,0.09601588097353453;-0.2060270301617102,0.25357485046840367,-0.3904362772616743,0.033262305118363145,-0.01340952776262938,-0.0797349414844426,-0.1703462308224637,-0.3347776117787191,-0.0842409560195243,-0.6094708298721763,-0.06279202950631912,-0.10656526811695599,0.13128684607793062,0.2683887011139561,0.8281371901946564,-0.3334000966438566,-0.4320115370558675,0.027687743231080475,-0.3524783959383768,-0.3722055853291586,-0.17842971245496742,0.3244242731636078,-0.3986480097964389,1.0693398245479706,-0.0288515447158737,0.06838197974029825,-0.03892124968260191,0.2477330976471741,0.1524657757738055,0.10655201107647727,0.19818583978675974,0.4133370804548555,0.15247727523932042,-0.5784262113739658,-0.5289296777591588,0.3497453747858117,0.5226587674654866,-0.6317149557245614,-1.0672512854201628,-0.4028235699235978,-0.9409631491854995,-0.021316922412790262,0.11211264421419287,-0.19592869224226916,0.21427684829741978,-0.019990583712971244,0.5489270475304657,0.0035538909165993005,0.36031359780194805,-0.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k{130}	=[0.17068308251579858;0.2326257200028031;-0.053584473703242576];
x_a{130}	=[-1.1235551006938398,-2.5748944910698777,20.130934233259755];
std_x_a{130}	=[0.40238799655313606,0.5593830491400101,0.41596924498731286];
pred_a{130}	=[-1.1235551006938398];
% Application starting next step
% ========================================================================
%
%  forecast from 13.0 to 13.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.1
%
% ========================================================================
%
x_f{131}	=[-2.5042555593387683,-4.108240697094987,15.984612608118985];
std_x_f{131}	=[0.6280121514997832,0.9534904431162703,0.478046437106898];
pred_f{131}	=[-2.5042555593387683];
obs{131}	=[-2.759542867076502];
sqrt_r{131}	=[1.0];
hpht_plus_r{131}	=[1.4066294645405135];
xi{131}	=[1.100359036316587,-0.621571611424157,0.9246098826443208,-0.3938649070227096,-0.8338069734554279,-0.5580550816213492,0.29985974570232,0.8317795931086995,-0.06375262058559494,1.1609636319501602,0.44299908202597704,-0.26467366850237006,-0.4236024594385337,-0.2127447559241058,-0.03243631833986438,-0.015486205427162059,-0.6458352179134978,-0.029512324065664952,-0.41279352198494257,-0.4567151791562982,-0.3800815053147897,-0.07634156328912356,-0.30787346896466516,0.8958650845966125,-0.21615795280339123,-0.019883462189300705,0.41269373024871925,2.5338702952626635,0.6360019278915967,-0.7189579365814773,-0.4039806714539438,-1.2243538101343363,-0.167231694310515,0.8414184685230306,0.503599426646614,-0.13152352577427218,-0.6644649444739139,0.2600577373817714,1.1840449248564373,-0.19901449832688245,0.6770075535171736,0.033475935866026596,0.736348595133276,0.5279880492804536,-0.1962103512579847,-0.2011467386763397,-1.0952203014264348,-0.13731112250870092,-0.7183465879015483,-1.0615009638407455,-0.01747666915442636,0.29600177823126206,0.10235452967244596,-0.5020142681896305,0.5066777893368568,-0.0754944336957295,0.5895393664594195,-0.841380176626894,0.17424733844194007,0.3187668663052685,0.5917121847115288,-0.40147489792800695,-0.18927366603958973,-0.24933086491450362,2.354237156379102,-0.1487977228295998,0.026105832571595045,0.18332888276293202,-0.5818200012528498,-0.23946696322345984,0.4269510579986151,0.4649362705823452,-0.32225853169866614,0.7992790962691552,-0.20704250529770452,-0.10097944430910744,0.27784410353120403,-0.4888405527874342,-0.9257964639686582,-0.9295089865442039,-0.17920908998841956,-0.34498585332655596,0.4876882169072454,-0.08514095803823052,-0.9919866582216201,-0.0038514336360728763,-0.5146596787833224,0.13778404400728705,-0.1234099734326426,6.93156385107141E-4,-0.35077105674212294,-1.0918908146909554,-0.019761952770315006,0.6512060438538458,0.2506199488603271,0.3180747250766274,-0.5380579880087564,0.47468054211453126,0.08858958123723859,-0.17512766245870015;1.6832574236743785,-0.9325815540537468,1.4090748729704266,-0.6047792725121877,-1.2624235221531492,-0.8557959770112573,0.4351525538961951,1.2660323406263907,-0.10907430651564987,1.7771625818445025,0.6605998149376395,-0.413076075054418,-0.6398120096786348,-0.3223006455219837,-0.035142204203513216,-0.0467304994503186,-1.0100480418063214,-0.05243160686159154,-0.6530250554265136,-0.7207904333521027,-0.5902997910469567,-0.12132726967765706,-0.4940264135295189,1.3476047340395056,-0.3393588799510443,-0.03724739791586451,0.617918931342929,3.90155166796474,0.9629585343562379,-1.0826700472824289,-0.6079570748198497,-1.8012137763816831,-0.2626894772884114,1.2852321298059426,0.749816471968372,-0.20658067747864806,-0.981641140228243,0.36816223579490837,1.8307670437336143,-0.3337977974508597,1.0268708464649081,0.03224402320141806,1.1127527703893834,0.796292674561573,-0.28711999560824886,-0.31231294261044873,-1.607237153544041,-0.22090826417676723,-1.0740206578831364,-1.5920214025147263,-0.0313033002088936,0.4348691096261512,0.13378248936298043,-0.769466867143521,0.7563389017197455,-0.11541799635168992,0.8853852241265887,-1.2472683281466068,0.25654729703718093,0.465334154655066,0.8937799897837349,-0.6102145993346282,-0.298236745679219,-0.3882951627286344,3.6894418434682024,-0.24291596442836294,0.03431455277510054,0.27359412521610915,-0.8927150299980582,-0.39858811693462926,0.6444467522102397,0.6950511604643714,-0.4831312313359106,1.2144520858837113,-0.3222008354340655,-0.16988008466797666,0.4147373547382385,-0.6914888115445201,-1.3813657719563048,-1.3705732706620868,-0.29867582905817436,-0.5272084772802934,0.7344114545778835,-0.10486187940415448,-1.4262125367984595,-0.009682458307858965,-0.7850717339006605,0.17174756361897225,-0.18746960263125168,-0.018874492951807653,-0.5467630522449705,-1.5568561887318033,-0.04190495469694433,0.9756352494963774,0.37376487396170743,0.47108910232664236,-0.8119673089826964,0.7110474290147022,0.12908810827706496,-0.28325847937981585;-0.6070732414551898,0.48686309079838885,-0.7331082789226038,0.1601471711932394,0.4183152986879879,0.17292274257652274,-0.3541560849855969,-0.5759096254375891,-0.09681669568516149,-0.9478929673644299,-0.21662364888575958,0.1272930316244949,0.2420072796141195,0.2402724105171412,0.622448501763321,-0.2831651910722499,-0.07154215989845625,0.0010201844823729544,-0.13146418622003964,-0.07539460551020483,-0.007734807574983904,0.2398973398923463,-0.23537320301443465,0.5336487242205745,-0.011612764915801321,0.1073120751753347,-0.27186050784735727,-0.3033880069916943,-0.1341245950532599,0.4316207707731383,0.34150431527905845,0.9825632026793887,0.1511180761724038,-0.7221591023482681,-0.6157447521498725,0.288735613532241,0.6724154769685047,-0.6138740932533473,-1.1895663402500691,-0.2591147262783533,-0.9487461712115515,-0.10710184047284166,-0.19665821392618454,-0.38103483312778863,0.2195923640479176,0.04324506712088727,0.9423487018039634,0.0715299168531498,0.5861198662024432,0.5783563724147402,0.0985589762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k{131}	=[0.2890807243777893;0.4388494411786211;-0.1646381598122487];
x_a{131}	=[-2.6065431257102962,-4.263522033954389,16.0428677433769];
std_x_a{131}	=[0.466747931970983,0.7090049773042556,0.4105990613934067];
pred_a{131}	=[-2.6065431257102962];
% Application starting next step
% ========================================================================
%
%  forecast from 13.1 to 13.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.2
%
% ========================================================================
%
x_f{132}	=[-5.0222607551885305,-8.442906144200892,14.435607146465589];
std_x_f{132}	=[0.8087905250542771,1.2533933440382197,0.8709185195463204];
pred_f{132}	=[-5.0222607551885305];
obs{132}	=[-5.313642961173171];
sqrt_r{132}	=[1.0];
hpht_plus_r{132}	=[1.6836512136732387];
xi{132}	=[1.7092106146730148,-0.4524652544398018,1.2027186188546843,-0.11617833542504563,-1.6389773135489012,-0.5525612171241683,0.36541914277756593,0.7482651783776513,0.6626268726000966,1.030407813010679,0.5755959519408425,-0.35074091645964955,-0.4629395730743715,-0.3232893245578943,0.1986074981478092,0.0137877541810969,-1.0621005491526194,-0.20979459831123304,-0.6080150346149935,-0.3691779526034775,-0.4611727100615024,-0.045271719113867626,0.08829469161831849,1.1108207867486475,-0.25212586578372864,0.044764888076596066,0.7815677214402577,3.384181210749986,-0.44662763731923594,-0.8855727929761592,-0.9727835454244831,-1.3433100565587255,-0.09885064182085745,-0.05640683076257691,0.33394938163289734,0.10134227289332731,-0.12694290596927527,0.35979935981508504,1.4768208337522828,-0.2822054896140811,1.1879861651791779,0.2595305270794004,0.7761161452007377,0.6907798241482759,0.88886431931041,-0.5379954175258028,-0.5492934435069898,0.16832071809522553,-0.4579727981496786,-1.3464137926854152,0.012941602801506136,0.8064402246943754,0.5258175796119442,-0.1349416336893725,-0.14667208151041677,0.30677290649903455,0.17590189476770668,-0.8292826376203468,-0.05211832359980306,-0.950171023616571,0.32799918778101755,-0.49612693214060943,-0.2351630682675081,-0.0343892395969041,2.8455553877387363,-0.20334627935250094,0.1698640201799959,0.5441803702139998,-0.15392229802758095,-0.3405080230096651,0.5860741802303275,0.4912054037334217,-0.4701875024244577,0.7594132594135337,0.037447402265590846,-0.15299484412388953,0.19736746946854833,-0.3904255473193343,-0.9721581755952968,-1.4171871909291696,0.13507851572600682,-0.09222924533569632,0.5355049221692996,-0.6908763654715795,-0.6617752458420645,-0.08315539302545716,-0.7050003892233372,0.1993392996544232,-1.0590555213306159,-1.4103596745786957,-1.5669764759831732,-1.3452063078403445,-0.21185329707409917,0.7858196496249619,1.6233140747397465,-0.09853160159550711,-0.768971083996929,0.45560956549356213,0.17723398074545216,-0.17588806915175326;2.697686567110525,-0.6781002832584431,1.839584930098539,-0.21204661544672376,-2.4175452570026508,-0.8887774787802059,0.5075536044857678,1.1227844774142612,0.9849130776091055,1.5572965157000347,0.8743673537954528,-0.5572526990808448,-0.7255800716044742,-0.4956739052355079,0.37960291437630644,-0.05801177646567801,-1.6980874478896801,-0.3548801551616023,-1.017669889161084,-0.6521883143202007,-0.7692543772620404,-0.06458243649105633,0.03733426313874233,1.8476809739354252,-0.43491183650295717,0.057818915242611624,1.185669860888587,5.58825676137794,-0.669668949320128,-1.3444540871597788,-1.4456737677474365,-1.9152923230366294,-0.16973099154528093,-0.1523909734099913,0.43442711785926313,0.16084432556440653,-0.16152467599695797,0.45231775356661164,2.2586019296417907,-0.5306172279047683,1.770459763725806,0.35160186059166953,1.2097594609858717,1.0369572442933386,1.3745691000736358,-0.8518496943912925,-0.7863048387396834,0.2179691817711138,-0.6817500831244256,-1.9924422969227233,0.009145534550826895,1.2637473905333652,0.7628676331940767,-0.23502856167071684,-0.28589538454247965,0.47221606116449966,0.22349991892815524,-1.2084427035267957,-0.11370390485967619,-1.5042087413809497,0.4562669417346621,-0.7709812410801238,-0.40447419535001927,-0.10188047846650683,4.6457186318886325,-0.41020577889919174,0.22910518242316336,0.7969302151482749,-0.28372206263730426,-0.6382642786087818,0.8997934070445188,0.6974903637329541,-0.6931103731341732,1.1679269944152058,0.037465537618889044,-0.3323693911104435,0.2845510082934215,-0.45682379409405627,-1.4507793313460304,-2.013514809306546,0.11052592077632895,-0.161284462873164,0.8412447431175352,-0.9284675582048454,-0.8725234224056084,-0.13740106111169403,-1.1016779775248615,0.19614389335703386,-1.5768877575170581,-2.144617605507552,-2.331589248404816,-1.8007883262059199,-0.36677329879858966,1.133472937811817,2.5516804857668838,-0.21725313903302634,-1.1763840441204128,0.6798159011856031,0.3525568308089895,-0.3149081020577942;-1.647010350378638,0.5618957931213906,-1.4077179191564113,0.012983218029477328,1.9341112577735018,0.45275671887169544,-0.5990157132171898,-0.9122560177913215,-0.8567651462735384,-1.3190717914539416,-0.6399143685394062,0.31922359341910855,0.4649380914398904,0.39869306399408444,0.21156419951306304,-0.31967251049197465,0.8448673736730701,0.15957652480942208,0.33571293764295973,0.07521337566890374,0.27950704976695206,0.14497349709823304,-0.49218026474080645,-0.33900150427958664,0.10633281237629788,-0.03755963143258789,-0.8918159448098475,-1.8504752851172395,0.6395884234432412,0.9975744606678116,1.1835827031682378,1.8133912150402587,0.09380312587517103,-0.1938486651344853,-0.6858758484301806,-0.004121604645646926,0.328574693431122,-0.8209749614082309,-1.883693219018955,-0.04968240467156981,-1.6775362654835924,-0.406195509342675,-0.6787497655152741,-0.8451424502569278,-0.8755796682796699,0.5031929263250117,0.8349588681840103,-0.24956888595699134,0.6014221981443058,1.5526889333957605,-0.006109145493150336,-0.7239869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k{132}	=[0.4060527549418682;0.6284883096042817;-0.40625567414427677];
x_a{132}	=[-5.149752308813066,-8.640237525532799,14.563162412216343];
std_x_a{132}	=[0.5854479153186574,0.9141235086592115,0.6507967573280634];
pred_a{132}	=[-5.149752308813066];
% Application starting next step
% ========================================================================
%
%  forecast from 13.2 to 13.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.3
%
% ========================================================================
%
x_f{133}	=[-9.942137805561117,-15.800931620778098,19.51186161426978];
std_x_f{133}	=[0.837685924769395,0.8743343329089911,1.8449209061282121];
pred_f{133}	=[-9.942137805561117];
obs{133}	=[-10.243051144427639];
sqrt_r{133}	=[1.0];
hpht_plus_r{133}	=[1.7251001779982422];
xi{133}	=[1.5214678684438603,-0.37448721465853474,0.7713891833047981,-0.19160067097818967,0.5766880691688474,-0.09464644927691346,0.15033828005074668,-0.024601077827618667,0.566553031936671,0.27482124462175506,0.5080937984540412,-0.31532581075250476,-0.6855174744196262,0.09819616973181056,0.37429374412467276,-0.5390504003236583,-0.5655401808983438,0.018108701765717328,-0.61669626825603,-0.39731564058263835,0.9287352878743569,-0.04396105246923554,-0.06578090801512104,1.0965655409237094,-0.2616510118939992,0.166868219058113,0.3588766069589049,3.7192108806013255,0.5345704488688909,-0.03329208699557995,-0.22605389713122825,-0.27912507051481583,-0.016392211173126725,0.7959927158783184,0.050960416748587534,0.009839980227489775,-0.11194226461566181,-0.2669795108449726,1.096159787581243,-1.0937492777935809,1.0025135124714861,-0.6144607110723559,0.1854926652645439,0.282105818305487,1.3096677123295706,-0.4653134330704969,0.04958179510421168,0.8194493030081631,-0.6064388250049078,-1.0698379164208127,-0.2116081694020977,0.7902966166879235,-0.019425796280058805,0.24025253751717202,-0.9335567823693403,0.4391040377443609,0.05188208164849328,-1.0705618458175206,0.235832999040694,-0.9490331923150741,0.4099073541337166,-0.21153250717977023,-0.3520926313887216,0.2662669181747539,2.9326742057687243,-1.2998589140402625,0.34068297658209623,0.6406758717316432,-0.12271466985246704,-0.2656192072481378,0.641275413636393,0.5660216049767524,-0.858517738886384,0.7020021608511264,-0.0454320651479847,-0.23387343465465982,0.5311911183997289,-0.07419868962553089,-0.7323692931721766,-1.453582833603992,-0.11686078602158823,0.15965281966847122,-0.20996120605045654,-0.3001080470420181,-0.6653739208265623,-0.12314813078295472,-0.6045421177204648,-1.0311490661553009,-1.4798325997223056,-1.1491293277565156,-0.9636193409361464,-0.5538737736538231,-0.21397908612570227,1.3479696929587757,1.4923382701202446,-2.30062416978247,-2.021221276817096,0.18872985833781186,0.038638489345535376,0.24522417523605888;1.615835469836787,-0.35529256210122995,0.6234601127436914,-0.3096197973286827,0.6312270469548,-0.2216901159961182,-0.05179784391381581,-0.17884052014505514,0.39848488407268334,0.0649831292632026,0.39140715300840156,-0.3770271667224918,-0.6642462886510039,0.03938725120190334,0.46241709489209804,-0.7132413278109517,-0.6814968972266513,-0.09429615921945356,-0.7593993643518431,-0.586563825580324,0.7991454385592167,-0.07991660721795668,-0.3410919432447912,1.3681993041184999,-0.3949613671915344,0.0751719070353083,0.219184622391424,5.058437817696545,0.528422832532149,-0.05815129017121912,-0.17464862268175096,-0.07202421458836028,-0.1014566507236836,0.627776315042313,-0.200368825883654,-0.03357641917321885,-0.0840502398536298,-0.5444163103317479,0.9292568725467074,-1.1411327156133062,0.7780156968574179,-0.6797050110320093,0.1362382821170467,0.11822022636857454,1.3257555711581066,-0.5070548629431109,0.10297219150171166,0.7162530594810228,-0.5223515773892053,-0.7869177836982679,-0.2735913551010434,0.7638236119416195,-0.21444355401843396,0.10862056712167956,-0.9518104636996867,0.35456867810080617,-0.11637220867353726,-0.7744446431924068,0.08864799983446758,-0.9159675180081912,0.2349719035613802,-0.2647832700591586,-0.45755248397128057,0.08567345763266765,3.716361674425306,-1.2891135142859298,0.20349723132963682,0.5011573392728081,-0.2647371013408346,-0.536544469488831,0.5720987642998949,0.3752801782329449,-0.6878240268692615,0.6261907965404756,-0.14879818361352548,-0.47636466531582045,0.4223459919477044,0.18700239947789044,-0.5834400600148477,-0.7721809595165752,-0.38259643729974613,0.05704536035715435,-0.22689990931486648,-0.0497184810586333,-0.31726598746760004,-0.18289031747796258,-0.6075494718000876,-1.1742633726964087,-1.0278587745758223,-0.9310749732268739,-0.7077098552656089,-0.04586622415384056,-0.3449400232563029,1.2072781670123067,1.5599855524600912,-1.619112120944525,-1.3367369812113274,0.06703456003622144,0.16517535698291574,0.09077584775669578;-3.2145776578656005,0.8963157567229629,-1.9822735373274263,0.24481879916418237,-1.0557474252521182,0.040092329361460344,-0.6760220006406463,-0.2001667634049511,-1.5454866730368764,-0.9962219945846051,-1.2857137821026114,0.6015086356272832,1.5418503737001146,-0.24344726559395014,-0.5285829183012822,0.8718878077158152,1.0123426954178996,-0.1960020588777276,1.0811833871523042,0.5268372358382933,-2.3021454271100517,0.11119904831132388,-0.34729034166628736,-1.7087502897329578,0.36686329949765906,-0.4621977663176331,-1.0130304840913453,-5.58644703609634,-1.0982648155687222,0.0938985827303469,0.6496612116649487,1.0620369521832167,-0.07452689124317047,-2.094661216955224,-0.5677876932279169,-0.018743867737558872,0.3672998496839881,0.04662772178792096,-2.8348193052021244,2.220163147815594,-2.7334613015697116,1.2143398844194202,-0.42146458921939356,-0.8860742976657221,-2.8634917134840485,0.9570352846096171,0.0814330257864384,-1.9739650150203794,1.4938953985794754,2.7678625620900554,0.39536005745084424,-1.7563341535674013,-0.3023866238879229,-0.7060573484422044,1.9592817310874793,-1.0690017358645072,-0.40046151999265334,2.7948780213620417,-0.7387773687939543,2.074010777771303,-1.2087564210011337,0.40157869538202107,0.6039233988769439,-0.8739041043494851,-5.127820067361023,2.7068908998595873,-0.9563694538986454,-1.646889232572594,0.0583355291656531,0.08297049289045688,-1.4709717051670275,-1.5947455667810004,2.1523740218064056,-1.647485719517789,-0.037243846010845516,0.07274684784953322,-1.30460861074204,0.7648582761254978,1.8684386409836122,4.178736881987682,-0.2159595689223437,-0.47309801940726715,0.4896483441888151,1.2158638182031893,2.1021830099858683,0.21654671728592234,1.3282546818515506,1.9177736801566532,3.8260577845073627,2.8046863538326576,2.519315749120807,2.173291943000656,0.25066758834582004,-3.36927374146315,-3.20259609869807,5.70499371062191,5.212126120276171,-0.5904205884527833,0.2689356843815318,-0.7893568244287295];
k{133}	=[0.42032351932142753;0.42056132474475527;-0.8989727972176038];
x_a{133}	=[-10.022113398515701,-15.880952461330931,19.682910530646346];
std_x_a{133}	=[0.6349399197691669,0.6905272058891803,1.4184506017551466];
pred_a{133}	=[-10.022113398515701];
% Application starting next step
% ========================================================================
%
%  forecast from 13.3 to 13.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.4
%
% ========================================================================
%
x_f{134}	=[-14.431371986467136,-15.222333364293869,34.14716353679054];
std_x_f{134}	=[0.2774674665711139,1.2707411794300085,1.3887765011864481];
pred_f{134}	=[-14.431371986467136];
obs{134}	=[-14.537950640588036];
sqrt_r{134}	=[1.0];
hpht_plus_r{134}	=[1.0770135403854217];
xi{134}	=[0.05009184187987614,0.021089158976351996,-0.19353456501281663,-0.1200706285736377,0.11148695071660164,0.01802891146782315,-0.18755431419200264,-0.16516597725946447,-0.1628927747581823,-0.24349179602021032,-0.13907077002839507,-0.03551582538417897,0.055319756037038204,-0.06070015986701627,0.09354352070031702,-0.18474384528255072,-0.12019631950948906,-0.12060187657871246,-0.13964780999958393,-0.1844709243074174,0.008700376698538292,-0.024560363692879505,-0.2869611621488364,0.28069182358385625,-0.14301272519462316,-0.09598808254437863,-0.16123962373848855,1.6959210103579796,-0.01706394954622681,-0.03150928281078613,0.07044176343846864,0.2071231037221697,-0.0917636022056385,-0.2128657441720243,-0.2724590808523626,-0.001631240454898375,0.029562143216665504,-0.29341745489259274,-0.1899371420080005,-0.02032544414269921,-0.2884927039851135,-0.06487596361992409,-0.03896954343508341,-0.18550193568207796,0.01224338449415896,-0.024562232984662202,0.12316240885425067,-0.10791384687315464,0.21850414899518533,0.2710138795329424,-0.06284566422018578,-0.039944905045238954,-0.21563817978937116,-0.14746452993487225,-0.009681716853128464,-0.09228138728024504,-0.18506688337316035,0.29523747845968273,-0.15379842117800457,0.026360439549707237,-0.20676736953468478,-0.05624719872912287,-0.11899626066799307,-0.1783052278657138,0.8506838581035101,-0.00595365744329257,-0.1583737672630363,-0.17207995074051574,-0.1538404085314493,-0.25318582428194425,-0.08633310830553143,-0.2292569404386562,0.1401293047640042,-0.104558100050685,-0.11437779936786896,-0.2428945805195415,-0.1214361158258157,0.273331188138739,0.1299185522902384,0.6218104197476801,-0.27559490066258086,-0.11739440297814596,-0.012811511118103525,0.2662737944498623,0.34281996994836916,-0.06251955629495853,-0.006711576041659839,-0.1294263795555377,0.4569593515541843,0.17602591488548391,0.22086286609817662,0.5245474830481083,-0.1366819985404053,-0.2390323571964892,0.0027649291772497975,0.6100837431922379,0.5981824587118112,-0.11245563626774846,0.18689550965349078,-0.17714641679104837;-1.5942321993772577,0.5286209621381097,-1.0950282131734763,0.047426512838795176,1.7897209810931294,2.7259655365726125,-2.101376193380565,0.07665097432807855,0.9705584663576303,-0.5678895992109094,-0.3481797657625094,-1.960668437455153,1.5208753553768872,-0.08231157750401152,-0.11820775032813202,-1.2843020015446474,0.547023636496915,-0.08450410974734801,0.5762045445394204,0.5805149167843222,-3.6267597408446957,0.48511652627012225,-0.06458734679508815,0.016669320481989658,-0.5839708818893126,-0.14761245632920428,-0.07676451453273181,-1.9550029483187057,-0.4364178776423433,-0.5277536106615877,1.0488642543379196,0.8334544083899207,-0.0029772797151785824,-1.6414475246892852,-0.3108824860668502,1.3083103056759846,0.3915459889505488,0.023151281765965592,-2.525029653860111,1.6071142423606428,-1.915587833002844,0.7071183244712493,-1.310967793481078,-0.936369190684049,-2.0743720178128857,1.0363371745681054,1.942177046511139,0.8673258362107958,3.0291241173361456,1.3545009061148505,0.278719257987575,-1.4725398669871534,-1.1320617930522179,-0.29135547157716957,1.1669471326188532,-1.313550582133372,0.013054157040748748,1.7525541688718107,0.07918613855502521,0.9678111808824106,-0.8387767268520339,0.40289236406533746,-0.07797355355044644,0.4138777166280381,-2.1023356588664175,1.221675596857862,-0.5692332907888034,-0.8808324190930588,-0.5483092876732059,0.5582336443842948,-1.0360867998788716,-1.0712446419898587,0.11221114791394271,-0.9982534569111703,-0.7353166785131808,0.38173223505298104,-1.1727481221675777,-0.2971352908028386,-0.5391454962036697,2.1368912007084973,-0.11792007058662968,-0.6186672859978231,0.4618850531457337,0.8425183058479053,1.1265128197858694,0.15280357704212655,0.37331609020718126,1.114887391817362,2.7687655963004936,0.5241936277272412,0.32308167152904055,1.961305898338619,0.19239217215799087,-1.1460832412597544,-1.0217866254226227,3.308762136805697,2.629751784991294,-1.7499262203237453,-1.7228246893214152,-0.4530234134724882;-1.8382772651219597,0.5321905873383699,-0.6204428138406044,0.4044237567363069,1.5652082939492544,2.6665773083089164,-1.725097089558517,0.5353591899813352,1.4193022038307106,0.07509167739635814,0.03525374025294781,-1.9921399207204118,1.4311293050239797,0.11744617585851813,-0.313459317004245,-0.8414808924722124,0.9016402695229075,0.2634840798487659,0.9803284196128033,1.0928065416449826,-4.100563267529772,0.6053724579753919,0.7060607869884095,-0.6656501621111204,-0.1948996136512804,0.14407913654780913,0.3695734266711739,-7.084526386723965,-0.36541683247584444,-0.4249272216573061,0.936077462959787,0.3705984233627575,0.2810898119990739,-1.1770419296054797,0.41684212782517704,1.3670205861834432,0.3734056198558733,0.8035816540411815,-2.223619333442926,1.6841097339499953,-1.2670721466451127,0.9231940777569818,-1.2510520652090449,-0.46587507053455113,-2.262749651659181,1.1508850306788858,1.6875955940764698,1.185908605042414,2.4790834613207977,0.7378311135896709,0.490413719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k{134}	=[0.07150656653570156;0.08190592701075088;-0.11454078937469289];
x_a{134}	=[-14.441709398581423,-15.234174169455308,34.163722230642385];
std_x_a{134}	=[0.2792680547212926,1.2682281618438573,1.3941967114758989];
pred_a{134}	=[-14.441709398581423];
% Application starting next step
% ========================================================================
%
%  forecast from 13.4 to 13.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.5
%
% ========================================================================
%
x_f{135}	=[-10.166466471355395,-2.6927979823862236,36.25863000942974];
std_x_f{135}	=[0.8174213326532139,0.9528061962131712,0.9074079750242188];
pred_f{135}	=[-10.166466471355395];
obs{135}	=[-9.881240482505863];
sqrt_r{135}	=[1.0];
hpht_plus_r{135}	=[1.6804058596780984];
xi{135}	=[-1.1002700739148885,0.3373426347333801,-0.5700821191273437,0.13490940900104853,1.0949354381335148,1.7477246911211992,-1.2172368935963789,0.1819041387404141,0.7489203195811687,-0.11516501763307296,-0.12028679976250878,-1.2831261066189779,0.9337625912443901,0.012032415941762409,-0.14384546007918786,-0.6625641112066596,0.4561677840139584,0.046838310214969425,0.4834020332442641,0.5171038507921626,-2.474680564054138,0.3429014501408414,0.19953801382176373,-0.20827134927072422,-0.26102551955045605,-0.00895936722598023,0.08529088234344684,-2.8263197945743848,-0.25865292398333395,-0.3082265640482049,0.6220653180830507,0.42818444681030776,0.07394943154014832,-0.9211998449335788,0.012170954777086962,0.8567071098689247,0.2388416839950338,0.2158886954555541,-1.4608583411763227,1.0479205821027584,-0.9932449544436768,0.4915552643948864,-0.8025099208613771,-0.44348031080643224,-1.3793743133070517,0.6948933728043709,1.1719333864194486,0.6602799309815008,1.803959887511546,0.6867032595115727,0.23352481703585148,-0.9255906466809076,-0.5563552408987018,-0.08063178631325307,0.7815553110240092,-0.7774369975153324,0.14253463133589683,0.9204894395438554,0.1736622301962818,0.6105663413853097,-0.3800990666585342,0.3029400314290154,0.05651979889467995,0.4263943490627611,-2.1621961381567516,0.7949073351317146,-0.2539281051295976,-0.4411877936376598,-0.23410463522702862,0.5734768231602114,-0.6003415522696116,-0.5166268749113012,-0.037932416822377135,-0.5677085276243226,-0.3955707747087924,0.4382776873650034,-0.6767315263622802,-0.41969089949948213,-0.45707633497482725,0.9462113929958811,0.14927007872061182,-0.31200962634038554,0.30188276396793157,0.35281153712056756,0.48046600554326524,0.1493907201387703,0.2522852054436502,0.8233847394312086,1.4703309769578894,0.2000900007573474,0.024489199331002354,0.9058998142379515,0.2370708166293074,-0.5582222444831348,-0.6719441558524739,1.7054616704593464,1.278894802235488,-1.0494661451984406,-1.2852791857505288,-0.14110478166887397;-1.223977718749445,0.2798303029256566,-0.4080178002015935,0.3377670253751939,1.119473168598284,1.7668805661048834,-0.8711325411090831,0.3744166248665697,0.9246867740447007,0.8186587487306509,-0.004556205328503982,-1.4518245851162161,0.5781343107480956,0.1614130818536017,-0.27923738612429316,-0.09843704550849575,0.5786741405307065,0.1924275161424931,0.6307301927734543,0.7334172693773471,-2.741989944366053,0.3934570754788753,0.6881217491498259,-0.6241036121226347,-0.05417177773313009,0.15832195194718812,0.36192833930485824,-5.5034538701550675,-0.24571467207407283,-0.20226863087275815,0.38873062999958785,0.6971141371001035,0.16133932088690361,-0.749262480075513,0.3290429342478145,0.9177042216605944,0.18983144540228558,0.22931196284649902,-0.7551155211598033,0.9916871899705222,-0.3388714307495371,0.27818000025233003,-0.48474963278219274,-0.03833069785245291,-1.354966118016141,0.7203973519894156,1.0473789488679393,1.0121607546004938,1.5808987025934154,0.3522292408014862,0.3138311342112887,-0.8031951048286392,-0.2056832828025832,0.0205975076634628,1.0439609749037362,-0.6290798188905615,0.21585965596354617,0.5474518328266784,0.36705778354842744,0.5547082649223882,-0.08842392521377729,0.28935059758749393,0.2215475565536278,0.9265548372433896,-3.4495323075351685,0.7825852174307899,-0.14356258758486096,-0.16064695650103467,-0.026024052631342887,0.9900101319711023,-0.47846451857011196,-0.2186158204195161,-0.29722974291282567,-0.4357231218243438,-0.3470454418543172,0.7547476314566617,-0.5828059787028903,-1.1765080102888779,-0.6280696073937571,0.11363857788496601,0.5093440592607208,-0.20676747453144007,0.08923192802804225,-0.064358807575982,-0.034463759646576,0.17595854033698277,0.19678229357190657,1.0650261122163323,0.8587420747790606,-0.24377354336809676,-0.5591873982779458,0.24665969818869238,0.41861918769608897,-0.17375967443933726,-0.6496003108418771,0.9681295593467447,0.5119422942431009,-0.8560446421872241,-1.4717719624337642,0.18383639034692312;1.0746595543902018,-0.40237079102702467,0.7034040207818677,-0.0025541690447923315,-1.0812940748862232,-1.7120803945899894,1.5619893876794606,-0.05927815419001092,-0.653690437905027,0.8151366460279448,0.1868658045183409,1.2554780804468137,-1.2662914518511954,0.0959311178959723,0.03521393371224946,1.110856665194433,-0.3792911033525499,0.049750075455030185,-0.4055835156515002,-0.3891230303380766,2.5800568405352564,-0.33325560643250185,0.15146461740591377,-0.1269504800454655,0.41422974290237846,0.12004971508683582,0.10370337987788503,1.1156048324068735,0.27884031655237607,0.3896519028035783,-0.8545662974811634,-0.23155539691166638,-0.02891439930149886,1.0928129191821654,0.2077749032065057,-0.8331964696248875,-0.3057485427921449,-0.25128820494354187,2.11564819233665,-1.1333809949390243,1.5410757508780435,-0.7153241405788364,1.0919152672430243,0.7607400734099983,1.5032598404359305,-0.7097296521259651,-1.298673098054465,-0.4185080468511373,-1.9663182266842014,-0.9783499122024324,-0.20047996212791475,1.0773935550799294,0.8398174581392013,0.13830924893418484,-0.6042738806312897,0.9302037548758051,-0.12323088259687154,-1.2551407993775783,-0.0555973890945225,-0.6963816201429793,0.6008367178564455,-0.34799253089803983,0.059695531526855916,-0.07375037898632542,1.4093893731293647,-0.8415655859709119,0.32287910191511315,0.6448846877220618,0.38691061810875027,-0.2714392085315396,0.7239999418197414,0.7537706989821018,-0.1853220868653409,0.6924912338765452,0.4278944217640017,-0.22973961716646585,0.7728558241241998,-0.16364406421935485,0.33168418343466044,-1.649333097118479,0.10956497111111929,0.38625483611891553,-0.5094266798725187,-0.709282857419332,-0.9210926894338982,-0.15510594832943525,-0.32711167700729504,-0.6667611823554225,-1.9800610058821135,-0.5781495380432418,-0.5101305241360592,-1.4564319660297826,-0.1274015864334288,0.8561462658885617,0.7127716783204718,-2.3181420046487418,-1.9288025032279705,1.2604610726515943,1.2465542337639874,0.3822248688433021];
k{135}	=[0.4049056695198851;0.4191318464818491;-0.41989187584482257];
x_a{135}	=[-10.013976434702876,-2.5349502774922934,36.10049607266963];
std_x_a{135}	=[0.6433803924798657,0.8106871996508074,0.7300128328666758];
pred_a{135}	=[-10.013976434702876];
% Application starting next step
% ========================================================================
%
%  forecast from 13.5 to 13.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.6
%
% ========================================================================
%
x_f{136}	=[-3.7010839281623547,0.6113463689903841,27.912111494454038];
std_x_f{136}	=[0.43862325115361245,0.41457418109205596,0.6843546888004143];
pred_f{136}	=[-3.7010839281623547];
obs{136}	=[-3.5791167895048197];
sqrt_r{136}	=[1.0];
hpht_plus_r{136}	=[1.1933859635986934];
xi{136}	=[-0.3139508042141461,-0.07163575087090157,-0.09541070573824229,0.6031023662253139,0.29087491891402806,0.5010235633171867,0.04256230586400589,0.2648501868847819,0.42276568542002346,1.338755476187874,-0.09057823089780603,-0.5481361091239814,-0.08911590583020779,0.13554582267976878,-0.6286805407156875,0.12533989355105168,0.26820331604346226,0.31283575188893487,0.2058692585605142,0.33885906823182044,-0.7932160338360976,0.1690575223104842,0.54036251425436,-0.522081182148793,-0.20904987757971893,0.06983665753881096,0.10135486977605046,-2.339726519263289,-0.33002626942811375,0.13570466913705914,0.3460030907052909,-0.10347300375514035,0.059464420310144206,-0.18413634649918542,0.15428024434146748,0.42058009298833765,-0.06835107205454305,-0.010476719459131534,0.015109261190748846,0.6025166150246859,0.08409178878980716,-0.22789725660984628,0.09262802981887042,0.30320747782622615,-0.3618559291531911,0.4701402444292442,0.32046233850183503,0.4479831463156434,0.27050443397110957,0.23729791524357058,0.08126481228673255,0.24970312664920957,0.06468148092426595,-0.009954766393962533,0.17699784899087456,-0.39098813785863396,0.02280735927625921,-0.2103912954441154,-0.11249607226860014,0.6636329245755208,0.06674944114119974,-0.011325639792211462,0.2048346364762601,0.5903030577875277,-1.5507517301861746,-0.024553377783750108,-0.03539493113339809,-0.04828703074250429,-0.0679988120447752,0.4216706814499296,-0.3819884721154825,0.08427895893880644,-0.16511891223901642,-0.12741619097667023,-0.03998301076327815,0.33633917823101545,-0.19109761259230673,-0.663498977343612,-0.29153997326615233,-0.627247079083296,0.2217394629172973,-0.3064785174850009,0.021551942782169764,0.10368370053201437,-0.3105196839130375,-0.009351498645875367,-0.06668380339237467,0.38154162278584636,0.12534298333908112,-0.3690773861744763,-0.31112950734539346,-0.3841314710768282,0.6058645988864035,0.03315381648939608,-0.17711690837913574,0.33221848221918515,0.11362837423139327,-0.3444618585283621,-0.4487415250119122,0.07236100200549256;-0.053035226751363296,-0.10546585901430094,0.18839929722072224,0.1426878558292648,-0.05135083853605937,-0.05246186255271956,0.4103639676930325,0.12251195482611332,0.084359353122751,0.9651289524340928,0.10414029172380779,0.041522813596735486,-0.470170042973958,0.09932578441970208,0.05280432221142839,0.6145183642308824,0.0455095763291784,0.06734902836593748,0.07019228081958451,0.13527134011623831,0.25560688951649524,-0.027741022609966914,0.42743934090201285,-0.3977646493077476,0.283386198084851,0.13030179985864565,0.2460889300919119,-1.9823789604668978,0.09569488715219865,0.05607740784383908,-0.33608820164758296,0.3055816224196999,0.03498437358404949,0.2558699013588088,0.2821756980549207,-0.020751681701654312,-0.10581317784620348,-0.04203774466599053,0.9059288355324248,-0.12286566014524847,0.7608172228432643,-0.26902429421475976,0.33898822646028903,0.37118867967221647,0.1956246523164078,-0.06098487098281169,-0.21413749909386687,0.28149361287035357,-0.31140449776147766,-0.4366154949518243,0.019757928375892075,0.09493266290855429,0.3669705454600318,0.0688732441858706,0.20975668249416668,0.33830840838861276,0.02017144234295698,-0.4625230469960804,0.20326549762642965,-0.11026617415386519,0.2915510066974021,-0.07845856064027645,0.1141857836589718,0.4331888930124498,-0.6576311800265112,-0.07418391441246708,0.08961909477581154,0.30326935034224634,0.22077695476073367,0.35206726710376424,0.2864632561691385,0.2942096536643213,-0.3261317593481633,0.16914724767712608,0.025339456677692884,0.2383687500662366,0.14747114026413466,-0.7626255361380054,-0.16089247388945016,-0.914705450123824,0.32461302219712684,0.19284369392480794,-0.3104555267253009,-0.5275395553007822,-0.6102446590769017,-0.021856414146820158,-0.1089375047271437,0.16087878110745413,-0.7314588877783365,-0.501227896319632,-0.6786826354048434,-0.7589386744117734,0.1159998759619334,0.4120296077115252,0.055591944489085665,-0.8293081132011658,-0.9021884202701381,0.3900745309617216,-0.042775329970609954,0.3200641137784733;0.480362984653798,-0.0029896731053611347,0.37496359585092875,-0.9247164720677183,-0.5494311538612706,-0.9068808558402317,0.40220903784716455,-0.32746757487378275,-0.6426837884093182,-1.2205318912869174,0.26650124944361053,1.0094721475010608,-0.38203937407519106,-0.1120974321585102,1.1487917123249893,0.4819218438808761,-0.40934401950186583,-0.48022887987691476,-0.27347703959415526,-0.44042188704843355,1.6807645737144554,-0.32246140787400535,-0.44630928661023717,0.47271033873106205,0.6846999639662883,0.02411486674137464,0.09767312154333752,2.1180220526483176,0.6899528801932,-0.16869797819658316,-1.0475693494046396,0.5495747162137121,-0.06439242752563246,0.6018178440732278,0.056113977690610994,-0.7718833244386261,-9.500287603074753E-4,-0.04833064710409829,0.9947047823227884,-1.254239544112707,0.7199046319725184,0.09557900453584978,0.23626190715597062,-0.1016728223702188,0.8632304294436111,-0.9238392719728559,-0.8192196189144028,-0.45408592110336343,-0.8080578004503245,-0.9627733762014614,-0.11309363191077182,-0.32587077738113734,0.32700549254257183,0.09613807957688181,-0.04748929353594278,1.0492707502072527,-0.02337624759208623,-0.14899179406937435,0.43324152463960885,-1.3722516532925297,0.2170368280692685,-0.07037652420739349,-0.2324450413460255,-0.5368126745694823,2.010075539624271,-0.03305667003360924,0.16092351537955452,0.4229072248978696,0.37735682583619834,-0.31262136717561617,0.9817700518985966,0.18876217307780152,-0.089136948471225,0.41708774327566545,0.09788539255524498,-0.29944307779883417,0.5058289351019809,0.3167616882802484,0.33395910396338024,0.09421415119458132,-0.006297345477719318,0.7408704686488008,-0.4182151703999537,-0.818079582751686,-0.14328446638092984,-0.0016008295612230938,-0.003395669070886953,-0.4713794960142863,-1.085291590536471,0.08583174563049667,-0.2345267404853466,-0.16638166735757665,-0.9656100744309946,0.4179046225665459,0.3742406560322742,-1.6207334030869767,-1.305142619556129,1.013791826248056,0.7531282825739609,0.24635691896175516];
k{136}	=[0.16204812985694234;0.07757392706025383;-0.20285986765605585];
x_a{136}	=[-3.677463645931437,0.622653614884189,27.882542456344225];
std_x_a{136}	=[0.41048881856817315,0.4040567971865297,0.6619014970170545];
pred_a{136}	=[-3.677463645931437];
% Application starting next step
% ========================================================================
%
%  forecast from 13.6 to 13.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.7
%
% ========================================================================
%
x_f{137}	=[-1.1750284909511803,-0.038142780966233296,21.292800124725645];
std_x_f{137}	=[0.353741074206073,0.4763820671864273,0.4899840626278021];
pred_f{137}	=[-1.1750284909511803];
obs{137}	=[-1.1241202791587372];
sqrt_r{137}	=[1.0];
hpht_plus_r{137}	=[1.125155363898942];
xi{137}	=[-0.04731823674948932,-0.21750214521554345,0.10581776819634947,0.37782350484596994,0.1009458319970431,0.0720566529888742,0.3082607061772821,0.25224069726199705,0.281454827212692,0.9601100162615558,0.0737135372485822,-0.008989286687435705,-0.372568566033439,0.082492437630719,-0.05648146082954564,0.5131428963155547,0.08198465683930434,0.1491364764024612,0.09278248246164611,0.5434473873308737,0.1238475670827055,-0.14167917019765564,0.39351226690595154,-0.5967147808814413,-0.02547343244488065,0.16199471430434387,0.1820254919452724,-1.6918880627907846,0.006731584127540824,0.11218306552456148,-0.2587252804437479,0.22113414194179992,0.0436098809792409,0.061903912196984656,0.22033517507576483,0.1405061483728527,-0.2770350604137606,-0.03573937069624278,0.6436199633872637,-0.14761110758047202,0.5898201505849705,-0.204870143835016,0.25234630332907027,0.30481914799838716,0.06687990650208375,-0.38346163235923636,-0.2655082028102198,0.32399597441562056,0.19440225952193946,-0.3127841549293824,0.02083342214970041,0.12757775368553825,0.25705745579521067,0.014337665254527288,0.1682122035837057,0.1831291182724436,0.025165935174249254,-0.24162958663145684,0.19332580043015457,0.07139427930433406,0.20627697942506595,-0.0589676858867596,0.018933699768881818,0.46093098321850956,-0.7536984287492507,0.004396879226050032,0.04838699802922086,0.1320729251102324,0.21305330983135307,0.38404194722190677,0.08622989085658128,0.2160267875376396,-0.25142916418804995,0.08221415478702698,-0.01706122367814178,0.14838102480034587,0.06622025752226945,-0.6069462192178945,-0.19893457238262635,-0.7630361230727509,0.17386666164151388,0.06800220357482312,-0.23131922482722334,-0.3443916861194498,-0.4659018886577746,-0.022921300521619337,-0.05139301302850119,0.19864568057316956,-0.6086603655133311,-0.47253724792847773,-0.4043612991180552,-0.7083976354772505,0.20315582283440492,0.29319989625373355,-1.9903258601750018E-4,-0.523491159383151,-0.5905122214758571,-0.051722877427739844,-0.08510913561448885,0.39282391715432474;0.027553045732883724,-0.2193477499117889,0.2431741342612446,0.19187434453928653,-0.06375650179573347,-0.15924243402298285,0.509443008662329,0.18052251084570084,0.1260802775262121,1.0121970954873531,0.1527315430854188,0.21660426511591754,-0.6060906015962286,0.07923332791992016,0.23284869162863361,0.7762152569721494,-0.00826328445295433,0.044651065769297914,0.041227995479627105,0.4172945327653917,0.5643490895685621,-0.18952496250001458,0.4166933081996327,-0.5105647591105968,0.2752810569342699,0.1846025337726809,0.27219177377591863,-1.6057285670246004,0.18993747213512394,0.07302812398290874,-0.5805516299405576,0.4151503828391597,0.029167441915323226,0.2959767166078109,0.3031002466006562,-0.059640157457105276,-0.2539180111899037,-0.0645666244050272,1.1112586036014103,-0.4356433811616406,0.941970037097426,-0.2749288588216626,0.39516257972809193,0.3888264047750293,0.317423237846172,-0.4992206094840855,-0.4795225370162329,0.2849513204860519,-0.15550107502524238,-0.6580719635888376,-0.012947663867095137,0.07182550803172721,0.4322126770343963,0.06310191549613,0.21209873339825913,0.5180163773734707,0.01619089498329932,-0.4525058384380608,0.32632021861467725,-0.2617207221594562,0.33335015451829736,-0.10892631992017868,0.021743712037518927,0.4636827091029121,-0.3667498522391639,-0.04847651675455313,0.10724236538556212,0.32869324568390706,0.33356151717227406,0.4014168419234202,0.4127352775181536,0.33777110644739433,-0.38315061525815025,0.22527864905593245,0.008635568322417887,0.1594939232325806,0.22022868635801754,-0.7743528638494755,-0.16517073563767543,-1.0095124302760963,0.27874139160436395,0.28925722933743525,-0.42441863635055116,-0.7006174821541232,-0.6899700913174168,-0.04303362179729312,-0.10407596437476058,0.13405513350555745,-1.0567932047268078,-0.5881120797942884,-0.7051805240818609,-0.9367918973254854,0.027081070236941465,0.4943910631406178,0.09256462876694518,-1.1489089632821947,-1.1790481044180183,0.39747481018231556,0.06296456437097535,0.5036964380348066;0.21474289822279502,0.20164021077905758,0.2310424979400736,-0.8617848191877648,-0.5000047963762775,-0.6092651906522768,0.2257577273179301,-0.4152367096647289,-0.6369015051856657,-0.7746950750617891,0.12515475170233614,0.5384977039426495,-0.19865106639795016,-0.06323155769032596,0.7026210397625086,0.20182545053406287,-0.2790374848490309,-0.4075392811952945,-0.20451561092180626,-0.877548555837528,0.9256148160543702,0.022138421967319744,-0.29509054417343705,0.7230735491653988,0.7110902389582243,-0.09057551066632641,0.05646094601166496,1.7068238740604684,0.4354605021257285,-0.21237409753324954,-0.5582758729052095,0.3135364504133129,-0.07879339803268337,0.506020528676757,0.02832828807870058,-0.6343953490509584,0.31210887759661077,-0.043440438469193765,0.6141040084520917,-0.5565301539960323,0.3878100303274046,0.014253435160782146,0.14276439881924574,-0.0668706489771651,0.5501361927902053,0.08882734171130124,-0.26333587030325134,-0.37002278034341884,-1.081289111290392,-0.5544288090059482,-0.07180099429461251,-0.2536705308198819,0.21004002019670764,0.10128695394980625,-0.02755873343416937,0.626656051257676,-0.04371963576540949,-0.2864280726225772,0.1429500855598178,-0.957911755195969,0.14179154839960617,-0.04917807836937271,-0.009691189917386822,-0.43508663337483355,1.4820903189922134,-0.13829643777673795,0.10068819036001031,0.3638786221518693,0.12304661278760065,-0.3163873538365962,0.6845286371269026,0.11181862536914977,-0.07083219096619331,0.2710790844408457,0.08180731187449553,-0.07738804290103474,0.3211013928343611,0.16714680151589434,0.27106333313028586,0.1481694411608423,0.12905519215075856,0.4863652454365166,-0.2538464999518695,-0.5417719618131045,-0.1098650805974124,0.0020865256692488288,-0.07880871156052649,-0.34547854663683353,-0.4911465342343533,0.1687281968130172,-0.345022400676136,0.13052682108398983,-0.6680481533810472,0.25552780706740563,0.23336563651665543,-1.0599485952326368,-0.8685844114426118,1.0729261237276688,0.4396148241110005,-0.11286880168594848];
k{137}	=[0.11123385082149692;0.13650963637448005;-0.03942667955077011];
x_a{137}	=[-1.1622396293456208,-0.0224478928137042,21.288267130995617];
std_x_a{137}	=[0.32226224317187774,0.437923594667974,0.4898121209340045];
pred_a{137}	=[-1.1622396293456208];
% Application starting next step
% ========================================================================
%
%  forecast from 13.7 to 13.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.8
%
% ========================================================================
%
x_f{138}	=[-0.7091115198217182,-0.7442036900427321,16.35122093125734];
std_x_f{138}	=[0.48062947226657643,0.7364256284461622,0.38035439749777905];
pred_f{138}	=[-0.7091115198217182];
obs{138}	=[-0.6834513181868392];
sqrt_r{138}	=[1.0];
hpht_plus_r{138}	=[1.23100469150515];
xi{138}	=[4.3300845756966133E-4,-0.32241844881311543,0.2519157645428279,0.38634976290932405,-0.028663310490723237,-0.10844771145886367,0.3413912021744848,0.059852640373701305,-0.19739948953315656,1.1340515010742287,0.20051338446407885,0.23487567002312887,-0.63781085141919,0.09446535810125178,0.07891235249084416,0.8592644937401824,0.0015047856940477722,0.02970511040379653,-0.16696890180487223,0.6997467422841889,0.45988577657320817,-0.3669387661776988,0.5132724793010386,-0.4636859842691068,0.21553645796705945,0.11237082968044831,0.5815336223797737,-1.7155608005939742,0.05488501241916566,0.15760862855142876,-0.4706779519715347,0.60327681795913,-0.12381765843721415,0.4819197714851597,0.311511201547701,0.1257678620779351,-0.2323140400170287,0.001277914226256116,0.659527998286773,-0.34739904767069496,0.8900210795215729,-0.17995527457751892,0.4317106444742419,0.41900449707897286,0.14894865982772,-0.5204886979488175,-0.4888178202255957,0.3091353000776426,-0.08461524770819129,-0.6360756383678627,0.01878645284667657,0.15223810779761304,0.39756853957207816,0.011146203292133672,0.27089412090563125,0.5605319890753534,-0.02266876508614224,-0.5039055746357857,0.25052011727783474,0.003265071842104339,0.33207780649812724,-0.21110048423571515,0.09637007360815597,0.48784907587992965,-0.4943539043355616,0.008100498310961268,0.11681389114105789,0.3251655803304837,0.2964137629145563,0.48217227198179335,0.27553126977755393,0.2671907502796675,-0.43220716594793407,0.48268694666084544,0.025590640072222892,0.22193012232390197,0.2842181031034177,-0.8090653797069642,-0.43910085636120266,-1.0193456375968397,0.23725160336124812,0.25531910221874454,-0.6253598448966768,-0.44193620466957073,-0.665079195853697,-0.06643346825269192,-0.12037753618846758,0.15268588676472195,-1.126146988736255,-0.8509836906903738,-0.5165184700187611,-0.984489069074383,0.024464812909537947,0.5061868524078355,0.28374898819642025,-0.8144325941640067,-1.079474891716164,0.2885047324601701,0.003602038779009331,0.34603362089367723;0.029170622984153183,-0.4604353679532366,0.40604486118866334,0.5015993255162838,-0.10962562815327803,-0.24668011676620416,0.546621168868849,0.04673819010841729,-0.37125909700968085,1.6713175566325273,0.3181387707285795,0.4210461937183385,-1.0055227271544016,0.13645946750769367,0.20855159050929029,1.3385334633179746,-0.03454090901861262,0.007271799551958336,-0.2761891014640082,0.9762630836983482,0.8058162368755414,-0.5544868543487323,0.7528584675273222,-0.6131534178262691,0.4123239841688448,0.160916147461041,0.8909886285050738,-2.279936820976783,0.14461800765095456,0.21443689593122883,-0.7928304498078914,0.9424193641840678,-0.1889849322648688,0.7833771425041938,0.47593753725015775,0.11899238049648841,-0.32443133634924404,-0.006244540504423135,1.0722278353862496,-0.6050099432398134,1.3884410176432538,-0.2808365990677292,0.672629683579588,0.6299527383777013,0.2950774627295405,-0.7865774746278357,-0.7841053041112992,0.4334838673656545,-0.2561455023338256,-1.0502775531854036,0.0104036139997018,0.20104684536949746,0.6240873241749894,0.03184129370242661,0.4050029474741357,0.9181831326913141,-0.035327861754720025,-0.8021380162254713,0.39699694220964304,-0.10991708813513545,0.5218603770820799,-0.32813353813011126,0.14358700618383247,0.710802744374612,-0.5321393393539523,-0.006580362899223369,0.19193969580975456,0.5330638331514552,0.46595642633832474,0.7037091610336513,0.5014721607578252,0.41696808237938804,-0.6726768276795202,0.7618690434609635,0.043209226381474286,0.32499388182711764,0.46658761440918045,-1.210033735783011,-0.6301477625543902,-1.5413522919509681,0.3712564509579194,0.45094898715423865,-0.9714119524902739,-0.7667934120199452,-1.029107767664752,-0.10154398588058633,-0.1958803667017679,0.19426424030765777,-1.792572974468754,-1.2695756749384541,-0.8453522062200151,-1.4829155759061394,-0.03379931687558824,0.7998245773358585,0.44952958653617286,-1.4081663272711116,-1.7871989565763013,0.5665329010880434,0.05097566354399308,0.5208717659405553;0.14460931963006374,0.18743856891653365,0.13028136645197463,-0.7123995463208814,-0.383643205042997,-0.4667593324236883,0.16501708236190282,-0.2994361034048012,-0.3988026896836967,-0.6039806629315869,0.048224102381809075,0.354066163045168,-0.06331263518212538,-0.07517156402164105,0.5192201287834664,0.09576254083935254,-0.2257339835440142,-0.31891785418653384,-0.10480976007061926,-0.7398698307578666,0.6625184992862607,0.07756317124185585,-0.27730888781646,0.562393256298833,0.4976054791753661,-0.0843448342841846,-0.07144454264310696,1.6717687275316457,0.31920235189572566,-0.20337172756428146,-0.39043696929686433,0.1515328908826028,-0.034447808256583556,0.2808042312247707,-0.018161693919775956,-0.5383119653796484,0.23002456501513535,-0.0650265067737088,0.5044275903305717,-0.40546685197954346,0.2665714556780898,-0.006032552077186892,0.05106253389054771,-0.09543922404086658,0.40056215397847694,0.12175423284166342,-0.14831102167334365,-0.3181036059451152,-0.8203432883853328,-0.34220683467682633,-0.07749270861757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k{138}	=[0.18765541114445342;0.2863477341278297;-0.017440791568077103];
x_a{138}	=[-0.6966215723781862,-0.7251449902268329,16.35006010904214];
std_x_a{138}	=[0.42630213333641725,0.6551908063176759,0.37889367417607245];
pred_a{138}	=[-0.6966215723781862];
% Application starting next step
% ========================================================================
%
%  forecast from 13.8 to 13.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 13.9
%
% ========================================================================
%
x_f{139}	=[-1.0478970509331083,-1.7275663108783936,12.663878500794446];
std_x_f{139}	=[0.7935759157698246,1.3504120028359925,0.33998132976283213];
pred_f{139}	=[-1.0478970509331083];
obs{139}	=[-1.03943785381436];
sqrt_r{139}	=[1.0];
hpht_plus_r{139}	=[1.6352541089665622];
xi{139}	=[0.7373236146957562,-0.2723422797719257,0.40344103367623974,1.1854697819636064,-0.46851161399007246,-1.2051005536296526,0.7317101625330696,0.08704592265995792,-0.9564961154607388,2.4281722270709527,0.38908383148950243,0.45521685763950637,-1.0061058522691817,-0.3819874452521197,-0.15308719305635998,1.444871255504775,-0.12030675167405991,-0.001691482987232984,-0.29049600236118733,0.9124133558568119,0.7989127410611785,-0.4574883115036221,0.7622915773979542,-0.6617902165123948,0.35419778886208764,-0.152524608737866,0.13340067630691255,-2.2084292162159294,0.15692843630818776,0.24753377331352844,-0.7534055625543239,1.6895099121931967,-0.7279444992650557,0.9964158355571938,0.4249276168425682,0.11282758852147323,-0.346212142127416,-0.1571143502854837,1.0411807443806482,-0.6030509564877673,1.266649990069605,-0.31256496099111364,0.7491907926349597,0.6043453346504802,0.3383905433633838,-0.7865559379581062,-0.7034076735525847,0.6622608765450533,-0.19976754817785958,-0.8381461791601186,-0.061874737910624145,0.6048014015354992,0.885776555819702,0.006987090993228362,0.15105324942145226,0.1798620690750915,-0.6093990968111715,-0.6260613755497064,0.5358621429210395,-0.3834294512913119,0.7181827158329445,-0.36585413246617837,0.310192179136598,0.12861371856668635,-0.38367379867301254,0.003491598409508745,0.3260012871816125,0.7518585480078654,0.27316304304404493,0.23407392310229602,1.2448841378182471,0.2815679528401196,-0.5732881051292027,0.8313369762733601,-0.11105584148751424,0.3544921510921185,0.782751535011,-1.2029531669735798,-0.6843153622629274,-1.7819058271150063,0.2795015116088656,0.42975563299268005,-0.9561529976621914,-0.8100476024899024,-1.1294415850917234,0.022283815373781657,-0.23771131226212572,0.5164196384915166,-1.3556614783100738,-1.2525895643698233,-0.4694780414161832,-1.4611806188716443,-0.0017627549081549176,1.0411912183991485,-0.013078481994718283,-1.37264334879029,-1.7070874134400875,0.6657893001170265,0.2177813464996834,0.4237865385955929;1.2636019316082852,-0.45680075856685143,0.6873864101728553,2.0149310693304527,-0.8344135830796935,-2.0887573482183583,1.2573140716334432,0.13097514317489822,-1.664229345601656,4.167140217447244,0.6633758367610518,0.7875176233853306,-1.7276109679155023,-0.6652992138521863,-0.23110739385565848,2.4690528949166093,-0.22161264617871024,-0.02297227704531357,-0.5033781045365773,1.5336455612267184,1.39045172016581,-0.7764739732320227,1.2847791608998675,-1.0847483656432741,0.6294747184115794,-0.25772270630084315,0.22643453034020133,-3.4810340000571935,0.2839901513844787,0.4016431910433662,-1.318752347450106,2.8884461226832467,-1.2465208971657216,1.7141479329119076,0.7208002987433964,0.15401957243809616,-0.574402157630884,-0.27439291131434507,1.7935905590048944,-1.065048538849136,2.164980816767833,-0.5369800780606968,1.2774368756957595,1.0200115745180653,0.5915883398607955,-1.3372206981498733,-1.215420462264981,1.1191389637672198,-0.4045795234915506,-1.4688809647911292,-0.11103144218349681,1.0174077373377473,1.5167192150843407,0.018403812227344885,0.25104323016993746,0.3310231636441838,-1.0365004525308317,-1.0822242546714418,0.9167379773294522,-0.7137868153344691,1.2295226420832144,-0.6229590607782733,0.5292529616486592,0.19646371289365883,-0.5650633260727251,-0.004126803811485669,0.5618631155109008,1.2909281884903847,0.4629114435631545,0.3816355834794336,2.1293672044229353,0.4805031758956906,-0.9798815543334047,1.4227548819283737,-0.1952705805772057,0.5999239405295531,1.3421302445508052,-2.0218641365632486,-1.1426637900821626,-2.982277418487211,0.4738384437027363,0.7483135600176066,-1.6438340352318392,-1.4194844244128468,-1.9256650212391264,0.03087404144632,-0.41128481268060657,0.858971278689168,-2.3237525538944386,-2.1036325751628495,-0.8263580581041969,-2.4621538263543883,-0.03867985307903932,1.7809834823692265,-0.021568050679931394,-2.419332754809856,-2.964968398993161,1.1675367198352629,0.38415961815818744,0.7175786000188205;-0.04741186636762684,0.13252226983563098,-0.0034453524375663847,-0.7036184926366822,-0.23180120846137875,-0.04765245267601692,-0.009036856726469367,-0.29737850297542145,-0.09678369210825899,-0.462953814116565,-0.06906348083764158,0.1577497168103168,0.1487172658206184,-0.012522443162447772,0.39089881954595285,-0.04883655552557009,-0.20346650646362363,-0.2927674217827878,-0.07787131437873107,-0.6941305400528712,0.37335774384776776,0.09225655313662884,-0.34218303867515765,0.5246238731967612,0.2762343528838489,-0.07506054123211925,-0.09004693340615155,1.9889549907912638,0.17288203953450854,-0.23765735480863803,-0.18201108540298883,-0.006202107767876441,0.10469211959283697,0.07141864427606315,-0.11909098821431563,-0.4811284662155568,0.1910798487789016,-0.06458220509882473,0.2602208825348331,-0.2370850908770077,0.08264770895471152,0.008320185309077743,-0.08970450054117585,-0.19103660878184137,0.20016151256385228,0.21019680608844382,-0.015653415393304115,-0.3747109054538722,-0.6493345139687889,-0.1280929617690223,-0.09718248298463372,-0.3158077590987886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k{139}	=[0.38847424720310053;0.6608481296608611;-0.06951732275410488];
x_a{139}	=[-1.0633953009891424,-1.7539309660293736,12.666651906905727];
std_x_a{139}	=[0.6511686579563806,1.1081391184640164,0.33021754125575825];
pred_a{139}	=[-1.0633953009891424];
% Application starting next step
% ========================================================================
%
%  forecast from 13.9 to 14.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.0
%
% ========================================================================
%
x_f{140}	=[-2.245459455716182,-4.06960368956448,10.265630183969336];
std_x_f{140}	=[1.3786250988523876,2.4520207093398203,0.79060743734091];
pred_f{140}	=[-2.245459455716182];
obs{140}	=[-2.219526514862663];
sqrt_r{140}	=[1.0];
hpht_plus_r{140}	=[2.9109802501442132];
xi{140}	=[1.0133783147903466,-0.8453114542184457,0.44173108183473553,1.080101583382131,-0.5631089057222223,-3.5008593239618047,1.1005949933713748,-0.38431514880884654,-0.7264261126089417,3.189524407277031,-0.48092409280188697,0.8679224135194545,-0.45214939648680685,-0.6085250780276574,-0.08098963663096903,1.9869550231146436,2.068751150678454,-0.023295274906331542,-0.3554040019533762,2.1965381719349635,1.4348419232584715,-1.6526908221373433,1.0158202519448023,0.1342446015487022,0.3174547230133815,-0.44898100586992395,0.6320136485455217,-2.539990070889339,0.4214824886810893,0.28565371890078395,-1.2527343611979052,2.6483720428960837,-1.038442915470469,1.6155506831613855,1.0592102076535446,0.04413586863758656,-0.3311120320746124,-0.512744522590165,1.3152322147468258,-1.0375327674830959,2.1155944829607014,1.0660139100205828,1.6344381088737432,-0.6138978070943186,0.5664699772639967,-1.233746635931189,-0.7699929955556475,1.7394603520409657,-0.46654146817189357,-1.5091948697190443,0.06060175230605935,0.43847088936705547,1.0257361474385536,0.5296028752240958,0.3767847600705321,0.3945458740353154,-0.4208247472760056,0.3703870235159257,0.6878622801437855,-0.7204665427869381,0.47130344444784855,-0.2928092197980492,0.21892978095440263,0.6547196183091273,0.3388592304549993,-1.457986620018516,0.26268183166259185,1.380701928809632,0.7920132131396445,0.6502216917172887,1.8030892056853338,0.3376238587263174,-0.8582644524776035,1.085405100295073,0.7334344021161872,0.9469364170842862,1.5275303036631467,-1.7277561553373229,-0.7414373739767122,-4.930456542914586,0.052178431748837184,0.8641312239875969,-1.1316264805149903,-0.7111703425359419,-1.433577591102288,1.4776827242407284,-2.3114370691321375,0.7172837462084867,-1.638933271307399,-2.392103353201185,-0.615279401313571,-1.6512727338673279,-0.026702749471363862,1.197850776922874,-0.2079276151015006,-1.9129990714009106,-2.9582033464491624,-0.2661908612034378,1.95148865194088,-3.5032072867687165;1.8197213326746473,-1.536143244562913,0.7754118844336939,1.918936705523258,-1.0770412250000971,-6.1619828621395465,1.9832854524670132,-0.7397194665928719,-1.3585926625770854,5.820941351417758,-0.8881250872057276,1.5613730782708384,-0.8426528271234863,-1.1345567483482633,-0.14177607848273865,3.6011044105238605,3.73501208295012,-0.08481124500098591,-0.6839864486042249,3.9825148598329196,2.601824881971507,-2.9734751055884647,1.8106701606107105,0.2438395184956681,0.5706095718186575,-0.8436973682908562,1.118181679379303,-4.224209926664895,0.7454250230237229,0.4751571156005272,-2.310114383951465,4.819728596454237,-1.8906089477432442,2.9159387981459486,1.899761913435241,0.01898845467666277,-0.6121861980355652,-0.9554578514862166,2.381057205906933,-1.926594429694683,3.8386001678804154,1.9072123852256997,2.9534206925907807,-1.139414796888878,1.0146177891756474,-2.226094548716481,-1.4280131615064695,3.1387253642704103,-0.933338637549582,-2.758552746771911,0.07253524107860665,0.7516317306411211,1.841550249486251,0.933709010187759,0.6463297166702282,0.7073671616443171,-0.7823059475222962,0.6254504021413685,1.217801486934385,-1.3864503040493066,0.8269070687297546,-0.5560273003377354,0.3632679028224026,1.1492581538323527,0.6425966490603932,-2.647567371546919,0.4394287072710652,2.4936401251159848,1.4061923372470222,1.135609368305297,3.2664082803481365,0.5850605224046297,-1.5824242351752558,1.9520981930091437,1.3020595682434033,1.6918142981166837,2.765874387792204,-3.069309638892099,-1.3366309150126279,-8.289875964704262,0.06411851390331691,1.5566425126325414,-2.0541940789395357,-1.3408760716882924,-2.5849705691758365,2.6632249180696284,-4.122411606217729,1.2597708002333214,-2.952670138903616,-4.1925255228884,-1.1575324639443325,-2.9296367668847294,-0.10657262981319526,2.1554501667880466,-0.40137500136201965,-3.4969298865156073,-5.2521586612498075,-0.4606217376336126,3.5413895732339142,-6.135034711715636;-0.43770590895360506,0.3292069916284781,-0.27556553587848676,-0.900984814780097,-0.13752937442692748,2.154739265019229,-0.4351472413351285,-0.1987229431651194,-0.008447856332312043,-0.7112883439038864,0.06636907098351053,-0.2836421657995096,0.02871444048725813,0.07630825352362258,0.16096297741939125,-0.5212017077047921,-0.8671865324741574,-0.3811450726496233,-0.097342680326582,-1.1089746620901835,-0.20499677294502128,0.7861251613392675,-0.6690202802169214,0.10568931118040759,-0.027621015106515046,-0.022323993191898595,-0.4430409144917,2.726691725151733,-0.16339427532043338,-0.4211575219938606,0.2623917309688224,-0.4915673114010364,0.35509420920521606,-0.4390340100073935,-0.5518537297437902,-0.5321119799912974,0.09476487275208711,0.009295425362321197,-0.2359082106492174,0.10771790481346244,-0.45995492624393286,-0.5574507173450893,-0.6038792442225844,0.07268963831390352,-0.16518748554456053,0.5512000082483368,0.11310410549038608,-0.8471283365404574,-0.4683516268124279,0.4687591841117449,-0.26423277566039793,-0.4872326663140729,-0.4271431976349902,-0.3603001234741008,-0.37012965788517604,-0.085069275685823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k{140}	=[0.6564731073148095;1.167133597403554;-0.3289243337975373];
x_a{140}	=[-2.2478597664573465,-4.07387116568651,10.266832854120862];
std_x_a{140}	=[0.7377276850387515,1.320838904230207,0.5162036970206144];
pred_a{140}	=[-2.2478597664573465];
% Application starting next step
% ========================================================================
%
%  forecast from 14.0 to 14.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.1
%
% ========================================================================
%
x_f{141}	=[-5.230490342694851,-9.690600596398316,10.284411302818931];
std_x_f{141}	=[1.6109630657381155,2.788178758646515,1.7039241475113072];
pred_f{141}	=[-5.230490342694851];
obs{141}	=[-5.2584656863516];
sqrt_r{141}	=[1.0];
hpht_plus_r{141}	=[3.5979201698933703];
xi{141}	=[0.5187474350598755,-0.5499501360014278,0.17892757024330574,0.16209450832417005,-0.32860255870651756,-2.676927464869353,-0.020141208087046003,0.7615239300208314,-0.5885015860200289,2.0815495332923386,-0.875966632733995,0.9992013952432304,0.8548529760481998,-1.378613548689711,-0.33521034893289503,3.0117319900383834,1.5626760478826371,-0.8216104755672919,-3.256289505123479,1.6362007370434806,-1.4318883846899224,-1.180881948129758,-1.201139001309249,-0.32590090466232,0.35107069300155835,-0.5936927768130174,-0.12053501974897518,-1.8416324739569818,-0.8230144815916356,0.6145542327960385,0.09953924228788402,4.247022783851057,0.07445425654283166,1.4699178468905045,-0.10878733852653344,-2.218267753813608,-0.20833544172548368,2.6879539370195116,0.9979638220795808,-1.9543157431631792,3.2698622733510234,1.1496109523278388,1.9416885167875018,-0.456593729897806,0.8928728345990278,-0.7830932226617264,0.29654893427529405,1.3961573371815486,-0.5470450832067248,-1.7412759149804913,0.023054109743892326,0.5140570365983113,1.5525949979739981,0.17851356409853203,0.009331721770469592,-2.767819389288783,-0.6727456184260623,-0.1548003447136761,0.5927334733471232,-0.694407627587661,1.002214848625865,-0.8598075944922892,-0.24729759152981856,0.8994707920001774,-1.5304395260524988,-0.49546477660803223,1.097979963622186,1.7972200134194094,-0.2763414759945517,0.39447512825068376,1.0343074878406506,-0.4946214166122731,-0.9201048559202913,1.5330058153254011,-1.2298735816194473,5.106756724506086,0.7887810712129655,-1.3212213239395325,-1.2091210156891474,-0.3785232372076983,0.060014995683767225,0.4835593545128942,-1.2727818028280682,1.4904378892419454,-0.9387770273574825,1.1800661360818152,-1.8174987283510715,0.31976028229725806,-1.743985739975665,-5.057986452023829,-1.4414685930337283,0.9792227744285471,2.168524547719505,3.260418823899437,-0.5162951601695083,-2.2493155558328883,-4.338552986979521,1.0877342615579915,1.5759303117979857,-1.389425805901591;0.8416078640164173,-1.0564314412682627,0.22002260645356486,0.14867126642027628,-0.7387648470955028,-4.365710377280246,-0.09429403427388472,1.2012510230787932,-1.17293943081466,3.7825437296758677,-1.6276760751510864,1.709797865283738,1.4008239939674816,-2.4797353407280784,-0.6429367676114097,5.463874872620588,2.747099304789458,-1.5777004761258109,-5.428663798261855,2.8610970652068355,-2.3919109741135873,-2.1020250616061062,-2.1600466624678223,-0.620191962631834,0.553884040917632,-1.1632342105188744,-0.3112357500660021,-2.8000737005365135,-1.4895087213578897,0.9583112613977303,0.023432898780134437,7.815419168244076,0.013024089344737533,2.590264614846851,-0.2757993891611097,-3.8981999450518074,-0.4608452689476277,4.779481604357644,1.7446520252697422,-3.459144578782828,5.950888820805538,1.9564751549395867,3.4529271617671755,-0.9233519883926089,1.5196488023543324,-1.4458971297718843,0.3956424694673917,2.427816725805635,-1.1633357520438228,-3.0818912542845567,-0.08178113734877357,0.7876645162069078,2.712549673582231,0.21637195353392968,-0.1033025136486625,-4.588310875335393,-1.2812613118283878,-0.3965037041104065,0.9615363414808442,-1.4105364977325614,1.6839004857465287,-1.605514361964758,-0.5486604680315068,1.4689427135654398,-2.5660482519207015,-0.9827021936389961,1.8482690608479846,3.1703151327064036,-0.568855331682073,0.5671592580334899,1.82576488485972,-0.9552839700476881,-1.7005270682595555,2.675798640405813,-2.187127442974594,9.438245382190841,1.3508408215206398,-2.2923248955498146,-2.145154783789584,-0.3421974638112939,-8.265569571186404E-5,0.7916276055118967,-2.2854088362702623,2.5297258518710235,-1.7092535447859554,2.031020355753266,-3.131487897131615,0.4328657473923343,-3.056288979983144,-7.602919596988375,-2.6057518808114395,1.6724635641584946,3.7866790143745046,5.903835212018787,-1.0059087655760912,-3.9195760251160525,-6.781986319301968,1.8877183266189341,2.802337450475666,-2.317988710985958;-0.6769537706776472,0.28604446453639376,-0.4475585554103301,-0.6746251624677146,-0.22452346177423443,3.4892588732090157,-0.10352316071577228,-1.2696261867203944,0.10751416901875821,-1.277312821511691,0.599201600487719,-1.0398953906986588,-1.1923616406371877,1.1618896623621975,0.22579234890464406,-2.1644123962567754,-1.4717665555804604,0.36205504177613435,3.826082077616558,-1.664370568180571,1.8418244591977349,1.0681594827425158,1.011926282374846,0.2595598390159459,-0.4673165612448358,0.21395795791064387,-0.20246216630080127,3.1850619924342993,0.7156425437770597,-1.045655751773893,-0.618746050417176,-2.3995369713668095,-0.4346263869076772,-1.246186612601539,-0.12307195679337468,2.056230279941957,-0.06216368580222564,-2.567110564260351,-0.8210233159989659,1.767757919784362,-2.195504476906322,-1.3025749893170229,-1.717996535982035,0.06418546883215548,-0.9754977959337161,0.5759749844023947,-0.7480959316724984,-1.4618029537357575,-0.213923333147239,1.5826112969786532,-0.44151820854972534,-0.9443564936482058,-1.539103510376263,-0.47987495707895533,-0.37832162952696535,3.381729052921864,0.340142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k{141}	=[0.722061648735904;1.2465233906733886;-0.7200625191205847];
x_a{141}	=[-5.179714568659266,-9.60294438293551,10.233776108682298];
std_x_a{141}	=[0.8406430634641365,1.4289466542310272,1.0778567276981423];
pred_a{141}	=[-5.179714568659266];
% Application starting next step
% ========================================================================
%
%  forecast from 14.1 to 14.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.2
%
% ========================================================================
%
x_f{142}	=[-11.51601755883665,-19.289913672796416,18.957401179962453];
std_x_f{142}	=[1.2844005514786536,1.3096779736230115,3.245493453912892];
pred_f{142}	=[-11.51601755883665];
obs{142}	=[-11.900710879048773];
sqrt_r{142}	=[1.0];
hpht_plus_r{142}	=[2.654655246552493];
xi{142}	=[-0.7014816615340571,0.11657369355027924,-0.0739133994837502,-0.15872276269623775,1.3230329640421914,-0.9216504226135456,-0.40699132204423805,0.013859244153859862,-0.7650829608159064,0.1392958581852497,-0.4593351937139527,1.9850263361833438,0.35794558687311806,1.4611683346077164,0.09801606021764542,2.9377081578971183,-1.4573331827479414,0.0016529368425821644,-0.7167000726918182,0.48143830951777034,1.3826575583543708,-0.34999443846983525,-0.6434336034834907,-0.8196332129725477,-0.15463579913893533,-1.1171672683529756,-0.3169795001639386,-2.5769196819874605,0.8443312453801219,0.5710887776735039,1.4092904367561179,2.563049118320217,-0.3241620970575454,1.3540164371521843,1.9734233476942844,-2.2259333408037207,-0.3701905279012223,2.488826286622576,0.6760756585968419,-2.57324070831789,1.6750727217919383,0.3072759093222146,0.479548927852699,-1.0527603980124596,0.1673584839320199,0.49809509827495546,-0.19827040433354348,0.27110034685689754,-0.007264653243222341,-0.1922371980181552,-3.151480143515867,-1.6038390521916863,-0.7859677089763917,0.787621653712959,-0.5896814432126742,0.7382779785087621,-1.3460583149067915,-1.4082286501386836,-0.010584827875119274,-3.3176475614249874,-1.1139082795076387,3.7831883933451076,-0.9530099382239801,1.1653596933692505,-0.9066313385394018,-0.042558585689622674,0.3698480475380901,0.7776090884810891,-0.652062052329768,-0.175825542084187,0.3003138096645799,-1.542056997092626,-0.9355296166304363,0.8242557339884069,-1.2332473789177296,2.612138246553174,0.31655489385481417,-0.06252062418515791,-0.4037292673483872,0.1477830051147997,-0.12685437301501068,2.9507485205099506,-0.4797563524183275,-0.6731796890304693,0.29699229206292443,0.5438537062818991,-1.0960605565105013,1.1258612464935531,-0.5848410032230653,-2.790736837021514,0.057870028002163565,-0.019711364844349433,0.9472028436701834,1.966925897235157,0.35697090887186356,-1.0309375384998791,-1.1909766098265404,-0.04521622309331086,1.5939341398907025,-0.3833662829285025;-0.9022614673123321,-0.23846610379532152,-0.4232553065324325,-0.61916259364002,0.9964793449750005,-0.4529167514077237,-0.6432135642532337,-0.44366246408565146,-1.1427633510585835,0.3378502224568649,-0.7768256928420811,2.070428583174497,-0.009767548593412556,1.3133253319828668,-0.17231105520008683,3.717406817177771,-1.235419393216418,-0.44402258423347263,-0.46185890542526664,0.2814388960949934,1.4821955613867708,-0.5909828170719926,-0.8793395689580485,-0.9476051558681959,-0.41430481403584807,-1.3505011778848655,-0.6723060710589159,-0.5016616391483453,0.618071194485573,0.1813233890895063,1.1281462275339287,3.549449238311663,-0.6987428735372454,1.3638290669459394,1.9772348329116554,-1.7311380734056065,-0.6897558211896282,2.845736398370626,0.5682137920395505,-1.8199295998477112,2.127144162547996,0.03392239201365399,0.39668747905306745,-1.3049019590385278,-0.09029832062952536,0.18281583438928806,-0.6230879576880533,0.04223901252810336,-0.6015105172548516,-0.4757143119275753,-2.0030950808269274,-1.662162386592886,-0.8548748087702585,0.4707876355496161,-0.9309331475124623,0.8631812894969393,-1.4611400926083178,-1.5480228905379079,-0.335500853483925,-2.235028230238857,-1.2283081130318116,4.618731710253918,-1.2277274308542978,0.8720839589529312,-0.6977369863961798,-0.4354045496718335,0.04764272446369944,0.6945071764433521,-0.9077378709090596,-0.5939169713041288,0.23008472548243475,-1.5481749685567188,-1.1614169758444142,0.6697213359205669,-1.2553199707753713,3.6261134511751703,0.11055524470254596,-0.22858960468652256,-0.6162161682476714,0.6283812747633668,-0.5027527090063479,3.409052300242129,-0.7500480251721626,-1.0017670953102424,-0.008571220379675282,0.31607315398577995,-1.0043497386886386,0.8210127856234912,-0.7262885137887913,0.9813677958774107,-0.31518517550098224,-0.2341192471064666,0.6989611574105226,2.3667288361780763,-0.0021379763847697575,-1.0741262555984967,0.09378975737518402,-0.21220386777328315,1.7052404938801793,-0.31741019954650085;1.4212262047883861,-0.7748078879365963,-0.3274978485038105,-0.35797790629358417,-3.815152503166855,3.0787180155701215,0.6703387386427409,-0.7722828676433018,1.226980168132016,0.25612775621573647,0.6519434269000328,-4.707840700790397,-1.4301112517609909,-3.7990216521563323,-0.5775331022844163,-5.662302647245733,3.790377509888991,-0.7121333548245801,2.2547788093646766,-1.403869688182084,-2.999661931751824,0.5379038418323105,1.2220330685627516,1.8159123711311906,0.02306660617710321,2.286946343035755,0.2480017537188779,8.804654293185607,-2.335905512756568,-2.0257294494325677,-3.979464115147742,-4.0196110099189895,0.21257818430404285,-3.118924378211778,-4.863952021308631,5.814424879245198,0.41633847067966556,-5.4985528937969885,-1.6702646773889214,6.904290586318009,-2.975466272181672,-1.1238001592261213,-1.1383363238063495,2.1005572268921924,-0.720509876603117,-1.658746520553926,-0.20018065279431596,-0.9427988839415704,-1.004177352455347,0.10154620576932416,8.587106409923894,3.64113059819762,1.8278748951570307,-2.39223973179865,0.89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k{142}	=[0.6233032514113972;0.5717618652846148;-1.5236273573114776];
x_a{142}	=[-11.741681828805365,-19.496917604884434,19.509023932633006];
std_x_a{142}	=[0.7255307066506478,0.9088135758260264,1.8951014704047553];
pred_a{142}	=[-11.741681828805365];
% Application starting next step
% ========================================================================
%
%  forecast from 14.2 to 14.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.3
%
% ========================================================================
%
x_f{143}	=[-16.09263092073885,-13.631411015925934,39.65387954533448];
std_x_f{143}	=[0.5201875621312466,1.9234705049645913,1.3347448746754047];
pred_f{143}	=[-16.09263092073885];
obs{143}	=[-16.400092818003703];
sqrt_r{143}	=[1.0];
hpht_plus_r{143}	=[1.2709106606211682];
xi{143}	=[0.1767498845451918,-0.25148033206657416,-0.008735025663742846,-0.5642856523494508,-0.26304708514289743,0.5099474952153855,0.49481038084873497,-0.6120610182586859,-0.0971484743598019,0.13613780628710437,-0.21754909033287007,-0.19883489335619942,-0.4054412986404792,-0.20797934525715434,-0.18131503116626035,0.4475341441914171,0.13484170050877253,-0.70334319386102,0.5147870713012193,-0.28253997612931414,-0.03011366260460946,-0.09158429711058957,0.03917804935268521,0.011611904116794136,-0.30389948177207415,-0.4609041663485982,-0.39862294358406913,1.7771059932957858,-0.36019595846488883,-0.26326145802045176,-0.5482538291257555,0.7421960715089835,-0.15778114173782498,-0.2602210745286726,-0.24671571230139833,0.522136698013032,-0.23704389119082236,-0.2468700617192603,-0.22641447750919497,0.9006776680130297,0.2901191457304009,0.05892000942367659,-0.11943541525420898,-0.08681811228126435,-0.07915138199977179,-0.2909039855241282,-0.20413938194357684,-0.2793208111091481,-0.424310815900494,0.36107292139477387,1.1066085365883804,0.09686597642226324,0.04512446598639386,-0.7660415337402284,-0.5753994834868301,-0.24709365428122254,0.12496883694396743,0.0028248302557614124,-0.24438678128397484,1.2286183458726345,0.004327049585988618,0.2661690069565701,-0.12172091082115699,-0.43500651352242414,0.19846385427189794,-0.6611122832682881,0.355348551655819,-0.18156056969750622,-0.36336016465108045,-0.06383819132450697,-0.031169986001881256,0.005334482211448943,-0.13999600881365737,-0.12242103635373525,-0.45059907964090584,0.8194457603443475,-0.17566876635665452,-0.13327075998766347,-0.2998035436274087,0.4705087614743242,-0.06797399503318502,0.13747200065256315,-0.2887798123581007,-0.22874040622165026,-0.2853339125819474,-0.22932037482447143,0.4622128261098837,-0.34804442084996623,0.019760962682749295,2.8589439190031776,-0.48919649237315,-0.1722112990655944,-0.3330789496653992,-0.1651597728722365,0.06928335994671642,0.10631897173880134,1.4037400877966082,0.054495007584591804,-0.08371150312313347,0.05906014461156417;2.1463609014198433,0.060141084916701004,1.5594414338526938,-1.3085262938529443,-0.1563823841925327,1.2995448781414023,3.8541964590000095,-1.7276622466658669,1.4056051564634497,-0.383458908200744,0.26407705735762654,-2.1678052026825174,-0.8692358775575908,-0.8025516067615026,0.10252094201183581,-2.0814667247483545,0.4594750060304982,-2.5162663525448608,2.175510274069337,-0.9983290735625854,-1.173567756039212,0.6339140332074393,1.4851171100258043,0.9120610827360327,-0.6366114829252343,-1.468609601835965,-0.7371331956375098,3.6125279110893125,-1.506141673382178,0.15282277884084827,-2.3868091837799135,-1.669854618800663,0.889300166137911,-2.421890665991331,-1.9463660251600103,2.158154830532615,0.18305272652892057,-5.481858978157334,-1.2205585522382787,3.523257202726107,-1.212226929199316,1.5561883938263747,-0.5851036526332134,1.010656292369335,0.672995853406416,-0.4254965821099468,0.7817741928718025,-0.7876411440797071,0.29325590049166905,3.291691893979783,3.6926679024063827,1.5779501212253653,0.865119312238317,-4.287119334080149,-1.9575304917058567,-3.1463565942538914,1.7984386085555233,1.2431968328967766,0.04861517375787905,4.666437673695709,0.9893281033803145,-3.1143086407703677,0.8311332396368396,-1.5292368299891965,0.530842898874992,-2.5251448552723623,3.365848305525903,-1.1082671385715948,-0.8784494640867226,1.5512705402136966,-0.07429618824492223,0.7524677904275432,0.5326136772731846,-0.20722258568807206,-2.6402940350605455,-1.0480982586774932,-0.25966413242534614,-0.08858706489794166,-0.8446938256743675,0.3076713673011806,1.3731449092780235,-1.7117676182002537,-0.4210652884050621,0.35748060655078007,-0.45323689970715897,-0.49497891808968575,2.730604393477634,-0.8922900754104965,0.9117723889635752,3.9582962340864167,-1.3947574522130584,-0.08314012583114128,-1.0138797688410843,-5.799508778830042,1.9894623237100006,1.2153950355889176,3.337524782422376,1.0777242649428374,-1.6162623180985136,0.07306134730083791;1.4009867113222327,0.6901746330937257,1.3462073813004025,0.27714526925101524,0.4934637825793544,-0.04447761038431253,2.0302048753496535,0.02374432419816941,1.4241105291463327,-0.5957647009632723,0.781471717090156,-1.4372679044207146,0.2613202831107557,-0.18111608124215905,0.5533364705601969,-2.987568700901164,0.09803498302202485,-0.43212961273934525,0.6652279588126078,-0.1468815654650868,-0.9344543207242069,0.7933449948321183,1.1892706026429494,0.7904642480773703,0.21691471076508861,-0.11041301268834047,0.36097636726746174,-1.0544968392650418,-0.4105016868682796,0.7898834818925309,-0.7593503566240472,-3.2938554204095354,1.149795580626261,-1.4824190688213505,-1.1176524747395646,0.5932769028135212,0.7517700677700674,-4.546986336296534,-0.47733542008590035,0.8334977357266524,-1.7287364111936938,1.191731513910824,-0.17993411167497442,1.0920007765805266,0.7821160785833854,0.36549096262346126,1.1847435852877268,0.035379938377076314,1.2785558485078994,1.8832723677896084,0.47786463595370066,1.101842503893259,0.6660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k{143}	=[0.21316263134401456;0.5008348834999445;-0.07762024284281598];
x_a{143}	=[-16.18462853325,-13.847563412121197,39.687379211664606];
std_x_a{143}	=[0.48362463316607324,1.9511631449247968,1.3174132356874562];
pred_a{143}	=[-16.18462853325];
% Application starting next step
% ========================================================================
%
%  forecast from 14.3 to 14.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.4
%
% ========================================================================
%
x_f{144}	=[-7.958974858113452,2.07573915813779,36.04850653583525];
std_x_f{144}	=[0.9370274601843759,0.8696698240505211,1.150351354809819];
pred_f{144}	=[-7.958974858113452];
obs{144}	=[-7.610814703511034];
sqrt_r{144}	=[1.0];
hpht_plus_r{144}	=[1.890117895326219];
xi{144}	=[1.0943701313893044,0.2408655442604717,0.8967575554362384,-0.02949301386087999,-0.029091583393618947,0.3312931862975468,1.8621950693912508,-0.4265126840100937,0.9152659928978863,-0.3370204944016635,0.4269029724197386,-1.1466930485013513,-0.1604383400968601,-0.33561676742344737,0.21966504231623407,-1.7012034087633943,0.18262018989322737,-0.7721909505412139,0.6876518299881687,-0.3072171384058091,-0.58599421042085,0.4461161372758946,1.039165495870085,0.5043630073671892,-0.07589347344167408,-0.4034491644085918,-0.13299321435031253,0.7384985212417527,-0.563954556595494,0.31048883856220844,-0.8198302976043319,-1.6744436329026993,0.6526155987024769,-1.1776561156986745,-0.9726454667251883,0.7692815680655807,0.5733869238998173,-3.032056398547045,-0.4956427036355233,0.9864109818498044,-0.985574895847444,0.8920414200040474,-0.2216541384259152,0.6556021136194499,0.3862473700521383,-0.022358239578179173,0.5875299522829573,-0.013135881929082771,0.6995165010594366,1.729442079811574,1.1001589560835345,0.933692918801122,0.15800338802040592,-1.827474493677956,-0.9893910117752256,-1.59165418018077,0.891599831259188,0.7143018449818372,0.17576304758860406,1.6823660835209697,0.6511956604045785,-2.257814123759079,0.698129703263441,-0.44453964442878835,-0.1770597908439946,-1.119848843943009,1.7421934974478344,-0.5076598376395243,-0.17995601730385147,0.7110955619588681,-0.0060983771020435285,0.4188077052795718,0.30973032868014716,0.1144115976374902,-1.0814689786956961,-1.1046621265264047,-0.15565948429841825,0.06043041236489444,-0.2176699400459139,-1.0695283011943708,0.8759442488293034,-1.108768541476774,0.21570552253039832,0.4046799608742555,-0.005402601326156109,0.015992587061584906,1.2221793905800888,-0.20549233811843948,0.5523151822589991,-0.37066762245824414,-0.29692333032487106,0.1521916105258727,-0.28076863091316717,-3.257449023262449,1.0497539782917542,0.674253286124026,0.9244488901835073,1.4027143966784807,-1.0270962927018434,0.02545973632093279;0.8077906766187293,0.4841446126945099,0.8235004013872023,-0.003646833034926189,0.598148464148244,-0.35894436769933,1.2478519515890256,0.2286409426650211,0.8719782546086101,-0.5678565446234198,0.38303152792884454,-0.7365427973560361,0.2913824782833605,-0.03014704110171662,0.3313143860719321,-2.0726578031161886,-0.15813234630759165,0.0015268636069381003,0.3057643657296141,-0.07797452165468743,-0.8237720024810609,0.4560961131046093,0.48357613310691416,0.4359893899645222,0.12972913857089674,0.02495213967941501,0.4311989654220385,-1.4142120282054518,-0.14885289553797487,0.5351136823610996,-0.38979465810978287,-2.5375381946340774,0.7186387149332365,-0.8162619620324956,-0.5347365618540638,0.15476018133869474,0.15475510116498503,-2.0350819728899223,-0.30837543234747167,0.49711929446573677,-1.3175053212779444,0.6350873726056574,-0.18900013853774622,0.6593607266508461,0.532443985885509,0.32076826832015115,0.8173511521010939,-0.24946999558056748,0.7115583794711755,1.0800208251555095,0.033827660667838266,0.5139998887298485,0.7709610568744276,-0.31703316364627154,1.1329747318327539,-1.2078205309394043,0.7356357122830426,0.606674059589627,0.5260082270005846,0.38701152468394273,0.3661076802978731,-2.0205616980803316,0.4895586443803355,-0.1377464438559799,0.31483996955678073,0.7504984603446756,1.1476379830886843,-0.27411998637810986,0.1686831895468135,1.2176352587643828,-0.07589757507544848,0.3263792938107195,0.6736007625698162,-0.14038795337675847,-0.5892426349816942,-2.7469168479394144,0.39062001978381744,0.14541693510559117,0.06885758616297144,1.0136070861318904,0.8017307834089786,-1.4409656960794484,-0.019555376376565903,0.5751488462050558,0.233736090677632,-0.06649627622795151,0.5875306229886221,0.12136935213253164,0.3422527853705315,-3.016469506661788,0.05071906712105001,0.14380428467883277,-0.004807397234544375,-2.4819323002997127,0.9408483605924087,0.32240899211863683,-0.8626098326180496,-0.215391687255724,-0.4614437266729985,-0.20377735405212172;-1.1125831742990542,-0.05175826430939878,-0.7996531725286786,0.029228511596919304,0.4267915367640569,-0.7883049238096191,-1.9013267827659277,0.8039586919393642,-0.8036079393953202,0.10937024523738614,-0.40528597168012936,1.272301610338829,0.43226462439763225,0.471274855066639,-0.1325945129502557,1.2574111365869953,-0.42646260519425994,1.1975003374229232,-0.8548317619617904,0.41674632873964157,0.30931947431075457,-0.3778042061874203,-1.2564089311884388,-0.4795579371060441,0.1812134685122544,0.6338660640678668,0.4821763016819247,-2.2731961171088315,0.7457427320284964,-0.12227250463696748,0.9874695375036069,0.9042353454681091,-0.5071177312697088,1.2818711381838241,1.1278302119037136,-1.1071808901524562,-0.7946310285814846,3.556627922254144,0.5471925564703,-1.1967814620263795,0.6275270447687191,-0.935675558221206,0.19375879995867962,-0.5609592884682755,-0.24322574344108716,0.2312621160986552,-0.33285159680028187,-0.1755903559459,-0.5787423676095145,-1.8396996764209206,-1.7211417363829966,-1.0977919529964169,0.27694074932638557,2.6681722620482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k{144}	=[0.47093247332732746;0.3005267721759858;-0.5318035900287916];
x_a{144}	=[-7.725283798252528,2.2248697105717357,35.784609370890145];
std_x_a{144}	=[0.6794875663579435,0.7725711089435863,0.8805455908413633];
pred_a{144}	=[-7.725283798252528];
% Application starting next step
% ========================================================================
%
%  forecast from 14.4 to 14.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.5
%
% ========================================================================
%
x_f{145}	=[-0.6830184972094999,3.4876199628634232,26.43472025371427];
std_x_f{145}	=[0.5250474313099877,0.6565105669764811,0.5307142965474013];
pred_f{145}	=[-0.6830184972094999];
obs{145}	=[-0.41087539536335943];
sqrt_r{145}	=[1.0];
hpht_plus_r{145}	=[1.2790322232901206];
xi{145}	=[0.5765278816549245,0.18262209335970903,0.41213433112774983,0.07110028723795225,0.28073008527559334,-0.36029760910903463,0.4576951154274529,0.16431084073215685,0.4744211162552738,-0.37277638154031956,0.06629365738772863,0.19576150178829754,-0.3518050964817956,-0.14387696530093796,-0.08073126218511972,-1.0491640571236023,-0.1899705756818857,0.2955229851217291,0.050548788908790665,-0.569288036939062,-0.48395635965867223,0.26016243134236483,0.17486104759284182,0.15683785135115735,0.24787614429263427,0.2994606750241265,0.2521588437114135,-1.2224788036936054,0.025809524367332304,0.31567724972451633,-0.08766577777649454,-1.3836913814586023,0.4483255726121485,-0.42918881904418993,-0.28755285827609467,-0.15362308840881944,-0.03377363151682855,-0.6208844344521147,-0.03435603065064685,0.1825324009650553,-0.7682204527947403,0.2944623310205287,-0.1733786993235681,0.4281746873171913,0.2624048964148183,0.47638617763980967,0.44218905973116773,-0.2705815776069872,0.1825283907611911,0.10881086908589854,-0.22155987901170882,0.17267186119720002,0.4420372862271209,0.09828202662518415,0.9944582036009927,-0.4390079020835638,0.27655743373975694,0.9720614587521215,0.2689689168712294,-0.7489972967368044,0.08480256023182497,-0.9168164939641725,0.3194997782422045,-0.03622164679484319,-0.05495972784927694,0.5863971151644053,1.7070063386843608,-0.1245190212002204,0.013977891780128204,0.7651192558652511,-0.07295078164574786,0.07160575119055734,0.3768530745899071,0.13765579730370936,-0.29706530337820103,-1.5019514646793146,0.5780234141747311,0.06545688904464719,0.23568939270369893,0.8274282137195234,0.5569420633625758,-0.630280045698894,-0.09567304499279272,0.0645393052164116,-0.25040232616490665,-0.014533880769085683,0.3745073041642438,0.07189722747868543,0.0865174835189676,-1.8406396526733033,0.22980424804652316,0.021000029193826708,0.007204495656584098,-0.935167820491998,0.5859463664132947,0.02778996862726968,-0.8064501930532315,-0.4441748710952511,-0.08597614920655605,-0.2224185881055063;0.17286231769140636,0.3040732385444418,0.2587261143133355,-0.013240197180757196,0.5866989089112451,-0.6217120010663737,0.12874844999435364,0.47928019358203366,0.2978270736684472,-0.3908615620596767,0.08487231823938135,-0.02398708838630892,0.4952033435966703,0.17201517005593825,0.1738380558366055,-0.9581923562803469,-0.31993748527392807,0.4653277012930026,-0.15808525182566102,0.2418872508415535,-0.49610276671485476,0.15562176219323476,-0.17350921079172732,0.09661805074919627,0.1599013824821447,0.26734148710692907,0.49351550233648744,-2.0378898674145747,0.17803621002531989,0.31673777843435813,0.10498420743922887,-1.439113818807642,0.307201125092055,-0.04215077336310191,0.09217334399600663,-0.3675196969384733,-0.24075433114061928,0.08988323408936072,-0.02525120233369904,-0.13182812379623643,-0.7033825261270867,0.06959849288841413,-0.07906195196202725,0.24725327704909983,0.2714158807888061,0.3327315135423152,0.4426291997114129,-0.2814558430770542,0.24765369734305365,-0.009200291418470119,-0.7080968599508659,-0.09050663478792309,0.6507921152531866,0.9024975788949439,1.7161956379568624,-0.1802336066450807,0.15453134651332423,0.34725177821000974,0.3857680949507927,-0.674067842242895,-0.07296374972185449,-0.46037706626587527,0.049132014331425555,0.11243182639723859,0.4322191614336366,1.456036891380319,0.702843928587825,0.023683330699637573,0.2569736893550152,0.782240520716055,-0.10908396473701565,0.03511138425415394,0.45675825454826446,-0.22760993724452705,0.12581630208780847,-2.16110638860418,0.49423207597540486,0.07794187466342084,0.19180214298928577,1.6600661261949838,0.28096636965306887,-0.7869285205144605,-0.1900432328233217,0.299335636835818,0.25942486848171953,-0.11121537607810339,-0.13674627416174312,0.22277747801625036,-0.03153420155289499,-3.004567687602868,0.20452895605759736,0.022109505180411215,0.14096926209541394,-0.10986765160401424,0.3138226602962835,-0.13437644106826152,-1.556846179655862,-1.1506995946155238,0.18121917612877425,-0.264028714138846;-0.7210589820128845,0.12044744390606255,-0.3007695259939247,-0.1549933497877305,0.33459946691736775,-0.2545378079255194,-0.5079677502927495,0.36435158000469414,-0.3398753195091473,0.07133059684988652,0.014098971350477996,-0.38217678874751826,1.1518934883716483,0.43842389690817996,0.35324519324752757,0.4703060435474846,-0.1325669051907319,0.16014126674393125,-0.3022487898497701,1.1515552433586507,0.10871378999759784,-0.2046561738869208,-0.5283265875340923,-0.1209217195995258,-0.1978986349690821,-0.13407853454906515,0.24962728252369004,-0.711077043597232,0.1795697668216114,-0.08139730607191709,0.265029814778746,0.43426814562420546,-0.2993074714410078,0.6149322591180528,0.5535257489269689,-0.26274394769036036,-0.2783006235219716,1.1751213574977335,0.005110881896907671,-0.502626835004321,0.32189062441905847,-0.3900580145943344,0.16030250348917008,-0.3627414749173177,-0.06357758270375768,-0.34008919872253784,-0.09817183692872433,0.04466581571689332,0.06528861360699878,-0.12106366133743052,-0.634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k{145}	=[0.2181588690333004;0.22134063947548485;-0.06502931468513085];
x_a{145}	=[-0.6446305509116443,3.526567783868219,26.42327748335622];
std_x_a{145}	=[0.4655446122082565,0.5947847783666903,0.5318204544866857];
pred_a{145}	=[-0.6446305509116443];
% Application starting next step
% ========================================================================
%
%  forecast from 14.5 to 14.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.6
%
% ========================================================================
%
x_f{146}	=[1.9743012649694678,3.708751046971329,20.549930370025034];
std_x_f{146}	=[0.5691048699848814,0.7537732838269161,0.4480455452153522];
pred_f{146}	=[1.9743012649694678];
obs{146}	=[2.2681921883928755];
sqrt_r{146}	=[1.0];
hpht_plus_r{146}	=[1.324257036913727];
xi{146}	=[-0.1931105990063795,0.07586090258423406,0.28487658942649574,0.062377727973492725,0.5726336990742142,-0.4371138458450452,0.1938274810312297,0.3185245782775614,0.3159146518094773,-0.21869824131122173,0.5476771588991256,0.20273467936757328,0.3228485342475129,-0.00941918216133919,0.12885829141778604,-0.7468164385061327,-0.1239593724350001,0.4652851157321338,-0.030527506558002848,0.04062798859799077,-0.40519353148843584,0.16928527496450219,-0.06897437479124346,0.19899374434367711,0.13491007581610726,0.12011978709105353,0.8971577830267474,-1.6134359026961769,0.12704310356065474,0.8564249839636395,0.044486303708650254,-0.9905872885423437,0.5599051437166365,-0.11175827858414666,0.035608208575846234,-0.1747625082635953,-0.1414357478054431,0.282990096164379,0.050023802454578714,0.07494462712658789,-0.5846722401377218,-0.7116575824968898,-0.723614182602115,0.3533309713877526,0.2921923541075446,0.489181295823895,0.8253499540220703,-0.33232955812801346,0.19680343284612523,0.12050449518353945,-0.20212789781423823,-0.9075420566107248,0.5374649344326312,0.07105136414544821,1.1877551021466615,-0.04812880727415236,0.21595131313616367,0.5001413776969441,0.2839585889615579,-0.525933034546467,-0.21191547107583752,-0.39770190082931833,0.15064688910024815,0.16854137068661723,0.525439296939918,0.7937715645392398,1.4466992075922693,0.1129242973422353,-0.12181994691847997,0.556579260343133,-0.16165862963153566,0.052009185913879374,0.5136174659889678,-0.1583209214256034,0.008729592521925733,-1.6853040718284573,0.1277445908691277,-0.3742706168871537,0.7420649706052309,1.1639995109232486,0.8361823746343986,-0.7188057248641251,-0.32589556869346215,0.4365149522929719,0.24950529486372108,-0.3777120659426063,-0.0619095157603744,-0.5307823728383325,-0.05749931283170051,-2.035973621831737,0.17114999561577493,-0.18615904360353763,0.09284677455803347,-0.4694945282288834,0.061698978071411226,-0.6392531475342782,-1.1790603435816855,-1.0106916473296588,-0.17852959291957182,-0.18373486808332595;-0.3316509515542525,0.12044219498722919,0.322461719736189,0.0646152872153678,0.7770974328265772,-0.6016104653069889,0.16624730385089626,0.4681183304916581,0.3562374945723987,-0.27230306752763145,0.694974263698263,0.2122355320293705,0.5934893405168338,0.06652460742991284,0.21615433516588434,-0.8914020471019097,-0.18358543896188007,0.6088277046526476,-0.08060777216473891,0.2581991355747637,-0.4950823168749898,0.19196440816459726,-0.158311409780163,0.23337168853192658,0.15011337510225475,0.1459955240591264,1.155981338313382,-2.260472395200583,0.20773589150258465,1.0608783163878077,0.10952696358355274,-1.2363688394641361,0.6710529571555859,-0.04181065346391222,0.1394489869280906,-0.26526948527746885,-0.2166736407908778,0.5005656368153253,0.06609822702658663,0.029436585188725495,-0.7023664262650948,-0.9421522151988224,-0.8707107955261972,0.4129447126907331,0.36913838448751557,0.5822077366862906,1.023753038293021,-0.41398808356610894,0.2637790015953194,0.1250962736379777,-0.36167487028091294,-1.2018661644952209,0.7070287727641378,0.2779607683442906,1.5695304082013695,0.005614997431631963,0.24459027226154006,0.5107697965783582,0.37811251858685724,-0.6303545062371705,-0.2953412081465756,-0.37302253452296874,0.12958399210206162,0.2469911631273889,0.7598782248543103,1.140983887028447,1.6914731876239704,0.17998882175035158,-0.08904129380645642,0.690194770700717,-0.19693395397388125,0.05854735342889228,0.6545909486288317,-0.27568592738242836,0.11579507168108583,-2.2979122164258072,0.14613591187537311,-0.4541836139044002,0.9103587614777005,1.5565932650536332,0.9965753668808177,-0.9316594133587239,-0.4266957215575733,0.592058162208009,0.41930358755661556,-0.49125765752089245,-0.1847857109542721,-0.6205877853253576,-0.09240990639990398,-2.9123682301141227,0.21265176665708996,-0.22270722469835036,0.14663080363813563,-0.35741616460821346,0.022765050569518053,-0.8351277771974988,-1.6788378039805072,-1.4482502419147996,-0.15338623930203088,-0.23354918977565653;-0.5123582180560824,0.12757761839175785,-0.12268291261294806,-0.12251298027708657,0.44676712678598207,-0.39014893293524366,-0.30153083021149385,0.383216647109915,-0.1345139262273598,-0.08802051607711547,0.11955622749123762,-0.2583967177719728,0.913166608855402,0.2948668515148398,0.2683068414268561,0.02859633051923538,-0.20517401985645378,0.27600377102637097,-0.27204566679788655,0.7984546219177311,-0.1087105068150791,-0.10009870573218649,-0.44019784926291194,-0.04999456623938414,-0.10742068507286007,-0.043990026480948075,0.46493583684524253,-0.9712879064576292,0.15082782211698387,0.18847261683669458,0.18680630675602217,-0.09856207510044257,-0.04557806058604186,0.3533922067762276,0.36541836491197444,-0.3082249441149081,-0.2887243545383207,0.8404899312228729,-0.0232752529432112,-0.38635049583910686,-0.01664494953130813,-0.3574148353643949,-0.014140060242056052,-0.15218252617387762,0.04438673186070474,-0.08579428339056605,0.2018533750676852,-0.10071005416730827,0.11106826972202555,-0.08154144226558913,-0.638848434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k{146}	=[0.2448595913595676;0.3226241204222111;0.10294749825156732];
x_a{146}	=[2.061192248819617,3.823237586304432,20.58646236519141];
std_x_a{146}	=[0.4812474472374715,0.6366232644424163,0.4308485361345085];
pred_a{146}	=[2.061192248819617];
% Application starting next step
% ========================================================================
%
%  forecast from 14.6 to 14.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.7
%
% ========================================================================
%
x_f{147}	=[3.894931888763932,6.127089761189595,17.099545511215187];
std_x_f{147}	=[0.7010574302092155,0.9993345667954749,0.6710319873673987];
pred_f{147}	=[3.894931888763932];
obs{147}	=[4.1920164300586205];
sqrt_r{147}	=[1.0];
hpht_plus_r{147}	=[1.491686655158261];
xi{147}	=[-0.1425073189856838,-0.051837273279319085,0.1682399587535479,0.5466596606999166,0.5687520891357623,-1.1634710116158922,0.005224355022920513,0.4684261643138714,0.3147156866963283,-0.26937922307052764,0.528553054480358,-0.06174742222058116,0.4197790245661799,-0.5812528766040606,0.49412346647796435,-0.28986736073150876,-0.009350169511842754,0.5048322312922653,-0.1799490891193738,0.055938432634521806,-0.7252191588443075,0.05315233079369719,-0.21763731472332148,-0.1731014263560362,-0.3600747991992401,0.08801426432945991,0.5336666609876759,-1.6316542872918207,0.12921725112376103,1.0203189024865442,0.235910096014313,-1.6506730527417934,0.5791406499482235,-0.32289452356520876,0.20344322799929726,-0.1803283933836588,-0.31173750610659523,0.44773236409595674,0.06202843047115225,0.46168331133352014,-2.8563147389970567E-4,-0.4750230906487922,-0.819030054443528,0.6319691952082356,0.10352398683975395,0.1693365052849658,1.180934486085134,-0.15721414885014573,0.20904454733831068,0.22853292074768872,0.10732350927308998,-1.0482016104461405,0.5969984196388043,-0.007203112765178599,1.220801803868159,-0.2857016234631655,0.6234871664963166,0.5287260325038221,-0.31812928868947576,0.13349792494993507,-0.2286330104086174,-0.3458140455575345,-0.0754854271313925,0.41957034292787165,0.6109293780368943,0.707675986837192,1.813921400837946,0.3776244301093663,-0.12771646563165717,1.326201146543052,0.33619510916054063,-0.558596398835641,0.5925702016206018,-0.19221071188549788,0.03226489773181074,-1.8504397768298713,0.17528590263358312,-0.4615216053763005,0.7150122590625023,1.4287310312582568,0.7051567939255112,-1.1612438922541313,-0.1183066803450381,0.6067128386377054,1.2785406175098522,-0.042196414723279396,-0.23092523099878992,-0.6502229669092512,-0.04189510437838395,-1.6380765498661916,0.06893177384200389,-0.5191220406921411,0.5162435156402467,-1.0531379995334458,-0.013576923431363852,-0.7122195610365605,-1.5087085148450186,-2.1526932165347374,-0.2146415666072552,-0.0044408662631298945;-0.1508742207622369,-0.061540876378211706,0.28543903502070656,0.8029869272243308,0.7781035595009005,-1.6606182008600276,0.05948547039820973,0.6439881973245543,0.48817930224559447,-0.3594182413369147,0.7605177233136127,-0.03549338890329512,0.5279334419537953,-0.8344314124778576,0.6864983153336146,-0.4207480941479167,0.02256988879966393,0.7064117212448204,-0.21403261870727341,0.04082569523034252,-1.0251920551875617,0.10790383604179965,-0.25368973229730774,-0.21719813772450092,-0.48214116159573894,0.15801962906614442,0.7344998468513122,-2.3816685727207836,0.19469760039311002,1.4298872762465518,0.3308816585305845,-2.4098791451744384,0.8541419945453166,-0.4671891042612497,0.27429033630238564,-0.21326444259895627,-0.4013631908019697,0.5617034757698702,0.11150469148482767,0.7110754510881856,-0.001161477129449473,-0.6532293288005349,-1.1725927462170223,0.9319018946427668,0.17170537837854916,0.2807343253185248,1.6385103472686122,-0.20575469339845043,0.30871425284365905,0.34393902312154,0.22489082519733739,-1.4991237710879393,0.8266582993454836,-0.06446290837695745,1.5471869002133793,-0.4097623210534804,0.9030306645045485,0.8712380235513386,-0.4407720691166448,0.18410861120212996,-0.2911112178465114,-0.5130095964483674,-0.049865810627151674,0.6050854684064628,0.8212004918039959,0.8842866002107677,2.7149218351379787,0.5438886398351173,-0.18202798826570898,1.8128125300995164,0.4899343410092998,-0.7762481620968114,0.8396237711433816,-0.21787558789084116,0.028568925371526888,-2.723936508130724,0.285734416980266,-0.6402657375293801,1.0233790972842431,1.789192181252261,1.049822699904051,-1.6626392169632718,-0.1377726948041582,0.8402382443076952,1.686234012498895,-0.040241305213019274,-0.2565427029262688,-0.9309721107508455,-0.024459021327393415,-2.410637053606451,0.12433072861930494,-0.7224966574029343,0.7299533879609106,-1.5452948012337995,0.02971064354637143,-1.0040676945999891,-2.184742027014741,-3.167732807568405,-0.3059116729697626,0.020370651463190725;-0.5002248348496181,-0.012954825994160757,-0.07774720833475612,0.35562949765074237,0.6520433279976281,-1.1135360715479727,-0.3295435352403082,0.5863261748935678,0.04315499536467016,-0.2712325921864327,0.36216081293652636,-0.3609012161512908,0.9457489529734566,-0.31276348161929235,0.5868345270264186,-0.04143031556209564,-0.1720053678256548,0.4903718882752699,-0.4061843201247406,0.599589256034335,-0.5955621445289587,-0.1256716002141154,-0.5512759988577685,-0.29780360994193344,-0.47669550841364483,-0.04241352625257733,0.5267451249876309,-1.4604150845468897,0.1420463669418588,0.8288212437581599,0.29851273096208075,-1.027669569250616,0.2885303654850695,-0.010562993538982823,0.406365644927849,-0.3787689434695807,-0.48815618336514177,0.931586640594773,-0.026817685851181494,0.05832040119982551,0.1268446829840535,-0.49733764929208135,-0.4925115521448582,0.3199801312231578,-0.009712186167828207,-0.11180647394945353,1.0286079747697343,-0.15138082528963182,0.16626136873103903,0.059906965658118594,-0.370693840594722,-0.90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k{147}	=[0.32961792173846016;0.46912029934666055;0.284685294122277];
x_a{147}	=[3.9866871440529215,6.257678087821766,17.17879293714835];
std_x_a{147}	=[0.55867821969899,0.7935213715260448,0.5787751561365717];
pred_a{147}	=[3.9866871440529215];
% Application starting next step
% ========================================================================
%
%  forecast from 14.7 to 14.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.8
%
% ========================================================================
%
x_f{148}	=[7.152815853810997,11.342322790985513,17.510353063827058];
std_x_f{148}	=[0.8088578552366315,1.0186110004171676,1.3488202567166627];
pred_f{148}	=[7.152815853810997];
obs{148}	=[7.4804100439849];
sqrt_r{148}	=[1.0];
hpht_plus_r{148}	=[1.6542783987866176];
xi{148}	=[-0.05205297352500615,0.1238263082054889,0.21934280703876397,0.6376648767906543,0.1470764038306145,-1.3616952990022897,0.05049720070911956,0.6043354554202169,0.5975917008029077,-0.26144545682251863,0.7079633035325026,0.027006523927875392,1.0456370346750994,-0.6315620900628689,0.4848412641695372,-0.01355850234245981,-0.7673258765288988,-0.007554101094442878,-1.3589368798509502,0.28283293976685275,-0.45807599624218387,-0.1683811613865549,-1.0335958613506895,-0.07131923860378464,-0.27996369115180375,0.03276381907554704,0.5894300622098312,-1.4228101877707005,1.2021038354863585,1.4784425500526286,0.29591607066116765,-1.3983649920491112,0.7081542970706707,-0.38090990016695514,0.17567172319148572,-0.30542689538762513,-0.183154440523853,0.42692986728093896,0.4459185824317773,0.44053291724713883,0.14765034349813977,-0.524579529739686,-0.7904191013097854,1.4027698306894845,-0.13540464219949655,0.34564699408072297,0.8101730716154751,-0.06601388179862244,-0.058267348989959444,-0.455360066675385,0.014810172049949166,-0.7202842034528709,0.2380855559353856,-0.130357017381578,0.5979534959680937,-0.2635714170483592,0.6576477139163321,0.7456383821983525,0.04453964942932487,-0.04286807436461881,-0.4267739906115242,0.11736325130300251,0.4407327644740109,1.109789263225883,0.4965966385437648,1.4458590678103675,1.9331397831430301,0.38271990434751224,0.23608398780766038,1.157774778794888,0.14305661602508923,-0.7192200448672654,0.718547310880413,0.1167789200074214,-0.18784822312187988,-1.6236118786008777,0.22185976327810586,-0.22065813848846805,0.99580061518175,1.025290421613537,-0.36446591681282836,-1.138621516696194,-1.0783507932159084,0.8379733380253205,1.0302816189200517,-0.18206531756886601,-0.04234553387036666,-0.6530977943475769,0.6139706632060644,-1.6364031979718217,0.10395632372308405,-0.2550063493758872,0.2636343685159721,-2.6883486014793903,0.7007132162462479,-0.7059444204549816,-1.1949860872955744,-2.6294106168115263,-0.050451723507616286,-0.6804483961100205;0.10259115850143097,0.19406055941757216,0.3921583917153182,0.837816923790557,0.16986806029380652,-1.7257675183083911,0.2115917500304132,0.6947882019108942,0.8297443350603135,-0.25546301557703366,0.902617525716531,0.18683868162754536,1.0128571763282128,-0.7859910788891487,0.5678367663796227,-0.023659477768816828,-0.8813938233814422,0.0181029875013774,-1.6737872042168576,0.21786567311788652,-0.5305069940350791,-0.1055442906219426,-1.1925708214990962,0.007544910047419862,-0.24062606842412215,0.12734552026829782,0.7129894186116665,-1.8409966052578248,1.385936636496453,1.6705300127446332,0.37284000707480836,-1.8907346559347484,0.9483469467619461,-0.4937961579876511,0.18845678584663972,-0.2591990966364932,-0.10572059846527715,0.36781420419352884,0.608888912443307,0.6898392838307359,0.1888095762849087,-0.5784126977506769,-1.010332920669752,1.6797548757927085,-0.08291711980253247,0.5472994019642847,0.958451178196519,-0.015935289900610883,-0.011940452343180752,-0.481628093947128,0.21589373678299673,-0.8723020776393025,0.2942308497881676,-0.28500054516302953,0.46556798817830014,-0.3175648798778976,0.8546955965425145,1.1691426049494336,0.10958733048197722,-0.04203366310896861,-0.435168860462694,0.07247488300900073,0.6879492170329531,1.2843507299679047,0.5252880528609776,1.3371979430707555,2.4576051402995613,0.49081186719632974,0.2861700147065136,1.2877818439803388,0.25396602860675443,-0.8294728764446901,0.8867496415858138,0.31713157050322494,-0.2602547485075206,-2.180592038063894,0.3633151201556899,-0.22576782218166436,1.2325291480553577,0.8477359256811834,-0.304225189934586,-1.449028010481042,-1.3221723907302287,0.9673141324933745,0.9971055226937366,-0.14307877886598952,0.15358989406389156,-0.8297364524882749,0.8214657865247954,-2.1405705210436263,0.21088068033565222,-0.2601022655333427,0.35439050781653236,-3.833844260989416,0.9731272193290614,-0.8375490962794991,-1.4751742723243488,-3.6234350795802435,-0.06328079392473285,-0.794356233599526;-0.4981780837599814,0.16404467040917936,0.10075386025959077,0.9474770665640442,0.3314641105893301,-2.2592869293835864,-0.29566907541202525,1.1585628773088068,0.763416859139415,-0.5445318253419131,1.095916324739612,-0.31281864826196326,2.3767326007376717,-0.9182526495407473,0.9223200547422437,0.08712298936456264,-1.4493504200701075,-0.03642504064326957,-2.3924746991312507,0.9075184081440213,-0.7991610170556172,-0.5092564857368416,-2.026727363415823,-0.33185634029553057,-0.6921725254153195,-0.1421113424589855,1.0346426808294815,-2.2887680740807923,2.151521920543612,2.6449985683418475,0.5254506507177261,-1.8747628523958397,0.9889600242588408,-0.46522948509324635,0.437677218146554,-0.7821150210471188,-0.5804851855448554,1.1785476384815468,0.6392397367127884,0.3848070104436978,0.29240342462073343,-1.0046148614053863,-1.1596611751540635,2.3110535209198737,-0.3947526976146172,0.28467619531888744,1.3912771858558592,-0.1911149209596985,-0.18520904999335386,-0.9397899129642546,-0.4707198639020689,-1.2332813251559678,0.4436761928350492,0.23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k{148}	=[0.39550682597712605;0.4937571511398112;0.6424082152950509];
x_a{148}	=[7.250888632071997,11.464758441694908,17.66964932450733];
std_x_a{148}	=[0.6529224070460022,0.81442335448558,1.127764405089747];
pred_a{148}	=[7.250888632071997];
% Application starting next step
% ========================================================================
%
%  forecast from 14.8 to 14.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 14.9
%
% ========================================================================
%
x_f{149}	=[11.970735578654498,16.258046057889025,26.00870801356968];
std_x_f{149}	=[0.46413322126823625,0.4971590168438544,1.8734389421354671];
pred_f{149}	=[11.970735578654498];
obs{149}	=[12.201816405123349];
sqrt_r{149}	=[1.0];
hpht_plus_r{149}	=[1.2158271687339381];
xi{149}	=[0.20085976018544827,-0.264165303514309,0.2925700361655661,0.5237048883361926,0.09559026831834316,-1.099228955625854,0.14549076888791035,0.23118544925916495,0.34063682523082406,-0.043063680270716276,0.19240027726969444,-0.655884319911717,0.12851868226911733,-0.286557601501471,0.21914736355979691,0.07480234650848772,0.03357047042426231,0.30803980104883166,-0.1535069922890866,0.14447925138274442,-0.10863399394064643,-0.13099930803398507,-0.20250676790116273,0.38214704832235746,0.068990351921002,-0.0016195144038206877,0.4070169777614723,-0.6354930250955171,0.6925289897265827,0.4361328152257897,0.5305771271900106,-0.7566210435037881,0.36111935917910465,-0.13706835148015983,0.247313554385709,0.05263070462001451,0.11304304820770383,0.48878414647257706,0.32614671195972633,0.4007764215855172,0.18342835206603958,0.01912171801951068,-0.616563178709459,0.6727580341906609,-0.11508437438668118,-0.2806240542568368,0.23789072079234685,0.11777073192081566,0.2625174508201802,-0.15492923815929593,0.27369189667044935,-0.3080535704445797,-1.1950114053818908,-0.18591717307317523,-0.2657499725155539,-0.2111390313281074,0.41151151956911036,0.08956145113207192,0.2599052796074339,0.02608073015850465,-0.00947666293406435,0.27257938574348906,0.41204354716042957,0.6902303068052316,-0.48331941266615885,-0.22912185041364097,1.261220299031029,0.2695913469912181,0.960611111082736,0.0667727339669888,0.05905052615593753,-0.17947038467637988,0.44386200627031513,0.24909369269095016,0.06312632916172234,-0.6443531581357043,0.24003034619421015,-0.37267894332796736,0.3865204252978902,-0.03833770781430701,0.049947159617838466,-0.2738493282531582,-1.2135971319182914,0.28283068979222215,0.10219868098898033,0.0806823959525449,-0.17771735627030338,-0.4568584452203197,0.3104907704017066,-0.8027413509489012,0.18219167300547667,0.024997032533216057,-0.40839148601582487,-1.8487284058797364,0.4526902190163469,-0.1798855711087981,-0.3708515546957134,-1.1182265537371663,-0.05904474130188753,-0.17813110716558533;0.4958993338734139,0.3204591869748903,0.22217510070915125,-0.2811378156955442,-0.05263522725746839,0.3168165903895641,0.4827150353678178,-0.31002550660780237,0.10396163672133696,0.3132224240283783,0.03453396696870925,0.6963117077747434,-0.9415570592914122,0.18705622346493556,-0.21925243116286097,-0.03580025755478289,0.3448253311613385,-0.10593467156869707,0.3796794112802644,-0.5522876691667609,0.26874525816471717,0.4743438894424372,0.5830128013573947,0.09221425683249151,0.3710905892680749,0.3666198110996639,-0.37507221065395235,0.2828303452212033,-1.1275643532117758,-0.7808219441007207,-0.4822266731534217,-0.023914896562761356,0.01409910000407777,0.06377587391412476,-0.26993079262939723,0.44448397794803185,0.39820834769426483,-1.1612333127187444,-0.0380221542503385,0.22059994958982188,-0.06563729220493997,0.3065439343408478,0.23542868006697404,-0.8003134781626322,0.40544152979669335,0.5663742974650745,-0.21616594765381691,0.16951802686908835,0.042636838386300724,0.4433668798794983,0.5370935047526366,0.3441699784450982,0.24956708249677106,-0.25266615944255477,-0.5526550340805496,0.20079369315179463,-0.11246839829792066,0.7992377623619049,0.03734527469704574,0.07047307089123223,0.40149052960046916,-0.4840104873373168,0.1919107677396923,-1.0617294667923023,0.05233098631023125,-0.9622386860968355,-1.6498842509347096,-0.11218658475638321,-1.5337732194519234,-0.3323492602399689,0.2568086770538187,0.3907853578316427,-0.350745583296602,0.47077905378001716,-0.08585372473161357,0.010902095719572458,0.19877291526060858,0.3908822445630946,-0.22307272771191222,-1.148827297819178,0.5571745266074579,0.2031648798004646,0.35812625362180484,-0.3968608338658868,-0.8313584016721105,0.2843690831518373,0.8089233760185479,0.23213566392263374,0.04561989821134915,0.2386745681045035,0.1963139175979869,0.25279854099475685,0.3231298912903533,-0.887857293824629,0.037755962799142395,0.3343498266611462,0.43446693344272447,-0.20627384914859803,0.08727839841033358,0.3797299017633371;-0.024148346991669456,-1.2709408982765495,0.6750946143425978,2.067309372859455,0.438354327919221,-4.250462251994907,-0.18368809735803282,1.2533164857125385,0.9851569271634517,-0.5429400588101139,0.609944187716696,-3.246330431453952,1.800123420732767,-1.129526453861196,1.0584072750435638,0.363753476909622,-0.3370148126834529,1.1857810676716412,-1.017366926765341,1.3145710162755186,-0.684492461191244,-1.062276388552938,-1.5060079643592452,1.1352706353063446,-0.26446556001069155,-0.4806628708503453,1.844851068173611,-2.507370172947656,3.6398495635112553,2.4462292715496297,2.362541658318545,-2.4057232793630057,1.1688370533987715,-0.4537425281022003,1.231371841094333,-0.4226908922352344,-0.16636901925031822,3.1476537675265774,1.1279214414476328,0.9957858790044369,0.7434365052824106,-0.32813499559770065,-2.3256153654767324,3.161582227715261,-0.9059768505738539,-1.7234634959757855,1.133273032758236,0.1966178571546422,0.8218943398524594,-1.1034248708255738,0.16262447162650773,-1.468404619528112,-4.453481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k{149}	=[0.17751467830636058;-0.07167969183723436;0.6752876255203196];
x_a{149}	=[11.99605575901656,16.2478218739346,26.105029087621574];
std_x_a{149}	=[0.4264596765268253,0.49562882796916724,1.7592222745110655];
pred_a{149}	=[11.99605575901656];
% Application starting next step
% ========================================================================
%
%  forecast from 14.9 to 15.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.0
%
% ========================================================================
%
x_f{150}	=[12.910217810767675,9.65809750387468,35.965931142145116];
std_x_f{150}	=[0.6443471475767845,1.4356458195346464,0.4446017724922737];
pred_f{150}	=[12.910217810767675];
obs{150}	=[12.750288195487153];
sqrt_r{150}	=[1.0];
hpht_plus_r{150}	=[1.4156935175194183];
xi{150}	=[0.22475947583784261,0.41615540199077294,-0.07084067422454332,-0.5820653772358977,-0.3545602908059262,1.0331582043870977,0.350204743763447,-0.5330691114398096,0.13369664097384337,0.2444010864312549,-0.025774264211372966,0.9276652243779235,-1.0559987602989764,0.3934017790220139,-0.3000993138138863,-0.12559643764759265,-0.05801019935913132,-0.38743253816323175,0.44632768251651456,-0.8150032128014129,0.28426669364540835,0.45493732905620554,0.8949823989498693,0.34610213688044134,0.16740006296349286,0.18875307794140816,-0.3669976691075636,0.6012136701156159,-1.3498530926976056,-0.8577984892803023,-0.7264948258296311,0.4313535559651296,-0.25429006985378066,0.13536838724269273,-0.9260345554826426,0.3475489925262778,0.20278269334624888,-1.1940775855121988,-0.39414028924638345,-0.1707880921450311,-0.221875598517018,0.563878090930169,0.5982857989227028,-0.8805294184796786,0.2439407018197457,0.7634659489000803,0.14192567550002444,-0.162229483592375,-0.14967017825917317,0.4574598055476251,0.3420602934445487,0.5227138359976831,1.0370184193678451,-0.16642438294880435,-0.21647971418965817,0.2755209249543995,-0.41889711281681663,0.5703537042273901,-0.33053261369091125,-0.14788715866746038,0.4369070179931569,-0.5889014361515219,-0.22983652825502432,-1.2987907708871074,0.42159736865634123,-0.7937797950918863,-2.019777327986496,-0.47013720703643536,-1.7550631896375215,-0.5039003374864279,0.02021099981121388,0.37637385169772664,-0.6941364558319911,0.3370478559065937,-0.1251704794708779,0.5253061798531569,-0.024180983209188156,0.3609943332647738,-0.0869833590503184,-1.05332951681196,0.38483361674353844,0.3495577368367435,1.9775705076215235,-0.7445434776979738,-0.8007948705721439,0.5497225452315071,0.7426900585733076,0.8516294230578634,-0.22986989685057324,0.790267404978847,-0.11712096149227413,0.5015868479277525,1.0505592012411906,0.4866447094855886,-0.3076239928511768,0.36887525621872364,-0.3616631415100464,0.620199387780314,0.05796086401647571,0.4974166337573731;-0.10389845464015224,0.8198935789710955,-0.5806059699794321,-1.4243993485569622,-0.880792769038834,2.828047955609561,0.26874238627686964,-1.1185688812569605,0.053475273226540665,0.27424880309833277,-0.20653380267194166,1.862056620531428,-1.6999698374194612,0.934643637495812,-0.6209596793158347,-0.3147492452982643,-0.566314378801021,-1.017169573293753,0.7894985299200297,-1.5233878310545812,0.46171277373095165,0.6697270472800607,1.7025458604171124,0.5982484064999642,-0.03715597333672882,0.062259077934168516,-0.7152328378870241,1.526528194741525,-2.5437190964560186,-1.5327992616348318,-1.5649005740660513,1.5303309431674084,-0.8303976316612669,0.35044216560335784,-2.1693427688279376,0.3477258197534834,0.0017737612266000014,-1.9828037304644033,-1.1197527474557667,-0.8878682593466376,-0.5753691055639418,1.0903472307221431,1.5605749936854618,-1.6864245027807607,0.20910000166958653,1.4233463165517275,0.5210634624348085,-0.6646689091209854,-0.5521380591157072,0.729537812486786,0.11703083866676245,1.0829240858535787,2.96151621398754,-0.02503390373493808,0.22027117052338774,0.5803143817264989,-1.1257147705417303,0.4626022837730055,-1.0184252452560294,-0.48734051105318166,0.6571101272758622,-1.0814428335872854,-0.9960571632870021,-2.4700919785421815,1.2632384659448253,-0.8281723724572743,-3.99980988906652,-1.1992701882301056,-3.280281343764596,-0.944028020211519,-0.2765460662924859,0.5818067363492432,-1.5938193207614617,0.19520685562016205,-0.24337893025253976,1.6675244646958909,-0.40917531876407764,0.6450132885711461,-0.14564210148289192,-1.3797680323917163,0.2889566197093245,0.7907315521904561,5.43359852670112,-1.5875789975615966,-1.1513359932363834,1.0522902698807162,1.0144851088419973,2.166036674671197,-0.7860605210546687,2.1531794739543493,-0.6142051474382395,0.9890363732946952,2.5640725236000694,3.318251586433284,-1.0398448161911045,0.6389269686021546,-1.2598911897374805,2.4199166784979322,0.07624445173176042,0.9066815098101966;0.5745997837635031,0.1802197208010412,0.34940415105260314,-0.008262403730299184,0.008646017821142493,-0.27188647414009637,0.5289122069648471,-0.16297445497271923,0.23598244640231059,0.27435674580856784,0.11839471347395403,0.37996705062197833,-0.7446537666458397,0.025610294068698636,-0.11234733690967857,-0.0037246199553777615,0.3645264357159306,0.05732143291297831,0.28538811392416363,-0.39748518634611685,0.20207176453249787,0.3963614300441023,0.4643235751376622,0.21762306958018485,0.39221159657664373,0.3558302009417105,-0.18684535954078996,-0.05220532939704725,-0.6500445030916282,-0.5032841190893933,-0.18942545324152604,-0.4355441731334011,0.18371551020862142,-0.009771518491241693,-0.055154559344131826,0.447736824485915,0.4264945171602008,-0.7972610828584337,0.12838633738817862,0.40375542466617276,0.021939631512005064,0.27281400793465593,-0.09343035675720301,-0.4272759755051396,0.3453937924770827,0.4124751835062952,-0.15983987070465844,0.23373117417656886,0.15797576011202352,0.3524220752744682,0.6384292347709746,0.1772543874019874,-0.41008641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k{150}	=[0.29363242281973395;0.6205891913628863;0.08481756617477991];
x_a{150}	=[12.878356450326327,9.590758836972228,35.9567277884361];
std_x_a{150}	=[0.49185539047242083,1.1330012366618958,0.42813417744135174];
pred_a{150}	=[12.878356450326327];
% Application starting next step
% ========================================================================
%
%  forecast from 15.0 to 15.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.1
%
% ========================================================================
%
x_f{151}	=[7.446929637270783,1.7151656730564548,32.163191406136846];
std_x_f{151}	=[0.5267020415205041,0.3580764124435037,0.8458366222467624];
pred_f{151}	=[7.446929637270783];
obs{151}	=[7.203953415755171];
sqrt_r{151}	=[1.0];
hpht_plus_r{151}	=[1.2780018849075758];
xi{151}	=[-0.24103442120409113,0.0952539056774162,-0.3440068428311349,-0.37449911280727743,0.06377081600013135,0.8072295289103977,0.5787939564363427,-0.7201592603609406,0.32447280469850615,-0.18801040445646766,-0.13133386922257628,0.20982741364203772,-0.37634783532808846,-0.057707857277338626,-0.17860762394014795,-0.10204562180540222,-0.47576597097306284,-0.3834334098098884,0.12169329423792163,-0.27447208189124694,0.1621370586054809,0.36130998412332627,0.37999131288456756,0.12418709428491947,-0.3159221948937754,-0.052454728374609516,0.7161792390459709,0.5463894012328057,-0.6864761858997559,-0.356200400611419,-0.38601520954873525,0.5039999498792351,-0.45263746921950965,0.3326103302902874,-0.36260384293450354,-0.009180830141420238,-0.051621125147097935,-0.5615361696935928,-0.6575664599113198,-1.6938110315657164,0.05303404376283005,-0.03945003044932793,0.591931035336879,-0.44017175130059893,-0.17980961768782677,0.481420025964006,0.28709918032822035,-0.4489805931862989,0.1893537546130828,0.0029481844220997644,-0.16844899666964075,0.42243538711989714,1.3447025762660179,0.49913832097542166,0.4758362028810268,0.001306271297628392,-0.4136552239225164,0.10689405554766207,-0.4088558489471277,-0.20640707042522344,0.25733184480605953,-0.007397243955145072,-0.7195814691912368,-0.34113875473511346,0.49969324080928335,0.15294475926771955,-0.8012128645123218,-0.5787139520905633,-1.088775846344178,-0.26586529255252955,-0.1938453450865607,-0.16524938070960182,-0.6346913085959374,0.012351080784125834,-0.047120221146614405,0.907338253392739,-0.26220507154639705,0.10057632138976658,-0.14341976488999642,-0.16567511381471434,0.11621232636520773,0.4297518138126648,1.7127325830967646,-0.3739540285924914,-0.2085786712207236,0.17790854308482107,-0.131232292144853,0.23472153206861357,-0.30446192494586644,0.8069156975522631,-0.3312647491711278,0.2392079072419282,0.7740532240445575,1.8555291284652853,-0.4437328031298309,0.1382895807670108,-0.19756231964523607,1.1156476533170316,-0.022197974401701792,-0.1480451338694655;-0.4517267947021055,-0.020620547865372707,-0.30606302237163296,-0.10772854500114559,-0.0777574396000742,0.4802915005915178,-0.5861552586738858,0.00836719742813008,-0.22330333389018886,-0.15075098538576226,-0.07659140025298328,-0.08870651620974757,0.46780988935576673,0.14528954739305822,0.07306009334710328,0.019228661851431017,-0.32337361468155223,-0.11325558213676956,-0.12373734511007184,0.21266071366960815,-0.10563554315303914,-0.3129389282825641,-0.23535264205150552,-0.09010982530095824,-0.28489221626130123,-0.251730799228991,-0.06485566342700011,0.17988873159402163,0.2452112151986332,0.28574198903996173,0.0238883819327107,0.551563991580172,-0.19744004764582068,0.047022831990452874,-0.1451625918692505,-0.31229894747675213,-0.32719310063114926,0.43774620415512056,-0.2134507482545469,-0.6916964779744224,-0.04911391584790459,-0.0491727064508245,0.21057373528329038,0.20170075094455275,-0.21433056928099514,-0.2581425865790161,0.2166009742977839,-0.22652073578843246,-0.19548058738766372,-0.17794406497331683,-0.48822685741298777,-0.05996353530692966,0.34837892839398377,0.2660550179681176,0.6261478631409818,0.042610630313634434,-0.15557822775220065,-0.6754579347518981,-0.2129601622087287,-0.08338342256092957,-0.25983543324291625,0.1867743130209607,-0.40451848764781184,0.25949243004410016,0.31936370078541376,0.7988546293734338,0.16514815762099033,-0.13782514908798515,0.1939094531098522,0.15920393603767935,-0.22266898629437182,-0.13635609715982833,-0.08918638979389182,-0.43831446586239564,0.07329986036170588,0.36445570120998827,-0.2464843762925093,-0.07304399280524776,0.10052357329274231,0.7548524559555325,-0.4567286750676831,0.016312916585495163,0.4852435502426795,0.031944792051679105,0.5159517386532779,-0.0877794600201447,-0.4527537475174077,0.3406184395378906,-0.20626972149976863,0.31808906744591603,-0.2600581734336569,-0.05991018205490861,0.15280928183767495,1.8605674222671138,-0.28135474391902426,-0.09760871095989176,-0.3758310263408411,0.8793604066529972,0.016952910301832214,-0.06823654311828231;-0.020073940772448395,0.18897785782216658,-0.3332073317289179,-0.5767561169379221,0.18517598687098058,1.0285941024429164,1.508708890819534,-1.30607508405771,0.7654546561692612,-0.18473172411286143,-0.16713641932487633,0.4561139209600569,-1.1120062861879099,-0.23773345731257933,-0.385357955003915,-0.20260382137886168,-0.5513547659313112,-0.5785808323381048,0.33338001041945375,-0.6875023376710985,0.3788573918590288,0.913655268893173,0.8908581600267524,0.30054226067355927,-0.3151134473570387,0.1422262810625483,1.3091964748911167,0.817443672573404,-1.4701740118264333,-0.9070575185689798,-0.7167188803797515,0.4135357051327446,-0.6130010906481012,0.5501150258094114,-0.5092458969650302,0.26276214716491353,0.19685465760719723,-1.4398571666518336,-0.9802352082980477,-2.3716326659537152,0.13575991408696098,-0.014520999744405572,0.8698513595051622,-0.9784439485673673,-0.12306692395947749,1.0839279677141462,0.32375082997180726,-0.597763012046812,0.4969090305353703,0.16569459045237522,0.13791442555751843,0.8063264472067289,2.1011024699621146,0.6632721209705466,0.2803346885363638,-0.03712809200931133,-0.5965523299514253,0.775304802334098,-0.5421552527229814,-0.30913807947404237,0.6850994247731492,-0.17329462780255156,-0.9105526998172166,-0.8531750861956588,0.6071408824943489,-0.4566256535817388,-1.5999801360283108,-0.9103842596905238,-2.1525222592763527,-0.6241097716264008,-0.13233429705263688,-0.16288781704512445,-1.062215625260965,0.40414331743659204,-0.15149622845311228,1.2963612312298736,-0.24129827969197848,0.24619485092609494,-0.35075433643220677,-1.0017336682162146,0.5897456523922244,0.7430585424433929,2.6888790944853085,-0.6916256043453686,-0.8469893543395415,0.4106742524156104,0.17874842418815007,0.1230104786559707,-0.3549187635160109,1.1627872869971938,-0.3515394747123004,0.47900945166141184,1.2616850066111525,1.758928111816303,-0.5422707888857445,0.3361442281149536,-0.010729733437898403,1.2374980023977926,-0.04978238357893616,-0.1955639102002955];
k{151}	=[0.21752854059967275;0.06999634793362598;0.3288307685083892];
x_a{151}	=[7.415350901692319,1.7050042654693827,32.11545486609404];
std_x_a{151}	=[0.46587970277993296,0.34030559850531117,0.7768008788658987];
pred_a{151}	=[7.415350901692319];
% Application starting next step
% ========================================================================
%
%  forecast from 15.1 to 15.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.2
%
% ========================================================================
%
x_f{152}	=[3.3772464141452527,1.0864673958752586,25.07894782884752];
std_x_f{152}	=[0.23829238335975017,0.4388597162921694,0.5450742193117243];
pred_f{152}	=[3.3772464141452527];
obs{152}	=[3.295578112964317];
sqrt_r{152}	=[1.0];
hpht_plus_r{152}	=[1.0576737266065817];
xi{152}	=[-0.29691109324483067,0.006592089054633821,-0.22256241227768436,-0.05272724552291086,-0.06969588971863194,0.30565007206603534,-0.3943994270377491,0.07020837775038791,-0.14955813356728953,-0.0767216062073226,-0.027453238674347347,-0.06155118620866373,0.3538083901213134,0.1306340027008166,0.09181827350452343,0.050158379378660634,-0.23603130205938383,-0.09237688932585808,-0.11477224247086104,0.17930390865314827,-0.07233802424309932,-0.3101390178540897,-0.29399475911338824,-0.06672781096497937,-0.167774745755636,0.030323555618811504,-0.1186409885799633,0.022274957837440823,0.2115843976457068,0.19630590198039588,0.03545370001998105,0.3506963778531125,-0.12665348618891903,-0.0293820479918816,-0.07823566241429836,-0.20665958121931194,-0.06411213676775018,0.3278409932494668,0.06045806057150038,-0.586904086790422,-0.006974219905636403,-0.10105943696282882,0.11723227405580117,0.18156816630034278,-0.038058228684278994,-0.19337565792822264,0.1264473497385299,-0.20805164786936547,-0.12970077070283015,-0.12195103600463586,-0.3768280474625634,-0.0850591427526175,0.1486201928863924,0.06974483230642248,0.4126857420343737,0.031055862067001172,-0.10526123899581963,-0.45282253182240817,-0.13360785689731713,-0.046688213302512604,-0.08434670891286578,0.13537883825402552,-0.2909097400096945,0.1795648763474742,0.19550832118214823,0.5633384938257278,0.22044424843079335,-0.09901544761297121,0.16567406070834245,0.12190349213175011,-0.15130121053567214,-0.10220680841708374,-0.056988792556033285,-0.29560423436884165,0.1286261236749877,0.19951470742338495,-0.16869149207266476,-0.03459114914746708,0.16190869873520608,0.49165803614887515,-0.298835854754286,-0.05566763182049295,0.20863487181190932,-0.004106278566863075,0.38716486256917415,-0.08289928270543534,-0.3129611105131209,0.2181485249816646,-0.13901979300960576,0.14790697698870447,-0.06288538180465952,-0.050863787946314076,0.014730572911811901,1.141098221664815,-0.15206362872805546,-0.03381431460722961,-0.30521215176340943,0.538422860356051,0.021705053128085794,-0.05405185532676926;-0.3640337677994564,-0.11934326354558056,-0.06179554320531144,0.16361345490424584,-0.09050908661186052,-0.08539269293510787,-1.187295983554929,0.4975407240316567,-0.5046183118792024,-0.0663712825010232,-0.007846022940252384,-0.24826036800596307,0.8690341042622356,0.20163619357115437,0.18731228339843753,0.06791103259269926,0.004574958576286425,0.2022977958364831,-0.177747957023779,0.461197136609929,-0.23357934876428432,-0.4515959158511962,-0.318252125423959,-0.17312271196217666,-0.11642949019068605,-0.8045188410668825,-0.5011935383111399,-0.01308038972438652,0.8120025369552155,0.678298771352011,0.33276829406154174,0.3150901149328742,0.10629524583620809,-0.054683554526355316,0.09869456802688514,-0.36140746219492526,-0.7255487766839419,0.9985641280170086,-0.12142107518063794,0.33403510750987664,-0.13313365812141886,0.1263279126305259,-0.1552426859208793,0.5607191216944485,-0.32202893933876564,-0.6856400537045809,0.09575247673071696,0.1679241920851291,-0.3673841426209101,-0.19042023154478938,-0.3729509497636325,-0.32523077045535476,-0.6437751706777521,0.15958259327423097,0.4398694090811026,0.08213847455469225,0.15256856059700286,-0.8890336758552873,0.052530703239001664,0.08511049953057226,-0.7592636484378504,0.24339225824107613,0.06810139843164942,0.616424518041252,0.04234109883173964,0.8772342148554253,0.6946777656123648,0.2979853864237054,1.0303770152624199,0.43145992361552965,-0.1138202869633197,3.1152860959493545E-4,0.39247672608839257,-0.5146821970077715,-0.0032200074916182153,-0.24563506341972552,-0.09261050501612367,-0.16524499326923892,0.0816129040237219,1.168758572692381,-0.6281010941743879,-0.16649557814780802,-0.9239920560142499,0.39788281771632517,0.7933345404261756,-0.19209574156433407,-0.43232304602089977,0.2753507654450862,-0.005471523943389789,-0.15062773078276215,-0.2553919162848035,-0.23309734905564317,-0.2778162220526358,0.5935521338657199,-0.04638186684372947,-0.28323030033129104,-0.1989667956055695,0.1810648401610273,0.05502956337749021,0.06659734470025547;-0.10230885977421167,0.1986553817587975,-0.4001501216132226,-0.36560379392076214,-0.006194947247220028,0.7767783689126517,0.8589329732620534,-0.5761232302878838,0.39712254123643476,-0.049914252020666794,-0.03785956674074953,0.23267903986573302,-0.4879483311474395,-4.89955621233662E-4,-0.06636929154895199,0.013725615024988258,-0.519963511677755,-0.4998611210610697,0.01795433220694065,-0.27878937467198384,0.19339893553305743,-0.01812266398860629,-0.15738820221828576,0.12169706596782959,-0.18750785896376954,1.2087628794086491,0.46898415910946056,0.08573806892551517,-0.7305921006681189,-0.5722248014214735,-0.402938563894498,0.3229300807920943,-0.4233643847902151,0.028682507080496578,-0.3147985886082765,0.08969964209301651,0.9057158685087145,-0.760375616957031,0.3187031793310062,-1.9264195524832175,0.18230470869697868,-0.3965168511900856,0.46933604966963216,-0.4106263940631045,0.39848760223283364,0.5830052978917948,0.156476788873664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k{152}	=[0.05452884491290224;0.058483916894545074;0.03464432168540861];
x_a{152}	=[3.364943162463234,1.073271767945618,25.071131088740014];
std_x_a{152}	=[0.23945029017577096,0.4446588070107029,0.5419625676038827];
pred_a{152}	=[3.364943162463234];
% Application starting next step
% ========================================================================
%
%  forecast from 15.2 to 15.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.3
%
% ========================================================================
%
x_f{153}	=[2.3674292788906057,2.412470740230548,19.603256517038226];
std_x_f{153}	=[0.3918294656909134,0.6200875189530107,0.3516438000497014];
pred_f{153}	=[2.3674292788906057];
obs{153}	=[2.3908594807079755];
sqrt_r{153}	=[1.0];
hpht_plus_r{153}	=[1.1544712168532967];
xi{153}	=[-0.30520121280449164,-0.11767066216192879,-0.0982382188875408,0.2065696962024015,-0.0771924982759451,-0.018284810492658288,-1.1292487473836965,0.4078877477695446,-0.4021551735997504,-0.08979332978454391,-0.0024838450825397373,-0.19610947761305297,0.768483998001777,0.22700651816816508,0.17131376724045833,0.04560245002502539,-0.04566077786530309,0.06865614473933368,-0.15602268113765483,0.4087748194523728,-0.13759267898357042,-0.4424997935248933,-0.2787459467007727,-0.1643209508915473,-0.10386796334330839,-0.6064480429676729,-0.2601987882546202,0.01901942259129008,0.6887610034008307,0.6832023145564574,0.24007489436950902,0.3108136976090785,0.04199971089887988,-0.04268873445978727,0.07490643982755563,-0.22025894006893232,-0.8920641617946024,0.8991077625076498,-0.2364655097704338,-0.03439824731660579,-0.11092986132453797,0.09486783946010746,-0.07622971649095245,0.4810927420761595,-0.30804099195085,-0.5786452580199253,0.09166915452026991,0.07927019828216242,-0.3601380359498916,-0.17016908555722443,-0.37517201383696586,-0.2854836947465098,-0.38648942206953096,0.16666493497507728,0.4317116803598702,0.08020002948918803,0.16015061082826332,-0.7984609305557497,0.04751052352568008,-9.801451840592001E-4,-0.5955191233462871,0.17779439382211626,-0.04518996129322428,0.6007582994075453,0.13088842184250726,0.8999166117772597,0.5615078337978527,0.21956631865105436,0.8258026356999908,0.3689699779083848,-0.17302613967545977,-0.06020399442341695,0.3647734033496759,-0.4694906089705273,0.04458403931187327,-0.20280494961746642,-0.22751472976736098,-0.11929051503013621,0.10900854371361257,1.0452776756114708,-0.533091494128991,-0.1517205986185015,-0.7045402883806273,0.3577270884302224,0.7219666004016063,-0.20238738869237682,-0.41801839084974346,0.2553092432164572,-0.028085134237503695,-0.2063250195788271,-0.2565743793547117,-0.18086460847456554,-0.18288279927785833,0.6694394849996641,-0.038890539212301345,-0.1982039721221085,-0.19813970970570072,0.3175284888621923,0.07534496879010533,0.05963256313905241;-0.3928588459800406,-0.21336614124158082,-0.027872282085876776,0.3680224854323346,-0.1001693105828716,-0.23079105541395606,-1.7489097699544751,0.7191410848239927,-0.6603305863625446,-0.10596534901424715,0.008478045940947254,-0.3252516685470064,1.1816691863673965,0.3008374137037979,0.25415348819901373,0.05783161039192386,0.06827777326801732,0.23462834239855068,-0.21906775874855722,0.6339231105343512,-0.24905712671610214,-0.6031534722864469,-0.3504842457341062,-0.25273478224607926,-0.09725561219478074,-1.134449449402317,-0.49776160246654544,0.0017078721451144752,1.1514113224453673,1.0719569365472075,0.44484709721813864,0.33725476083470607,0.17596269403274523,-0.06732532856698592,0.18917939312356946,-0.3369455335917393,-1.410575450224656,1.4334511208044076,-0.38480327460806585,0.44125326356518,-0.19813306209915238,0.23153891940336946,-0.23010555154918055,0.773445016421725,-0.5146727220142433,-0.9424934171180201,0.08744063034760163,0.29960763527868384,-0.5551758142458765,-0.23349529775265054,-0.4480611063879867,-0.46609622550680774,-0.8620632844914278,0.2429006966213607,0.5113021817737695,0.1252140068997436,0.33609773973863666,-1.1866353294077499,0.1573761249818797,0.07228624190806388,-1.0499418693463427,0.2625220121736631,0.13796450360586476,0.9555831249537898,0.06850164746105358,1.2076858647074298,0.9241541647085167,0.47440515205834766,1.4644544009580294,0.6085315106546303,-0.19121590096767926,-0.019929915973918355,0.6797177601443889,-0.6703528574160891,-0.020361597126234532,-0.48288280359538005,-0.23818154598760533,-0.20155449241625556,0.07280939076336823,1.5982837113346475,-0.8049148317371904,-0.23744006724791689,-1.4045571071068153,0.6440567816473224,1.0655668583373648,-0.2974181066407833,-0.5654036957797444,0.32547608386097915,0.03760980415167836,-0.4050130460208621,-0.40966478442374354,-0.31183536477057583,-0.3691932456572822,0.4232839352275648,0.009691666546513655,-0.3668589843751473,-0.17608220891590554,0.15955896037877348,0.10513118573396874,0.13267816748805705;-0.17014696271423446,0.08147534759510933,-0.33817033219122195,-0.15720914876448688,-0.03743595855186044,0.5322294463831518,0.23991756885448368,-0.2623512698680557,0.14584255720677675,-0.08916182547603313,-0.03401952913861095,0.08761599093714878,-0.023972097062735287,0.0917923038548416,0.010495531587888962,5.015528896663568E-4,-0.4074870252799663,-0.38232274011047096,-0.05814991771211808,-0.04532328397354135,0.10355288592847245,-0.18036490853367226,-0.2068883064086684,0.008634095510050344,-0.17482412355494148,0.6703754292733031,0.3080961456032725,0.06934116936403356,-0.24050367317408927,-0.0896159013970923,-0.22417178092244328,0.342464970778952,-0.30698376602477495,-0.006698137895686074,-0.21174858422745402,0.020391000259099457,0.2348097465988488,-0.14061628678418003,0.06953137818122812,-1.5122759004226793,0.07611167337523028,-0.2554836534477687,0.3069361110487314,-0.10556915224590568,0.14531892253530643,0.2246483033270259,0.13528919105640114,-0.513050246019926,0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k{153}	=[0.13380257090716713;0.20707883051921355;-0.014554633834217116];
x_a{153}	=[2.3537414157312666,2.3912867922979664,19.604745440867607];
std_x_a{153}	=[0.3772132344480307,0.5868910363140768,0.3481431500381677];
pred_a{153}	=[2.3537414157312666];
% Application starting next step
% ========================================================================
%
%  forecast from 15.3 to 15.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.4
%
% ========================================================================
%
x_f{154}	=[3.184023348275571,4.813042464113391,15.88731839843573];
std_x_f{154}	=[0.6442451342528953,1.0074085093769993,0.3920099267156537];
pred_f{154}	=[3.184023348275571];
obs{154}	=[3.3133821180694536];
sqrt_r{154}	=[1.0];
hpht_plus_r{154}	=[1.4173768843768413];
xi{154}	=[-0.479774994620092,0.05032948867172449,0.1288584422467558,0.6213537215091818,-0.11831040015730254,-0.10145633055906966,-1.6587866534693934,0.709360888729925,-0.529163325650392,-0.7871279543832923,0.2045465925116674,-0.7866196215314445,1.2720134029126324,0.32963330193952034,0.41810313169376956,0.09057657891559856,0.05396671456566482,0.3204106879553117,-0.14229139603278984,0.6647779604270916,-0.20222157443500377,-1.2791602312194705,-0.3338873874323127,-0.2766400917041163,-0.3099924951243831,-1.0361873840205655,-0.44914394698975535,0.061557329357524004,1.1222703127623257,1.1614947844521302,0.4681204259138414,0.31325850324309945,0.1223168040410223,-0.04534787991352873,0.07785928058203151,-0.24989669575123585,-1.3910836328390093,1.3557134023150983,-0.41130563508803863,0.4690403290781533,-0.4166377587445549,0.46729125654956727,-0.202297274150125,0.7387256459927123,-0.604472848004062,-1.140545105329955,0.21073077976743715,0.40160613366764464,-0.4874580389173926,0.36722600144779083,-0.37337206562046354,-0.9226939078092031,-0.37875621485268773,0.41825213029525576,0.6538081915940457,0.25085271886781424,0.3153082389520616,-1.0524224980099635,-0.016810583999262718,0.1254871526931023,-0.9982033398887475,0.26213767413664524,-0.24006022405958838,1.003625331754237,0.2080759912865826,1.2429807357580946,0.832963470201884,0.5375189031565957,1.355714195902678,0.5561307337764174,-0.15001608921277265,0.018225701443748576,0.6075032254053703,-0.6674637130993695,0.26877952809840533,-0.48054054496414,-0.5498624127869074,-0.789388522967819,0.2914543572820101,1.024034345051268,-0.8356550001174319,-0.1676420162529535,-1.4128121985555704,0.2746087500339094,1.0265498627018959,-0.050087586019362806,-0.48868206638633627,0.2370294311218739,0.017305989980061387,-0.6034323962355868,-0.5408372095078637,-0.2298661289583661,-0.5567469089105992,1.038193138866645,-0.24038245493953392,-0.33073086738188406,-0.06384276549629231,0.32408647463226536,0.14839395995801308,0.33995423790003665;-0.7132710475888482,0.07287126930033239,0.2708518146293635,0.9949392167230799,-0.16716638736553513,-0.2553670434698052,-2.623109815470904,1.1434321022219516,-0.8359828598968178,-1.220752588875723,0.33308934322357153,-1.2324745205647747,1.9432091741070936,0.49071936462841936,0.6484005895609819,0.14083800618123732,0.16331237726233905,0.5745092774141556,-0.2043956158597524,1.0357019366945464,-0.3212922857719658,-1.9780580265775014,-0.47723205213697817,-0.4241670085278155,-0.44995755434548457,-1.7043650977989278,-0.740764538837495,0.09334029048834935,1.7678760837736878,1.7905399625318719,0.7698212846088088,0.4102348978617796,0.2532095812146693,-0.054874014822462236,0.16508204729850817,-0.380126829199539,-2.201007635332552,2.0904761124812383,-0.6364046943262913,1.0163113387716995,-0.6529463660775408,0.7736537337883433,-0.36272291861905614,1.1554737622142444,-0.954679568696402,-1.8134796449218586,0.30436930393846495,0.7245918148516166,-0.7573032032144367,0.5906510821279864,-0.5131216864305221,-1.4455742255033828,-0.7083248708839331,0.6403595797017267,0.9287051513964872,0.39722935353636846,0.5337332554192242,-1.6301894429000447,0.02602513325892275,0.23682122751158197,-1.6096515206287916,0.40691802801794896,-0.2644472530301041,1.5575149658779024,0.26564257182977613,1.78978467640807,1.320068469813119,0.9108207760577924,2.1805395709858892,0.8810766846868878,-0.19021130330836744,0.0724695527231205,1.0083975160938747,-1.0115540030147505,0.3742063294044211,-0.8164245425676979,-0.7968684432200606,-1.242003720620359,0.41242656268175004,1.5497677302509532,-1.2912428043798196,-0.25394919500916036,-2.3359991811577596,0.4854503025706345,1.553211569751702,-0.06457235177009846,-0.723697220092121,0.332227116707859,0.07803534350479602,-0.9776872487228485,-0.8388093761814224,-0.36421358685972915,-0.89913403264736,1.2495486042931168,-0.330400629466034,-0.5369090247879722,-0.030912367838526578,0.34374930523183167,0.2317494248702605,0.5538147788349246;-0.404742829510095,0.04148359668717383,-0.23201672380762517,0.196997150051212,-0.12665977859535893,0.3110065085193998,-0.5196341029112848,0.1897619168478979,-0.19220651586424076,-0.4400500415034454,0.038041583984691485,-0.3112387644797643,0.7680888710050038,0.2198975035437254,0.20420470611063202,0.011768896978253451,-0.31361650527578533,-0.15282727336585467,-0.15716305999646352,0.32761677130930345,-0.05757853080470987,-0.6920314086916335,-0.3663557507676689,-0.1710454988923953,-0.31506801602866474,0.012591839378414349,-0.02568980346039318,0.05010045150449649,0.49346072206188474,0.633942493208151,0.06164063373771178,0.3994766183859344,-0.1992217267369547,-0.06506797261634745,-0.15015118656323523,-0.15479721974405436,-0.44413888263166257,0.7502744736672913,-0.18416447430194793,-0.9231309280363842,-0.18264249854392745,0.02531116917105969,0.09239206945290057,0.32873024663619255,-0.21735845532510645,-0.3567444236074717,0.17905135549010787,-0.20754765118832985,-0.26003200363815715,0.092818507204381,-0.4857496177437728,-0.367708218744518,0.3371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k{154}	=[0.2944713498416786;0.45927220945126424;0.1289984323971945];
x_a{154}	=[3.240286346090211,4.900793042669076,15.911965409168538];
std_x_a{154}	=[0.5115292671876414,0.8051286432993157,0.3427746437365751];
pred_a{154}	=[3.240286346090211];
% Application starting next step
% ========================================================================
%
%  forecast from 15.4 to 15.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.5
%
% ========================================================================
%
x_f{155}	=[5.930917295863089,9.813752575019453,15.17095835230186];
std_x_f{155}	=[0.8922712824456702,1.3381851483060805,1.0416605322987553];
pred_f{155}	=[5.930917295863089];
obs{155}	=[6.111087794160985];
sqrt_r{155}	=[1.0];
hpht_plus_r{155}	=[1.798554290121233];
xi{155}	=[-0.48807644458139077,0.174886451476028,-0.3064779994387532,0.29701590681183365,-0.2673993258044458,-0.17434604424571098,-2.184449784734444,0.6177410578010534,-1.0256345812717695,-0.8768971405652515,0.6593620387525236,-1.116327199877734,1.3784038459600705,0.630938394103878,0.48116309510426714,0.09225176798877843,0.9711708455175643,1.0917967490222482,-0.41196255724284203,0.7973653759782415,-0.006410463492689367,-1.7519189403669833,-0.6960821968549711,-0.2723021324592736,0.038411010799797474,-1.3510065582691402,-0.5840784084521049,0.06259789512085323,1.4029009267933201,1.1336538003773216,0.5931339427420648,-0.019311997805399272,0.5551684163503658,-0.005681542847767673,-0.07474781291476695,-0.25750375580167706,-1.6761159530595977,1.5616745056496972,-0.5036966380342749,1.3652189962834314,0.31363259976558755,0.439958528859715,-0.26660084374058,0.5641001387115958,0.088052507272538,-0.8478669874849487,0.12849577422916791,0.7468293300549673,-0.5580061946580868,0.17134434059471904,-0.2615282132645742,-1.2461079396597086,-1.143885684156694,2.1519954678240554,1.1095833999802984,0.6628794705199939,0.5642880102012473,-1.0899308263016483,0.29343870290536156,0.1673724026191845,-1.1971847246326153,0.3555998049922362,-0.6994852163767904,1.2061733044301581,0.1858998523200519,1.4650885898891843,1.1528884558386432,0.6422291312414155,1.619450701183614,0.29094056561285964,-0.008140132370358266,0.8368647606576598,0.8733778375112333,-0.8307286752055907,0.19186017604706418,-0.6765818580390572,-1.1662638863517953,-1.0666538039562603,0.4217307680745055,1.419176408602807,-1.6089437054285316,-0.06949891327896829,-1.8311980493763,0.3171668670722845,1.1314003034518825,-0.023783418330360462,-0.44806336201873087,0.6873477114709452,-0.19073235902397645,-1.1997768637284443,-0.6831170778272151,-0.7123803897063432,-2.383548060794247,0.06567285886560814,-0.18795696535205053,-0.3665576902779142,-0.0031680207064477273,0.16077874545868287,0.49029526135678037,-0.0026504600800496547;-0.6578324721950288,0.29045253678429184,-0.352305439792298,0.49534529463532806,-0.3418297206270111,-0.3156778227697572,-3.4209812689872274,0.9668802668203895,-1.5397404302174102,-1.2907197213019685,1.0066700677838458,-1.677387745369355,1.9246717160639726,0.9335490154167321,0.7311863587815459,0.1759187142584384,1.5225239495220997,1.6856584341933303,-0.5628304210721993,1.1783043801559483,0.01385242606789916,-2.6690525878595794,-0.972352462199213,-0.3642411911904464,0.13201011196961865,-2.131896795691506,-0.8839680342749023,0.12051071571476868,2.020849782774839,1.6186049333458357,0.9380318702920718,-0.06014106691466914,0.910957696328305,0.03876709927537192,-0.03568452496540786,-0.3355316677279294,-2.5904098278090295,2.170683276718494,-0.7218154840187339,2.317551101583213,0.4946760449702232,0.731715738419588,-0.41435897511830966,0.848442317059348,0.15948843658823897,-1.287076982036286,0.20196664321644597,1.2331344863385407,-0.7985294425250693,0.3074086212134244,-0.2787609409688887,-1.8841511581572155,-1.816090753836149,2.9670588092822463,1.514789098080561,1.005427724136208,0.9094113505096768,-1.6172694318956768,0.5261428472565335,0.3299970453841201,-1.8614422948221447,0.5566727646340865,-0.9148657004799645,1.727860857715033,0.24519018246066437,1.9191462696696462,1.6918377189688094,1.039887794057627,2.3588163355342644,0.4692014505874642,0.06809640719378329,1.2962995247192932,1.3550411783235283,-1.203585608222891,0.27367529155600323,-1.0569288801812622,-1.6971750001183015,-1.6002109019404962,0.6073983243589645,1.9621660933874558,-2.448358405343579,-0.057175569785627545,-2.942615620941326,0.5547527737871949,1.5815928546755487,0.014681261462209605,-0.592872549002097,0.993930910078106,-0.19057316007003955,-1.8360063729831069,-0.9988518698007862,-1.0595159516948982,-3.7425880852801665,-0.21051453111074103,-0.19578219000572972,-0.5354815033442684,0.11451609989548217,0.10769048040987172,0.7483219653203506,0.05576511491213232;-0.7930915517486863,0.1565032177037491,-0.6566873578271348,0.22845901614166308,-0.44445569929564854,0.018970444352985893,-2.0737305547450635,0.5945137527437776,-1.1686947331999313,-1.1280632248989946,0.7086312117787159,-1.262146256379454,1.9283068018527167,0.7807868787107708,0.5341435463535653,0.012475700621939367,0.8800259655634086,1.0915057376026027,-0.6280151473064386,0.9609696767523452,-0.057772086120984056,-1.9858073243043641,-1.0365047376900876,-0.43310185737218276,-0.1725477783799505,-1.132883660976324,-0.5926919145554219,0.017514110358476387,1.778227343855697,1.511523930109611,0.5497889818599209,0.12690012728507938,0.40228251108273483,-0.11726384005663881,-0.31373329111950277,-0.41673641604478107,-1.6768635497668072,2.1399519919731773,-0.6527966017221392,0.7558905730105003,0.31926912119669026,0.3222003540875402,-0.23092436681922912,0.6342115147601444,0.07873511040248182,-0.9013172631161162,0.15527083076676185,0.5522903107451409,-0.7466369293166863,0.0793138176426762,-0.6364017039057313,-1.3820911382594812,-0.8962428634934128,2.9476262252081327,1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k{155}	=[0.4439978790228266;0.6641517212150791;0.5025406710935049];
x_a{155}	=[6.01222722295743,9.935379570514188,15.262989299428195];
std_x_a{155}	=[0.6325243347533118,0.9521447943071994,0.7580542563682341];
pred_a{155}	=[6.01222722295743];
% Application starting next step
% ========================================================================
%
%  forecast from 15.5 to 15.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.6
%
% ========================================================================
%
x_f{156}	=[11.091150941194208,16.74662215179475,22.185555124914305];
std_x_f{156}	=[0.7569820429691289,0.5131595252718065,2.046488546265434];
pred_f{156}	=[11.091150941194208];
obs{156}	=[11.33126817184669];
sqrt_r{156}	=[1.0];
hpht_plus_r{156}	=[1.5734244547788672];
xi{156}	=[-0.1996534465366384,-0.2011736779987654,0.07647258412295344,0.39132317505426606,0.4302934890638692,-0.17148054540685465,-1.1871618600337008,0.3731040185314889,-0.17502278340626987,-1.1972774939643713,0.48400092889963986,-0.6193365537309425,0.8250028347559724,0.17794329155519684,0.30902678304910225,0.5323999263273862,0.7313608107329497,0.4886650371908612,-0.2721446900158977,0.4111060796679915,0.3844488252620657,-2.2996560160520723,-0.38271095481205286,-0.4407134129555228,-1.2027283579737968,-1.120982890568886,-0.6242463767951971,-0.2995449691896326,0.6171000935324482,-0.27060516040381977,1.1908661156785563,0.11818470704146478,-0.029182099592940602,-0.1328089306935727,-0.7636081339640093,0.25615695579253916,-1.761751543866751,0.75470460492207,0.16567864113244113,1.2144191908224542,0.20820649691069626,0.4628328478341839,-0.28553578310565086,1.471379889751054,1.0222065374041005,-0.38595403178426224,0.348567805101899,0.7439795670600091,-0.5775870281333955,-0.046154989448938366,0.08104283181756422,-1.0974399330142166,-0.960475176121367,0.549000603397884,0.38808294222177686,0.48380334445966966,0.3212523583811766,-0.08578775266302863,0.6650459187569808,0.7072262472343009,-1.0306453150539685,0.15852151030902029,-0.4255139928755973,1.878668668402291,-0.14564766099151427,0.36968240093176874,1.007553081727643,0.56551729162938,1.0325517997377958,-1.0370262869175466,0.8643081253698881,0.6463462611854851,0.7008695278668,-0.8247581917090709,-0.456540690192174,-0.40438477603583856,-0.4800549822573501,-0.9390431047667054,1.4982716596653063,1.3344139129024573,-0.7882413088192983,0.8939434919580993,-1.784718253396493,0.28896945071584845,0.19049270012682484,0.5702710355525404,-0.07011052487574077,0.4152339399665568,0.428683709067764,-0.7983945005420647,-0.3967574041170927,-0.6130291192931772,-0.8611351066759507,-0.32732890183523367,-0.0019708574580104,-0.19994139789276133,0.03496272009403967,-1.0731941950846835,-0.21695440224525875,-0.598031205408418;0.13248180218466743,0.013096439136997873,0.34569710497624584,0.3693765315668429,0.4095835696879213,-0.13282544411442743,-1.0002787582355364,0.35722994139267783,-0.004312338419961037,-0.7292797140191816,0.35107830182824173,-0.3137059613606894,0.12163751059943095,0.14651346530600406,0.2622065249751735,0.4133277940536857,0.5663978851920106,0.43573431149910036,0.03728335485763523,0.2553714660174684,0.32463016643833953,-1.9539097333397635,0.011190858027443795,-0.10801093908351334,-0.6800172182043518,-0.9306994385673697,-0.34396610613628553,-0.04784318955357847,0.21645906190823538,-0.21138324056184032,0.5822226223009785,0.06979380604909835,0.2283758505521405,0.10168656634790096,-0.28639980711124124,0.31683181052417453,-1.4496586441105848,0.09039601927060659,0.2446341953465634,1.136445264850444,0.2329971084803404,0.45401147865369396,-0.11849258223938719,0.45822438381314967,0.4863494923716445,-0.17667007587909112,0.26281915026084945,0.6387240367970364,-0.2094633640062078,0.1617541639140896,0.37019421709346645,-0.7260967422495632,-0.795622209054839,-0.08319226708833938,-0.011680826487427964,0.32799456310911523,0.382534710397767,0.10794762548848524,0.5654836441345701,0.5556469358130798,-0.7673999498028827,0.22010506379669081,0.10586314776252337,0.1306338591314109,-0.0734758620979612,-0.25488823339496136,0.37139563813790843,0.527960697581058,0.33723946591713627,-0.5988600303745599,0.610081248034259,0.47019063919320203,0.5011957882232743,-0.3798001384815919,-0.23751105197899847,-0.2532996328751409,-0.06427575698484134,-0.5670598683656465,0.36422743458903284,0.10235687842040164,-0.4642667972164709,0.5307036175726303,-1.7125654796320635,0.40609867365892427,-0.022054678555470275,0.45596734889794277,0.21922222389779478,0.22187183116798792,0.49627233215343836,-0.5037139046686612,-0.10791106356267477,-0.2736599379073894,-0.7504904520918334,-0.7340499803637819,0.2599951051430871,-0.009027510266022887,0.3434970318641781,-0.9232845618132774,-0.008660981897179454,-0.19947728820520538;-0.9191556646613073,-0.687233819366174,-0.2565024774725231,0.8692017172601005,0.9329306399110386,-0.31615492639040355,-2.6876893400500563,0.827844792595176,-0.5809503087568402,-3.295001615805571,1.2250493400300435,-1.7306127535298614,2.7659955219496837,0.48522036276341396,0.7555248781769102,1.3048891368768842,1.7455274519788446,1.1157272424227962,-1.022099933108521,1.130159679973449,0.9191128816422101,-5.593233268981152,-1.3956676428451864,-1.4229379309957828,-3.402607942605542,-2.5481427138260635,-1.6776939632286556,-0.9737431767926061,1.8953034387734427,-0.5709697422439994,3.2820625502400773,0.3989761227727584,-0.449976002598099,-0.5931898759594958,-2.3620890783435264,0.4574336977625393,-4.212078451664933,2.5734392236089896,0.260653490686078,2.5038925695021916,0.42507037276151394,0.9929718556014357,-0.7946808596136137,4.367636629568445,2.865596603215206,-1.0658514774964019,0.8933867275694283,1.6885866970619858,-1.752278732607408,-0.3638159657535738,-0.2742155442139236,-2.8893393203508424,-2.135962320104312,2.138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k{156}	=[0.3644435886560931;0.21526380215744823;0.9701878570303014];
x_a{156}	=[11.164939016093992,16.79020613036158,22.38198688140479];
std_x_a{156}	=[0.5565341426685909,0.43602541764960984,1.49029369708968];
pred_a{156}	=[11.164939016093992];
% Application starting next step
% ========================================================================
%
%  forecast from 15.6 to 15.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.7
%
% ========================================================================
%
x_f{157}	=[14.16818919245189,12.67894204807474,36.026740695128275];
std_x_f{157}	=[0.31376781767159856,1.374260427362992,0.8170921619540488];
pred_f{157}	=[14.16818919245189];
obs{157}	=[14.277987507603406];
sqrt_r{157}	=[1.0];
hpht_plus_r{157}	=[1.0992736202579274];
xi{157}	=[0.28550710726958783,0.08509954984913826,0.24086624468708884,-0.0063546241841727635,0.0018117012314640135,0.04260743493871644,0.31485206532301824,-0.035906159880015664,0.13525224238595968,0.31272538182593124,-0.1017825748796799,0.2634162211172324,-0.6985749986738483,-0.031547909822988274,-0.21702070592401412,-0.017957539192130056,0.10993666889961595,-0.03166644660556095,0.1268078635624761,0.1139452297459691,-0.13926364812308378,0.37163400441379935,0.4079966053656552,0.13802980362860318,0.5060309736343616,-0.04559974629109931,0.1902708129075119,0.12086701962344115,-0.4186104774342194,0.01929154117403975,-0.38843518713266256,-0.05753674572861733,-0.17301831582266303,0.1965474811035417,-0.09594541720496785,0.03663335034899973,0.22558063676587636,-0.36721922953104347,0.15662758934009702,-0.018146668952198297,0.027937528343649376,0.0038708235834299387,0.23469778997624147,-0.9008924204544719,-0.32775565720771915,0.15328027504862618,-0.01854327851184223,-0.2584566609011443,0.03885978214085739,0.3680653019989393,0.4716087858783311,0.39064700811744046,0.08593517161970254,-0.39139614842132886,-0.33918555428772734,-0.03519567454130801,0.044278101090794664,0.22236326421923813,-0.010868752881039612,-0.5585085424789824,0.12952645050292233,-0.4200464158157331,0.5456855517450219,-1.08840582753953,0.034480953253382296,-0.4220109537548158,-0.3275148290358043,-0.003932495709081607,-0.5585293824333597,0.3022290494521904,-0.17111328129393755,-0.05928111369237499,-0.09215858904274832,0.30517346334283957,0.24567545815795988,-0.02240907322033614,0.4792108610586858,0.39140761710074123,-0.6518046672722395,-0.8704096547381734,0.22501014205482228,-0.3124944308377362,-0.08950954679334444,0.123786344933146,-0.14500649890610795,0.03475868956256356,0.23983633779837987,-0.1914007909515245,0.236105260837995,0.18888880448366052,0.2276705445570819,0.20453344209923685,-0.28199148966998955,-0.4372807701833281,0.2266196898588113,0.22079154986895944,0.2806723480220068,0.07886344618737873,0.19406831112494238,0.4718132187966084;0.5440622144385738,-0.03357716377533748,0.14378705942389125,-0.5415976166087191,-0.4939560715511391,0.3900675960591524,3.1450793431789634,-0.6497340088039714,0.32664906359221213,1.6002431092967893,-0.7722963641795602,1.1945413632337303,-2.3423159005457723,-0.29827601131390047,-1.361661328665921,-0.4538710745114436,0.04511423150805882,-0.6838706294219214,-0.11462307882612066,0.5518196511580218,-1.0525919190926682,4.6696348070904055,1.2460603084523605,0.1060824331161303,2.54722828869574,0.7188544649785928,0.9015191969527816,0.11444105706388186,-1.646829594828482,0.2988718163862085,-1.714928447836563,-0.29872727946448485,-1.7225057964553994,0.38456235188060717,-1.1680669375496056,-0.4150884856956285,2.8170098597067295,-0.7232736543093115,0.30014739401235957,-1.5938292236184441,-0.2680844060283061,-0.6247081653297055,1.0878032227128358,-3.2841480824782714,-1.3750724184680578,0.6244870274032692,-0.31640300011616773,-1.9546762284054306,-0.331613527268642,1.327479390219498,1.305785150645086,2.4227205179666313,1.3896406942896267,-0.6345543741538151,-0.8955344606294311,-0.32820823818845923,-0.4526477466195349,0.5616562644048528,-0.7062191846486829,-3.1448290973008532,1.2790975817233399,-2.4492611551058108,1.5008770700625433,-2.737281369388718,0.16635062292390934,-0.5096521850884379,-1.0470603060162436,-0.7301579731248342,-1.993597929456822,1.4733276260084693,-1.2863133217563671,-0.6585757940665413,-0.8358330299463788,1.111248791597653,1.170808178576868,-0.060358219833375415,1.7208006090199106,2.1354868623727263,-1.829342553043091,-2.3281777778635835,1.1145604782175127,-1.6578470788507822,2.1528097900747305,-0.19206202163181985,-0.27250241391703867,-0.28787169185177497,0.2798184825507537,-0.8907595327468005,0.33604370222957414,1.0960906068789456,0.6787252162400552,0.7042649471999223,-0.6215487612981168,-0.2263146004604586,0.2063811641160722,0.7743061449104136,0.2859172882955683,1.5736785027605453,0.5726099188819074,1.9142857696278028;0.1763423261399737,0.25136085129611274,0.4506702183021005,0.5072245395616122,0.5159422414199071,-0.232860693290192,-2.334592017011367,0.551204282898162,0.028192042484405988,-0.7765780214769222,0.49423592995123755,-0.4896687631457084,0.5583551552636052,0.22986496125211886,0.7714643192561468,0.39762195139758916,0.23938372499230098,0.584642971967881,0.4090929265285652,-0.23459327412268038,0.6685771127932085,-3.9135866746508228,-0.19169262042246515,0.2417041141852181,-1.2407261070132023,-0.7870333302840962,-0.3876683099705005,0.18449344975608994,0.5685920426629707,-0.21449782993168043,0.669064974228867,0.16573092709420933,1.1864351636088486,0.12778427123025438,0.8581865826427801,0.49709608318493537,-2.2481000989305997,-0.1758920290032151,0.11971550011035959,1.410872945212816,0.33241478804659863,0.6152964504174108,-0.45856812525848767,0.9337605129699611,0.5149637987889051,-0.20021012441878128,0.2710290676510354,1.2156651964184917,0.4208963657823901,-0.33727182299877967,-0.08425453674707484,-1.39191985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k{157}	=[0.09030838039635145;0.32880204800649104;-0.09628553511218865];
x_a{157}	=[14.17357635340008,12.698556058922104,36.020996979292];
std_x_a{157}	=[0.2778256138469856,1.273352416608959,0.8046623843054845];
pred_a{157}	=[14.17357635340008];
% Application starting next step
% ========================================================================
%
%  forecast from 15.7 to 15.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.8
%
% ========================================================================
%
x_f{158}	=[8.716185901709014,1.5584740082860353,34.55024316230015];
std_x_f{158}	=[0.6810353634392257,0.5409618765358675,0.8524758861995109];
pred_f{158}	=[8.716185901709014];
obs{158}	=[8.496941153219021];
sqrt_r{158}	=[1.0];
hpht_plus_r{158}	=[1.4639392932039752];
xi{158}	=[0.11350140073375847,0.04777957727058357,-0.16026732756549578,-0.27097234425342975,-0.4751671799576709,0.6414925492121135,1.7606127901497288,-0.4004672291875835,0.19680085414625204,0.9283634165019858,-0.4082834497575263,0.6006685411102239,-0.8625551014324415,0.02634174006377954,-0.6618007857380164,-0.015717042247986868,-0.05213303851198425,-0.49343538047571656,-0.11103430220935984,0.2344159419013323,-0.5656219398651725,2.6649405547817295,0.5446462248606068,-0.03960872349372657,1.1388192260943164,0.4964352713960487,0.4532866773626161,0.05439251117472388,-0.732297517408508,0.29422549147566635,-0.6841365785768954,0.01440054537724933,-0.7242575790027956,0.07099490235549233,-0.7035259672600063,-0.008729521050209854,1.6499413971085346,-0.09685976364527704,-0.030079215790564717,-0.9883954078534067,-0.18310962362990502,-0.33483811965937704,0.520426079986466,-1.3204645113304592,-0.5166387202441651,0.2934554216132348,0.18280074149482317,-1.0901561410811356,-0.4699920283169803,0.5411095011875755,0.44534544039262514,1.3008293458985758,0.7710279667556286,-0.05427825456851565,-0.2806273039936986,-0.06539099394667147,-0.21549078933557908,0.1327585141285379,-0.4307110817403519,-1.5916222824966901,0.7300129174845775,-1.309027689902627,0.5638834403873219,-0.9083200764697654,0.36229959524360034,0.03427026274109046,-0.3582720741941774,-0.5276210967096873,-0.5948484296512735,0.6482141123756744,-0.7329214410736933,-0.42070848771635205,-0.46607009397611066,0.49038367796204163,0.5629451418600375,-0.26113266514180467,-0.26809684862479344,1.0204313686833295,-0.6530281384703311,-0.5976902048186243,0.4182374800020714,-0.8070169206910824,1.6248055698666484,-0.33667905401690135,-0.4040272503785509,-0.18823538318520505,0.010709526558253302,-0.6129381087726742,-0.16443796233710906,0.24999788682032076,0.16698763153553386,0.18518112535364573,-0.16849612327340857,0.41265593792235933,-0.019772757645110772,-0.33777698508938947,-0.14694254750578928,1.0083616858956148,0.24287480561265262,0.4706607944331065;-0.21525074022474877,-0.14467375003862792,-0.4029518978597426,-0.32215626935013475,-0.3951723844391719,0.27762227215324353,1.4380367453374268,-0.3777910516701837,-0.016126190814238273,0.45553805896100164,-0.3002881842017413,0.28964648787665603,-0.19656524903388073,-0.06358093555488509,-0.4851229298061155,-0.1761696389965859,-0.17222955292290965,-0.42722026873227836,-0.29273314510681203,0.16621677506956534,-0.4410633491103184,2.298617309004537,0.005032383172069554,-0.1921405776124978,0.6247863129679017,0.6470780017274018,0.25705878550968464,-0.1265507378050592,-0.2930124215341894,0.2240641114223194,-0.34240554341325535,-0.009706529387085494,-0.7505829498614942,-0.13638418378564032,-0.6163675446474349,-0.2673556887460753,1.454531876251587,0.3289143637147198,-0.13272613816247003,-1.0776196551327064,-0.21516561060772155,-0.40374523727120604,0.2737015799776521,-0.5273232452381207,-0.22889308921768192,0.12969554390819904,-0.05921764962367759,-0.8854836277769701,-0.3692903867942423,0.11477831529636817,-0.11670792359627091,0.7965214270939573,0.8040296015437072,0.4308298626768896,0.11387045823568753,-0.09702787262852186,-0.36264580001784896,-0.07327342397270109,-0.44550941859513804,-1.1709601134245775,0.6406874976022752,-0.9455095627331906,-0.14584842661913222,0.2829563191886628,0.12458883028413315,0.5848492641635206,0.0052824188088205215,-0.5105934051073397,-0.1506160406409014,0.383278555494428,-0.5492989014064384,-0.32733240585628454,-0.3720788906743504,0.1433150613770353,0.3069071447557814,-0.04489677807824055,-0.06413174029940527,0.6096875585550254,0.07897802821531763,0.24556433461183835,0.30354931634819393,-0.5153668498477224,1.7494044597564913,-0.4167826912407486,0.03303781226756808,-0.23241828046527369,-0.2915346111967365,-0.28080888407980553,-0.2995109781630989,0.3199050157766219,-0.00782526682054252,0.05781113894818013,0.19688633220219498,0.8691814766827468,-0.31182853115632425,-0.09266936170335827,-0.4092692067100432,0.9550645712714063,0.02337864061879369,0.25262767068427827;0.3462921202297693,0.18561408603817142,0.039234249928504994,-0.22540579338134847,-0.5022060521380922,0.9093479710521635,2.024458862296143,-0.39651633850508716,0.3471076786407181,1.261027245022234,-0.47694880706208664,0.8232696406482987,-1.3645141863739312,0.08099000812963197,-0.7702925751187806,0.09693837665761151,0.03346031587965825,-0.5230679234845752,0.02882890180586628,0.26845508196474555,-0.6481689948343501,3.0301965000279125,0.9421539449760559,0.07163743135238576,1.5135134887103234,0.3487956545193711,0.5816187685095358,0.18152311812244903,-1.0380644278263844,0.32601485332293834,-0.9387198037061921,0.02051103865181858,-0.6596137597086553,0.22351199480041117,-0.7335326293329274,0.1832821224339014,1.7927959932405315,-0.4602599374649685,0.04613161851708725,-0.8450821800528416,-0.15674963848064039,-0.2690106748402741,0.6928293117578974,-1.884540061827721,-0.7453902581782756,0.4010605157171696,0.3567996281835448,-1.1629660505205308,-0.5281137967264229,0.851946462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k{158}	=[0.3169115654984562;0.22064462195905987;0.38491968670979027];
x_a{158}	=[8.644934622737258,1.5088664419351658,34.46370160634165];
std_x_a{158}	=[0.5793163203051462,0.48425879750963596,0.7320862225976853];
pred_a{158}	=[8.644934622737258];
% Application starting next step
% ========================================================================
%
%  forecast from 15.8 to 15.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 15.9
%
% ========================================================================
%
x_f{159}	=[3.1819065266818063,-0.24082702176183482,26.508172195784827];
std_x_f{159}	=[0.28376608375560475,0.30206534668136986,0.5961036476854693];
pred_f{159}	=[3.1819065266818063];
obs{159}	=[2.988809688442789];
sqrt_r{159}	=[1.0];
hpht_plus_r{159}	=[1.0805743060080404];
xi{159}	=[0.0711368827451726,-0.10281604973156,-0.32061627660605163,-0.18463546038392575,-0.14083742793508325,-0.048067045984034884,0.589641019538929,-0.14239118193051237,-0.30883941633158907,0.24813271611663623,0.14287287002543092,-0.11726758119801861,0.05549790864146109,-0.03413036522798363,-0.07171104822799723,-0.05627500072227898,-0.01314538498301987,-0.19015693030551528,-0.2221826904108477,0.11253214962070546,-0.1364905611777898,0.9999433647709024,-0.09619433637316055,-0.41435227706746014,0.19069011895939525,0.3852295220780855,0.1668722510084315,-0.22869466388330117,-0.11850216624210708,0.06258378704391498,-0.07390126261211849,0.03055610589196256,-0.3552896547852038,-0.30210363342569657,-0.26917389430997263,-0.1747741430889782,0.6022404386869362,0.3450941949841262,-0.03413976268261809,-0.7089698437110612,-0.04856243941961935,-0.2607749982005121,-0.29148124431444256,-0.07462028181564406,0.2804268422811429,0.04575846029264019,-0.0140198946415091,-0.42667377885712066,-0.19162182492473567,-0.02593883407251285,-0.20365472441126053,0.5053931446617499,0.28855308634030763,0.2728151146192266,0.5218157849039513,-0.030509491079699025,-0.21606370655640728,-0.06516651139616148,-0.18780112719807196,-0.49666757659456495,0.16389326564860474,-0.36412747768997633,-0.23369434503291497,0.5211533870947012,0.0404654817607204,-0.3318259609406713,0.13704449351726655,-0.2508666454255799,0.0575026652400803,0.3108466029538448,-0.2825566720110162,-0.11537532196126765,-0.21287910009124777,0.07685439739521005,0.05956089007416887,-0.03190411994951292,0.3255551935433285,0.1977478942269313,-0.09364236794403213,0.2976938320277722,0.15100257550559082,-0.11245994363028622,0.8206923202965903,-0.22582008132673748,0.18933183489389682,-0.134287416761679,-0.18582006779602,0.10307960893233092,-0.09807853936099109,-0.06397369292560784,-0.06477161878842574,0.02232246312206998,-0.04183086276768666,0.5326618510312051,-0.1358726147652538,0.27339031907934874,-0.2165548684804084,0.565401003064836,-0.14790028909633923,-0.020529343053821147;-0.44431132569689824,-0.1614495935484954,-0.23782006614074644,-0.06494542828843206,-0.006981143749010377,-0.1880442637726986,-0.15169028530945242,-0.0482506298673446,-0.06052015652023837,-0.4379036813852786,-0.07885983904876828,-0.0917631891659478,0.5566913713951089,-0.06099482955272115,0.020537408720056632,-0.17118322471231598,-0.14880698830977582,-0.009748823367587173,-0.16575364389907102,-0.014418516618630889,0.02717622405599629,-0.45111537508171584,-0.45265800404728407,-0.05001758065807757,-0.35783780330046855,0.26028382417408513,-0.1469138638808363,-0.09224378355890037,0.350516216871302,0.03930929290606347,0.2455599322445343,-0.0035737341986477045,-0.18475510143183713,-0.1033272479750009,-0.05626992070197537,-0.24756505268689036,0.024579173704772084,0.4425203184196494,-0.10348072675058859,-0.3052804695018446,-0.06157819796832728,-0.0984040050478727,0.016223218342294177,0.5622802516685289,0.06330204219591823,-0.09247238168246588,-0.22487096125609043,-0.03246471238153256,0.045723213061053036,-0.3296619201408162,-0.4656273916571686,-0.6358073828036028,0.26813297307535516,0.5844157761898054,0.14814510434907024,-0.016831532150661327,-0.16875378660204368,-0.1719465013056882,-0.08755266979109397,0.024412714343800046,0.1468305171701705,0.05995460448197856,-0.6108544075142739,1.1096236416874008,-0.1656067115745554,0.7733112636586149,0.33550198933796227,-0.08091239702355249,0.3826101674865241,-0.2975246494545549,0.06597739322703522,0.037338856950048654,0.04241750802633529,-0.30300647151237425,-0.11664535237342513,0.2356148666965386,0.01646823223161284,-0.25069978992028985,0.7537452473089435,0.8320205591137465,-0.023025617677678828,0.13500769901631676,0.3351061871885172,-0.13187111310886232,0.39339943636468633,-0.05293186712836859,-0.28621227085540824,0.1829890363674241,-0.17773893108830904,0.2677540986124812,-0.09930376642534208,-0.07153363054839187,0.4724423513490943,0.5887517528021181,-0.3239934484299384,0.082349002867351,-0.29682949555582483,-0.007761673840365885,-0.09698865021446071,-0.051127487901470786;0.6940340826128697,0.021181740560624718,-0.3005412224013284,-0.2516485654562821,-0.23917777544143703,0.16169013682505806,1.3020799528414209,-0.19448758156258705,-0.5177938557027808,0.9982767050375365,0.38600789759460596,-0.10498851238659768,-0.6171785113485555,0.03006048144799678,-0.14367464970391453,0.12565364723456085,0.17879291964156607,-0.3435689781400342,-0.20536352346125497,0.24405613544358218,-0.28974374687697946,2.340574528119312,0.4010125105742155,-0.7481528531466246,0.8174134122405867,0.4088606738649787,0.5061233874339841,-0.3150603165082231,-0.6781572778682552,0.08316930382820686,-0.45908044324815833,0.07013106811670866,-0.4319985035858416,-0.42326691141935413,-0.43389008912643945,-0.005698962339128144,1.1107992009583896,0.09776403861802763,0.08164203147741134,-0.9592581192124463,-0.0026160228381115758,-0.36098978517931357,-0.5868777894546007,-0.883071866947688,0.4622039514440104,0.21448944955345794,0.2830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k{159}	=[0.0745661872210395;0.015571052548820647;0.12020169391686199];
x_a{159}	=[3.163382159701358,-0.24469531518591964,26.478310667754876];
std_x_a{159}	=[0.27674358510112373,0.30268208469209207,0.5823661925404857];
pred_a{159}	=[3.163382159701358];
% Application starting next step
% ========================================================================
%
%  forecast from 15.9 to 16.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.0
%
% ========================================================================
%
x_f{160}	=[1.3009792881250681,0.5979644934372337,20.302352712672786];
std_x_f{160}	=[0.2571997284412171,0.40173613553166904,0.41551054616351624];
pred_f{160}	=[1.3009792881250681];
obs{160}	=[1.1250001369131826];
sqrt_r{160}	=[1.0];
hpht_plus_r{160}	=[1.0670838338649737];
xi{160}	=[-0.30377824464409786,-0.11206294275860684,-0.23145852286701163,-0.12410268760542742,-0.06035643951471781,-0.11469731398784488,0.07960838670572867,-0.03914893708486722,-0.1314883392336781,-0.31319471374207997,-0.022985214296580292,-0.10851445372071833,0.4841276047026799,-0.0076327313492250415,-0.0016130086447814218,-0.1819746219940026,-0.10865112676045685,-0.04940886656554144,-0.1857656048826235,0.03003870675707576,-0.029722400596949416,-0.05349068038379601,-0.3533349199674769,-0.16437240343556714,-0.20434894089926936,0.30318072791033845,-0.09165877511247866,-0.05673605261196246,0.22915075418443598,0.00600481874097869,0.16950895108446518,0.032714431448211734,-0.25324967238094986,-0.16139452248121056,-0.10329089146168746,-0.2053476156643559,0.14615147465907774,0.39105448654919117,-0.10642037586470243,-0.39709479841309514,-0.05200181716590957,-0.1405232869889359,-0.08419410156304741,0.2927674706434331,0.0072207526940817335,-0.07339119802816096,-0.22357247462856922,-0.09795900866181184,-0.004654512804647348,-0.23590961177587855,-0.3829130722852103,-0.2876883145620994,0.2866476131816291,0.5178135614446131,0.2841577319370898,0.056092181698236265,-0.18109013248125816,-0.1553947734656833,-0.1133056856600072,-0.12770108459459317,0.10098925075705933,-0.04297965623694022,-0.5405817084341111,1.0011749639188938,-0.1416137650681597,0.5067976642789347,0.3218985157665979,-0.025348954731031936,0.27889083311108664,-0.1292131890923578,-0.020458716283030087,-0.0046302124038726244,-0.04203830532866615,-0.21397866233784502,-0.061669771404844864,0.17393204442371912,0.16972414877253517,-0.15757810176454234,0.5097686342209995,0.7155687866977711,0.03282618861817643,0.11841173582858033,0.458654813646197,-0.3462428456238468,0.42746297993846394,-0.05027769666950377,-0.2608368301023003,0.17355042818986077,-0.18031018879447025,0.20005866644974524,-0.18395118665467236,-0.044610716894778024,0.35654527810675307,0.5767641191439987,-0.2732278896952218,0.06750760376135934,-0.37644191995387,0.15569021801950256,-0.09998569859653661,-0.028885618329331342;-0.5842273027234198,-0.18730297395911427,-0.2691573549766612,-0.0802997341151831,-0.004623497125549214,-0.22900942994937012,-0.2698420219328427,-0.033039499250998694,-0.05380897457826661,-0.617178701205058,-0.12424397802838127,-0.11130232822736114,0.7677546280685876,-0.05383215602251301,0.0360922371802016,-0.236462936945115,-0.18943329670043674,0.009732830015459437,-0.20231195582765293,-0.024096731168111507,0.04723966444340688,-0.7367772203492681,-0.5781391820879267,-0.03389876629393329,-0.4869136691202989,0.3079312904535071,-0.2191535766822023,-0.06260705227512287,0.4852819313060126,0.030150803651816216,0.34189157309303886,0.007928094604945257,-0.22684851191780736,-0.11289367299595054,-0.04727246314703448,-0.2957631664975037,-0.05728950988796144,0.5418942782487006,-0.1475821062989756,-0.3557208596041148,-0.07417997305184276,-0.1066805037653451,0.04193492064267812,0.7186872194962908,0.007058114405787741,-0.1313998402216699,-0.31694948105428833,0.012530071358598294,0.0821546557969508,-0.42204929700851257,-0.5863446770982268,-0.8623981884946746,0.3249587852501299,0.7559798472084927,0.13915537909431241,0.013663976187385907,-0.19975918465790127,-0.22305423665048552,-0.10027316697546668,0.06055842985607074,0.15652840320836936,0.12115867966516758,-0.7928864944989853,1.4463589468551967,-0.2327277351614735,1.1182298735034073,0.449935687542242,-0.03320596869162973,0.4991982256306198,-0.41999907019405897,0.12057302345256149,0.05855091131889323,0.07016541741566007,-0.417544553847373,-0.15384104524758752,0.3281255795941427,0.004477376640171227,-0.35678652422367074,1.031064822515871,1.1054617992674207,-0.03717779261982734,0.2163716313756081,0.3130004506530967,-0.2573684803441221,0.5342621811428399,-0.04938551553829018,-0.35616243981973106,0.23594482428433206,-0.2330091955677831,0.37251072148300624,-0.16394291622333335,-0.09206911810713914,0.6537460871349572,0.7122031289254043,-0.41090335126894023,0.05159853397678971,-0.4288063263303696,-0.08162804232374699,-0.10346640696807519,-0.05701288009944527;0.44177734455861994,0.08018344638218267,-0.16048556716465256,-0.24898907525545155,-0.21946915534192968,0.18690140978406689,1.0118308445693138,-0.04793260192780835,-0.3796511614101732,0.47899311234576913,0.243764145499604,-0.1029841387634356,-0.2127078795855013,0.13476691321896794,-0.09336603537338206,-0.029396316698573344,0.12210091806855417,-0.23644750006139503,-0.17604789514254549,0.18837975477843116,-0.25138287755632405,1.6431502475207616,0.235044558681615,-0.5820627864589127,0.5370817472202418,0.3429012391807298,0.24708208659166075,-0.023717279351252785,-0.43197689270263595,-0.0568410537498103,-0.27522633436000277,0.12277648719274836,-0.3623531833342817,-0.31159023998985447,-0.27933916897043076,0.03499486246912653,0.695167030741402,0.05786775030371061,-0.01394456726498916,-0.606582937952389,-0.003289159864063862,-0.26342358250942155,-0.47481043314624927,-0.8333052258388136,0.018656909476685968,0.074582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k{160}	=[0.06286650751890437;0.09105585878007184;-0.004835117928560958];
x_a{160}	=[1.2920385077991459,0.5850146658920021,20.30304035588624];
std_x_a{160}	=[0.24310975019542436,0.3851150285073315,0.41572667720006623];
pred_a{160}	=[1.2920385077991459];
% Application starting next step
% ========================================================================
%
%  forecast from 16.0 to 16.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.1
%
% ========================================================================
%
x_f{161}	=[1.2163385838609735,1.6501154074500477,15.678308367335838];
std_x_f{161}	=[0.4182725023709347,0.6724123255554162,0.2999777818850681];
pred_f{161}	=[1.2163385838609735];
obs{161}	=[0.9778661141620841];
sqrt_r{161}	=[1.0];
hpht_plus_r{161}	=[1.1783769039413037];
xi{161}	=[-0.5823029730856301,-0.13145084301230137,-0.32548933040327876,0.016678012279371268,-0.21398740784842873,-0.28232810098181826,-0.21647275132829114,0.0101823506889398,-0.30231080744192895,-0.7230491932237906,0.011141338330010075,-0.1310798273266589,0.7864481088477289,-0.05382656234361338,-0.06405636168816242,-0.17043296238156658,-0.15382739670814183,-0.024934191669455652,-0.2336475763391368,0.020957940223919946,0.00338713423938386,-0.6583092993610966,-0.574906831727199,-0.06616548095394226,-0.5601929173444572,0.35038012898434245,-0.1497972653038233,-0.11016344510940757,0.708601263165513,-0.07780641604244343,0.3358228442427711,0.03948553899216245,-0.3883365604689558,-0.18769443650126227,-0.11942265688104681,-0.36666876259512315,-0.10913273052953754,0.5552941869608721,-0.07283014054439074,-0.44373793052220123,-0.32546632706740375,-0.1439427438173313,0.08068218314120545,0.6588483787733235,0.10828708171861279,-0.14767829592889425,-0.2956909287596323,1.1334882627300757E-4,0.050883567007446784,-0.41971306159602184,-0.549428224961648,-0.7575132380188303,0.3759226713457442,0.7064141972157167,0.07027318173252084,-0.020898546627952763,-0.21791362992542784,-0.09933787712561659,-0.14105634924445032,-9.410793571906773E-4,0.04629971281792988,0.1132048939458088,-0.8610598092835098,1.4150574792004866,0.25990700691194957,1.1195794988752292,0.4581823741696016,0.007293016607884173,0.5151493945851133,-0.35555737218402694,0.08119711892436743,-0.004224619125483553,0.14740518019984372,-0.4189106410579131,-0.2081097277907391,0.41595466621609,0.13124372468969825,-0.3913502992646718,1.0623367941613593,1.1077927765822568,-0.022460480371843117,0.4211084496554891,0.40839032680667664,-0.35498000261504814,0.569426761007902,-0.14322562065056266,-0.42444312439003884,0.34073856493357924,-0.30669811737239716,0.36129344159283594,-0.19069908573793892,0.048293431892971084,0.6832741515204812,0.7524524355110473,-0.3171976293783162,0.058379767902764224,-0.5340551409354984,-0.00588599620578556,-0.21698213542894684,-0.04398316153699633;-0.9664026890311943,-0.21565462491357845,-0.491647248013819,0.050991600074893784,-0.3057140183137226,-0.46058504724589766,-0.46170985489438654,0.024207705578022987,-0.4285233499884975,-1.1800159192928676,-0.01427118309266251,-0.18405719839647117,1.2620661783586289,-0.10061257340049856,-0.09391496422548906,-0.26212062977656614,-0.24854345130639555,-0.014252231229240575,-0.3527941007423234,0.006464467516301475,0.033020224499994644,-1.2126369998480213,-0.9241109408010854,-0.04712270247386874,-0.9328150614622808,0.4968116338990456,-0.2625841151287469,-0.16824113707939037,1.1667173790696206,-0.11436496278220765,0.5615012466950373,0.048141287429865676,-0.5724243471193982,-0.2653918736249401,-0.14860713563234218,-0.5755409651289047,-0.2595244588119583,0.8559007051654091,-0.10645673088291008,-0.632653966463405,-0.5027502556891104,-0.19206493794783475,0.17809029469911208,1.141091341613614,0.1656499228235515,-0.2428886675066393,-0.4651155164326637,0.05357427595855779,0.11089840483035096,-0.678776121332205,-0.8677621472373587,-1.314674274424598,0.5573481377068845,1.1018077649485922,0.018901343722742547,-0.05164243417132908,-0.33138472244792605,-0.1569382554082126,-0.19939519367398972,0.07975952828278765,0.07601227072547778,0.23840056988382696,-1.354952688321193,2.194859987420914,0.392329472465178,1.9108123348691601,0.7146663282977086,0.01159174936641505,0.8422421078662434,-0.6330168900164448,0.17672687120270436,0.007607753837518771,0.2754110868859547,-0.683353805729948,-0.34375517176349635,0.6806424534639655,0.1222944314278458,-0.6519579493237245,1.780938667061281,1.757814099718561,-0.07296096027968257,0.6730282775473959,0.5140441130980464,-0.4850406495319106,0.8624936115980943,-0.2114723256966693,-0.6590112624052447,0.5248543645491537,-0.46912643236929497,0.5953106417445768,-0.26549303012983927,0.06746304247079227,1.1266007423137376,1.1301468187135708,-0.5032861726320261,0.07336863319197806,-0.8052487582287859,-0.1153865681735391,-0.3299899786279219,-0.07186422198846953;0.23408720177714315,0.020008743397179174,-0.18941140444817073,-0.20858271332030753,-0.21270911862617403,0.07911469340185384,0.7160902409093453,-0.05137497726251716,-0.3504195762383304,0.25367572740175603,0.16253895686863196,-0.11331737708685807,0.03458180313096193,0.07687879223473892,-0.09708635221177353,-0.06876546862724986,0.04872300207132696,-0.19881422645234714,-0.1918512093540219,0.1293688590769353,-0.2032364575058132,1.1362219207901383,0.07357804899160136,-0.4771613020223153,0.3109750784241605,0.3311823294933127,0.1426033861384841,-0.05479722267928011,-0.16811041121945713,-0.06505009245499771,-0.14472954305521135,0.08277694515044942,-0.3501571620510884,-0.2867733098624594,-0.24653586363810298,-0.04975084198272128,0.4947040621347334,0.16605088564409165,-0.04335403881233546,-0.5568124909236474,-0.06876758238244918,-0.23755133383938443,-0.3638673249630404,-0.48017107938693293,0.01816408572006445,0.015405880979560749,-0.040603884089204456,-0.3216528507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k{161}	=[0.1513750849534547;0.24288897865308307;-0.005139691017020112];
x_a{161}	=[1.1573508860443817,1.5554666633705692,15.680311197198337];
std_x_a{161}	=[0.38581005580668104,0.6176856604272567,0.2992311960081159];
pred_a{161}	=[1.1573508860443817];
% Application starting next step
% ========================================================================
%
%  forecast from 16.1 to 16.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.2
%
% ========================================================================
%
x_f{162}	=[2.029589841742698,3.4599350206467774,12.393334086218148];
std_x_f{162}	=[0.7440783428654892,1.2714466053050788,0.36643466585263756];
pred_f{162}	=[2.029589841742698];
obs{162}	=[1.7044329998337875];
sqrt_r{162}	=[1.0];
hpht_plus_r{162}	=[1.5628260434927141];
xi{162}	=[-0.9529810354644577,-0.19021333009966535,-1.0274839919758998,-0.23671942585146444,-1.4023380484703751,-0.37615808876320256,-0.4249940424187548,0.07237200350505102,-0.4956860474741831,-1.0741834652041575,0.2574463018731472,-0.7023556632152721,0.9149365265661507,0.8937275523032682,-0.2705975671849936,-0.2507626454464946,-0.09228911383931648,-0.16376338983247818,-0.49943894769500763,-0.4280869193209871,0.09464937873484347,-1.4757355576195308,-0.5259714515089027,0.20857202046249412,-0.8316003289336711,0.8156125827433911,-0.4315114129950006,-0.14785195630981396,1.3732867628993382,-0.23897865946816377,0.5162478726100761,-0.5933566765693932,-1.038606821857341,-0.1539207718414315,0.47180891813195336,-0.5697310802804911,-0.21111161492006913,1.1600508312327986,-0.21699456973708386,-0.4762431159584952,-0.5850556148075381,-0.30335138095902825,0.21296595954302822,1.2260127839222918,0.12095709741008775,-0.26770076532218323,-0.427930792946146,0.42062992856959136,0.4387625526828267,-0.3515730310313594,-0.32678889430323266,-1.515125304178175,1.3130201144104587,1.1661170178771738,-0.10936372500434399,-0.043394489733462605,-0.28509384288482,0.32462067372548287,-0.45980781227563483,-0.11437142991406857,-0.49859509737101715,0.1943069951032088,-1.110854463596618,2.1664576391538266,0.8397889198324675,2.029557346814044,0.5485917669408176,0.39164549355534595,0.8763268893218603,-0.509934046791104,0.22935912026236327,-0.15087118723117965,0.08795856613772912,-0.5740745157325089,-0.2955447923195973,0.07119106545749965,0.11083396802855683,-0.5304985720418467,0.9407327446352309,2.0142782309202185,-0.31139646591896164,0.7404151549525988,0.6229061865897529,-1.4815304417677475,1.032686666784039,-0.2633295148926129,-0.47355515695765504,0.7962277379737421,-0.5169339801611585,0.7217443778976427,-0.15626081271486725,-0.6430994789650251,1.2199063321375152,1.3373253800866078,-0.6472409516165518,0.16968180806278932,-0.2690186293873944,-0.11487006556207713,-0.14691722834744092,-0.1599710448598728;-1.6540877244039056,-0.3197313068030936,-1.754731668785739,-0.3886781769999552,-2.415673598436441,-0.6466904882885531,-0.7809557673211653,0.13914544141127605,-0.8079080578726243,-1.8597767530408478,0.43557920436886866,-1.196344166921691,1.5598310096734185,1.5239057195019416,-0.44538108218497685,-0.41132783350125424,-0.1538728349798304,-0.26241483225018225,-0.8500272869127916,-0.7524222226317416,0.19111414741297006,-2.595065578345098,-0.9038692058646878,0.4056059689089646,-1.447884980503443,1.3575375202638966,-0.7479414159568352,-0.24984880600244486,2.3607455538858515,-0.4027407845595774,0.9182361179890597,-1.0271622634935138,-1.7660651821027002,-0.23777108584339857,0.8413967006317646,-0.9708914962154274,-0.403581092994592,1.9576298858956243,-0.3611505457653572,-0.7633963488586901,-0.9840400177048254,-0.49120227092705004,0.40144413526666867,2.1497540256529186,0.22019223432634671,-0.4510956019442429,-0.7274926592683966,0.7621650030534868,0.7761448314821413,-0.6125587748031149,-0.5554008611520111,-2.647308032658043,2.2110245368688304,1.9778350975570858,-0.2291624324373065,-0.07797869195760354,-0.4769107969437707,0.5596149430408133,-0.7774725247507694,-0.1453111867777266,-0.8456205353584476,0.3758759744559903,-1.9086645601744165,3.583902031668581,1.4290885801521203,3.5175672988285793,0.9297249861038628,0.6797605227938233,1.5111031419702954,-0.9071373713516162,0.43207615402364086,-0.2394562096114483,0.18246467553267465,-0.9914181530639703,-0.5068029970146632,0.13709250604884016,0.1445024258056149,-0.9198948244782321,1.6565463411190118,3.3832538618840804,-0.5629597742396348,1.272791230070168,0.9914112046922519,-2.52588636072547,1.7284983931318374,-0.4407710569662884,-0.8078470404486184,1.3491156622913012,-0.8707939643495908,1.2561800412669495,-0.24162468836645745,-1.1066160535521612,2.1067095800424243,2.225593566985121,-1.1084659311491656,0.28057020350479256,-0.4285340881712152,-0.24830957008946752,-0.2359869258486289,-0.27261391543896574;-0.1119483819789675,-0.09865309431395985,-0.4441983306701971,-0.27246006109223586,-0.502659457684798,-0.09927619095947549,0.3753931117435325,-0.05880853674438846,-0.4645944352204179,-0.11664224877234197,0.16688525314712876,-0.3203781724876844,0.36582127565252875,0.3646423282288893,-0.2040396313822388,-0.17920902125776728,-0.045931895076799734,-0.2470842718117119,-0.3391226001717431,-0.06983119081195,-0.1717813768177141,0.5115624017055058,-0.1506114682722366,-0.3431843824961991,-0.028177169498171395,0.5312010941026912,-0.06535006823151512,-0.13836828562632242,0.4376781665510521,-0.17230102981752893,0.040936580330894756,-0.14129364040986125,-0.5706180233463076,-0.3218886248424173,-0.07105550189710641,-0.2467570654483353,0.2673562546431594,0.577226454797982,-0.1439598555843311,-0.6165421641826558,-0.266494301026734,-0.31827625381466973,-0.25280649573841885,0.12033716088576618,0.011073643728373384,-0.11378691954766396,-0.2059931928169938,-0.14048104240132986,-0.0422591598805262,-0.06263357533279823,-0.15358179963018337,0.24085106517553,0.7082837679503822,0.5684725222703761,0.31543396549426284,0.03951562142795417,-0.2713377526319807,0.03960289578018106,-0.3078520743541393,-0.4968665286639773,-0.20854670894225258,-0.2533962718828402,-0.3533620856163697,1.4228725668395956,0.3663916255855373,0.5457382071738106,0.2522404745970004,0.07709219872428541,0.23291004568477547,0.116666957180799,-0.21593385349591188,-0.20923416162810682,-0.21915708175444415,-0.09386358873514844,-0.04948371713927635,-0.07545116833434662,0.36833392944348553,-0.04058094912915777,0.09183772991952921,1.0906561810577369,-0.015033364391385362,0.2366326364992979,0.7626712532229245,-0.7897732430131779,0.6052794890904369,-0.1972791173378461,-0.26098458900819743,0.34062877527225943,-0.2796826931515959,0.13563116190770153,-0.30450815719935065,-0.16945996399602947,0.38581638444363087,0.8759422886538335,-0.235675957025677,0.08118771126492952,-0.384755252375351,0.35634090517400807,-0.1880440803671224,-0.09384280808115619];
k{162}	=[0.3601335195533796;0.615360986342267;0.12803658518784394];
x_a{162}	=[1.9511421270374854,3.3258912272304846,12.365443937255895];
std_x_a{162}	=[0.5727873983935369,0.9761670977346816,0.3385245596512172];
pred_a{162}	=[1.9511421270374854];
% Application starting next step
% ========================================================================
%
%  forecast from 16.2 to 16.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.3
%
% ========================================================================
%
x_f{163}	=[4.208198506425729,7.6071629199887125,11.026143721350525];
std_x_f{163}	=[1.1855031098185094,2.036729252054295,1.0543772137431064];
pred_f{163}	=[4.208198506425729];
obs{163}	=[3.7251069979878255];
sqrt_r{163}	=[1.0];
hpht_plus_r{163}	=[2.4116086466699813];
xi{163}	=[-0.7828865210117049,-0.07986129936972475,-1.5494292109365593,0.8002925342913025,-2.0758450525013226,-1.900192719719921,-0.6244543457339278,0.5011058423276333,-0.6858578008826886,-2.1430363447885328,0.34873629972265174,-0.994578017577092,1.1621381350197941,1.1317187300048515,-0.6070886371008881,-0.38476175747161534,1.609049414276373,-0.2357634704400584,-0.22065109531682303,0.2851492393868682,0.6376301731019911,-2.1188996888272253,-0.8292520155021275,0.9561254565792137,-2.0146483753356295,0.4259739459017906,-0.6593257033259334,-0.6166963399639878,2.0010049143864057,-0.503740880399461,-0.8859949217182637,-1.9088524191331908,-1.0744844794727846,0.3461533230448133,0.3347163737142713,-1.0393493231498239,2.4593444246566873,1.892800853525073,-0.22279229289502878,-1.2090748663534532,-1.276704598568783,-0.6084461699296941,0.4512138437919413,1.762358872101756,0.04589517806115051,-1.781959424393364,-1.0621579369209293,0.570813336182951,-1.2956437982117706,-0.5506680885043789,0.2708804744469111,-0.6267873078692912,2.0082703667637425,2.383713536644912,0.10909937068939968,0.009464024717835251,-0.3722000952783091,0.6543807023982069,-0.6717090983040763,-0.037958970474184284,-1.1819872187438052,-0.06713074713001799,-1.6479029096425375,2.8777446000330507,0.9267879794861686,2.7030989704604105,-0.15759238902793182,0.9733380298054346,1.1077537260831232,-0.8665383308790826,0.23784808617896136,-0.08079430902613716,-0.24528606692204669,0.2337202474317861,1.2847518687265858,1.0964591265435102,-0.08744219057901237,-0.42323327645326003,1.1403917668076762,2.0627608431405804,-0.5285002911403818,0.9831252892680062,0.3463075513031164,-2.166136271582358,1.5917118839215219,0.5663321308261056,-0.707044932200994,1.860721893289714,-0.9541646218399595,1.133888753707872,-0.13707910530989142,-1.2277182645185825,1.6410566074876067,1.4077550328469837,-1.0995498602156322,0.5295434765845393,-1.6309558552384908,-0.2709519746552256,-0.8113262044333154,0.07996065725013413;-1.3650019266536688,-0.09650031832876405,-2.7093393924749307,1.442898996259891,-3.6741437171506717,-3.346881476112186,-1.117683695451741,0.9095885869505702,-1.1424669454044807,-3.799096125394884,0.6283079366667144,-1.7081701589575022,2.0154720322068647,1.9647266073259368,-1.007540911550743,-0.6266189354996898,2.760356396547885,-0.35236367648495026,-0.32382926468451867,0.5150482141774164,1.1684785857364117,-3.816396548490059,-1.4299177234372804,1.749430489625273,-3.5756524528020384,0.7336640684164975,-1.1229777065813416,-1.0359685679701602,3.406105276123408,-0.8328001503124929,-1.504421631961483,-3.3646102244984615,-1.842163499105376,0.6785190681887121,0.65564936501434,-1.788164843354406,4.040391612133043,3.183757494604964,-0.3369157763611472,-2.051254504094855,-2.2108171358795623,-0.9992329696332494,0.8722684183950156,3.0779778222623557,0.12564323039110992,-3.1194829549643472,-1.831630653551521,1.067577170582811,-2.2348370133234052,-0.9356710118489913,0.5146733566700314,-1.1490649401221456,3.3566271741103497,3.9666780047072345,0.1699304976006104,0.04478251976171599,-0.5896646476525733,1.1769467552910653,-1.119617362168622,0.037592379911166596,-2.0426837179918564,-0.03453893082510273,-2.897435155765862,4.601666891250628,1.6137487454272028,4.543413024284896,-0.23973323168826255,1.716930310766032,1.9458587164459784,-1.5255571600898232,0.49616288143212817,-0.07458214331710256,-0.35648074922897166,0.4271943020289717,2.2145913636133487,1.9354823668872667,-0.15202109311304657,-0.7266107930552037,2.034630785547683,3.4095758280696513,-0.9005865123142218,1.7259282759277186,0.555330366387234,-3.8303436241723916,2.6824256589958813,1.0346399829119077,-1.1905645459469687,3.1523048825667397,-1.634542312639378,1.989288784700066,-0.16597327211038504,-2.132385655672115,2.8207343790345094,2.3475165918154284,-1.8945854920050236,0.9425189927588837,-2.823523800427571,-0.4863876129957161,-1.3709613232025655,0.1873607983101815;-0.5277874994616987,-0.21005356124509156,-1.2419262691354316,0.4456496711532356,-1.4548825554681404,-1.3375014019226956,-0.1834302753515651,0.2395728446993921,-0.8748110959479192,-1.2757899454549602,0.23805847303900407,-0.9021865390700867,0.9774838795932759,0.9549028578235834,-0.6690839284829426,-0.4993914922525615,1.3949391984547876,-0.4595050488119927,-0.42254368133793996,0.1841858721360019,0.27612804880846653,-0.6643994008987679,-0.7145927947202768,0.41216070335732624,-1.2146411715945469,0.4369169083919413,-0.5473402956332567,-0.6591685391090003,1.8159846882004373,-0.5783604025335123,-0.8922768991006489,-1.3171625851830893,-1.058288635439169,-0.040643170758093206,-0.023417219238009324,-0.90921426301934,2.687066496844283,1.8691799137475602,-0.3433450615687281,-1.3344684430033418,-1.0632954510199202,-0.755084693132094,-0.0032063915638271823,1.3340600696437939,-0.10474183785904145,-1.3187483964225848,-0.9345775882691516,0.14247526180170844,-1.1898864878981215,-0.49927173715985695,0.07877487915778403,0.012809894679785216,2.064186926797582,2.449237208259632,0.24987400750075928,-0.06548175469123585,-0.5402892980637866,0.3876874359960141,-0.7455365773004559,-0.5132445648877475,-0.9904951539821045,-0.4364045910203149,-1.209755007900064,3.493322551683965,0.7647439882599851,2.56953159103905,-0.19663538233345434,0.701994616656739,0.825689562760429,-0.5295013420788202,-0.15783991174272316,-0.3072306113420282,-0.5157975301931739,0.16395666429872868,1.1178401834601495,0.8017934281914822,0.08198494840419279,-0.33760172522137744,0.7305338290175474,2.2340847763289826,-0.4483113495237827,0.749552855284854,0.610462095312803,-1.7052018021018398,1.5928412588319318,0.28242085161144637,-0.7300903604311948,1.7471337495109278,-0.9096958413304108,0.8200375761191889,-0.4213900527338943,-0.9416618287616458,1.4105898766789071,1.5241579193538453,-0.9189334135498228,0.35386706450588434,-1.4527523755721532,-0.016158989792513623,-0.8331785387615085,-0.07966186501369421];
k{163}	=[0.5853390219923001;1.005096477413949;0.5014542019284225];
x_a{163}	=[3.890221957718759,7.061159498043902,10.753736329270136];
std_x_a{163}	=[0.6640758934607676,1.134193115237382,0.6604893321834501];
pred_a{163}	=[3.890221957718759];
% Application starting next step
% ========================================================================
%
%  forecast from 16.3 to 16.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.4
%
% ========================================================================
%
x_f{164}	=[8.7420109296209,15.400321972016762,14.609125851138261];
std_x_f{164}	=[1.2020769120855048,1.6301837544522357,2.2500640031592916];
pred_f{164}	=[8.7420109296209];
obs{164}	=[8.553534932588143];
sqrt_r{164}	=[1.0];
hpht_plus_r{164}	=[2.460843786141932];
xi{164}	=[-1.252850140167629,-0.16117734087685776,-0.005059891526055793,0.797795637001256,-2.020805132490123,-0.5853376663443388,0.28131990667021967,-1.4474109555760126,-0.4638742247985306,-1.083724166264993,0.2887966736431302,-0.5829312010701635,0.09932603222319081,1.3953316737771146,-0.4606483986806609,-1.5276868435532345,1.472932813707164,1.707159255482587,-0.882684877569357,-0.5285388476177992,0.22314216871586545,-2.5821510898170708,-0.9667683269029963,0.8351307469197771,-2.9620945585270455,0.2678922622555344,-0.15816502202388172,0.6745949656907548,2.4518509963479254,-0.9421772601715892,-0.5320101841840632,-1.8768643128032858,-1.3034719152920626,0.4732070386605862,0.545567564884113,0.15754418629896527,1.9761719850006205,1.7062123267645433,-0.28640160119902625,-0.6086402250696281,-0.40928706656901426,-0.524218092954472,1.1446091920876498,1.5477713317386463,0.08112962003496449,-1.289590496264137,-1.7562552737842658,-0.8776069344887976,-1.1915288864418727,-0.22791138696919155,-1.0466781737526452,0.19406742242431463,1.4615717468712628,1.3689565308285143,-0.5688603387275304,1.471137176516125,-0.5375651395014653,0.5430492597923955,-1.0748525838858987,0.09748081160199895,-1.6938648256567443,0.6771749291797562,-2.258955797261047,1.777781595044038,0.7892425289490763,2.865172177785059,-0.1772076665600686,1.140728097297142,1.2638587324463941,-0.08336679352075294,0.6092209945739473,0.10504864131814351,-0.055915199881663824,0.060204909926977024,0.7572701575485201,1.1620601257263772,0.3682166649414249,-0.22683195120478672,-2.598547460231261,2.535014162104053,-1.2775081031811562,1.0432590678894442,0.8191968552986353,-1.7227342390434544,2.899668649320553,1.834852177209445,-0.18388424582183127,0.6147869690803418,-0.47412725444851667,0.6805069880829677,-0.5371404939524638,-0.5931387456957538,1.3502909967491856,1.0248474944056074,-1.1035741944143842,-0.16241410054583838,-1.2691349496248234,-0.1715615463380118,-0.47173476960205996,0.14531865203403882;-1.765115339307627,-0.06930108273463809,0.062396026130620896,1.2534417280172363,-3.02311927109516,-0.8195038459375859,0.3719624837240012,-1.9720470133773897,-0.4578962512551872,-1.628709601072428,0.5242067090194809,-0.7073602599587243,0.25623526360134186,1.8873453901230093,-0.4961098597114546,-2.1079828040878112,1.9601574231690506,2.3380167169024766,-1.0922594188904977,-0.6198668492688206,0.5099313334055644,-4.114365014628607,-1.2891377899735108,1.3681113776452314,-4.615770026464762,0.4506330612741891,-0.11225306263789214,1.0520160345941711,2.9343736897382975,-1.2104572323465508,-0.6062523321600235,-2.7951432426469918,-1.767802179351559,0.874686285844728,0.9415049168356546,0.33048641847949156,2.2308791760653115,2.1158019931740384,-0.23921211518794827,-0.6703881578489881,-0.4901115709490256,-0.5679661601139951,1.7456099614207297,2.1317062729180414,0.2671562073307818,-1.8391596126681744,-2.5072275702785554,-1.0466581637002168,-1.6140900687116027,-0.20298672925692962,-1.3660845243466433,0.1908726369574154,1.8010603233865439,1.664180959675889,-0.749061851938178,1.9908571636367753,-0.5830206191874048,0.9022211304867582,-1.4015329044447462,0.4019906125054149,-2.4292916248413032,1.1451013106200598,-3.372479136949181,1.8111325451008433,1.1647524349109624,3.2037686874891023,-0.11057515892733605,1.6400984665034386,1.780679927507343,-0.08407620299202812,1.0540899821306589,0.3340501158554492,0.12923794522945187,0.19910180502927588,1.1060667513214177,1.6663015842031506,0.5536799044989689,-0.22077733886614048,-3.828208396630984,2.817448990545195,-1.7598466771998105,1.500634813194882,1.0718667898214775,-2.514517033019972,3.2612051862904394,2.459244007797455,-0.11108564639604523,0.8656932769171028,-0.5375076809379458,1.0763793206850494,-0.55404395795399,-0.7715458166454923,1.8258026292616272,1.308669361753271,-1.509310392259799,-0.0838125357978381,-1.7445119338109958,-0.19418173199224675,-0.5214038141364465,0.3622804721679511;-2.1514835684660074,-0.5675991038260477,-0.0772003157030241,1.135353217330639,-3.12687235585377,-0.9110653643974054,0.6892233811350259,-2.746342267335084,-1.2213217437172297,-1.50295818423783,0.320858280846112,-1.2140928727280045,0.013057496303769511,2.578499938117007,-1.106623416936202,-2.8466635770124373,2.7769198045263703,3.0132748626082435,-1.889676470840831,-1.1395860114600023,8.483079797887427E-4,-3.1959172466281522,-1.820727998516416,1.058290881961458,-4.234912787792956,0.40841948932378,-0.42339038928693284,0.9997713286168555,5.074396304014764,-1.9036040754563945,-1.2088485895022796,-2.9289811662397938,-2.462675732146357,0.4235553934338281,0.573209928051666,0.1262357189090988,4.447796059831939,3.506758744819484,-0.8060322811310012,-1.4776360572600904,-0.8508321209523491,-1.2853144113670805,1.694946071849655,2.7343562912537838,-0.14210053307685833,-2.1366888805531836,-3.0599431843213445,-1.980196541733827,-2.2425483607042285,-0.5874140994008368,-2.091599657507299,0.6933104629650142,3.066519947284677,2.939909885567049,-1.0230162969888763,2.6660808265172964,-1.304308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k{164}	=[0.5936353190594912;0.7986734904348249;1.0925731895714024];
x_a{164}	=[8.588542956342744,15.193847057279177,14.326671307619481];
std_x_a{164}	=[0.852321869741704,1.1809973567398964,1.6022811888245674];
pred_a{164}	=[8.588542956342744];
% Application starting next step
% ========================================================================
%
%  forecast from 16.4 to 16.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.5
%
% ========================================================================
%
x_f{165}	=[15.327187448795142,19.536840183176206,31.709810801609233];
std_x_f{165}	=[0.4963831094939711,1.2482421943218804,2.6931970442735556];
pred_f{165}	=[15.327187448795142];
obs{165}	=[15.56147386067317];
sqrt_r{165}	=[1.0];
hpht_plus_r{165}	=[1.2470355257626105];
xi{165}	=[-0.25158319260033046,0.24354102639683184,0.09053527846424103,0.32922757575166806,-1.1039069714768672,0.1769125698323908,0.18675763251122568,-2.112911325737034,0.5778753044794485,-0.12155483459213912,0.3497484503049062,0.11173753645895523,-0.277200800599557,0.2926089452072347,0.13869379258936299,-0.3012346989761969,0.5595478463170593,0.3762416387964187,0.3255140805722494,0.19949199002811469,0.20823176448919867,-0.9679933877115481,0.0985275207535441,0.47352080730837187,-1.1520619701776216,0.29089969354853373,0.12014365363353541,0.33002510607887814,0.0049657969436509575,-0.26698579323906024,0.33276860752932436,-0.6031890434326659,0.1341130653025715,0.38653958038935343,0.2611985110183461,0.2961554690780961,-0.10418732698481037,0.01226076400413234,-0.026165782223676715,-0.19506318811118817,0.07320101106186883,-1.3255065197819462,0.6090111312627453,0.35196087766095907,0.28861542296827736,-0.32108284924337127,-0.6584612997803205,0.7105416251829784,-0.20867346012268229,-0.03503551590795517,-0.21932994877925083,0.08467846720538752,0.09325973624512685,0.11915278986598388,0.4904517139305735,0.2971291132281699,0.28009597776151374,0.60630284170343,0.0071935437072365715,0.34169615372053563,-0.6581175322442103,0.44286762906373944,-1.7586914680519552,-0.37304958151978873,0.3137830882352368,-0.19980239139925615,-0.025119096948833075,0.5272690381912888,0.44030358062372166,0.006934025190620474,0.42458702155612293,0.48590268771185485,0.32520199409592543,0.21882863600640157,0.2673263924683571,0.39427083076206415,0.14376708068999555,0.054425227513830166,-0.7440809437449918,-0.4369044235186763,-1.0556386335751498,0.3024369510023508,0.005019775547971506,-0.6079857465218073,0.011198067151049429,-0.7127853648054447,0.22618670566846788,0.19873054620109087,0.1747830331606295,0.2203684261922696,0.36941532568171986,-0.07401516574184441,0.4130915454381494,0.18703510969606718,-0.13703432975827035,0.13008345527611986,-0.5991793940139569,-0.054082339387118594,0.08343313295835131,0.060290601333168325;0.7448935299599952,0.2813632230015273,0.3277277672510337,0.09928751386045676,1.3844521756321697,-0.696356113893053,-0.716750902686325,2.5470588893911525,-1.2756976097831405,-0.37367774442884993,-0.3581907670240838,0.3915522688970974,1.5298210965209726,-0.8628284625110894,0.5902815489323388,1.1658370215365785,-5.064468296339072,-0.9193273323966693,-0.19255580483590506,0.1429574675917813,0.7706766372111176,-0.3501688051020153,0.15613378583989146,-0.1277759221218311,0.414302361314288,-0.4384685172986664,0.38947462480203754,-0.17217204700093802,-1.5439068083824594,1.4323507356311431,-0.2914204567562457,0.7433613630994707,-0.01712553466104083,0.21183548655394802,0.636530974960241,-0.22415538877986307,-1.6897171948393321,-0.7237628112561438,1.147613936077505,1.65760673202292,0.4308935983369153,2.7659055017997147,-1.229466791255966,-0.8070682279833115,0.1474023684040553,0.7637835479208661,1.445993485663081,-2.8773308061697342,1.0349476300917502,0.9311369928635607,1.3031501841689561,-0.7342121175592027,-1.087058636955966,-1.3668090415067873,-2.4651954246787895,-0.7683425594441999,0.21717950687564525,-1.7821097991759345,0.7373915151433401,0.7558601212695386,1.4086687376686982,-0.002512784399087309,1.788016751057338,-1.5834840502198553,-0.40924217930227513,-2.1417870709490465,0.9954443714180847,-1.6890953702958775,-1.2300464066787775,0.3412774216075505,0.07470345090712271,-0.5527084079820668,0.336473012942367,0.19539836166140034,-0.2986760864382241,-0.7665156728756841,-0.012955178790626576,0.5670017216046652,1.1443965994596503,-0.8698607731629906,2.1300136784268346,-0.32306614420449264,-0.024018310637362816,1.0954233401384066,-4.046747234802535,1.893182416302082,0.28724904514186633,-0.33901589124286247,0.3336462466417309,0.36382094605600557,0.010843509297142617,0.6839100568618157,-1.7175859372410898,-1.0522310269216106,0.7483712046925426,0.6151910820991162,1.6843177988957656,0.5116910117289528,0.7350431875698185,0.9728209061670832;-1.5422384987043962,0.49775442347248955,-0.014858885388598253,0.9496398723996968,-5.134685670189949,1.410579996876951,1.4820430699857674,-10.608856547173406,3.1549183088354873,0.20854940144505463,1.531284838897502,-0.012905317644982262,-2.608448108848414,1.9126278895917572,-0.17270337827466165,-2.2440983108327117,6.805200652104023,2.212480590427905,1.2736975075711179,0.5321955999938872,-0.18800142486055904,-2.341290871976156,0.2070791741599045,1.634880122578192,-3.976362306874691,1.4536768881428337,0.014001636970547793,1.2682914424233225,1.8484573169088314,-2.4651775489696846,1.4102097353503957,-2.628136695480425,0.5120979843076974,0.9945480659846417,0.12073820339639241,1.2361065860945253,1.7180458013400006,1.0064337290467087,-1.3441620686540894,-2.5252784377081774,-0.18987549116988234,-7.932890381634245,3.1954014512132964,2.028333853342108,0.7809046550979026,-1.7805711008777898,-3.7571707607115954,5.10405270087298,-1.7912160718843033,-1.1131264731560186,-2.158531936955306,1.208385201947305,1.6174130488816765,1.9928061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k{165}	=[0.19809822628071375;-0.29071238343720096;0.9770050867792973];
x_a{165}	=[15.351642574355585,19.500951886887993,31.830421584042615];
std_x_a{165}	=[0.5379527706718452,1.259598172787433,2.8310804774900484];
pred_a{165}	=[15.351642574355585];
% Application starting next step
% ========================================================================
%
%  forecast from 16.5 to 16.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.6
%
% ========================================================================
%
x_f{166}	=[12.152592310732002,2.874452171548331,39.78446158162356];
std_x_f{166}	=[1.239424870214418,1.8872561266106997,1.119035697123001];
pred_f{166}	=[12.152592310732002];
obs{166}	=[12.234444391007326];
sqrt_r{166}	=[1.0];
hpht_plus_r{166}	=[2.536260034223214];
xi{166}	=[0.09228491968624297,0.03580854580533632,0.3119383111345293,-0.24681758860696235,1.8268191518768209,-0.6095109341502383,-0.23536300061294746,4.150325225901581,-0.6185867481020004,-1.0243214089301276,-0.8304269667850495,0.5931954605600218,0.5654905867669413,-0.7256221072137894,0.44098325197204424,0.8380165325176829,-3.6706790005665173,-1.3717727939288729,-0.057841074449296315,-0.6088822814005415,0.15023517572865863,0.3944112618561597,0.24892800228114886,-0.6102950443379829,5.251414716149641,-0.23834623736917493,0.33979988203087963,-0.23148998572379043,-1.5125793167338824,1.790036543979527,-0.23798890360103186,0.4189872929818055,-0.15247290276571945,0.09610046016349472,-0.037365190811243565,-0.3381405296844502,-1.1493144072410093,-0.5532826899480661,0.7355890246185908,0.8438534062161267,0.4818186427954281,2.804059260401546,-1.276457257541873,-1.7127766602089967,-0.08807179745650373,0.7477867996986092,1.1954930462223707,-1.9077912014295073,1.2777710343554958,0.590306784010183,0.940131439222684,-0.3917779161907813,-0.9461081234551063,-1.2404502414619962,-2.5576933217933657,-0.2534416102787169,0.5987058742997817,-1.839579840127337,0.46182838514155833,0.02824867006507148,1.3330543126541823,-0.5640400379991561,2.6927639564917474,-0.7747629825600448,-0.5445204668825028,-1.199938221095671,1.0914995735819168,-1.1296875871693768,-0.8717151724965877,0.227349845317379,-0.2727932763802219,-0.5112151749103102,-0.38645566918675556,-0.2917113047877855,-0.082384874770975,-0.7865667076285252,-0.12438136430716007,0.2206695078174814,1.194772907836514,-0.35582205058652505,1.3006995287025163,-1.186039030514749,0.3580019440434139,1.6220528652563004,-2.8580695960327738,1.4732702801514996,-0.14160364306088447,-0.41346400787129056,-0.7462524908234549,2.4152008482047904E-4,-0.6252957800161312,0.8116503069850545,-0.8957921223094996,-0.815178924491903,0.4904306558398499,0.41925859448438807,1.2065842452535005,-0.4190850873764411,0.4572803274735868,0.12207459575127899;-0.0472012625016891,-0.32075144487435914,0.2645020654696699,-0.7474621689015377,3.2542257234384735,-0.7343820338336342,-0.09688579038656497,7.30412918078242,-0.7570958208046057,-1.3952551226085916,-1.471315365447989,0.6711656358742681,0.255990679362188,-0.9368166950881691,0.26631546932349437,0.9750847122239752,-4.036732954454921,-2.09025468511058,-0.24697457185589977,-1.2669327564831523,-0.39550506999421664,1.8291033562001875,0.2540449099998865,-1.3391553035109307,9.653593893385708,-0.3665389600322091,0.24821387106123627,-0.5521843663945916,-1.6608435996844633,2.302786979800583,-0.486910637727636,0.8248082531619425,-0.34407163224792425,-0.29306545335047884,-0.673768845383746,-0.6746098009197259,-0.835828601808748,-0.47852507902637686,0.5448184997352765,0.5510428178704738,0.5033289144052064,4.096414053667647,-1.9459312691098711,-2.720926031822493,-0.4769580245030398,1.0971462443144913,1.7355741928105584,-2.1686606570481373,1.682698032517794,0.45906382596630024,0.9703431545362715,-0.26779281116179865,-1.007875694445309,-1.3803108288035277,-3.3722959454450505,-0.18708068995251192,0.6336591909049134,-2.5950315226705767,0.3299220047936764,-0.7032740518302742,1.982005329407463,-1.3262727083572894,5.09650541964565,-0.0061122806247051464,-0.9278096217864322,-0.5694436358756239,1.2274875317985066,-1.3466650415501766,-1.0896895478812365,0.19411837567197443,-0.8631067550898925,-0.9294207776003771,-1.124187804688938,-0.7803895322556138,-0.15705346048627744,-1.1869425740536603,-0.30428296459097837,-0.010567468592718399,2.002997766590936,0.36768937589482054,1.8274538312394926,-2.0626426328342675,0.6514411865308309,2.6020666438745677,-2.6672939468719665,1.9382915843094581,-0.601516836661685,-0.6331697159714289,-1.597066715096258,-0.4021182605534799,-1.3636843639153804,1.0131515737448535,-0.8255920940636328,-0.8857508370890579,0.5091954759994657,0.22791191783544784,1.5177041235947017,-0.9481564174537676,0.24754289777489458,-0.4293971523496052;0.16491749780781362,0.22545576856452954,0.34246251053358634,0.006098139097090893,1.1700632684956886,-0.6513495450634395,-0.4335500775551111,3.1069501593018742,-0.7078634757588063,-0.9014310076097871,-0.5314745037938451,0.5821316217277328,0.8242857366448746,-0.7295783965353166,0.5861940783831585,0.8530737085649918,-3.549556423852877,-1.0545326515612743,-0.0026868085820694887,-0.2667099904688044,0.4945664110500658,-0.6011712125291027,0.22896270970123567,-0.23242133551956812,4.102832248903638,-0.2485905570345892,0.4112388849454476,-0.10045340562452054,-1.5879985408720358,1.7767006595074974,-0.1542573465183139,0.15690170126339353,-0.09849133766392981,0.3184715020210689,0.33849252378540484,-0.2102970343453947,-1.5492489158107787,-0.7228042868497013,0.9442965873786875,1.1404289506111667,0.5005429003570612,2.5196382856267547,-1.0175623226432364,-1.1636167714425483,0.11149784756806014,0.5895458637971416,1.006093010614336,-2.0108286886137634,1.196164732680856,0.7317554021346453,1.0412896051193599,-0.602194871319476,-1.0675703137442412,-1.31655530451274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k{166}	=[0.6057186619248714;0.8864778861775555;0.5275888731469794];
x_a{166}	=[12.194821922707723,2.93625580995593,39.821244125725634];
std_x_a{166}	=[0.6572324080276729,1.1708191373954993,0.5994139014419012];
pred_a{166}	=[12.194821922707723];
% Application starting next step
% ========================================================================
%
%  forecast from 16.6 to 16.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.7
%
% ========================================================================
%
x_f{167}	=[3.418630544289822,-3.0058891082504755,30.007481054030567];
std_x_f{167}	=[0.5229046336297174,0.3960445223155512,0.6823793814562731];
pred_f{167}	=[3.418630544289822];
obs{167}	=[3.1883272530315994];
sqrt_r{167}	=[1.0];
hpht_plus_r{167}	=[1.2736491188692804];
xi{167}	=[0.14753452744121853,-0.3485597516852037,0.08292978681653729,-0.18982841114474702,1.2755869572044287,0.32542730440626455,-0.21819908837993518,1.5253236291602081,-0.11619052833746535,-0.018300330569061884,-0.09517002417668419,-0.019151337539842217,-0.609367677807116,-0.6044202462090222,-0.10300821696750972,0.3294567425589334,-0.07189749325318529,-0.3496607991101097,-0.059799705970742245,0.06564831014491279,-0.554423391774725,0.923177769146458,0.026498813836237645,-0.344799029873458,2.073689701169316,0.045497264243659075,-0.6991593278273598,-1.0619858049972715,0.11754484123716225,0.079100134670814,-0.08297949958874229,0.3568418669821294,0.28745503295391206,0.7229353208415259,-0.007185826455242683,0.0167043455873519,1.238138272394703,0.11008105588366002,-0.1648576264024122,-1.2579406389426335,0.033150871629848755,0.5928833247915875,-0.37379286767511655,-0.2921809181264159,-0.42993194248234756,0.14444137001948176,0.24284336910994897,-0.01674432461204045,0.23528100590479895,-0.25320105732797504,-0.057854014668698106,0.2006095627809592,0.40266176473520465,0.16532516515630968,-0.5428410779175148,0.06099821708648623,-0.9307811950433278,-0.5018384157296856,-0.09081436491807082,-0.4005454173224945,0.22619379597160227,-0.5402295386028526,1.3335014666993081,0.8122245508525698,-0.4885238723053025,0.5025257194261079,0.10602159933984634,0.11009327888522158,-0.06843413734039938,-0.04877505823236428,-0.4407744045788684,-0.18404889513126044,-0.4085486920550725,-0.6695172941994336,-0.02450128162497034,-0.3773956303783441,-0.23243602026864618,0.6261942952167368,0.4647288458146477,0.48475682327652425,0.2567172386809631,-0.42060383189083383,-0.013425696483169158,0.09631039517332063,0.41391564555658844,0.2688536080579156,-0.25000822273422596,-0.06385630055070113,-0.7247192085301002,-0.32221056991602204,-0.4360029601860922,-7.95304437120059E-5,0.10752170871760613,0.34194599658798985,-0.014094803018613433,-0.9574135682252156,0.1032087958490755,-0.479031722425459,0.10885060171808592,-0.15928910176048605;-0.13087098279492793,-0.23797552034986946,-0.12039414172965168,-0.27558851452139654,0.09378720689147002,0.14906226361897046,0.3171019298964195,0.4100810876816965,0.23553943387469234,0.1166951666663456,-0.18683061787199362,-0.10431703706702589,-0.4209985880076692,0.13862514454938912,-0.27080548982971075,-0.26612181427868453,0.9644419633347177,-0.04535749018282198,-0.0663307234393602,-0.3363721741283978,-0.46204495926480416,1.1699772037852558,-0.027306549228431454,-0.33293801474432483,0.22382432862932733,0.056402550531692075,-0.1639944307310448,-0.22364362662376713,0.5039709442529889,-0.2726554638435337,-0.050590160456263966,0.23447339380230048,-0.1044067777944564,-0.713946146925176,-0.5321676883383475,-0.10027507888551179,0.4331206411330397,0.36786062477880055,-0.40496101866064205,-0.636295873299312,-0.11376340314875,-0.19396595362196845,-0.025392806362837916,-0.2205024982910233,-0.2204140399184622,0.06329997673193377,0.012798280964214648,0.5909115945469385,-0.15853622185993155,-0.27568587906009867,-0.30242073541864434,0.3506140670177662,0.33693392824627866,0.4155373460580618,0.19233559279284007,0.2641851065769707,-0.19629574816309292,0.05799992398724774,-0.24087015540673562,-0.5851828880743213,0.06023295285055141,-0.377280243594309,0.7555898529226006,1.0309002065848514,-0.05630979405272418,1.126834576239017,-0.31112817274458404,0.34281450318684037,0.24031647287955948,-0.04515475641716149,-0.32901246812138174,-0.07991611700920309,-0.4250281471002064,-0.2583670614200759,0.044735098940122064,0.029752012859998178,-0.016920893506050305,-0.5186166088368278,0.2391110717381446,0.8792762830976564,-0.026503685594275517,-0.2677480669191743,0.2127532808128394,0.27249763823212714,1.2606056563553172,-0.22157881369438925,-0.27252495423017153,0.03836943437726292,-0.41191911900368394,-0.27933915230862594,-0.33661980014080006,-0.07889125120444751,0.5241421141491402,0.2929804075462905,-0.12027256349085969,-0.3293513031250641,-0.18118047245732338,-0.23605906519950803,-0.35487880308625463,-0.4956707375416052;0.32267618999694037,-0.2933031925965146,0.2226759442784214,-0.02570260641765998,1.7581986051273581,0.3321106392298887,-0.6691099252032373,1.9955035229460698,-0.4323595132084108,-0.10119990407057244,0.056683736551139674,0.03719957947476615,-0.49559784505094484,-1.0744428073067915,0.09234041877136434,0.7128940484796509,-0.8669680182076682,-0.43302313138178405,-0.05459908915715417,0.42518861154718834,-0.37120286758503696,0.2421482916850728,0.029033814819559467,-0.1699480215903577,3.1485817168431645,-0.005926807115187671,-0.9157402322601236,-1.3873443150812506,-0.2733163381309396,0.3829618333346332,-0.08551993454597806,0.2820159606794874,0.5056027749355287,1.6367026512649865,0.48060234602472107,0.10901972870631838,1.4358542306144777,-0.1919350319886881,0.127952656253548,-1.2329079080112457,0.14010113879976416,1.0689150093818292,-0.5121043031114105,-0.12827569563277663,-0.4382950102273355,0.1303303462424843,0.3140582986645519,-0.5850690387041872,0.48695959360943064,-0.12158005587029308,0.19034826613206235,-0.07212558086583698,0.28018211906433876,-0.13098719066684694,-0.8684474584999293,-0.19054042169054242,-1.239263599362502,-0.7589178146840823,0.08084329156577397,-0.01656140770951353,0.2651913230506011,-0.424686916280848,1.3022374325106476,0.21756521813060914,-0.6801943321043211,-0.3395898299247513,0.44323915899079935,-0.1657338272311435,-0.33963432811080807,-0.04497597535956288,-0.33581588021180764,-0.206302709735386,-0.18660601573470004,-0.7427663795682484,-0.10472939368146328,-0.5938393544949818,-0.343712082494374,1.3426199686643585,0.4308098029705363,-0.15178567428627332,0.36928368188160476,-0.31641989219324174,-0.2556011865978256,-0.129850395548047,-0.4844355142112704,0.5848617460977188,-0.10981268076072226,-0.13612587686100497,-0.6397246792193343,-0.22309688936032046,-0.3102337090751597,0.053559482513545476,-0.3781518327376112,0.23960144837645103,0.07600384404421234,-1.114336630737622,0.30188235387150186,-0.46955673514099416,0.47879820890429414,0.2366947525653771];
k{167}	=[0.21485440127514918;0.0794122048830156;0.24671865537228146];
x_a{167}	=[3.3877976212023833,-3.0172852462436017,29.972075415234325];
std_x_a{167}	=[0.4682703529748583,0.39976313224926907,0.6025265772524551];
pred_a{167}	=[3.3877976212023833];
% Application starting next step
% ========================================================================
%
%  forecast from 16.7 to 16.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.8
%
% ========================================================================
%
x_f{168}	=[-0.573823955814999,-2.7722015976724754,22.709563604176402];
std_x_f{168}	=[0.3581425509187267,0.42749775061267453,0.39901048251242605];
pred_f{168}	=[-0.573823955814999];
obs{168}	=[-0.8375908019120781];
sqrt_r{168}	=[1.0];
hpht_plus_r{168}	=[1.1282972075868842];
xi{168}	=[-0.05550639623360998,-0.22955201255387003,-0.21634515946945843,0.06383847190254999,0.2435647656254566,0.08679145283301726,0.29011777027975155,0.2250099553387246,0.14093420360121167,0.5441054181755977,-0.006593997363668724,-0.07598330676432286,-0.356308203976453,0.0910093825359774,-0.27179640131582705,-0.12311401227218088,0.6196807734790184,-0.09979266866537806,0.2518293391346286,-0.22118182188239388,-0.31161382188398956,0.954530430631849,-0.01659523685913933,-0.6630973657915281,0.42287984080865904,0.051760227904872225,-0.22975095445143445,-0.3375109490492294,0.382772438062307,-0.19531217986767113,0.4901558779109688,0.2679598513645161,-0.09028588254553993,-0.40184847830541937,-0.47481297290816016,-0.319908506202904,0.48626325164266593,0.29495319358093686,-0.1759976218077599,-0.7226073885667456,-0.1108596295212354,-0.012288982985437236,-0.14474017064622835,-0.09933481764149066,-0.21434772526281498,0.2653432471911403,0.05695746586141259,0.37823353791674175,0.04893424498877785,-0.3378883420726402,-0.26619687672878667,0.2696976098514804,0.28477276583034467,0.3226937467681845,0.01143448807168812,0.2907390727179722,-0.29466952588053186,-0.08982811521896716,-0.21207563944302288,-0.4854591766238351,0.08873735074693595,-0.5338892255020969,0.7832353139147453,0.7635312773707336,-0.340325939807369,0.9442753006456219,-0.19858803134172576,0.3773777069929794,0.07159204322406676,-0.2973532425775641,-0.4649083351681277,-0.15000437879466888,-0.34866937447299906,-0.33291982356705285,-0.0997370135751241,-0.06757231100478445,-0.05911245270677801,-0.3021310507735595,0.16163733235384597,0.9663386568898822,0.02624986752196412,-0.19129019914311318,0.14012957298301348,0.19942659703868088,1.0418350271329015,-0.17234127724448256,-0.21146436473217933,-0.0024864267752044977,-0.49327201307410673,-0.28236413634778557,-0.34845443543009125,-0.042659000359579924,0.3400938387533452,0.07725267205161024,-0.07889420556197568,-0.4316652817852965,-0.11709192617391628,-0.05799563599012025,0.0095630547725849,-0.33984401373197703;-0.1512992318335704,-0.20999566534633596,-0.2264772026280868,-0.09759120025195189,-0.13481106329697035,0.08418737456417347,0.46705649540884586,0.016733386320761046,0.2852071818748092,0.39767475659277585,-0.10172242686771327,-0.10651990921835885,-0.35756826577672207,0.31296248127463144,-0.32349064856485965,-0.3330742014621504,1.0800893298170213,-0.006382874137719874,0.12431987261817445,-0.37288093157732893,-0.36063742873543037,1.174012756341766,-0.02158127143995925,-0.5875463858085053,-0.2611512652406116,0.06969235188436729,-0.0865851344969304,-0.12350259731667013,0.5644367788294731,-0.3154778572565249,0.2558495348115515,0.24208937919536933,-0.18996274915746802,-0.8963105790259798,-0.6405058640922792,-0.2714231362917503,0.24569002759146663,0.4188840171257806,-0.3367510922544614,-0.6117251509724735,-0.1488426783176,-0.2896546855797242,-0.015317890031113723,-0.13459427559840886,-0.17556430101909015,0.16832477463059003,-0.004886655374045201,0.6609090260939747,-0.13448041126541055,-0.3378583423550836,-0.35097751169963276,0.37043143646025367,0.3129238242565302,0.446641323234354,0.2653766337465502,0.3580469073818393,-0.09933571524343554,0.10254052432974259,-0.26678986827229867,-0.593310321588508,0.04585066442811936,-0.47387270435744355,0.6113380859643476,0.9944529484455547,-0.15069668648248769,1.260550500878235,-0.34918865134235366,0.4494933851232643,0.23194860876546297,-0.20488945804502334,-0.41989793781113516,-0.10055459709317116,-0.40036179148905005,-0.224394307535702,-0.023424989724040834,0.07760042831503888,0.017128450839341447,-0.6873411249420815,0.1599807197637344,1.0721523582905452,-0.06064180233409111,-0.19297731587968325,0.24325200364994704,0.2942079986002808,1.4236351187570668,-0.3153286376543325,-0.2535828949450898,0.05182040911541863,-0.42515320121268907,-0.27904018728621427,-0.3325171878086244,-0.07305011766502734,0.5623330924465453,0.16560457957976693,-0.11994737157265822,-0.27930374260312085,-0.21067253898059368,-0.0699152912374994,-0.2656738807083725,-0.49641631924179475;0.188371662719085,-0.13354751931820985,-0.06335589256425678,0.3966673565898198,0.8892070938968288,0.04233342548562291,-0.3022015414378991,0.6278135843142323,-0.31164952767446863,0.5789106992323276,0.24170416413359064,0.004184879582258105,-0.1353417787037685,-0.5069246410967594,-0.004529899563756601,0.42470916243669876,-0.644637567947818,-0.23903252620594273,0.38571670401086067,0.28442636670230925,0.011951302544389364,-0.04039386103045928,-0.012311283170735265,-0.46604004277177324,1.7365524161080401,-0.03970657162637181,-0.4762731914594873,-0.7062903727390122,-0.2199940117645518,0.22212501930623318,0.6990949894318135,0.15853122275408893,0.18278777717726413,0.9540102401571247,0.2173545166883386,-0.2634746489501758,0.7016004644004141,-0.15849496850303169,0.31041923948245653,-0.5792323456056323,0.029916924407654477,0.6346386307369087,-0.35049828351433376,0.11240409885200364,-0.19501703338646692,0.3071682935788047,0.15593595027673146,-0.4670703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k{168}	=[0.11370869902379402;0.12424155912553625;0.027373241606247305];
x_a{168}	=[-0.6116014870165354,-2.813478469333898,22.700469370421676];
std_x_a{168}	=[0.31888580017910095,0.3901428813514686,0.3963579464280841];
pred_a{168}	=[-0.6116014870165354];
% Application starting next step
% ========================================================================
%
%  forecast from 16.8 to 16.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 16.9
%
% ========================================================================
%
x_f{169}	=[-2.2462451829003314,-3.737378956513621,17.832230135297877];
std_x_f{169}	=[0.4281388280865499,0.6110151766753783,0.3456422072899895];
pred_f{169}	=[-2.2462451829003314];
obs{169}	=[-2.5618997200824807];
sqrt_r{169}	=[1.0];
hpht_plus_r{169}	=[1.183394891023129];
xi{169}	=[-0.0954539463440689,-0.23229047044046158,0.12351188667676549,-0.08024611984130248,0.059485121549413655,0.10003371907611758,0.5522962456394718,0.15171378327934537,0.13743729925046688,0.5516121974968164,-0.055347076261066164,-0.20137102494833936,-0.3723501939495937,0.24155343192696144,-0.1549658160491627,-0.27244897154040126,1.0130863331832443,-0.08176381929849441,0.21853967205513447,-0.33201179818303794,-0.35860591695913335,1.1905873770524027,-0.03687503479865395,-0.6651985917940024,0.04725602828984021,0.06991429694776441,-0.11769561655168426,-0.21205449648819963,0.4902600816324798,-0.4957544812304122,0.5152321796120056,0.31763212278799924,0.01086044097918526,-0.6933111507061871,-0.6024683719075168,-0.18908644119904672,0.44096569530804186,0.3974622855198633,-0.28430398776773025,-0.6382004747958194,-0.14109475464468924,-0.4481568496002777,-0.06592666872934139,-0.15612077304031802,-0.38222762250548215,0.2006977897543245,0.19391427859215948,0.46882067215606105,-0.07480306171792916,0.11542280080994516,-0.22691341104534057,0.2827281885582771,0.3069611900097573,0.3038123212509898,0.1671957832260027,0.5320971389929199,-0.24734368789488492,0.03682277404172174,-0.11394414333370584,-0.4943055310623232,0.050932663892423236,-0.33655171036914266,0.8284986161698951,1.0148202819730106,-0.2544502615729076,1.2831844561073389,-0.2663579447868747,-0.01784225603898859,0.16269412415908047,-0.2469181061452912,-0.4997067038725711,-0.012571025371266309,-0.4441348363043667,-0.321631961908865,-0.004616170657262053,-0.17046110045235707,-0.11043988222858969,-0.6671627256994852,0.15091191567949913,0.9636710668105859,-0.32804039429104037,-0.23602927727753542,0.3249198549110066,0.25842188641480623,1.3896516098621658,-0.4473851912827209,-0.4735368574287375,-0.15060139523613403,-0.5908287468715807,-0.17177524123818344,-0.40656461602269456,0.07315188441516529,0.3244946662025694,0.160470651767322,-0.16800744160358239,-0.47344809850523406,-0.2505393458168341,-0.08136714581509041,-0.18959909252019846,-0.3805289800742262;-0.1428777021972616,-0.32143076440423535,0.17051566786916705,-0.13487970729142118,0.03985571393295295,0.13913835690488874,0.7942791861534446,0.19123240760680504,0.20012299049417415,0.7493698918291845,-0.08072893684446258,-0.2911337592962555,-0.5361882903780435,0.3559540295717132,-0.22117003133998203,-0.3980117253992361,1.5073299084600382,-0.10728246706360478,0.28463740630140455,-0.4681263027024718,-0.5003961395204195,1.7101744471496332,-0.06098517425082006,-0.9377802357488294,-0.0037966066891255146,0.09720709134703887,-0.16247255858600873,-0.29723851936285595,0.7099599553344476,-0.7082646019413739,0.6792892654840483,0.4408727034585831,0.0017708677072252321,-0.9823210005768903,-0.8463452280824812,-0.26969911002959535,0.5776671655597299,0.5755185202635147,-0.4128025021865902,-0.8942967023071748,-0.20690055182177014,-0.6413587240043963,-0.08102437895282444,-0.21746262188451748,-0.5389280806835606,0.2692436898825199,0.2651040802858957,0.6933755024387271,-0.12136983480347796,0.1626909536975205,-0.3219862808225811,0.400981619861549,0.43303834648923756,0.4407308427968797,0.26183173697796214,0.7515615974121777,-0.3460474642274871,0.06208655721227041,-0.1628466551366059,-0.6931407000061531,0.06486232740638753,-0.46738947978233103,1.128655212860322,1.4689231925270514,-0.34763826875323733,1.8665337053320619,-0.38173135895607935,-0.021666383645125187,0.23807664745325452,-0.34249724776044843,-0.7005413276719095,-0.01335144325869475,-0.6255041181396805,-0.4482837985336303,-0.005190116309301995,-0.23731063585284184,-0.1537081831198437,-0.9508782854219815,0.20333849485739508,1.3648271023711596,-0.46442086830624163,-0.34111905816882704,0.45728484008993187,0.36975288931167904,2.029584782940044,-0.6346482349749634,-0.6672904655587741,-0.21281773656116343,-0.8311437858238859,-0.23290808474729507,-0.5704390196896654,0.10807532288814192,0.4735692179368587,0.22879821064701344,-0.2402277198215632,-0.6663209387152955,-0.3648516530528214,-0.11421365772073111,-0.2862402277957985,-0.5361969924194172;0.1699352003872434,-0.01738602076258644,-0.05716090867669976,0.3134897206481355,0.6361668109618819,-0.020823999900965617,-0.4257220868391336,0.40727099318619153,-0.3240652457650768,0.23041986022520078,0.19333450483393833,0.05827534748081575,0.051782841346575736,-0.49625757697639017,0.07663253064310283,0.426855888238741,-0.8235265733453652,-0.17095307284701633,0.19516285237832776,0.3472532543281943,0.15292641577925536,-0.41150127394491065,-0.012079066800772864,-0.05818115236919752,1.2783306953146258,-0.07352482404789384,-0.3179768833112462,-0.4556611555956316,-0.3656893082006043,0.3442185935872999,0.34516910813236734,-0.00908985834436038,0.13857638759386148,1.047399763487313,0.4292171916363152,-0.11551767823678816,0.3617603165165093,-0.28491769699326497,0.34674091171449106,-0.14581570742039673,0.06992583563452115,0.6211513043618773,-0.2532767435960501,0.1312210485116161,-0.02418808121797511,0.1386184298336346,0.04852138562108621,-0.5606046709311023,0.3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k{169}	=[0.15497353623402166;0.2210740054319464;-0.060463843882454155];
x_a{169}	=[-2.279046499276534,-3.78417093513749,17.845027763336226];
std_x_a{169}	=[0.38951610565781203,0.5563588563755225,0.33801576902652913];
pred_a{169}	=[-2.279046499276534];
% Application starting next step
% ========================================================================
%
%  forecast from 16.9 to 17.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.0
%
% ========================================================================
%
x_f{170}	=[-4.269325720252681,-7.004429974223273,15.225954650597842];
std_x_f{170}	=[0.6389678813633483,0.9798914361443093,0.5915945064227449];
pred_f{170}	=[-4.269325720252681];
obs{170}	=[-4.729986184159465];
sqrt_r{170}	=[1.0];
hpht_plus_r{170}	=[1.4086100459368736];
xi{170}	=[-0.1807737806426637,-0.32447237110639104,0.7759447363012386,-0.7863579771147107,0.07974174319966298,0.3899421810741357,0.7710284493858746,0.6206588844898664,0.09105828705776808,0.5851280326306374,0.3491619954253493,-0.3142584937134085,-0.46266197883917837,0.20499903964768773,-0.3575686801222604,0.21298149619614826,1.4791946674003191,-0.0989704988462492,0.046139464296631516,-0.5516888805269353,-0.6488608408929073,1.653164747007981,-0.08215877144106543,-0.931141214978247,0.032619287617844606,0.08242103312097893,-0.22804695030165156,-0.6380230794000843,0.6278408245845228,-0.5563698548953351,0.5651982146142038,0.49974273415097903,-0.015024751551630189,-0.697646981254584,-0.5846314840067688,-0.06122446974686113,0.3366867679864036,0.4650190523326092,-0.40901343302132176,-1.3258944514095843,0.24171650989469562,-0.5469727539719607,-0.2834629778296138,-0.42403358573708605,-0.35921997873202205,0.36964957474186466,0.23426591630804605,0.7404346502322317,0.17422095956012207,0.38649026959674027,-0.36456078310750417,0.0725457230045441,0.45767847808608275,0.122044609097129,0.3357968851632225,0.5316767980639274,-0.39529209342238136,-0.022777537219176303,-0.06741210683575538,-0.666661803597469,-0.027805032761803794,0.14366033001062029,1.2592348886197526,1.2697636179966532,-0.34195678792287154,1.9369243016942121,-0.48607499477844573,0.7043903131408391,0.20292802469725135,-0.3857974098357335,-0.8080879604508135,-1.0968216557975543,-0.6299944616307265,-0.524479955954261,0.024598956555268003,-0.39645087365799636,-0.04120620338425596,-0.758367330864667,0.1266097596286464,1.2399714024605526,-0.02058790421568446,-0.9871831908732878,0.3811123664902629,0.44605521146661564,1.914352983015454,-0.4003133078750958,-0.6896634465582965,-0.26947305973160685,-0.9667987721599243,-0.3120391307980013,-0.8389295168397632,0.08785708171984119,0.4908510301560587,0.8004829933005695,-0.11514027842614905,-0.40321692372936724,-0.3305013009152553,-0.10499702205062267,-0.20127854434475267,-1.0416376434002217;-0.2618120777968924,-0.49792545796242305,1.1798365403475408,-1.141701672962716,0.18858513233557694,0.5841636073764551,1.1520033885702796,0.9926546891212755,0.09534913384493215,0.9341922335972663,0.5475665004009524,-0.4894205173631132,-0.7233897179709947,0.24948051363645263,-0.548469057820637,0.3464865287518002,2.268820482533285,-0.19863249136672145,0.09247376585275635,-0.8065613531508165,-0.9767217066812144,2.5856851020269485,-0.14133519608149392,-1.4470233685923315,0.2109637716080215,0.11494763816317466,-0.4153325366562193,-1.0561566312104258,0.928367527196249,-0.819892084999088,0.9087723764799316,0.7647823353611516,-0.020377353649568164,-0.9132562954938566,-0.8498806771264755,-0.12899798543056296,0.5587624420286863,0.6824780966594082,-0.5946888842131512,-2.0292256216796805,0.36308715680447534,-0.7667458836829564,-0.4806608383643489,-0.6440397176439685,-0.5853161232100499,0.5651390780441661,0.363912449829046,1.0878939443049234,0.2868133755871298,0.5688206741628754,-0.5459234754398707,0.07321510614490201,0.6879876949295074,0.15777743370264918,0.44828062941824864,0.8002540517956405,-0.6964627448521705,-0.09881689324037524,-0.10971765671749001,-0.9888953245128533,-0.042268024829896333,0.17149305239025825,1.9943761283966595,1.9569148907617162,-0.5977989737640357,3.0369183826883615,-0.7052721636704229,1.0646002555630556,0.25004284838245283,-0.6304107881889269,-1.2532751647501588,-1.6540839826408984,-0.9545134909081678,-0.8484014321152094,-0.003885875955136342,-0.6538121972613054,-0.10336910267376087,-1.0446687893168427,0.1731582962345195,1.9265707725009067,-0.027526790213875607,-1.476799004268626,0.5359423988545231,0.654929073766632,3.002736751008414,-0.5866322398488748,-1.0353605035807973,-0.4417240492393786,-1.493259223468673,-0.4936703655741095,-1.2748092950774854,0.12866350270974447,0.7053190116856047,1.1989757860802515,-0.181358495202387,-0.6843968900273172,-0.4939793545205742,-0.17198262928585262,-0.25066454412442774,-1.5088918352590923;0.2329219646170344,0.17362712317034124,-0.6878839435570683,0.9463869073132969,0.40836366967784343,-0.36062800451195187,-0.8456929543228213,-0.18860284196284205,-0.3314999616893264,-0.18672054658688353,-0.20562912709700853,0.24011432691658285,0.32451278990194865,-0.537162263333105,0.31332068499174426,0.031483558883040885,-1.5052697630568463,-0.10161743738039064,0.14203851144704238,0.6629491992499705,0.5929189520101819,-1.2479023629962942,0.014862599219146233,0.6276157155643585,0.95065376850172,-0.1568505666061384,-0.10966564434198034,0.14437248480265907,-0.7011069784781228,0.6131029345112182,-0.09534157508334395,-0.3769011399723947,0.09699057569287994,1.2601231854672719,0.6778399766437264,-0.1306052324080369,0.08674366243878673,-0.5356337768373916,0.5298384842384589,1.0025897913637074,-0.24111963480062037,0.846933528496713,0.008683034689493496,0.42656795467990705,0.16634070339723372,-0.18307821129180546,-0.1423312596299997,-0.9512978602976396,0.05382866071211545,-0.41708352788803005,0.3721650536410639,-0.206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k{170}	=[0.29008031507052395;0.4443432625918376;-0.24552336746566394];
x_a{170}	=[-4.457261016206428,-7.292308117695186,15.385022689106433];
std_x_a{170}	=[0.5793594388588318,0.8845755320181026,0.5595726034626735];
pred_a{170}	=[-4.457261016206428];
% Application starting next step
% ========================================================================
%
%  forecast from 17.0 to 17.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.1
%
% ========================================================================
%
x_f{171}	=[-8.457073626811557,-13.632924984614565,17.834048690008537];
std_x_f{171}	=[0.8702343477116945,1.0299262765208195,1.6414188354649704];
pred_f{171}	=[-8.457073626811557];
obs{171}	=[-8.877511101313523];
sqrt_r{171}	=[1.0];
hpht_plus_r{171}	=[1.7765620803608144];
xi{171}	=[-1.3806418007354395,-0.3243977010407679,1.1329822960125977,-0.6645056963999938,0.18260784095870086,0.12302073680775116,0.8734088653568852,0.9609017459211922,0.8535657958996046,0.8414897011863802,-0.4037342707566456,-0.36409139635187593,-0.47384284120795783,-0.06766134002950253,-0.3627525211555067,-0.006437629277446177,1.910927813581953,-0.4620977528617445,0.27015290329328856,-0.65418669716869,-0.8927492128162964,1.9744401321193754,-1.844523092188151,-0.937490578295403,-0.8474124674213446,0.5158665533189559,-0.3318488041882013,-0.8407796381136485,0.6613032176713931,-0.4424638150067839,1.578000498749831,2.1806000046266067,0.8589935249193754,-0.4856197006067422,-0.5567863271772389,-0.18812843585822492,0.5093415681882858,-0.594709699175187,0.3424874697753939,-1.0867458932920773,-0.13176322421323228,-0.3872134592928109,-0.1531664874926868,-0.29102885203440465,-0.5910466512266535,0.602991139112877,0.4464131525662953,0.9111566991485525,0.40926144733053427,0.5869177345920198,-0.3204139474696799,-0.0575420659690149,1.6712396625145711,0.16607640846260274,-0.08613986307032562,0.6087497421248536,-0.7972512178960702,-0.004172727818554378,-0.43381383531486506,-0.6907493085989742,-0.3211353425014085,-1.4222868424593553,1.5515697618506072,1.4597769990652472,-0.45317725687294796,1.3353754088278595,-0.3483329567987443,0.8420625650851683,-0.09528007127072513,-0.2606811404524034,-1.9663842159454372,-1.5272898539219568,-0.3559126920608833,-0.6334494007485745,0.29238987660305504,-0.03959629011699661,-0.06677367597231054,-1.910553263490927,0.3062124423455952,1.6040506646800674,1.1502116884289784,-0.7094513472689066,0.7110900838473118,0.43555556495715386,1.919943807312281,-0.6261875822672209,-1.7458732036157762,-0.3061784615492993,-0.8998890112444506,-0.27923065777329725,-0.5911774801628358,0.19476384815160053,0.543969165384131,0.7399023105391187,-0.23835039722920826,0.1567399246514274,-0.6086080396390887,0.1046144679514498,-0.0044370015955941255,-0.9529800974401557;-1.4519368951604363,-0.46531918439892017,1.346516162840377,-0.6831483525364845,0.3151712817543313,0.06439563097005063,0.9475817678391234,1.2232819769388854,0.9028268564454418,1.065127532021938,-0.48039813196030146,-0.4912338310279978,-0.6202622344449882,-0.27902184346064907,-0.47272862207126387,6.295411497063697E-4,2.3764226560897495,-0.6659532360483222,0.3166061513901468,-0.7098909458911713,-1.0095074653187037,2.57356327558972,-1.9024708676578843,-1.144952096960564,-0.5593121955195457,0.5281517257012354,-0.5638152392589468,-1.1483964889309632,0.6844152328646782,-0.5030343612179546,2.063570149047207,2.8412147823436786,1.0158796037003768,-0.32340034817908325,-0.6046483070991666,-0.35218926138388795,0.6654104700907268,-0.7836024866544697,0.4053506495876569,-1.266243899438825,-0.23531203306239767,-0.3517459610184641,-0.3271161970419669,-0.3735504270179071,-0.7792928492478222,0.7019522761626451,0.4902917373691391,0.9653195551215461,0.4884321522292687,0.6074679151534799,-0.40541410024145286,-0.18758817189046084,2.086043679743879,0.07390805868738326,-0.30484700750902505,0.6548307298065374,-1.107649984315902,-0.2012229214858845,-0.5578403208068838,-0.7717538447395338,-0.4207271432478734,-1.6446996317574847,2.0580873369996127,1.802257785644768,-0.7309447262390094,1.683271475904803,-0.38589873158529286,0.9385639106845218,-0.2825208801633323,-0.45468651410064886,-2.0129379204794997,-1.6080063697861888,-0.4501989019250807,-0.8569507313954876,0.21456010200677333,-0.20715031346197144,-0.2205856336453369,-1.6416550846116689,0.27790926117335424,2.0441466420750523,1.3861303289757707,-0.8062420638099983,0.7364065364103052,0.4050085136533621,2.4922597337536754,-0.6947349282414272,-1.7751339818780423,-0.46257267942731417,-1.08263293726354,-0.41849568092271916,-0.7247206836107587,0.14886992141915023,0.49423589863152273,0.7929899315826177,-0.3430287723119747,-0.01322662614511394,-0.7162280902061404,0.046559793822495976,0.06217312551531862,-0.9490127096776302;2.8409511703994816,0.4482669669934509,-2.128070603577914,1.4961278564336986,0.011812931083294842,-0.3506751980294105,-1.8258318017767863,-1.4915448563516058,-1.8530312740169297,-1.3250829788340646,0.7748890172548712,0.5874409470706823,0.7666723300233542,-0.3032807647149838,0.6224483257799136,0.11679157175520416,-3.5134084881537326,0.6272556610123168,-0.4216869248367061,1.3977335556106034,1.7260036173773408,-3.255117958842513,3.7562440322593886,1.6443456254806073,2.5388008585068818,-1.105649595192034,0.25392709809605307,1.2086705393528092,-1.4438582914611047,0.9089946088629723,-2.4662569286006573,-3.6555441814564524,-1.5634122492680333,1.5049431829394102,1.1723742966227881,0.10882226977506804,-0.6835085051766683,0.9381376519347704,-0.5536694718516628,1.9928466881512783,0.12751992476724539,1.0223916143796679,-0.017826402913872386,0.5372054967337547,0.9372681156462761,-1.065370588579004,-0.8628321649815511,-2.0090181558593248,-0.6598921562325835,-1.2372453021862384,0.5843185625880558,-0.11789445372535567,-2.9632708667037626,-0.5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k{171}	=[0.43711508252112247;0.5109461538796619;-0.8150464196736635];
x_a{171}	=[-8.583378314407513,-13.780563208333398,18.069556883455764];
std_x_a{171}	=[0.6330431948219072,0.7560567761376571,1.2095902533191807];
pred_a{171}	=[-8.583378314407513];
% Application starting next step
% ========================================================================
%
%  forecast from 17.1 to 17.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.2
%
% ========================================================================
%
x_f{172}	=[-13.56880768510236,-16.67010183417584,30.201292277973376];
std_x_f{172}	=[0.29426644828589177,0.8389774710992379,1.7059474887601038];
pred_f{172}	=[-13.56880768510236];
obs{172}	=[-13.722111111752449];
sqrt_r{172}	=[1.0];
hpht_plus_r{172}	=[1.0867664294721289];
xi{172}	=[-0.13112971306386,-0.17563102350932702,0.2024815253292136,-0.04997593812124457,0.010911617402399543,-0.06517197056295387,-0.40615585152630373,0.26624666208619097,-0.019469578503807483,0.7323378675779395,-0.17717771778807823,-0.2751558106705154,-0.25373420576752537,0.2559620752299985,-0.0963902058867987,-0.037952157951473,0.9209823065706306,-0.06718898745408275,-0.021266818684129163,-0.11471182686600478,0.09463483038292786,0.6498708662731971,-0.14220872826250996,-0.28139908526819113,0.30554988768544966,-0.02179543409613771,-0.23978545975447396,-0.24430519248493,-0.07084491266721393,0.3099908366816617,0.4990866080663956,0.7604001179001436,-0.18012911185827996,0.16548892969143836,-0.049002087708286624,-0.05896173913900071,0.16827999881317268,-0.3388036228799187,-0.19307197416218536,-0.20211518870727474,-0.121261504071283,0.07020184530851381,-0.17409752342415885,-0.16109995476798034,-0.14392741272183507,0.011544711423136178,0.017762975939140446,0.7661790805250224,0.13632744261541774,-0.11182684326747605,-0.13898893535232304,-0.18347973742246992,0.43351229752310694,-0.13215999591346517,-0.24406157406840023,-0.06453198562127582,-0.3915005131516551,-0.49503067989983585,-0.2439592217088702,-0.09757065618645022,-0.12239214508742968,-0.3188573954902072,0.5571177721874783,0.3675648843249544,-0.3294391445365896,0.4341005542861165,0.0297426093929829,0.4317689217233234,-0.05458100987864789,-0.2423272031579362,-0.16717359029443202,-0.14153093525785465,-0.06822200502860909,-0.3609290272815695,-0.45147966144356566,-0.46146662434594177,-0.06849488741856291,0.1600960304980159,0.39941301990155686,0.6991210954146467,0.23165780116951318,-0.18636176173289343,-0.04630299355319423,-0.0338537218071,0.5237382673350961,-0.004638973105985045,0.1392033636652279,-0.2322479455361144,-0.2638513296124785,-0.039911664824259674,-0.08556280055966248,-0.11121125679374266,-0.10801867400546605,0.01400754673499982,-0.12030534947553484,-0.2856911858583029,-0.15450162917756494,-0.09508476418066891,0.15009014360674477,0.2560940671007117;1.4363131668712157,0.016125369409451196,-0.7751981323875015,0.7165177906549136,0.6595865167417791,-0.30028324045613886,1.3041949338982448,-0.35699299195915657,-0.7446079022628744,-1.3464290840312891,0.6122125434241283,0.7223583895548931,0.5280396466901287,-1.7478888931006935,-0.021703081219936138,0.17310648440897225,-1.6747214179335863,-0.593948312854625,0.038115064311512015,0.7745574385433436,-0.3387288081421005,-0.7787308623060234,2.0128984341518095,0.7705899517145429,1.354554984572971,-0.49360076020234445,-0.3055330498334392,-0.2550872029869957,-0.4934953565221818,-0.9146349668639431,-0.4953808735154652,-0.9418203908992062,0.6850814389878721,0.7950529882784387,0.36859379612186416,-0.6548929680094844,-0.16382790210343146,0.8399169856800981,0.8620983295270861,0.641792677680332,-0.12865572963125516,0.2890303965033816,-0.41119503186508055,0.4041194426022692,-0.11189547591783366,-0.13685279734594147,-0.35872419459867544,-2.1313583556856877,-0.4302554288359488,-0.1879769836607359,0.26624331802287315,-0.1384443531938011,-0.9045659920001974,-0.3593662325313147,-0.4723631627423259,-0.27038792763672603,0.34620503127330693,1.0056601902022226,0.6054091214662307,0.5294832807958372,0.1071767212230732,1.405078516686583,-0.4875119160513286,-0.8776782227991475,-0.11720668709830306,-0.8444651908466696,-0.056514958038210494,-1.4888712361352212,-0.8878838069865331,-0.0691612040646703,2.417577421412169,1.5053652556225519,-0.050513624388745626,0.726336046204592,1.261201173537911,0.9821161587588989,-0.6605313089203051,2.7200041306816924,-1.4215688694292758,-1.1399567042520395,-0.7261180788074633,0.871954157150169,-0.54836521857872,-0.6382288230271485,-0.6176737022214738,0.13603291209233248,0.47517156190759735,0.21326817506271567,0.8137526939944628,-0.4868585041493816,-0.021809705951440606,-0.12854217718021843,-0.6720267661083099,-0.6704284986859932,-0.022350087269021657,-0.2683716924773627,0.4993696122587892,-0.19613300953861668,-0.18057934800549447,-0.17336504443684575;2.0917090139985213,0.5672828511900256,-1.524703674682847,1.0543059837324869,0.8377717026015041,-0.10649732412848678,2.6754998345375505,-1.1622880075334265,-0.835777729058325,-3.9304106353741624,1.2891722357987057,1.6791357959988282,1.391211528150027,-2.9956786618026428,0.3079117687506532,0.394073468353195,-5.069994431666402,-0.4845403699530486,0.17225724733393122,1.2916764227943638,-0.6402618532708253,-2.9082394640154163,2.738943519859543,1.7561516069916934,0.8384957982422669,-0.4988396859343034,0.3695815161661038,0.4422666613920576,-0.34746918779195823,-2.0199983532789254,-2.0423561802708825,-3.495777903424596,1.3552528375544526,0.5606306568766577,0.6530552223319361,-0.5852221322579858,-0.6165004834277745,1.970490625830795,1.619270499294032,1.3772016828760556,0.2444575564135647,0.21066774307432112,0.03614553514360708,0.9980454823334775,0.3182993041325908,-0.146018816849093,-0.4302390064528723,-5.219692559297094,-0.8637030176177909,0.1372445330053722,0.769398144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k{172}	=[0.07983907776234275;-0.13840160081304;-0.40982615912273046];
x_a{172}	=[-13.579166306840547,-16.6521450907995,30.254464662722132];
std_x_a{172}	=[0.2852899260632233,0.8344259093759511,1.673064174805205];
pred_a{172}	=[-13.579166306840547];
% Application starting next step
% ========================================================================
%
%  forecast from 17.2 to 17.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.3
%
% ========================================================================
%
x_f{173}	=[-11.849367261272237,-5.780559500996037,37.033691613743244];
std_x_f{173}	=[0.7795947691685678,1.2085041772301581,0.6496831955471525];
pred_f{173}	=[-11.849367261272237];
obs{173}	=[-11.506944554623098];
sqrt_r{173}	=[1.0];
hpht_plus_r{173}	=[1.6209498398713396];
xi{173}	=[1.142366727403397,0.4090326939646083,-0.7626610251296508,0.7929306910072107,0.43277179348178585,-0.780328309054438,1.094014443292231,-0.08055822054556394,-0.8437226875745676,-1.6861092260651223,0.6427386596795106,0.610751876789978,0.5610577563711203,-1.4307902178679655,0.04088677393273521,0.2753776347802628,-1.9579032362805329,-0.3641888284249557,0.12426585827350856,0.637655685233133,-0.25250595818319255,-1.325441868673506,1.5056662667423666,0.614194543499428,0.6655986991974441,-0.7003272773258811,0.007937232480635714,0.013289959340708535,-0.28199380850986877,-0.856535652996083,-0.6121997515224873,-1.1929568993096336,0.57321885251576,0.5298892212259823,0.33147554056279915,-0.05094687482811544,-0.12831053126997638,0.9599209281041201,0.5862230375478426,0.5946019540966017,-0.04658213659186572,-0.04666356404073113,-0.01981810655859917,0.39888579966392435,0.05695377748003594,0.008846832890235135,0.03334718158608396,-2.2532201252567,-0.29325798203901776,-0.06064038014853956,0.6605150858275675,0.1772786899876717,-0.9542828900909939,-0.21271196463309572,-0.1311514013425672,-0.12414096606377711,0.5705634197548655,1.4332621974698547,0.6163878478520584,0.4040553833250726,0.039896347570927304,1.382042201665941,-0.7283302589913436,-0.825004241324514,0.19192934194200006,-1.04754072125165,-0.0774145738809402,-1.4088665330842112,-0.662074105231568,0.30315923320744176,1.9944939452210466,1.0505229543043146,0.04137791568517635,0.8087769007059542,1.1241306491446839,1.0327517098496841,-0.41021887132090384,1.7739758888674224,-1.3162127132121864,-1.294646198463763,-0.8112019838179663,0.6759678706070833,-0.30137288852311706,-0.3062119092443307,-0.8187487798893383,0.1838203645802423,0.29021788993835607,0.025931261498476132,0.7606567376150792,-0.2662644447976952,-0.07274384532346545,-0.0031805736219805425,-0.544866736974484,-0.7894117368980176,0.13416873412859154,0.07502141363900172,0.37428696250236015,-0.18998956995538663,-0.14900452688169707,-0.29583626501804794;1.3857047315611037,0.9036112038735693,-1.1206096986788472,1.0781902820611071,0.37404128174624773,-1.1589504448287649,1.6419373017194605,-0.22091353918652423,-1.0582993860385246,-2.979909661463359,0.9805553905436808,0.9467428513231004,0.9439821296761739,-1.7709872399426594,0.16328344689002172,0.425726974262993,-3.473024918393393,-0.2414900637878583,0.2109442525911991,0.8074336369947703,-0.36265551074869506,-2.6091106476982704,1.7455411692669065,0.9327594446206158,0.13878279444832486,-0.9522526425536899,0.42688694468963106,0.4095475262727657,-0.15720772656532578,-1.3388485030106736,-1.3368437730657243,-2.3924019336670126,0.808151771013133,0.3314964214537559,0.42929901830568173,0.33779645962642135,-0.3165980913406292,1.5887870286990982,0.7517643752808949,0.8955960317908653,0.09527661275121257,-0.3251637870016504,0.36827596156784903,0.639848041398988,0.3018805666523541,0.0717052411430652,0.23996418249031848,-3.525005253360905,-0.42560442643576213,0.10206706747784011,1.1617896959597998,0.5763543296328324,-1.6376911541822432,-0.04955319848510431,0.27662523726540567,-0.014500466586144789,1.2054730964410592,2.498225518428062,0.9965156375630455,0.5165867300500366,0.11751279404075454,2.0211476509215682,-1.6089165463442834,-1.3556645313071147,0.728593487539511,-1.838716288791657,-0.14871953798526594,-2.0764984372693807,-0.6163726220873054,0.8115029461971464,2.4762852467254546,1.1868746018880643,0.16736484808366203,1.3805712499801857,1.7523759255465592,1.750425654838101,-0.294196329409834,1.601627709879847,-1.9216386001333268,-2.3870839819780025,-1.2755015439632063,0.8969222056843487,-0.1847846541756919,-0.15698774143023186,-1.6632141546395722,0.24775151023515996,0.10236884426361836,0.14300174768405416,1.1584819415253929,-0.16286313067437597,-0.03629411352909084,0.1752684389203738,-0.48656143277931463,-1.0375455987399445,0.36631527091283633,0.5672667749709213,0.5283283610730818,-0.14369895579894632,-0.32930382053545326,-0.6969535098503439;-1.1235159692068493,-0.11229552887953531,0.6040822738241971,-0.6955351063634296,-0.5583810038645822,0.6202975520704754,-0.8489246991030797,-0.028193044427382574,0.825172099604643,1.026438261992162,-0.48987304337160964,-0.4651978313238132,-0.3629462979084934,1.4677503030352455,0.03798310881079203,-0.21317529815214442,1.1925622455724465,0.5081875208342339,-0.09185506172322988,-0.6159355117577334,0.1919161091342403,0.5745317026988914,-1.5236017357642027,-0.4775162863473028,-1.228746493327371,0.618254806747899,0.2956827594530793,0.2716870904007749,0.4068527918743996,0.6451265285070207,0.12701336251133455,0.4543602796811044,-0.5026027216137408,-0.7857048919482494,-0.32802681344696083,0.34839327644318274,-0.011900481587545642,-0.6194234225776967,-0.5751581304304878,-0.46758061731564027,0.15108837895249394,-0.19558789518811892,0.30685452196544105,-0.2939184196501188,0.10430404617959255,0.02152982493782929,0.11367793710758889,1.7935908966877179,0.22652000198760192,0.1735183989730018,-0.3574630421543432,0.08818201297804507,0.5956734349484236,0.35857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k{173}	=[0.38307776378856145;0.5732883099517914;-0.30107798848082457];
x_a{173}	=[-11.715951833378622,-5.580898981883157,36.928834447758824];
std_x_a{173}	=[0.6057437200971987,0.9595264089807292,0.5215096992920554];
pred_a{173}	=[-11.715951833378622];
% Application starting next step
% ========================================================================
%
%  forecast from 17.3 to 17.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.4
%
% ========================================================================
%
x_f{174}	=[-5.2894346517915185,-0.10235116378163164,29.90360117110135];
std_x_f{174}	=[0.44008630993653497,0.27492639389343904,0.7471148038197218];
pred_f{174}	=[-5.2894346517915185];
obs{174}	=[-5.124846769503309];
sqrt_r{174}	=[1.0];
hpht_plus_r{174}	=[1.1937996591253441];
xi{174}	=[-0.11066252413096844,0.3391764044469854,-0.5260796262489489,0.2889552043216055,-0.2605375070252327,-0.29719412594396477,1.3437025462782883,0.06671664116239295,-0.22597515758120945,-1.1219888974041856,-0.332351423481553,0.47705500643504983,0.2971135319188063,-0.08796496150867661,-0.11047009722521395,-0.25459298714384104,-0.7833100109707871,0.010679497516414393,0.03471862487221333,0.09356443722718133,0.27189363601771177,-0.9109560051124088,0.20413131239505322,0.23906263790966964,-0.30969850208919514,-0.12710772778779234,0.2705681901326855,0.32236281622603613,-0.24076952370046278,-0.4833625767156029,-0.46198144148257647,-1.0139473276748578,-0.0784288257330239,-0.19593376795361284,-0.16761838856794586,-0.03320804979304537,-0.008933643859255547,0.45426891489595,0.11553386732943505,-0.017139309930517044,0.090513325161786,-0.01931754557688059,-0.11605527787738801,0.16084774797467016,0.5805484186587462,-0.10990878015212857,0.11020517583519762,-0.8390357468863998,-0.11005430627795665,0.0687571349268623,1.3095721054288134,-0.5110803435705868,-0.15074730122664448,0.3507760392464263,0.2925567347204989,0.2423531407895574,0.6824965910040666,0.6644757057090036,0.23692233952299802,-0.1510060938180109,0.13797302602332273,0.7827405030689176,-0.7744019338606503,-0.44983017585466456,1.0016129980578556,-0.5630773821733408,0.1015248824941386,-0.5046577016302116,0.027780371822720973,0.16203858456587028,0.48899068617104735,-0.4351529563848908,-0.06126917695909473,0.3154735200563712,0.8698260887312843,0.7135665535783229,-0.02413368967674412,0.06348970418931454,-0.31511109629584233,-0.7569794209249379,-0.23528779445518389,0.10738650777117353,-0.04639217778992144,0.0713310509359033,-0.1776365530786288,-0.42754066164218596,0.18401575255998548,0.23357724426495352,0.3090692573769447,0.29933814154546123,-0.017796602973802145,0.08336882091279563,0.08546634726603397,-0.47929472124101746,0.13999578550097969,0.2430398728395211,0.11959186231997432,-0.5085168003229175,0.09774837415672533,-0.3139770145587022;-0.3519603231372622,0.1987956574460238,0.1589024779317147,-0.17257368883805244,-0.28459713080064364,0.04703284981723527,0.1618814483801895,-0.1671599560594633,0.2504687586718276,0.03413661867060781,0.06951686071196364,-0.04370394864737456,0.027543510416877123,0.4151676695717109,0.07655044366042499,0.030497779231807284,-0.3201658044587905,0.26166868954393263,-0.03870013293061411,-0.20493160904086535,-0.07164638060883816,-0.3870139323627676,-0.5200393913716418,-0.06252565051907075,-0.9091780164548526,0.07979448744762951,0.3278327746753479,0.2982333173574977,0.30947515965881145,0.06039999704439631,-0.397983008283495,-0.3246384846413354,-0.09226152283397357,-0.49769957462753833,-0.09472874815335047,0.39635314328336924,-0.18966903401558435,0.07933799218706364,-0.19436815328214582,-0.04438112362498134,0.10240271012813014,-0.32616699789786996,0.40617614241866484,-0.03879169066098728,0.1308008111169868,0.0295286962691325,0.12370603648380597,0.2726130955988574,-0.01881850988014759,0.12962658789772016,0.2809941796852884,0.5065367322007464,-0.23259755774581956,0.17363496702981188,0.3898814247195642,0.08829678486990303,0.2702093362897451,0.32713949142764875,6.677410765133784E-5,-0.1218492001350886,-0.019665099983039072,-0.035735665001256606,-0.36699031614177846,-0.0411920873910889,0.3991134528220628,-0.1620548080468794,-0.10113900680277876,0.19240648950664563,0.3414465927821933,0.2933531826715663,-0.44324324707038243,-0.34548965231004347,0.06318319981211482,0.09291546228905516,0.06432151458524255,0.15658203162995768,0.3007267535898795,-1.041342148447904,0.1206839859154336,-0.26840051902008055,-0.05857775159796533,-0.1855232316093605,0.24145345369397775,0.24548905902281457,-0.4774147446914907,0.04654827594909327,-0.4080800811528794,0.014650530345957882,-0.05581409752392208,0.14802176212697984,0.011874919979395465,0.1081015057978022,0.2781838180821875,0.2817674896048925,0.09281655881382189,0.37076742910439386,-0.10571987960577164,0.28438198148167837,-0.17742205022323684,-0.2620388979268333;-0.14062272841769996,-0.3787124084155984,1.0529573159146643,-0.6730125718556188,0.17432641202901777,0.5753895413524326,-2.2513781284538084,-0.2941681018905804,0.6275786020807423,1.9434906627064379,0.6460590944152784,-0.8801216738027549,-0.48638080985616483,0.588608624127616,0.267800490272986,0.46977887360714377,1.088066136343464,0.24500321051343832,-0.08810804097462466,-0.3579712039471161,-0.5542619017502766,1.2161383807564405,-0.8815492721985265,-0.4671565192031508,-0.37704114662522414,0.3064317337021052,-0.14234928395680058,-0.24998055736669045,0.7012150291569057,0.8932773598806243,0.3966235364664925,1.4332655724624281,0.04514622751952402,-0.1573702307239273,0.20181087571999967,0.44913282744600025,-0.16747684063698642,-0.6921117900069049,-0.4038423478344413,-0.005244741408230169,-0.052194071531857844,-0.3040703019686255,0.6037712113389553,-0.3080145289146259,-0.8748022383397611,0.22400056584020334,-0.06048618887553303,1.7144813278190263,0.17461255615988236,0.007723964257344562,-2.0128522858083713,1.3333411784741962,0.041223103108716685,-0.4337939174223955,-0.11017796332740204,-0.32804313376463057,-0.9009352356774585,-0.7800626848351584,-0.4043022896313815,0.14135258768838455,-0.269730255577759,-1.3851910538818544,0.9825246355661896,0.7346038534982569,-1.3365719821774675,0.8223484503520773,-0.2777670576023823,1.0582897398954785,0.2983657338507264,0.020676030530903944,-1.2954581681552106,0.43182674272016186,0.16628835155707478,-0.43522155438627763,-1.4637695804692896,-1.0908020773119667,0.34232997501568363,-1.187047424264513,0.675623238651319,1.0566857527490363,0.36496732693063905,-0.35029000816810196,0.32113917624728217,0.13219010527082276,-0.1653206338965063,0.7820585484731666,-0.7558983686749059,-0.39160278763177914,-0.5760299658435777,-0.3675364569870574,0.03938171060286422,-0.034134473527767994,0.14108280160302655,1.0903673046269446,-0.1471298560789691,-0.03865465497160159,-0.31258147481190335,1.1349995968494433,-0.3486688575913526,0.28964575528101477];
k{174}	=[0.1623385110256561;0.024889918441974176;-0.25715081022638137];
x_a{174}	=[-5.252646503957401,-0.09671076463396582,29.845327247295458];
std_x_a{174}	=[0.37709631855440784,0.2780386605286614,0.6316325243606361];
pred_a{174}	=[-5.252646503957401];
% Application starting next step
% ========================================================================
%
%  forecast from 17.4 to 17.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.5
%
% ========================================================================
%
x_f{175}	=[-2.046238439758357,-0.48718608302054295,22.89503075875184];
std_x_f{175}	=[0.22784240156745938,0.33535814571571615,0.4541672992476442];
pred_f{175}	=[-2.046238439758357];
obs{175}	=[-2.0376538846422654];
sqrt_r{175}	=[1.0];
hpht_plus_r{175}	=[1.0526342139349967];
xi{175}	=[-0.2673636929614185,0.14372944887963413,0.09393037258080095,-0.10361318708904399,-0.21829806796935713,-0.02742081598012458,0.31625621798971215,-0.11900342346885884,0.14445326794347557,-0.024141034265169115,0.001831871312418798,0.037888676974410895,0.10001282022314673,0.2816733557110762,0.03232096991857336,0.035605364907672854,-0.25195635541239314,0.1480244303167857,-0.09772186689461737,-0.17504419988628284,-0.11677992233595536,-0.36312094141582385,-0.3515481739105999,-0.13954603127456355,-0.7167265948997654,-0.007380098140134628,0.29298177802479053,0.29819157425042886,0.21762616288252912,0.015397228669705498,-0.34528794086516346,-0.36113488761168977,-0.08011845595204292,-0.38733448433198037,-0.11087140925574346,0.23536714535383374,-0.1392665647124729,0.06939824121686788,-0.18946930767089265,-0.039835237562589665,0.0747427673340284,-0.2614971353752993,0.2911808931579656,-0.048117575775215915,0.2191889561951983,-0.0200515105335084,0.09649059394649306,0.14057010525828884,-0.017870498055064132,0.11310819601845701,0.41316620107665303,0.30177627728241885,-0.19679970657402723,0.12075754698277374,0.344832160877784,0.08133180102643234,0.2782465559318643,0.3161646390381425,0.0453265034658239,-0.1255739374254694,-0.06416915177498339,0.06335378511703493,-0.4063790554707456,-0.06712017682237326,0.41474022121929033,-0.16076995816581663,-0.04673971869562932,0.10836309913886821,0.22200043866298125,0.1896417669879742,-0.24549864076056505,-0.29548815759000835,0.04617538270221333,0.09627696844830846,0.14205804028645796,0.19406404035786284,0.19180085829775217,-0.868478154101846,0.039650251992843444,-0.27131362844344675,0.029758850538392778,-0.07113611548003673,0.1807745390941029,0.20256725966448985,-0.39069289450775946,-0.026173884996346874,-0.2759432781795601,0.1303518287023251,-0.006809130627392079,0.12452188419743071,-0.007082801432046093,0.0783317919187021,0.16198511203584265,0.2571902044815677,0.19948469775666178,0.3708236615194105,-0.0504565439400837,0.12195160654551307,-0.09288601847813016,-0.2174080473421487;-0.40744496342512665,0.1515783329859975,0.35045712764350856,-0.32824215283218067,-0.2779101818573713,0.2025498787627067,-0.2501233528094123,-0.24576887083450422,0.39676659785185586,0.41620788757221533,0.22204610419866172,-0.2465189377408628,-0.12146658112819847,0.5412204618834704,0.1307292258304139,0.08883091272944005,-0.12435965905399343,0.3431580965841516,-0.011032613578149275,-0.2695741142249845,-0.13187284021526685,-0.08898554226277805,-0.7567382337684583,-0.06499004377149814,-1.0116740747418367,0.18649573410456788,0.2803408026256963,0.21310514940101166,0.4309927769646696,0.2408888537641942,-0.3156151311551248,0.1032459832130645,-0.0890331554540092,-0.5579113396339312,-0.04154828333177557,0.5313085372063269,-0.23774906317692762,-0.03813293297948178,-0.25222004074695675,-0.0564100127966593,0.0859947572067204,-0.4101992243020665,0.5194385502529357,-0.08415320247402408,-0.08016807474413351,0.09759625378068865,0.107664497190961,0.6401192441813539,-0.003726905784205703,0.1113382076067394,-0.0791245164325855,0.8037797662020099,-0.22664521184455771,0.102079421731952,0.3420481714947564,0.01695413097676579,0.08762198870930837,0.18102320117285992,-0.11744715421450919,-0.08188915948435099,-0.04449435011358166,-0.31595279025595074,-0.02044880530873311,0.11072663219286882,0.1624704016183514,0.004881316162334115,-0.19221511566602106,0.39663536323945225,0.423633244340001,0.31505545862652173,-0.7598406019754576,-0.2456414049541728,0.08711573518215593,0.002783791117384027,-0.23330741815021067,-0.0658857202154362,0.3817836782743605,-1.245570651764955,0.2816287239671764,-0.012689733631249756,-0.07748833636745217,-0.31688320815298004,0.28968001402654825,0.24581551268067114,-0.515789727208722,0.23845261205553758,-0.6035160060410929,-0.14265671445714928,-0.19037357849706732,0.07053419306866865,0.028104261183209023,0.09764852445295902,0.3475981544123752,0.41483834967344163,-0.02291538915043273,0.3190856646051178,-0.19388561764534223,0.5732665068270082,-0.2950961435992146,-0.2139919075799938;-0.041928040054799,-0.09180154012787156,0.4053928214294835,-0.3442601539121739,0.07685040801866094,0.45816266986260956,-1.459831404348133,-0.15379741737405794,0.3757789347230549,0.8091941179004927,0.41400872906140407,-0.5959500148327912,-0.5051920999503885,0.3033274367443788,0.16253850866484854,0.08588054538706302,0.4555688436535732,0.2619966036439507,0.23092065485073476,-0.03241613655377762,0.06134842095659465,0.7778198739517386,-0.48163872068075264,0.2638498625303711,0.048569314004826225,0.38586706279586025,-0.23680773424196033,-0.38732070299696986,0.23033029412651373,0.40202068097012855,0.3139025788044201,1.0911108339612134,0.03761181635769972,-0.014474492820024665,0.2254744741080117,0.40237494235662297,-0.06140879358741813,-0.22910567350353261,0.021824846828437217,0.004418025579511209,-0.024983955521282297,-0.06996607103743457,0.23618619698387988,-0.02697105424684665,-0.7634713757153477,0.2408158587881566,-0.04716062651502284,0.82182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k{175}	=[0.05000237807038173;0.05475423437810965;-0.030984846010088753];
x_a{175}	=[-2.0405337009094406,-0.4809392079707245,22.89149571778814];
std_x_a{175}	=[0.22689204479624672,0.33236848705876143,0.45589404375238096];
pred_a{175}	=[-2.0405337009094406];
% Application starting next step
% ========================================================================
%
%  forecast from 17.5 to 17.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.6
%
% ========================================================================
%
x_f{176}	=[-1.4541652610901543,-1.6125232452649492,17.6843125575483];
std_x_f{176}	=[0.3311868543093102,0.5083467219650406,0.3373351555766499];
pred_f{176}	=[-1.4541652610901543];
obs{176}	=[-1.5199116114579214];
sqrt_r{176}	=[1.0];
hpht_plus_r{176}	=[1.1111724835386236];
xi{176}	=[-0.38378034871707434,0.19712877189316624,0.30639342513455414,-0.3173167060746567,-0.40044027774220203,-0.0027230607066863755,-0.08379432516419394,-0.20018007900508605,0.32318126647280887,0.3767538661231151,0.19178567525038637,-0.20423351056738803,-0.10347417371926682,0.5150625316612749,0.12049660579632993,-0.0032248426230037097,-0.15598077075179595,0.39924475230583756,-0.05005106363999512,-0.2791701619820386,-0.08767800621783861,-0.09216077092425223,-0.6989836198512276,-0.10226872013511734,-1.0416501854398252,0.13369157240351703,0.290816009517874,0.27710271990291924,0.4137788847883346,0.28639064779844325,-0.37581737120866054,-0.0494617538970068,-0.21631522920199187,-0.5523721699738726,-0.08476138970757296,0.48800600376550096,-0.22945950996115339,-0.015367749221534277,-0.2836121070522861,-0.0800760144141972,0.06068497294279296,-0.3505557605914509,0.49997765731218946,-0.1164144791152093,0.12586717836387185,0.06191626643876913,0.13545719134104872,0.5214677165493216,-0.038925780599950555,0.10128315369633478,0.06149401434762014,0.7854414382613953,-0.2753686850860593,0.12876969032283436,0.36709780788504376,-0.11883104716039394,0.34392401105139525,0.21346706084802403,-0.08957034351471038,-0.10440509978795065,-0.03480646771188822,-0.2390086575916459,-0.15426659298173373,0.10849103425205708,0.33416529180136645,-0.04687403644997623,-0.18614130221604452,0.32955581121729716,0.48673884731091144,0.21129017717178766,-0.6997280476790488,-0.2719359669001913,0.030201499229031592,0.03355733219169643,-0.08864815084459332,-0.01271403392608339,0.34264354021421406,-1.1588980918816316,0.2361215730411541,-0.18135283270216918,-0.06285200973438698,-0.31748128199715,0.282069306148351,0.213884479314145,-0.6985929667877449,0.15478285709383366,-0.6468867484691614,0.24206247148161752,-0.19970227738573398,0.1712259711362485,0.01822110989044945,0.087480366523083,0.33775912650661555,0.4180434356800713,0.11005082975947733,0.40824974938431846,-0.16643885873704423,0.4675668358619409,-0.30846390135563806,-0.08762519827694804;-0.5695104219475793,0.2747790895475455,0.522648574914296,-0.5305156907023516,-0.5621806967889178,0.09479491680475971,-0.36913615814942147,-0.32855796245150115,0.540902645357396,0.6956149993274505,0.354196296283662,-0.40931146840453225,-0.24990063204406288,0.7923539370920621,0.20428051964205807,0.015510026180029612,-0.14629853993480357,0.6182087994658009,-0.03491541437972101,-0.40987895376576633,-0.12600674807762147,6.855859093088945E-4,-1.122904765160344,-0.10680200711140198,-1.505237475566998,0.26582817991465557,0.39561595288091067,0.339350079600081,0.645781596209193,0.48316141207309715,-0.488473967641859,0.13462378713509993,-0.29935120309063135,-0.8149743609939168,-0.07560942950634653,0.7801959909078252,-0.35655254963025707,-0.06771276059891185,-0.39740932011557106,-0.10998860049865078,0.08773054539118097,-0.5309292607299576,0.7707814802187845,-0.18701165340809434,0.04386883262392427,0.1366342717574447,0.18157124031629435,0.9085420918531412,-0.04364290546451932,0.12986029282511535,-0.13222903130940455,1.2603692262303086,-0.38297316540150206,0.1654530083199881,0.4914345986301347,-0.19124919213995484,0.3955642902559755,0.2325976350897696,-0.19373373619762435,-0.12026343675941575,-0.04328601521198849,-0.4974210425851271,-0.02840496183301311,0.23277453324919373,0.3506577838011171,0.014524097091037858,-0.3174936060730593,0.5646311408668716,0.7414256452254988,0.3360217100692595,-1.1793568600884403,-0.33398801767802255,0.050117187277151753,-0.004491117569783265,-0.2911746312141783,-0.12709694303593255,0.5383840172163608,-1.705479772391925,0.4212766602851219,-0.12574646274833845,-0.13237669921898787,-0.5355553904208468,0.4261918551885182,0.3017463618841567,-0.9830971189876543,0.32069240028217316,-1.0112311495820165,0.22625386006081016,-0.3545462325926514,0.21261318409040375,0.043193951497716654,0.12197821243697593,0.5352748748021467,0.6330180766055128,0.050833550069776745,0.5320246979341792,-0.29244212136489023,0.815911725715542,-0.497750717061193,-0.10828506077713729;0.04629540492818762,-0.1299858539144445,0.2300367815951141,-0.1768279708394438,0.19242242235558749,0.39869051527338684,-1.0859953630947743,-0.08086596267865076,0.22488982350764175,0.49352940159018743,0.25074698244444704,-0.39794385060807613,-0.34003710469086457,0.12637235535661162,0.08674711491334008,0.09662881912521115,0.3573814849419925,0.08117084411617981,0.18353754216376927,0.043444833718925935,0.03946221349708878,0.5562654684977026,-0.17667202406670413,0.21790391820532662,0.359751000339422,0.2534599439809533,-0.23932381338995157,-0.3561392424528762,0.08564625887624544,0.1985924472764502,0.32122559475727286,0.8211134198145942,0.12304055004696224,0.12619389872216757,0.18066757661147292,0.2028775040918731,0.002248182012731803,-0.1724288041491775,0.08687373047726865,0.020856683418077893,-0.03186054158748064,0.003039887898111715,0.0792068689398242,0.01388079880675619,-0.6457222019725641,0.15108797334981006,-0.07559836174109336,0.5175780737977469,0.041885190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k{176}	=[0.10004970892060365;0.1516017653715863;-0.002974843057235356];
x_a{176}	=[-1.4483708875657195,-1.603743237156941,17.684140269672238];
std_x_a{176}	=[0.2918424949998789,0.4506881001953628,0.33717319262158224];
pred_a{176}	=[-1.4483708875657195];
% Application starting next step
% ========================================================================
%
%  forecast from 17.6 to 17.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.7
%
% ========================================================================
%
x_f{177}	=[-2.1694713794798512,-3.48884168321788,13.953409505141481];
std_x_f{177}	=[0.5241847175089555,0.8641958285916542,0.31139722755137395];
pred_f{177}	=[-2.1694713794798512];
obs{177}	=[-2.3197324728362214];
sqrt_r{177}	=[1.0];
hpht_plus_r{177}	=[1.278824352416453];
xi{177}	=[-0.6335761203710835,0.2731898524202314,0.4183912582313767,-0.4860209625424754,-0.24676892136955075,0.2507970582827028,-0.33989780442769746,-0.3654382555376068,0.52621135238615,0.6548201964989915,0.3866049683536976,-0.2778012304402382,-0.2947006469398814,0.8138946579129782,0.02741111186344236,-0.01590048766169616,-0.3122251082803449,0.6252137004885163,-0.15561331037661263,-0.16251217990329225,-0.1071094804651338,-0.12318949071766427,-1.1959331458450007,-0.21857945762807063,-0.990525094782559,0.16042500773731883,0.4195893484853541,0.29139093490732715,0.7608762325559164,0.5671065795933159,-0.5225004650466087,0.062031341840698584,-0.10188691493085367,-0.8498331445250162,0.17067988417414992,0.8161468891229666,-0.4059615510560719,-0.13531593744009118,-0.7196351463930801,-0.020369334633804748,0.1992007084662082,-0.6353582097583859,0.858562503432805,-0.2852692363134004,0.1316234231206832,0.04211397701924513,0.4771094597812957,0.9958237114402795,-0.14117367052374075,-0.0439490099352402,-0.20729488675216112,1.3633461011141645,-0.5317456698320768,-0.14216873921538165,0.8248119861097216,-0.153714302409107,0.41483037344555207,0.31500893723661694,-0.2877205484995402,-0.09195938755296229,0.08293125954357938,-0.5244285367336396,-0.026534908370700716,0.3214315551472573,0.2673188555664756,0.21857421827691015,-0.33987260829491683,0.46779570490429245,0.6974854699580739,0.14390331580728466,-1.4378672352589286,-0.541749293566526,0.0906585855622355,3.892032513301835E-4,-0.3106468980905186,-0.1355794144555218,0.6292652661664837,-1.7758237569458433,0.4306220579067592,-0.17599114214543965,-0.17597289237224256,-0.4738592696781305,0.2925841224582566,0.4090557542352944,-1.0630465380722618,0.36456482747573893,-0.7212105464054304,0.10879277774947438,-0.3276912924477453,0.2853980939087595,-0.02740405364466847,0.1326562702196683,0.7175976084204838,0.6465852556661342,0.0657403444707807,0.4613092042893512,-0.4157869149153832,0.7021275719479672,-0.5479098478855291,-0.16097587756444343;-1.0324126716320765,0.4353275708173294,0.7175462625961968,-0.8122028571985411,-0.386497831956615,0.4566217573297462,-0.696635489028615,-0.6109613669516532,0.8884691008601946,1.1357422083136002,0.6625553339742862,-0.5082326919829976,-0.5279089399757306,1.3545994286598892,0.05518132504093387,-0.018302759849320616,-0.46652316121083715,1.0284075901532135,-0.23931202500285398,-0.2642405481780363,-0.17405300292761927,-0.13787278530804814,-1.980473517223722,-0.3378160180619103,-1.5606930666474619,0.287283749362218,0.6657770285000169,0.4302036920970784,1.2566211498436273,0.9569699726047083,-0.8154264538647982,0.1977757063639074,-0.15509317711564252,-1.3807386763540301,0.29282433261244956,1.3610516738302034,-0.6748674433780635,-0.25154573222329857,-1.1617131116559256,-0.03453557682372965,0.3174973324631454,-1.0415765076993,1.4195327855641278,-0.47088346423396743,0.13855429877779146,0.08579184552839259,0.7714133840316086,1.686152238069597,-0.22738276035976757,-0.08276192304680619,-0.4629029641132272,2.27953781980779,-0.8476055542324805,-0.2493768172436086,1.3459854900575619,-0.25997393851064654,0.6199683005694245,0.475083754119328,-0.506231676540938,-0.13757079692615193,0.13927720316173664,-0.9387388204651983,0.04877838913804844,0.5528966112527711,0.36281323463104886,0.38619651564673063,-0.5801605477604643,0.7971676463615394,1.1431283367838323,0.24333740583886376,-2.404686990458974,-0.8475927578749523,0.1475605087382772,-0.024227303262415845,-0.5944242425687754,-0.27932462311056927,1.0443483857461358,-2.815734229582475,0.734056159603039,-0.20784206693729157,-0.3117855421659792,-0.8053939012198286,0.47273252292864765,0.665966924123103,-1.689968598447734,0.634056681345879,-1.203683673865537,0.10688953826334924,-0.570023672777705,0.44622092878368536,-0.03196414350500598,0.20725908618887745,1.1886451025277434,1.0654037860325336,0.05503385295069885,0.7201270050686128,-0.702658759344748,1.2028153156241577,-0.9128832819042709,-0.25176780997736703;0.27417214044364435,-0.21577607342767102,0.015303272972060356,0.039856541653037425,0.21917868872833957,0.1978140524022507,-0.7198216919141665,0.06120623594272523,-0.01479248612745998,0.15112567280230493,0.04396466561388657,-0.22535631747471463,-0.168908940085986,-0.15856961948251325,0.034031190082835394,0.059363058672031954,0.37148292266877725,-0.15230837842247524,0.17554120683776198,0.06445885423342546,0.04583195462969947,0.4501786228591893,0.3935009789588406,0.22476339192781403,0.6762609140623184,0.12123153249091168,-0.341124606764728,-0.38424552170795323,-0.18071018080006773,-0.05116005548109648,0.43399363661919743,0.5808632653361627,0.10681269771152202,0.4390901604006494,0.054228517408239085,-0.10440460574039001,0.1386949279735301,-0.10327401075866227,0.34033041045734613,-0.0022507309108803497,-0.12296598313084672,0.23845935474469648,-0.20843934911820483,0.09722651368953805,-0.5588156611083175,0.07406068151047229,-0.234799443332383,0.09198008307258831,0.0654554158158085,-0.06893397020361647,-0.7349140360752653,-0.078532532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k{177}	=[0.21803178199538473;0.35898625359738306;-0.06826685786167302];
x_a{177}	=[-2.158356011927125,-3.4705403873306797,13.949929227129447];
std_x_a{177}	=[0.4665965856163116,0.7653973061309872,0.3146246243496679];
pred_a{177}	=[-2.158356011927125];
% Application starting next step
% ========================================================================
%
%  forecast from 17.7 to 17.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.8
%
% ========================================================================
%
x_f{178}	=[-4.338526445597732,-7.614140201947713,12.294356638046102];
std_x_f{178}	=[0.9132368224902314,1.5292666559974761,0.8004136192704749];
pred_f{178}	=[-4.338526445597732];
obs{178}	=[-4.690491501945462];
sqrt_r{178}	=[1.0];
hpht_plus_r{178}	=[1.843690351276963];
xi{178}	=[-0.9793859684342774,1.3135569395928837,0.2926619683077849,-0.7817630758052125,-0.42279788687822606,-0.06462996570151347,-0.09245171577864841,-0.8060994974768905,0.8267142576142668,0.27123654862955604,0.32430576539387257,-0.7455728256073364,-0.682482613332974,1.1101148447236198,-0.5070956758565774,-0.9156594660685098,-0.41120236516745656,0.7771277554535798,-0.5437355553546466,-0.6086044552113847,-0.24990049078698817,-0.2657141236082765,-1.7363444878755372,-1.2729096865099763,-1.0569328091387096,0.1985205173139768,1.4636330485319031,1.853851949695167,0.6867093299718481,0.6088603960074508,-0.8180646928636319,0.09145008698746437,-0.033626704308285404,-1.4675877624890745,0.12275424408251912,1.1538062831072216,-0.7167884566761566,-0.15284468470044654,-1.1901817746976375,-0.24090665810633993,0.32791270461520483,-0.6422447375174425,1.7949619189438701,0.25272624543043776,0.19771014217055605,-0.002782400846459865,0.33915982779281606,2.260748899961672,-0.5715226490244909,0.3990146314666201,-0.6631655556104779,2.09065851526237,-0.959735027873494,0.16133883278463124,2.087956807518821,-0.11681308118847955,0.5423503589782412,0.32803115550799067,-0.8636566370875398,-0.14656985981763615,0.1621002708285113,-0.6502512371949054,0.20752505943951327,0.5416071062308254,0.4616159660221868,0.31265576020378383,0.33209177752321395,1.581915970764911,1.1075617365101187,-1.207053195474752,-2.282058320238473,-0.7219452677264044,0.5253405552490054,-0.011323607680291836,1.3544411525902968,-0.3419678256625973,0.7574080855927092,-2.240668991362968,0.6587648667148636,-0.24767164619473725,-0.5209935433079353,-0.8360692219623447,0.36440654549630835,0.672549308319168,-1.4580427876592648,0.9513997318923826,-1.4681521961770505,-0.23569657644633324,-0.6833700820514439,0.33952500255284024,-0.18224301296916412,0.0730332212171172,0.9635139876627035,0.7911032307907755,-0.049846738266809965,0.5648122528712372,-0.7599422611695514,1.596639233326675,-1.072432152303925,-0.49838278639565736;-1.6234563688085561,2.2114556954681914,0.4912830004942341,-1.3364518713497642,-0.6925812540404035,-0.09033779355371507,-0.31721446446781876,-1.3623288003809968,1.403489233877929,0.48531382487364105,0.5501767314315789,-1.3158820219091591,-1.1987516637809819,1.884296336626302,-0.85839379874764,-1.5222591950020963,-0.6601752892390582,1.302986123920431,-0.9035830695224245,-1.0285917670852474,-0.44242124684446615,-0.3933667495424835,-2.837553885892138,-2.0768313290502327,-1.6911124441358165,0.3348579914876897,2.4639211775890475,3.144012810751728,1.150414400030952,1.023118299888866,-1.3256213116076836,0.22295392949305093,-0.0646955695229261,-2.3879306745864923,0.19694882829665783,1.9656099340240285,-1.204367775961165,-0.30625839138770505,-1.953518770766598,-0.4305957943319605,0.5227824186725742,-1.089944285932022,3.067041776212954,0.40314077363364653,0.22783036775276155,-0.016907362043289353,0.5274671597853393,3.9208482781701495,-0.9677787979100749,0.6338113436548758,-1.2724708660169757,3.619694884267097,-1.5730608812356621,0.23598954857880639,3.5663713790317706,-0.22523415132690516,0.834054656687413,0.49405925943803375,-1.490450853362189,-0.2550529103817265,0.25597953369331705,-1.175644078778765,0.4042228775533907,0.9212322567180715,0.6747996130189486,0.536285359093359,0.5259817843036583,2.7111199830775554,1.8664517992008207,-1.9917331751224125,-3.706740322271827,-1.1706983373990667,0.8621442639491317,-0.06938799742140311,2.241283018647308,-0.6612931128291795,1.2650711407448645,-3.4698571165586127,1.1260830070426957,-0.36147213877979745,-0.9105601165661383,-1.4309084709932076,0.5845974932281441,1.1035299248121602,-2.3301450242351667,1.6315635137077313,-2.4320249076823863,-0.5078634925474113,-1.1868352660438788,0.5219359770248486,-0.32968076963867876,0.08637028768495725,1.6247013623914857,1.3144460580242807,-0.17178809954545304,0.8814530273702346,-1.2969567133868587,2.7549391180013476,-1.8106138853527192,-0.8487371285487999;0.8953156598302368,-1.1233903183889975,-0.18894184392257962,0.5464436986364696,0.4022082238212583,0.20690820350811379,-0.6514623845711984,0.606714181560525,-0.5843292445043016,-0.00828636979055375,-0.20373455788490347,0.3492219145605091,0.3242745922007604,-0.8225446386645334,0.41026606763760576,0.8064966567906531,0.5071797236044819,-0.633502047783745,0.517528551889912,0.47987527019035525,0.15318071238208653,0.4887575816854657,1.6551590678046484,1.258089149855767,1.201824278917087,-0.09756211340585352,-1.2795943482993195,-1.5633157410319622,-0.5595946868531723,-0.45018842731800035,0.8869392563935214,0.33220815522422065,0.014071289490287242,1.4835894166085595,-0.08301345141200045,-0.8066432219401616,0.5793405914918139,-0.06232219439005071,1.1427690379368372,0.12370994135909363,-0.38475592081837107,0.5314976271830769,-1.2523448192580595,-0.2710178602671238,-0.6460943556162224,0.0017347371630958008,-0.414335164648568,-1.2057757910172935,0.4549352400586919,-0.45516441013391784,-0.11884850331307284,-1.1744761671856434,0.9265211132968343,-0.28377550576773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k{178}	=[0.4576095713103952;0.7656081378780975;-0.38101455791588756];
x_a{178}	=[-4.432135138746639,-7.770753135208077,12.3722970419915];
std_x_a{178}	=[0.6468326824625688,1.0816555116209787,0.6060134470209247];
pred_a{178}	=[-4.432135138746639];
% Application starting next step
% ========================================================================
%
%  forecast from 17.8 to 17.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 17.9
%
% ========================================================================
%
x_f{179}	=[-9.336516080140202,-15.76852757704153,16.78621395056729];
std_x_f{179}	=[1.0987281757257963,1.3856198060240752,2.123519347399871];
pred_f{179}	=[-9.336516080140202];
obs{179}	=[-9.854856218920927];
sqrt_r{179}	=[1.0];
hpht_plus_r{179}	=[2.222415416033491];
xi{179}	=[1.2271794400476779,1.575180269333626,-2.1132268654058866,-0.8685703887971581,-1.453740244177192,-0.2803126202251214,0.35678999894518704,-0.9477234022443444,0.603368923071784,0.41741129685346223,0.3786627228548607,-1.2888168256369976,-1.13905739904021,0.9386572069258694,-0.5412870422468394,-0.8835077052060605,-0.05641798697616096,0.49917660495209937,-0.2119440458635431,-1.0343068911074376,0.35637620298817296,-0.5912712985413737,-1.510726313496665,-0.7990309136707463,-1.1076870398926904,0.03467809138989608,2.099041279927939,1.6543319030001848,0.6453597618460183,-0.5706865976513491,-0.9371756269812579,0.7644431661998912,0.5878348674264355,-1.6402369082585189,-0.1308234759760687,1.611711606190509,-0.7721464452451094,0.022156659258106615,-1.079547833926494,0.033909729098969166,-0.015099293991394092,-0.168636038050197,1.7633808907764017,-0.42040518578528996,0.27931923926276525,-0.06925399758039497,0.7025746300440563,2.263248872715394,-0.7235251903407711,0.8255942184911778,-0.7733066354666356,2.58743214449703,-0.9658022302786424,0.486711065084215,2.0176604367638067,0.3386067530033312,0.059525055066181665,0.18616320592310664,-1.052607004785365,-0.3702868437452107,-0.15125885305300102,-0.9433093483500841,0.40529115293554163,-0.24219445675807272,1.1751603826176815,0.2584664099689302,0.14262390795447644,-1.8941056009898798,3.4539764781447673,-1.2670311952389763,-0.8397242970248033,-0.624349021523658,0.6448032331967202,-0.2972543286147218,1.287316583934082,-0.5884613658469959,1.8789950649066052,-1.7237589937521935,2.390434921149639,0.1560545535844291,1.0962590905297844,-0.825407669151879,-0.05563109694925217,0.3059552113388637,-1.028100714402255,0.8002872925057556,-2.4297376698552373,-0.6677208486669866,-0.8092767521576612,-0.5763329893763203,0.14647246576863004,-0.2826608612369217,1.2726793333071278,0.7388318147473747,-0.5705541669535137,0.526506285445425,-1.237185986585235,1.6419983245919676,-0.6607001723249315,-1.4066760691624438;1.5426737715828605,2.010251189678195,-2.219031562987036,-1.1431498411284462,-1.6529068640318503,-0.374332477350686,0.07429623608692637,-1.2069253343568977,0.6993415532451142,0.49935988880813476,0.40236257200307435,-1.6475219887046588,-1.4828878410488944,1.1486992778694507,-0.7371194500392821,-1.0919984800560076,-0.10193170594476264,0.5354525699821657,-0.3270169699204839,-1.279216178548948,0.3240565568373732,-0.6760513063639184,-1.6218056416938733,-0.9284954830373682,-1.1886262259465727,-0.03535701761857801,2.7863279923809863,2.1350990249343518,0.7307711991438417,-0.7473469660189505,-1.0765516038386433,1.0147152145573664,0.6406849726883159,-1.709547960643084,-0.2558620649160286,2.115763508167527,-0.9967676200511466,-0.14989642974430417,-1.2344044477498013,-0.09050783189105083,-0.16199286466464535,-0.30990381070941986,2.3644469884894335,-0.6269433755953795,0.06672064599783667,-0.18373776627218774,0.7557230346417345,3.2249041301350623,-0.950814722690664,0.9207078126508481,-1.2948848028263154,3.6915055383112136,-1.1360712040866137,0.45395741624563435,2.709240362649,0.28501200452164,-0.1804448601637798,0.014971112610171033,-1.3576829234558314,-0.5394975508689495,-0.30994177867341044,-1.3343772414079904,0.5429826747174147,-0.3552632666768343,1.277161452051475,0.2652789027633542,0.01415370474935429,-1.9206446073137062,4.946366390048439,-1.4598220746805897,-0.9114199298135492,-0.7470613785994704,0.70040849991641,-0.5423193275589338,1.5104343942867118,-0.9472203836499222,2.4606566637052225,-1.4573929562544254,3.255169719882666,0.19591502304393948,1.2854904859945258,-1.1014846047951483,-0.20249474694914404,0.24257055387798943,-1.0646618489725714,0.9994281087075834,-2.4202108509557494,-1.0896104187984523,-1.1001475770587152,-0.8671313355692103,0.05078988372891402,-0.49178633187249154,1.587227832416115,0.8315081255654242,-0.9348380770535432,0.45797295060195253,-1.5129895059200873,2.2305496681053665,-0.8754995598039645,-1.6375586310380097;-2.313218270359652,-2.9989776427168895,4.607258307477501,1.5593016459906295,3.0248900118019364,0.5666556700835876,-1.496335747762803,1.7765299111652126,-1.1812943501234372,-0.7351888465170084,-0.8139656348646511,2.319263783342162,2.017758001768726,-1.7906886824919663,0.9497229035910131,1.7363658598445717,0.13459395449146783,-1.0797189056110703,0.35166984524270717,1.9997753952110031,-0.8738392971723119,1.3177268599728649,3.3208120485920887,1.7105886169146203,2.5053035757315953,-0.13913193458227013,-3.8562790474603634,-3.1060543803067144,-1.3429537877429798,1.0848362319054026,2.0200428403034216,-1.2040663797638782,-1.2667678386891108,3.6716933917045864,0.14264895324226146,-2.8950549062471023,1.4352863177722917,-0.3483438985238969,2.2765168480413323,-0.27501154767918834,-0.2072672048927977,0.20537517301762875,-3.057776839410705,0.6562956831057072,-1.120665711820088,-0.0011647621400072694,-1.5834988273574844,-3.4562821667784114,1.3283395031522254,-1.8030623062737785,0.8085898552737234,-4.03255053730506,1.9994630594085088,-1.1971926042141554,-3.5549638490772786,-0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k{179}	=[0.550039118345942;0.6867490538827532;-1.0486989962181479];
x_a{179}	=[-9.552112216679483,-16.037709236764872,17.197267354654553];
std_x_a{179}	=[0.7498362817059625,1.0008276842881407,1.3948736648408318];
pred_a{179}	=[-9.552112216679483];
% Application starting next step
% ========================================================================
%
%  forecast from 17.9 to 18.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.0
%
% ========================================================================
%
x_f{180}	=[-15.136185476559044,-17.172380347491565,33.884831977562065];
std_x_f{180}	=[0.3259554685530134,1.2647529055375182,2.048673912153472];
pred_f{180}	=[-15.136185476559044];
obs{180}	=[-15.348726398369658];
sqrt_r{180}	=[1.0];
hpht_plus_r{180}	=[1.106377016056256];
xi{180}	=[-0.11346721591506714,0.21993065761221864,0.1716137934109696,-0.16161003272223873,0.0758938572025798,-0.013766739590039379,-0.4067756657663839,-0.12351367628860466,-0.003372796778167597,-0.06955800083729358,-0.15874665052397674,-0.23483993357666044,-0.2091559975035544,0.6870798266969054,0.09454290290070055,-0.1182964756107161,-0.08218299016559527,-0.24198399914549817,-0.17261963764070742,0.037205751162110445,-0.12801103956614313,-0.010405349332224034,0.2944627776713151,-0.01138649981932538,0.15926236823716877,-0.15710002155796587,1.1589044839389473,0.13164532737568457,-0.08072931705751607,-0.16157863688613716,-0.048926639781658565,0.10476142994310855,-0.07631611540410077,0.11678475246311315,-0.14001375514854253,0.19191544099803437,-0.1621473875183881,-0.23292441750524162,-0.06078442106595716,-0.18345539651164522,-0.12993249322381217,-0.11225343429322976,0.17140417465599356,-0.18656949330034678,-0.3449644767839466,-0.15867304923075842,-0.04105570698417438,1.1227038747617577,-0.14702800831637397,-0.11503564543888167,-0.4840493087081281,0.7568934485868564,-0.04292299040461067,-0.1514734701724052,0.22575272181063966,-0.026169353705199683,-0.22569108269764193,-0.2904437408683602,-0.1823412069969219,-0.2051048833975333,0.08743498957246132,-0.33869543078657927,0.05906918094956559,-0.14013593752166997,-0.21679158605966364,-0.08817496052929563,-0.2028346494909723,0.3663622995121081,1.3620396112945539,-0.07133569010032481,0.1261374919827265,-0.06408715846999691,0.0033078920992259953,-0.24689202010020317,-0.06507333634397305,-0.14865225311407393,0.4099502291361965,0.8441433967270608,0.9194304706493188,0.26821781487079654,-0.047611660543948275,-0.20328684050913814,-0.1763308332143616,-0.2622831225504747,0.07281662456355953,0.05169069793343439,0.34838324588292835,-0.3789188725714343,-0.2503741452647592,-0.17533286129982528,-0.23813339728387817,-0.24812554648446827,0.06556822519461392,-0.08029215940772794,-0.2890991172798252,-0.37562649620302224,-0.13798429875653717,0.2900460939537197,-0.12959559054353598,-0.01231073557927509;0.8791014868148892,-1.608911011932765,2.2873353554726226,0.5576579010152649,0.3509304189691598,-0.34253611976242127,-1.0962133140534327,0.5103738000339426,-0.7265561051744491,0.22589429011710038,0.43195663356882363,2.1371076159916047,0.9134769004435022,-3.1117571386583975,-1.445176501596091,1.1348620473541224,0.17051723561341703,1.633588072070678,0.8924348460643614,-0.6453669122253771,-0.43628193142325955,0.5413829172149889,-0.4663218632941728,0.5540384795738085,0.22007491755921293,0.4515188710138496,-3.4395513050091893,-1.0014793514521365,-0.4728329186662563,1.1541715921936095,1.6829679274612364,-0.3032935327475528,-0.6419656698592,2.7994989768125986,0.032762826567953596,-0.9394798552087416,0.9980734024164057,-0.1769247758161825,2.043264370527689,-0.10409159787621292,-0.7276455748632316,-0.2843387479569728,-0.27510984259161475,0.39106143232223545,-0.5640849179810417,0.11596090585114638,-1.251730380300696,-2.2765275984541162,0.658719537421522,-0.6697519631315743,0.7156120842550422,-1.1582764420894271,0.8730464914273313,-0.6565513108666252,-0.5798431159358621,-1.3958295174094566,-1.1971472370495988,-0.26993770146565765,1.0255279013662957,1.0745435487199089,-1.8010649608998932,2.892020757998015,-0.125586485633022,0.6056345363331559,-1.096947417494217,-0.0367486595051254,-0.24480439744711902,0.3510180825697944,-2.3193371724763203,2.567183974895139,0.014799785458173176,0.8530565476219287,-1.285298850389843,0.04474367411186364,-1.2101845248672163,-1.283063268002973,-1.9774991957844108,-0.4542200107378278,-2.6260393956722474,-1.6917992162289686,-0.9855201140414529,0.8613661824858703,-0.17571275797361707,0.8072033512847057,1.7094591681184337,-0.6634437442800554,1.7792722259317522,0.3872547669446611,3.587084210906804,-0.442880175355004,0.704930744643363,0.5584794868196141,-0.9243452654305315,-0.6756985213406494,-0.2698356651218816,1.4661056572540865,1.474757698075619,-0.69814811293638,0.3158594687437919,0.815999060039065;1.2886688890176217,-2.368508055414175,1.953040917278578,1.1030858520605236,0.22997052800266715,-0.27113630157214175,-0.003593622321304224,0.9398914369735749,-0.7051760396511071,0.49570662877218297,0.9504552630509906,2.835212993942463,1.5692142190119682,-5.633148442726224,-1.8005859166666909,1.5611596544791055,0.46813332447478473,2.3823594510043407,1.4623610009627157,-0.7440723774179148,-0.03817780153866579,0.6730019723507752,-1.2742013761748083,0.6831208055948181,-0.11260234456543117,0.9683145994804292,-7.659011230362012,-1.4054954609204557,-0.22278533523826383,1.6955912043765338,1.9355343973410086,-0.5286587822887512,-0.4086852220622532,2.5998113164027785,0.4819907768847287,-1.5022830577836288,1.5369942467190398,0.512861031854122,2.315377540524409,0.4572354928083868,-0.37147719294321746,0.0754050807166422,-0.6995640112704109,0.9909655100626154,0.3944441775820877,0.6206800205509637,-1.1916637573834805,-5.92030480111697,1.1608302472716474,-0.33368326796105663,2.080356161347474,-3.38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k{180}	=[0.09614897499899541;-0.1965649517133797;-0.5019738669068677];
x_a{180}	=[-15.16033957934706,-17.12300020539171,34.01093554110284];
std_x_a{180}	=[0.31935573493927527,1.272580128384636,2.0454272474807653];
pred_a{180}	=[-15.16033957934706];
% Application starting next step
% ========================================================================
%
%  forecast from 18.0 to 18.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.1
%
% ========================================================================
%
x_f{181}	=[-10.799230350712703,-2.1307370258191933,37.83271984574];
std_x_f{181}	=[1.0149155799402612,1.3470782664244847,0.9312781237269395];
pred_f{181}	=[-10.799230350712703];
obs{181}	=[-10.426435440348403];
sqrt_r{181}	=[1.0];
hpht_plus_r{181}	=[2.0362628522727038];
xi{181}	=[0.7840360762461724,-1.0767875698381033,1.5376495740537628,0.5073142928578935,0.8078688361673869,-0.26399661160832366,-0.38410151828568395,0.6518238642568424,-0.45461535500547434,0.2561867809788261,0.3898515383379486,2.3445749644754077,0.6574421614979844,-2.644567808100593,-0.9424195524605157,0.7840291102639991,0.08697628995917128,1.197513009013477,0.7960264796514025,-0.5721973329076295,-0.3715279938519913,-0.5335602425440928,-0.4380029241034382,0.32038793111942354,0.03973493123439731,0.6502293107602366,-3.289240980826893,-0.8463528220219452,-0.23538269096029474,1.3192736639361513,1.2823226267281793,-0.4208061506677794,-0.42014740381224946,1.60667569126546,0.28408087506391233,-0.8488237968804349,0.7064109467682407,0.23873195572230976,1.3267156589575606,-0.1840558185560237,-0.3574983093449635,-0.09675983409783484,-0.8814930488444919,0.6494026224094256,-0.1338586920661129,-0.4136898239402331,-0.28657597662932943,-2.4730740315071813,0.5267725947939379,0.10598327927733742,1.1757642007524325,-1.1967556106878128,0.5242802060720617,-0.29457597635625454,-0.15603050152799547,-0.9850865897321412,-0.5763944640016696,0.04676257804749184,0.7362339490992102,0.8334610631709491,-1.1731152565158833,1.3937332997394645,-0.2809318081066685,0.6113132481935626,-0.5295998251407514,0.2269995485044447,-0.01591309797817253,-0.12857139978406806,-2.5974012083578426,1.6954943352194949,-0.13872109313755843,0.4999212070514165,-1.3727370835189472,0.5354779529847082,-1.058936094695527,-0.6368499183011789,-1.4256233483683136,-0.8908576706919114,-2.4645626439207717,-1.2746573135323835,-0.7607342529192156,0.6766666685509186,0.6855887012970392,0.7212314823032262,1.240697876620688,-0.5876938389902726,1.3776498706696039,0.4615512940776263,2.420334941226381,-0.19994148944686785,0.5392850925937172,0.6623231169246715,-0.5861775523705504,-0.49493320243226613,-0.21429520615227204,1.0582535357784835,0.6385832066349568,-0.6494772340186472,0.22944897331261238,0.4110385549250797;0.9596233231948175,-1.1827593091832465,1.3077595351593674,0.6939750643002969,1.0742703090487788,-0.2777158946228293,0.3063944273671535,0.929469624766663,-0.4060508068410016,0.3509007403469422,0.5604839797521797,3.142288030421894,0.8198865829767235,-3.3249044454152687,-0.9161056497299587,0.838422795839808,0.10854431729915204,1.4162662282108929,1.021107071970997,-0.677927402383891,-0.2859316946488848,-1.1670125743954487,-0.8102137149556135,0.24156662802798645,-0.23373470842663124,0.9806413593567191,-4.690227257309562,-1.0318080191836758,-0.0948973631338843,1.7754766143110083,1.3543797895760261,-0.6675028138352159,-0.3114221974828819,1.2475323413882071,0.5606805953076688,-1.1286642903531114,0.8151149606366133,0.6807960996033628,1.2724111327309897,-0.09084715506740215,-0.11516497508735002,0.07221371976249591,-1.5050059096457855,1.0371123732247758,0.38162516647498834,-0.6043758894916174,0.17589494914204695,-4.033560327022329,0.6666985771911786,0.5901349603594892,2.0400210830549,-2.179086969250274,0.45718986416297414,-0.02647658095665495,-0.22608623458530186,-0.8784296406130006,-0.1312371121199214,0.4756505264329578,0.8713229259438717,1.03579609018738,-1.0837957553194708,1.2392302498909034,-0.48158411192232764,0.8313508042703359,-0.1097547192566739,0.4590430873565108,0.27136056526067454,-0.7787504755639887,-4.488971538981382,1.677089631721241,-0.3881548151165841,0.4436653781722195,-1.5822020935016181,1.0750224281193101,-1.0594495987564425,-0.2648167574938949,-1.7416356937207373,-2.137921311347229,-3.593779840498311,-1.4886327487573352,-0.708057381921984,0.8771428903253429,1.3573748401509675,1.0258043662407035,1.1624032288341901,-0.6996239378078317,1.1050391393501264,0.9125461875569418,2.634492695565348,0.04558193050552051,0.7513902733878437,1.0396844335448707,-0.5850144412825378,-0.4045318249197285,0.0443519651061246,1.392091727398717,0.4341761149862031,-1.028217797187088,0.32513828338228556,0.2564117704381579;-0.7252223883600237,1.0827167457428217,-1.7531952629010163,-0.4287298973179503,-0.6573913240859426,0.23940349755677204,0.8691303154581291,-0.512692767188696,0.5029332334081786,-0.23482521558491953,-0.32313273083752847,-1.6812005286877039,-0.6177709666927171,2.549120342484585,1.0243251017056778,-0.8174914368860513,-0.11454705540786136,-1.1084273234494617,-0.6952845819561233,0.5114591623552016,0.42931010919000556,0.0579350086143009,0.1673380314218278,-0.4390010792486976,-0.26589403435894354,-0.4632356148812917,2.8462484752485224,0.7601206317313967,0.3141734738668873,-1.021780406501989,-1.2803231837329605,0.24337331178143273,0.5023493505401504,-1.9495952322194157,-0.12875950017411242,0.697861739812403,-0.6989740031840483,0.03564547627669157,-1.439508877113127,0.22048960191277445,0.5244462645340633,0.18766474707942393,0.4805498799668584,-0.42154058122559235,0.46973315093960366,0.25911459238078294,0.6118392554865508,1.6892310442251457,-0.49030221323813095,0.22265291611053328,-0.6011565902977694,0.5814309740294235,-0.6383113921612278,0.4771330722257545,0.09507345024574221,1.116715172775585,0.9076506020278217,0.21866048151235162,-0.714805022748287,-0.7626373375616282,1.3257199773018655,-1.6416622139535164,0.11594089273337005,-0.5122429864710938,0.8307057811159311,-0.11127525875425448,0.1916517037280201,-0.38139299919246383,1.580678543924762,-1.7676173854333967,-0.06369942861653044,-0.5955165798192397,1.3512717399191416,-0.19383428077237141,1.1388363102001051,0.9275123127637173,1.3298130112855304,0.030574727441980087,1.9929434475059153,1.226438219710552,0.8318094608386346,-0.6052565444672311,-0.2337960555508971,-0.5682286144700157,-1.352816860698944,0.5250784529256904,-1.6175480703841245,-0.20505218464009545,-2.2596726437122214,0.35108006074953124,-0.45506118293106823,-0.4564595922332515,0.6106272201578804,0.5460360569934011,0.37485859007476563,-0.9053372441135394,-0.8716592605141003,0.3998082652167838,-0.21180824524263642,-0.5815398072606683];
k{181}	=[0.5089042660264196;0.6497660964536696;-0.4502253426407229];
x_a{181}	=[-10.645307703111076,-1.9342094575422666,37.69654516342164];
std_x_a{181}	=[0.7245342829413852,1.0235248665005494,0.6719339210538198];
pred_a{181}	=[-10.645307703111076];
% Application starting next step
% ========================================================================
%
%  forecast from 18.1 to 18.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.2
%
% ========================================================================
%
x_f{182}	=[-3.1741537112523104,1.9634374867820632,28.550914590293985];
std_x_f{182}	=[0.5118631627549587,0.3412135509543109,0.7028353038688013];
pred_f{182}	=[-3.1741537112523104];
obs{182}	=[-2.9602335266112343];
sqrt_r{182}	=[1.0];
hpht_plus_r{182}	=[1.2625311109290813];
xi{182}	=[0.2284603703350454,0.06999898086688905,0.1932111935942853,-0.1988281993625498,0.29968550174035213,0.5038846526184995,0.15793378531646862,0.3098205616758487,0.02002701010156205,0.13098162774463606,0.01670705274337214,0.4147884225422125,0.2163117328675046,-0.7076078651573887,-0.8826925540369168,0.22113284297559455,0.5410653049567808,0.3204105684371772,0.3220733530616755,-0.3460591777385762,-0.04529461300093862,-0.5054330540663892,-0.3259365211391678,0.27083396482424105,-0.3729159523299357,0.3719914683826775,-1.53179652626565,-0.6360534610746194,0.019117402875325595,0.7168541677200633,0.5615352493824837,-0.34122336606438486,-0.023110216823978735,0.0774438255941381,0.4913745138422758,-0.3285720552757234,0.22222328823306103,0.20045056748015222,0.15426433913992765,0.0452091727793098,-0.3085941957346323,0.08693849755177796,-0.5053751846680168,0.4814606710298306,1.0150092216362139,-0.19884753154336599,0.42329254850922604,-1.2874348930073167,0.0030923364127466435,0.6383282908434116,1.2695133627105049,-0.7861442270175063,-0.19758688395667834,0.9137772848193539,-0.07251308514156651,-0.13014310662257556,0.46978469470670525,0.31964467972766597,0.5574443631317396,0.3961957045054092,-0.39994800772920547,0.09851446300990352,-0.2942795067821322,0.11578431059822414,0.14276092484708913,0.27586353833279675,0.04833667731163693,-0.33972540236635673,-1.4064725638757127,0.07260898597631904,-0.07319950674858378,-0.3686294064222393,-0.44745124590247576,0.43840142354446376,-0.29240510477216386,0.8597678617389111,-0.4197140075406738,-1.1064342734947679,-1.2947625194537395,-0.34864944318344104,0.25573088516279485,-0.02069572036700551,0.5557636401274895,0.28640234438453405,0.11535150443753661,0.28064049590745954,-0.16110722589005944,-0.04319132233177747,0.6638897555149823,0.5741648633845484,0.2056037526594663,0.07394331302373214,-0.2991575604480303,-0.5841894337869453,-0.20510449452554624,0.4865630566102328,-0.37163811896861665,-1.1102198712711489,0.030767388424470354,0.06600564347578075;-0.05004541715862998,0.12402097164043568,-0.5282136959708907,-0.02038002920044768,0.046648826126412635,0.0874214177471353,0.6769095940218925,0.08296908278282866,0.09636054840219788,-0.015641226180082013,9.136341566273742E-5,0.2716006585705275,-0.047532655198173845,0.18131317848699857,0.41066633363348104,-0.15815808908226447,0.05045600008566553,-0.08261676685024288,0.012457523357200628,-0.017270762988728983,0.09992090047437929,-0.5572246322781682,-0.3134067038812287,-0.16021839410813987,-0.3440897374597447,0.14489265835266996,0.11709496876439318,0.03215351619566986,0.12061611071418255,0.2234221936860299,-0.12548165511350717,-0.20397640978170206,0.14444578074918923,-0.6991137338697757,0.20323081057527426,-0.1095788002326914,-0.09793912525656912,0.29916157486772676,-0.37466577780114796,0.06390772832533487,0.26207902012712503,0.12055965444036176,-0.43298525073739236,0.22123133869891665,0.6450692866877128,-0.1595005332383077,0.4757672680916414,-0.6853318230935981,-0.062160361755501325,0.45622200924750955,0.7709333309555684,-0.6687850231478869,-0.27243960501949616,0.4527768942992998,-0.09313813762219758,0.2918626451752082,0.5421625491341857,0.340432263986741,0.010327850755498691,-0.002722964533858452,0.3753443515406223,-0.5095375896999907,-0.1995946906172572,0.008384982977088784,0.45968368240582724,0.1202492937912647,0.20582625270289712,-0.6629300919518131,-0.9907331920611809,-0.4265306653252656,-0.2599457801765399,-0.2466742396706274,0.14164154177846844,0.35695323981307925,0.23335822309078957,0.5937387132639171,0.04162120407357928,-0.9961785907369214,-0.1511420415108784,0.08673144119488119,0.2006604838691899,-0.047217115480470806,0.4777374965908623,0.08310994830208007,-0.37686048596995536,0.022483603676288322,-0.6222713691404917,0.2322073067681225,-0.1634282517045742,0.3021357869354302,0.021530141603803177,0.12606532761598266,0.091712856674669,0.19485918247621004,0.2353884726378206,0.08079038042375841,-0.44957870799765143,-0.06170841451057485,-0.034712890168394184,-0.28973833849866826;-0.4281693743374575,0.028184608914237685,-0.8947493414745225,0.2940485104909776,-0.4108150744054342,-0.7413576139229896,0.4709377600833484,-0.3988095174312214,0.07079912162988578,-0.24579233009867707,-0.037287564029043097,-0.22595251498994173,-0.39447379219216216,1.3617044484940166,1.7528860061624805,-0.5322379528502239,-0.8410052363695684,-0.5881435223951108,-0.5022031473799125,0.5274706148722288,0.16753080742009985,0.2018040571193147,0.17903083197432323,-0.6383939827677558,0.21789939626676968,-0.42778048811958413,2.5616950951221433,1.0222309889782188,0.08858200315345854,-0.8799336027690821,-1.0552527017520745,0.3162246364445096,0.19056743541545274,-0.9009079387611791,-0.5680881676143983,0.4078344421805369,-0.460076247685258,0.010478708082722221,-0.6523799805666783,-0.012882152442028172,0.7468446905128836,-0.027648624643394015,0.3440931570408843,-0.5201273013320069,-0.9356559065964447,0.1397621126814279,-0.14939101993373782,1.4060621155679485,-0.08379016417064733,-0.5054493370951008,-1.1439326840075168,0.5678058822409895,0.03037429573475947,-0.9777733230332366,0.010775363253856085,0.5131848802680139,-0.16003350038142372,-0.13888130345481287,-0.9091620466896195,-0.649212382525775,1.0198889154370718,-0.741727732363028,0.24788163976461064,-0.17504536685493122,0.2621955287695812,-0.3123480240670453,0.13977046544888694,-0.19046273527884594,1.2935820747067517,-0.5558002938055608,-0.17578626798179542,0.3363481270632356,0.8654671157442593,-0.27567823854474227,0.7076108040489082,-0.7294631258975883,0.7242945408092716,0.7489462709187507,1.9229705015289547,0.6407133738545063,-0.19444552919379277,-0.011058459001031196,-0.3400356814944061,-0.3731539118782692,-0.5852911131758738,-0.43683702148300796,-0.3833048603564997,0.3156726550320421,-1.2055029369812154,-0.6037341419305733,-0.3113821307206628,0.025664928838427414,0.5577229946088416,1.0915485813155499,0.5595217313581209,-0.68956497356141,0.11079970783973536,1.6471196588233035,-0.08133035024764013,-0.43682885298100516];
k{182}	=[0.20794031026759244;0.07067553791207626;-0.2561509212868031];
x_a{182}	=[-3.1169494968287697,1.9828802712042801,28.480447675018045];
std_x_a{182}	=[0.42220656372150756,0.3262254952006201,0.607419956787091];
pred_a{182}	=[-3.1169494968287697];
% Application starting next step
% ========================================================================
%
%  forecast from 18.2 to 18.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.3
%
% ========================================================================
%
x_f{183}	=[-0.0432947722709503,1.5812910302413568,21.62032461781452];
std_x_f{183}	=[0.30766744206142355,0.37761957714451183,0.4270151952071612];
pred_f{183}	=[-0.0432947722709503];
obs{183}	=[0.06478222611862094];
sqrt_r{183}	=[1.0];
hpht_plus_r{183}	=[1.095013259321354];
xi{183}	=[0.18720693698880586,0.09665349652702512,-0.3133058907637799,-0.08878927331057107,0.10542107540540262,0.12419656950257095,0.42500937961750557,0.14771280249251362,0.007856938385045177,0.006030697962363975,0.006690561884632344,0.20709398819515676,9.782830678493198E-4,0.1300822233131772,0.11173768820735035,-0.1687194112012364,0.3603503101137812,-0.01746776819127621,0.06090029431263182,-0.12392937483235747,0.18651054612970552,-0.548873007749942,-0.21605026632390678,0.09510179253175526,-0.0020084572106769047,0.19502923924278204,-0.18178591768706648,-0.10587854294243118,-0.13241464871008252,0.36169234373861736,-0.06451139962916283,-0.3212392434868335,0.009231320639938381,-0.6296593807187669,0.1632168772948486,-0.10949723328141811,-0.2916536559283596,0.1647529200550323,-0.21418151384073925,0.08412516246454221,0.06812682321197182,0.18856542679644708,-0.42273370536784255,0.3205416544338321,0.6476783753499056,-0.15576907397993792,0.3099072563401065,-0.8552069369299748,-0.04053376993941357,0.4370289112039549,0.7970447565263679,-0.5758210902193293,-0.1140201456602205,0.26814417043744876,0.0850187173819841,0.3424410045016602,0.4751781985592315,0.2916108581221201,0.12751294382399714,0.08905757792823435,0.13367341060216675,-0.33205534733270126,-0.12390043859150388,0.10272705619283426,0.35762871607948776,0.12305173641994012,0.14186784547832387,-0.5360477984303558,-1.0019222244791528,-0.3018081584573722,-0.19465566611556062,-0.42990829742223474,-0.01565905986385238,0.3561385434956215,0.08516279055684967,0.5907979988194814,0.008924794650887378,-0.7977492072092423,-0.25732890060594854,0.05355536628162556,0.034136726010695076,-0.07627123440990896,0.473089643673064,-0.07788635795100006,-0.2833045299710433,0.062113849224891445,-0.2586122503941424,0.4293278453895053,0.04128018731770766,0.31100570110454123,-0.04326332558222007,0.09550226587913893,-0.10502735719622364,0.06688701789843171,-0.021458351799290967,0.1457214018893251,-0.4364713045053454,-0.24957943264689325,0.150164765094411,-0.2112368338799061;0.04067600240557567,0.12843419003262802,-0.6472184682423465,-0.03234927419578648,0.03069937279679702,0.014777369597646972,0.7077077574502106,0.07939197592802438,0.0661104856960204,-0.04911691219004344,-0.008297016065120788,0.23540139425018625,-0.0905247421562887,0.38252817914972215,0.5849693321742095,-0.28084857294635013,0.16964524596817543,-0.15531935152841037,-0.032602540661215595,-0.015365565662116776,0.1918808841020403,-0.6447024320037629,-0.294484021627925,-0.11233950863377862,-0.1619954686381182,0.1401980782440182,0.4073644894557569,0.11065408549271805,-0.012274911194304128,0.2506885179394587,-0.2780947541707204,-0.27487378755854164,0.10519118002258576,-0.964091087573942,0.13330834807868963,-0.07623870048758286,-0.3200909851582314,0.26608435003589714,-0.45856428258213544,0.08608834677623434,0.3034188949495167,0.18297063073603526,-0.4625432459039347,0.2625194999073166,0.6683230699666396,-0.18003420317518737,0.4367068837554231,-0.6538592176823128,-0.07991797008319201,0.46158554426852083,0.8144544069780641,-0.6668449222258862,-0.22867962235945538,0.27630478000058956,0.004012824348792021,0.45718251134689014,0.5896341682283586,0.3561895400285051,-0.04235933375514045,-0.03883522172065912,0.45079109340469836,-0.6309514661145555,-0.1640975982580588,0.04363713684236892,0.5209803435533824,0.09415880514060193,0.22354113142327514,-0.7718765077152351,-0.9514655529678506,-0.5344337260468868,-0.3098132138016283,-0.3593235242408408,0.19773282108173795,0.3873384486140219,0.2875277856217233,0.6218489904166553,0.13383618652196638,-0.9694514953379217,0.07420968344677403,0.17395392295918,0.09655130356867136,-0.08620577902442683,0.5269033570961157,-0.07312709113449989,-0.4998235391568475,-0.013883635026572305,-0.5903960352565775,0.46649327576828004,-0.23804262692962852,0.29053850295177575,-0.06927923406468262,0.1280421811127852,0.06408911214726642,0.31654799275241285,0.19968086181966926,0.041092786783617274,-0.5287162087508457,0.08353350676579319,0.06662739857371847,-0.38140561446811416;-0.5340631939736085,0.0258823485358306,-0.6282359424150918,0.19748131790958112,-0.25513920844221616,-0.38131827607758595,0.4824915811519439,-0.26746082681963657,0.12725302860978616,-0.14979705254445363,-0.04299147906565892,0.03401333925211958,-0.23632528374040973,0.5918131457017886,1.0469283901716935,-0.18524403304808956,-0.8045465504492775,-0.32072487419926077,-0.29347222775112414,0.36240721472515247,-0.08983440080154281,0.15033764503031932,-0.04527043681761356,-0.6470874987514357,-0.41845394636617783,-0.2760627633130177,1.4867286381500513,0.5872666105063367,0.3960514504910293,-0.5583528281079211,-0.5091910621569085,0.32757380750599197,0.24848757663660592,-0.3786482025647331,-0.19850701444081764,0.15902637724848034,0.12623704704116534,0.15810206612117383,-0.4731011745716174,-0.060249899718691324,0.5296460021477181,-0.14600165655761543,0.18876003815531917,-0.37431059785628307,-0.4099030217030446,0.0581110862126728,0.13696749473395897,1.0654445374716417,-0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k{183}	=[0.08676904915310298;0.09568256241655046;-0.03740249701960062];
x_a{183}	=[-0.03708462416612529,1.5881391274540797,21.617647683490024];
std_x_a{183}	=[0.2785694868165764,0.3480994796300233,0.42389772003446496];
pred_a{183}	=[-0.03708462416612529];
% Application starting next step
% ========================================================================
%
%  forecast from 18.3 to 18.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.4
%
% ========================================================================
%
x_f{184}	=[1.0731834029168439,1.9818991873335108,16.66252317603498];
std_x_f{184}	=[0.3920589191725282,0.586881507403695,0.3307176592190798];
pred_f{184}	=[1.0731834029168439];
obs{184}	=[1.1829445549232156];
sqrt_r{184}	=[1.0];
hpht_plus_r{184}	=[1.1537103580640302];
xi{184}	=[-0.004004268799025823,0.14108827925748457,-0.6156874520662077,0.01781365032270643,-0.03672348945330017,-0.042469817948527,0.7240434190195071,0.12134842367496224,0.05312685627614888,-0.02982627398279636,-0.020308039280085843,0.2542649091919533,-0.05157142376795609,0.2816748008034664,0.5181590881602516,-0.4517886296180331,0.2590628864856117,-0.20272451377264644,0.015934778499544056,-0.03904002322666855,0.22221842339240427,-0.81631623664492,-0.34043344922958396,-0.01401896617346643,-0.07891434585941337,0.2180010207793015,0.17388719249372686,0.004692734508322305,-0.03576606818057737,0.3491285758624427,-0.228675670815342,-0.24511765669331897,-0.026481787878705365,-0.9645592926034569,0.2120856750094291,-0.1971743344363227,-0.5413134548513036,0.2939497892701892,0.08087282553682318,0.13730051391858833,0.07999401043751009,0.059180989248548865,-0.5413301308325671,0.3428564412365085,0.9103285796288543,-0.17422420947591977,0.4125413430702889,-0.8731861803806843,-0.09868730968615014,0.5476011752528382,0.9115943040963546,-0.45088789965885423,-0.33425042897989765,0.2893118227056686,0.17191057606746885,0.4503441877297807,0.7233255302570625,0.3875913137275917,0.020752112297848013,0.016763349363047686,0.2012529108084844,-0.5864632143441451,-0.14946049405114004,0.15343575221618333,0.5200672852492725,0.15792477517889658,0.37071790318340225,-0.7939982016070317,-0.8883113395599018,-0.4281935728844365,-0.40700536602426884,-0.35701092629702424,0.11614464029989113,0.4515107180977094,0.24377391887556032,0.4004594922893714,0.09704095797771961,-1.0298168920199458,-0.09672437828866876,0.12757325477846493,0.10196558501569397,0.011349401978453688,0.7521870928507948,-0.051398503474164414,-0.5129810680231861,-0.03320396151475524,-0.537550416875985,0.520076819075179,-0.13866588691063775,0.2985943912339917,-0.07480271062592958,0.13544356977200556,-0.010863988843730077,0.17677406239037796,0.12007910730091065,0.1304438138691819,-0.5698863242965618,-0.08622369474690927,0.020295566691346467,-0.3018183020309584;-0.029797128901540626,0.2214274393315634,-0.9753479349890968,0.03438846259348649,-0.07089718644176357,-0.08680874174658681,1.0917040661400015,0.1699143978411808,0.08563526119546383,-0.05569126023095272,-0.034493726135361946,0.3793139587450809,-0.08690858162199566,0.4454226078587995,0.8258328430563999,-0.6831449207380207,0.3550595162703205,-0.3144233729628272,0.009716437198945327,-0.036199902590771105,0.3273382603007762,-1.2082374119552255,-0.5161685886386893,-0.05745802326614036,-0.14580348464153192,0.3154307051004084,0.35819041396899154,0.046046334484141305,-0.026485867983045974,0.4979622321227768,-0.37282090143492885,-0.3393617948507548,-0.027425403588520414,-1.4862610019634879,0.30533191925005676,-0.28541955967698485,-0.8002133293477434,0.44333337225593583,0.07519656538266473,0.19753902808156942,0.15746074581561453,0.08611963892256558,-0.7956119056692874,0.4870577283254556,1.3451827324215428,-0.2590616458152515,0.6206423306520601,-1.2067111551208165,-0.14913661275226353,0.811787607913729,1.3464840100487026,-0.6655997791472799,-0.5143082904530367,0.4216187961606481,0.23793001131485836,0.6753389113697974,1.0757379293525213,0.5786583804356429,0.0013045410790253342,0.004904173079808061,0.3400604311220379,-0.9233092418657953,-0.2222770594506458,0.21502991303128693,0.7884001015269053,0.23052553061981573,0.5579163040155728,-1.2124263890675624,-1.266117344201791,-0.6722762214473288,-0.6212790745443659,-0.49880780880610254,0.2093730215428895,0.653831457273498,0.3888683753984319,0.5890096028773772,0.16353917032130383,-1.5367294440097665,-0.0782927548740946,0.20972723675413363,0.16527602094303706,0.018909884874148464,1.110569586554527,-0.07209455325893521,-0.7947740505593981,-0.058034687779034755,-0.8547867465510273,0.770361642068826,-0.25184707977869514,0.4358151563189807,-0.11388334925430121,0.19266999107216876,0.013370666752424487,0.3005399132074347,0.2119700552083983,0.1776763381087294,-0.8501322118705608,-0.060002228884444175,0.013878729807820678,-0.4754627286025397;-0.3816215115244965,0.03699610933624342,-0.5800167206209181,0.11765189318606062,-0.18339697664340804,-0.2749727208151498,0.5359797169511005,-0.18718826922387066,0.08840865920131691,-0.13176313451998567,-0.0463444890859499,0.0731260033801675,-0.204910560444997,0.5017978379164738,0.8907772143480699,-0.18184968942409085,-0.5495015253170159,-0.2724783568453759,-0.23284276043655083,0.24513553704559854,-0.03120820730130447,0.021717112352021672,-0.09979787835959897,-0.5081612280588956,-0.35373168910598096,-0.17830663202508745,1.1524012363528833,0.4369527149674788,0.2688164271728368,-0.34822964627879927,-0.43855279056659313,0.16328183877273972,0.19128771528631816,-0.42368958539427837,-0.12516997833446197,0.09352805420044064,0.0430378422252069,0.17034281730166256,-0.48517995835450023,-0.03943773611347723,0.44286362129665235,-0.07043305378150322,0.048413447883099536,-0.21317762256822448,-0.09563680162536414,-0.006256730441247527,0.19894771850737314,0.683198118434003,-0.08052257484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k{184}	=[0.13323132360704634;0.19920586249549319;0.02282717693099318];
x_a{184}	=[1.0850227895827553,1.9996012949786808,16.664551676291985];
std_x_a{184}	=[0.36646308235784286,0.5485864643427563,0.3299958227225751];
pred_a{184}	=[1.0850227895827553];
% Application starting next step
% ========================================================================
%
%  forecast from 18.4 to 18.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.5
%
% ========================================================================
%
x_f{185}	=[2.253409085357194,3.8714824738456923,13.220685670852655];
std_x_f{185}	=[0.6613443913551917,1.1004541660417657,0.3827333842471876];
pred_f{185}	=[2.253409085357194];
obs{185}	=[2.4343195937436395];
sqrt_r{185}	=[1.0];
hpht_plus_r{185}	=[1.437382476716641];
xi{185}	=[-0.02451940512192019,0.9064232150797924,-0.8871165802241461,-0.1935909594530636,-0.31429360474500045,-0.3003828242478406,0.9074797737996136,0.3843876303329581,0.06702346920295588,-0.061542223456021006,-0.20277638801829223,0.4330411934830729,-0.07822626919140419,0.43871189505332664,0.7672800577515209,-0.7268471782607271,0.4910900510074394,0.22019496864720578,0.11321113230420998,0.08275833437588087,0.3239469053065642,-1.2808939964209414,-0.5329840255713054,-0.07834671971732199,-0.2086934840179846,0.07207687171833932,0.3057700179229643,0.5356236290369045,-0.012608982573349081,0.6055623976290705,-0.34096342021802317,-0.31557604361094826,-0.4573218265351531,-1.6159878796907838,0.4209781850430403,-0.1461072941323387,-0.6837631537786346,0.9092303923711595,0.14320321359422472,0.24756772494324997,0.07464158159096801,0.07912528999351753,-0.8191224645042496,0.5538614960542798,1.3242618370430002,-0.2285640771837123,0.9215861166898223,-2.0204443949876025,-0.18843160037363837,0.7854628736759817,1.4457816730447934,-0.6842337493223665,-0.11326364226262164,0.3572561324410932,0.3154187300808071,0.7710617336000225,1.1735411467185188,0.5976172187751145,0.034792968413964065,-0.10888306368653167,0.37631562701841137,-1.2413281134355696,-0.2257757830744156,0.1198037373826728,1.0147391616815145,0.2725966864219327,0.46419982802279414,-1.255367258258157,-1.3998683498282358,-0.697916016690056,-0.5953912769711243,-0.5114650086948835,0.1970854146977561,0.7005375218902361,0.3320065703146873,0.4674884207125909,0.27667145414186134,-1.599031464223815,-0.29565743304554504,0.07338622172352727,0.13066997574402972,0.011490176518016426,1.2458693617515504,-0.029507231696128677,-0.8915433208663963,-0.45315815740670984,-0.8424490358863495,1.0744928402911618,-0.36023816145703513,0.5050423276540901,-0.20537313736795237,-0.1487007697289533,0.05168360061867272,0.46011930474799945,0.37080977118154523,0.19673956744717502,-0.8727202690948033,-0.11612475540768141,-0.28898358642861677,-0.4956330458192335;-0.00989365397389319,1.5039091728112992,-1.468147515465632,-0.31606089790689884,-0.5068061172649125,-0.48151120613380094,1.4538692355938987,0.66040995852094,0.11293949746814302,-0.08930033775311985,-0.33373368411383453,0.7249143342759266,-0.1119527550571191,0.7006311332457122,1.193562714896569,-1.2100614119636468,0.865874667847947,0.385833688443769,0.20882719700348185,0.13873524984596353,0.5516528610728968,-2.1523355443825896,-0.8855462674268293,-0.09467282969020552,-0.3266810444755497,0.1401643257284122,0.43534119906196933,0.8589927899071035,-0.027473239334064203,1.043856121788059,-0.5417105902502155,-0.5280531347918842,-0.7694786767890767,-2.7205364230426317,0.7153940569492225,-0.24456788735475055,-1.1443350287825398,1.4980536060596976,0.2675936998358073,0.4202874086309678,0.10595584048291551,0.13814046275619551,-1.3756939518800841,0.9445614859375513,2.2090091022875753,-0.37429459141622834,1.5124688811474365,-3.389263985000245,-0.3024031107185441,1.3155084743111005,2.402494137664751,-1.1351111619414906,-0.1745952891321343,0.6028130018640065,0.5387080419103474,1.2718528509451628,1.935317310490611,0.9986626764678692,0.09382676231566789,-0.15576219140889913,0.5873649645063153,-2.070942185256806,-0.36351059837087885,0.22026703184518004,1.6567328545864028,0.4691853286127796,0.7741633324413555,-2.106420797232828,-2.3532173444768563,-1.1555145859056504,-0.9866121636565031,-0.8640255110354014,0.30933045696505657,1.164263308987811,0.5311406265529217,0.7976999485075722,0.4517491211467086,-2.6836550214916692,-0.5138839355304157,0.12317948742059137,0.21830012066847848,0.025894630428981102,2.0619641566749345,-0.044226902878108376,-1.4817380485637415,-0.7412279685141949,-1.3968705370199483,1.7852860763747063,-0.5637673371124565,0.8586531432227251,-0.3304928896576862,-0.24729576864559677,0.07173839448360875,0.7310964855660651,0.5915299133061116,0.3472457464365495,-1.4592029544092346,-0.215377815422503,-0.4649397460930942,-0.8140424375795243;-0.3376324971685385,0.4460398695185095,-0.7257498503183033,-0.03175997611888626,-0.3091792401660989,-0.3662765982731173,0.7540755117103668,-0.008592081591025647,0.055392859768083724,-0.16139986934373418,-0.15449005465032428,0.19342592982069817,-0.2205090392945923,0.5247745753550426,0.9694948464628723,-0.39591611678345906,-0.2536750071731593,-0.11785854494721093,-0.16694721591620443,0.20039960955959124,0.06331005857494887,-0.3475912260152043,-0.2827535961639729,-0.45881258998610974,-0.38617514623522986,-0.16764891936061943,0.9688429291668914,0.5640539176003365,0.16903922454700648,-0.05089948186934734,-0.48509582043062593,-0.01122225039792113,-0.06676725919216508,-0.73502003604756,0.0487040174344866,-9.477308390870576E-5,-0.19774748322361546,0.5353399806538501,-0.3548625774330354,0.030663245229575864,0.3267376215189248,-0.0692358853299293,-0.23828955225112658,0.030788541360472266,0.5099701210565044,-0.1170170464630953,0.5446718117973557,0.03355698849901678,-0.16678700584347794,0.26063268461384226,0.5739286318531871,-0.2505950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k{185}	=[0.3042909481655414;0.5062249549239516;0.12916212895465412];
x_a{185}	=[2.2828256196269185,3.9204204518712777,13.233172083004089];
std_x_a{185}	=[0.5370338407129259,0.8921291802306958,0.34811600927695086];
pred_a{185}	=[2.2828256196269185];
% Application starting next step
% ========================================================================
%
%  forecast from 18.5 to 18.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.6
%
% ========================================================================
%
x_f{186}	=[4.839325747063589,8.592026400421695,12.143097214405257];
std_x_f{186}	=[1.0670364788161386,1.7865121088635079,1.0148266973551259];
pred_f{186}	=[4.839325747063589];
obs{186}	=[5.176466647805382];
sqrt_r{186}	=[1.0];
hpht_plus_r{186}	=[2.138762763797377];
xi{186}	=[0.1392686275881525,1.1624840255215823,-2.228982699003758,-0.10833795175369598,-1.804641367511882,-0.8844127781998883,1.146869701342859,0.6428880206214975,-0.06586453636251921,0.2796266701834105,-0.1493119929802429,0.7052731543740443,-0.08056719803125745,-0.6408440412797773,1.5105004276003422,-1.756898668304801,0.7896982256561902,0.8168788469706794,-0.2783847808935098,0.034612277246712786,0.4690792901002858,-1.9760110436459928,-0.28276923590658853,0.2512205749169887,0.05494019762546731,-0.23978824515940378,0.5830828515227706,1.467161348803419,1.2237990371577592,0.9009935025322386,-0.5451400869422933,-0.9012096862471375,-0.3396466137226968,-2.1325256365306675,0.9720086696520145,-1.0371447271335907,-2.5561695773452424,1.959866359849542,-0.16768178902810416,0.5079914725752683,0.09446919306252699,0.022508439774257205,-0.6198072166190736,0.9709343466377005,1.98190138522462,-0.5542967399708711,1.1634115785691224,-3.1176882621419106,-0.8445284708187493,1.1251771721056985,1.501094917082833,-1.7771395667659102,0.18439322369936484,1.1069338132671955,0.30972932508590656,1.360852807822,1.6197688516356044,1.027393841413903,0.1603976568769232,0.9182957385883519,0.4985894591164026,-0.21947645323512166,-0.19818213560538744,-0.935322481373829,1.7475645445114063,0.4421820475039162,0.5317640725974924,-1.9925756787580338,-1.0728756722197748,-0.5195685742513909,-1.1132633149175302,-1.56116513547129,0.10566548449882074,1.5870139141388853,0.14597536287647817,-0.5911105943200496,0.354126093755494,-2.2439600914134186,-0.21563101716290056,-0.4409724276832323,-0.33520909158455225,0.06021708101862977,1.9370233600477302,0.31374431664914315,0.5345123754954804,-0.08781688670463161,0.07195592759632774,1.5491102981007172,-0.22883647040002852,0.35575627650591723,-0.4081992877417413,-0.4375753549119237,-0.8681914290127404,0.6581979683424608,1.0265472500025217,0.17062872198032952,-0.7326491123553218,-0.47858985778407437,-0.870348395077932,-0.6147677531409244;0.3191081271939247,1.91322005547309,-3.795920482379385,-0.14932742779784824,-3.0474944874912913,-1.4306493435748155,1.812556968822058,1.126244141765957,-0.07841910801555052,0.5222384494993086,-0.2046859157823473,1.2005223848052449,-0.06448586016195357,-1.096354680634569,2.321170506259273,-2.9768526483964477,1.4153058194132448,1.4128123909537535,-0.39403667723263247,0.06851734618379979,0.821606762352447,-3.3897589336260374,-0.4326389426579649,0.5265691338930427,0.17864558616607162,-0.33474091812340134,0.8404018938291298,2.3316041915211976,1.9869294333268481,1.5718365966060883,-0.8282118672341676,-1.5098516332424072,-0.5539882656022872,-3.6530351028649193,1.650013531619532,-1.7314954797649662,-4.413568476343822,3.122543248853365,-0.18041479054712006,0.8909047502236529,0.1413292470591454,0.09026778172664507,-1.0265882287206693,1.6623313413778629,3.2044816975901345,-0.8951345072605772,1.8918632057009095,-5.468378988292538,-1.381165212429659,1.8792524714290213,2.463564385106597,-3.021500310811126,0.3717245868531105,1.8659143503550144,0.581863155266575,2.215959399947751,2.611298816289448,1.714632283369916,0.37584678280225425,1.5912511624602512,0.7788286795488286,-0.30097892896382383,-0.28864720615362316,-1.5323503990690437,2.7830236271229776,0.7916432521030003,0.9178974636436514,-3.4006310950307466,-1.8589937977916344,-0.8044887091754411,-1.8486415446203788,-2.6624415587836907,0.1676521881397921,2.5968434672037546,0.2412240778369501,-0.9432359084704487,0.5945019616160874,-3.8777061220361793,-0.4001845314309165,-0.7182978962017454,-0.5320317941940012,0.14120322503051952,3.1111774087897075,0.5592239021576599,0.9499249312432685,-0.08110489455873982,0.21084885469053027,2.5361142361351217,-0.268178946545401,0.6552465223845054,-0.6370204539551167,-0.6946590593638984,-1.4648680282558972,1.0547695238234471,1.6424761686966374,0.36943495782436386,-1.2103323057713071,-0.8358463154699578,-1.407225524482528,-0.9698031247736507;-0.22558072493707826,1.1882180806490332,-2.090261072672032,-0.15735249377133087,-1.6919169610362914,-1.071725279388943,1.4149301780094419,0.4184037305981487,-0.1411941093805904,0.06673271673164649,-0.2910735422964308,0.6326002460979616,-0.324083240103052,-0.40370809367543536,2.079210552406801,-1.588248939632983,0.3382383934469182,0.5725923535128441,-0.5308034724647452,0.062125501095357194,0.3069103855076385,-1.5035741821959174,-0.4057685835169913,-0.19329298068336342,-0.27995797837251146,-0.4860193401849493,1.1616058858157405,1.7734988817450983,1.351927135137089,0.5840871469614441,-0.8629013614106373,-0.7973326644703462,-0.31373871517026686,-1.79378946514265,0.8162630334185241,-0.9478252143554506,-1.9227390642224353,2.241090114442928,-0.5855563868630842,0.35046575961697,0.234470903803361,-0.1565446304403313,-0.5731183131969875,0.749523643324574,2.1040927495260444,-0.6247428785886129,1.268153202592977,-1.5698321697897448,-0.9173686909418723,1.033349635665667,1.5091659529564154,-1.4966889839741384,-0.025882050405762413,0.995812771633183,0.045130946346443324,1.4477916617152484,1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k{186}	=[0.5324399615857822;0.8907732399083412;0.4865121123008788];
x_a{186}	=[5.031385895310455,8.913343455590875,12.318590406415325];
std_x_a{186}	=[0.7494711298223937,1.2558844386340513,0.7393540307301423];
pred_a{186}	=[5.031385895310455];
% Application starting next step
% ========================================================================
%
%  forecast from 18.6 to 18.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.7
%
% ========================================================================
%
x_f{187}	=[10.510452120145086,17.29296093661374,18.754200650981772];
std_x_f{187}	=[1.2287168425298467,1.4587667186962943,2.568865940987636];
pred_f{187}	=[10.510452120145086];
obs{187}	=[10.85769729103384];
sqrt_r{187}	=[1.0];
hpht_plus_r{187}	=[2.5097507006307884];
xi{187}	=[-0.023590886226683594,1.478062789991597,-0.9938390611585799,-0.47869546284787745,0.3382526095420868,1.0628737929393264,-0.5912203761844435,0.6170050890355547,0.8816477134297269,0.8966476074154279,-0.350919279463616,0.5210935360595332,0.41511093989541514,-0.4643649638712297,0.7636173565117552,-1.3947413546113836,0.4811234979338508,0.8241554851704738,-0.2765383893260491,-0.3418902594970632,0.40126232555774877,-1.8016445446154457,-0.20524436846625527,0.5120133323799205,-0.1966033973021215,0.9322080721618438,1.2596162663088322,0.8371703483512594,1.1875719729279002,0.6238634900474374,-0.21602592253297992,-2.2935966469199904,1.4516971165106032,-1.8142276486838433,1.1288514487887067,-1.9970867446458342,-1.3362296002414453,0.5804760679938408,1.772332669510595,0.15416602186230044,0.6826427760643501,0.769417721199213,-0.8274025553855164,1.2132292654283603,0.29452496845496867,-0.47141961408797073,0.7004038695111436,-2.994724808768079,-0.02370569948405432,0.7313145650221085,1.559597569086021,-1.271633121709261,-0.14524028333455163,-0.6460685112012232,0.22272976908061182,1.0042796277861914,2.7945811218906105,0.8688172000034218,-1.4864108657850235,-0.425786434409801,1.6175084000175932,0.5974069318809292,0.07880708917449297,-0.5259666694376808,0.9864432256604321,-0.025506401233549525,0.18866704174159388,-1.9829796089255272,-0.9017638481126973,-3.855414305782121,-0.5576040132611428,-1.0277330089767567,0.5335500542270548,1.1711273812092813,0.5823929678520141,-0.5691836218653368,0.07184494867740909,-6.0939912173845725,-0.2014424276574296,0.35990318326871495,-0.20349540452153114,0.39370632880663337,1.2061271919932128,1.3682537731653195,-0.03892716886511849,-0.9071594503907114,0.13222765996196095,0.9532429573565793,0.05892841404917526,-0.24903811483531335,-0.47521270733047416,-0.6992338083473424,-1.078671772619467,0.29463175916764683,0.5595657319972478,0.7311195105794006,2.0699671834284548,-0.2447563939324855,-0.668150004378333,-0.5426989894505372;0.28837143134824217,1.3114927094883981,-0.966009730894438,-0.33654054576087944,0.48293789761135386,1.2418488864222965,-0.6592961825482888,0.8248624856245783,1.001375102931501,1.0725149092524262,-0.15878857857502737,0.6581868029070215,0.6638935666255712,-0.423233111718087,0.4671925407322881,-1.4898066819403954,0.8033860964869,1.0008780667455355,-0.02564776546566705,-0.22442910817962414,0.6013904034838333,-2.1108440291197788,3.334874024787382E-4,0.8528001719371936,0.09545900990375955,1.1413098056494952,0.875203066450247,0.6773334610729229,1.056375918977615,0.8710782247042879,0.0843667952912881,-2.6831015496133634,1.3717588250232247,-2.0852746590260676,1.1894784986396196,-2.2640276902653866,-1.5585847625251894,0.44765988007940294,1.835989886194696,0.3608211145221034,0.7198169052055832,0.9574914443045408,-0.7639544620521441,1.2934466403838911,0.27335942829582294,-0.3004235158682427,0.7004130721124255,-4.071425298693706,0.186583167186253,0.8268456370954027,1.3475956078726803,-1.3631702826145649,0.09005941085820623,-0.5443174220223561,0.48607107371950775,0.9356616435582268,1.6872900699675384,0.9209674483076427,-1.438427460439227,-0.20817873380013197,1.3007355574536525,0.8654222593133412,0.3012773864261611,-0.32980067315332917,0.7905590437154153,0.19664482160922248,0.34271412147868574,-2.2984779090826333,-1.0098860226496598,-4.955190346327749,-0.4018906616215432,-1.0894725085504682,0.5971353980153822,1.0756978742234047,0.6512885128911172,-0.3902054191777964,0.19886268467244506,-8.916873920323741,-0.1951736481423616,0.5024464341864103,-0.022814869771114132,0.5995947850051415,0.9818407462092473,1.3651332874626974,0.21033144732247067,-0.7525099713527155,0.4589421338584927,0.9061990678047529,0.4336464711115262,-0.030758058069302763,-0.2881110976067873,-0.567518668738284,-1.1147832808048577,0.3264194197505432,0.5264552680769476,0.995239949542384,1.7475685038768098,-0.23176401890231801,-0.48166911544864277,-0.3256740075365627;-0.5764433480884357,3.6036824438668162,-2.348734415606092,-1.3003284013617105,0.5617223811890923,2.110889857904578,-1.105678417029985,1.0967674537146372,1.8349097767223022,1.7686331717419286,-1.1192435062990072,1.01812871153043,0.5204366972914549,-1.0297116311421632,2.355485049811641,-3.0757774954721775,0.5493785932915607,1.5941695347897742,-1.0825400273482408,-0.9192249968820896,0.6349283673351209,-3.5955041144041164,-0.7838092550650941,0.5837265096866169,-0.9466749005305317,1.7682579295794554,3.540048508127928,2.266602993474425,2.962374359469994,1.0510605670984994,-1.0265615913669137,-4.7491551641046446,3.3825803011286837,-3.747412850828997,2.4670592018818667,-4.254155634894881,-2.5884000944508223,1.6572594219063177,3.7963192519860165,0.05365797591748844,1.5738037739289865,1.457709172474889,-1.9862305020085742,2.6228895134830097,0.8102042505841389,-1.3350376467003748,1.6914610943522845,-4.8041240609749085,-0.37246091348405486,1.5510629380259466,3.837594415837703,-2.753841201311758,-0.700460110882954,-1.6122130826697365,0.09468252481076789,2.4468817868075767,7.617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k{187}	=[0.6015540508670185;0.6941784694561774;1.2317592995481574];
x_a{187}	=[10.613891621297347,17.41232755793014,18.966006335444025];
std_x_a{187}	=[0.8991525074609005,1.1125582402351053,1.8778693864029665];
pred_a{187}	=[10.613891621297347];
% Application starting next step
% ========================================================================
%
%  forecast from 18.7 to 18.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.8
%
% ========================================================================
%
x_f{188}	=[15.355064418634159,15.231928071322042,36.40189571748073];
std_x_f{188}	=[0.33825269185847967,1.8493471137952906,2.104932958369313];
pred_f{188}	=[15.355064418634159];
obs{188}	=[15.541053683421731];
sqrt_r{188}	=[1.0];
hpht_plus_r{188}	=[1.1155693006890548];
xi{188}	=[0.33806404247594557,-0.32982188900477105,0.23304384710154125,0.19339802540123863,0.11715705558048839,0.08453241619626084,0.03342942075958533,0.14950912910902048,-0.06099097587820346,0.06868572869630363,0.2537087446685824,0.06714098099935306,0.18345181062105276,0.12961130829375378,-0.36196617998785285,0.1624085871322638,0.17477179474416538,0.10626485697805421,0.2663877477508141,0.18418582041365283,0.16511301127917122,-0.10965405529620398,0.25562441461295293,0.25779286816078617,0.3351905118152203,0.11873753023370881,-0.47982839588650705,-0.27654832833220944,-0.3725194875643343,-0.07228786199379122,0.3749204514236979,0.025486966322310067,-0.24158653047923018,-0.013375506410131521,-0.1206118155631497,-0.4879738062012162,0.0074970448588729255,-0.1749573475480659,-0.10875758279855319,0.1445453705862647,-0.026399608777948558,0.1080154107717668,0.22985487543685146,-0.026870815851122387,-0.03854949099918947,-0.29474362323056447,-0.07190196895065348,-0.7923699061833478,0.12424995862610189,0.010693063151769877,-0.39089656500848236,0.1418226368691755,0.2064615588979617,0.2038991350064947,0.1284403443174913,-0.17773462014433683,-1.1807946890822922,-0.06325735653732423,0.28054716118555234,0.3124462601268938,-0.48655604145348264,0.20036459256179917,0.21843372352953772,0.30928670798564895,-0.33061223535387363,0.25844743477479604,-0.09536961385100184,0.032944569451032635,0.048353995577963715,-0.6307248774183734,0.19227493007933028,0.1270618849935854,-0.012338944133796659,-0.21330202616022476,0.013155325199049273,0.3041431195957305,0.13114431553096395,-1.9835359651025488,-0.22841644141385764,0.11026734328320131,0.23956001826049622,0.12732399311558495,-0.32610911063822634,-0.27620147524083727,0.28104001176709836,0.28819950185956067,0.28784657110444023,-0.1557580173539499,0.4039754097288757,0.2893133644058672,0.28553611544549184,0.2772971031771778,0.1640272913778702,-0.0010491555605138814,-0.09677384470486494,0.14329052285198074,-0.5206521188708191,0.044880900893909725,0.3316025788864678,0.34493705892346505;0.19043267155284127,-1.929913397947093,0.7484387507137011,-1.0320785369429704,-0.3896089712997295,0.18565550805989872,0.2639482047139232,1.5206628145988468,-2.2177283408442072,-0.7581429768497401,-0.4048728490138256,-0.7582455191011661,-1.063564001931125,0.6310278209933173,-0.9096020274744188,-0.27276665531780964,-2.0479521103550002,1.4189448927570183,-1.316848859456556,1.858688964687417,0.030869989505095674,3.263925947678132,0.14254204281639105,-0.9284478250084351,-0.15022487478594826,-0.22235318868280807,-1.1342036565860418,-1.7805923520751303,2.9425457684734866,-3.831184641575728,0.7497859191544887,2.297577737341637,-1.8400131093930554,2.978209043459138,-2.099955995795616,5.812423889989301,0.25803570640937856,-0.3430082231868994,-1.3034484025801891,-1.4224872762967813,-0.15422923429894908,-0.3123350445923041,0.9116199479013964,7.222157168786936E-4,-0.11655917233297686,5.958061172128499,-0.3903510038829463,2.6560687937144145,-2.094179695025094,-0.8346550858059203,-2.335893013098083,1.6778561749767746,-1.4664844591604318,2.2049215386937533,-2.278535717227392,-1.094807149863687,-3.289975490663897,-1.2621505999866063,-1.3789779647638198,0.5372356569134258,-2.307720495214175,-0.3444315001569631,-0.10484288406142461,1.8387264427127974,-2.023465896018344,1.3364591601802154,-3.780269147684205,2.248839216246367,0.5395722188427445,4.333627657255139,3.196546582086466,0.7767283077722169,-1.0410602826087398,-1.1076488625984648,-0.16669824758111318,0.4768407997024475,-0.05734462915535943,1.9497600250983282,4.375748471701225,-0.1179439738343433,0.8022473644658064,-1.1651706677890292,-1.0612696042212768,-3.1530034993803113,1.3691160977081012,-0.7327113160202661,-0.9284706307829467,-1.1954722797078823,1.1591128495687713,1.7617231686437975,0.8289072705060647,0.7484531952687696,0.6222113506890388,-0.45090688360802034,-0.7673931195315404,-1.2770806303719127,-2.5890285711141843,-0.5760044130409874,1.1371734502123658,1.372320156073794;0.7453852961549785,1.0711483406513764,-0.05734000455884569,1.5256054476796095,0.7446804839764383,0.10759858479237039,-0.08167667325227512,-1.0338090296400892,1.9791907175965449,0.9710839430474749,1.0996425771556844,0.9679167530776596,1.5370534878492776,-0.19379731528135125,0.059599830860797454,0.7408644042467856,2.389304327723792,-1.0457287296988937,1.9444978738583245,-1.2894090644524,0.4679449283437833,-3.603290131427215,0.594981403109486,1.586150473857458,1.0588934280595552,0.5764532592804485,-0.03212205412513214,1.0807127720154952,-3.9964205818669356,3.33883546528439,0.30633535805014134,-2.193587033349658,1.1841411704595899,-3.0235510016136615,1.7230723376198185,-7.816504962045283,-0.1431900824719463,-0.031291027873251664,1.0096596265128568,1.763878313782861,0.16639528076010635,0.6426664104707669,-0.22161299616942642,-0.003492614724088128,0.10966461432785479,-7.370006294493244,0.27824185503944676,-4.839883085539753,2.3251947983781704,0.8975732437034196,1.2911193047637184,-1.2281703868156697,1.951644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k{188}	=[0.10359670225567436;0.009425958284558956;0.28255710747870283];
x_a{188}	=[15.381802030511263,15.234360847739572,36.47482180594089];
std_x_a{188}	=[0.31188469934479696,1.8497833119315241,2.0623722115022427];
pred_a{188}	=[15.381802030511263];
% Application starting next step
% ========================================================================
%
%  forecast from 18.8 to 18.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 18.9
%
% ========================================================================
%
x_f{189}	=[9.430406192099994,0.5126337482962882,36.62095689298938];
std_x_f{189}	=[1.1865262339453055,1.2671693054809672,1.2686701735953765];
pred_f{189}	=[9.430406192099994];
obs{189}	=[9.104950009184952];
sqrt_r{189}	=[1.0];
hpht_plus_r{189}	=[2.4082517108413435];
xi{189}	=[-0.20078220312175965,-0.9881024230847135,0.17982307845776724,-0.7037437744049839,-0.32479092192737014,-0.09634135716945913,0.13150351639118618,0.7199319355458158,-1.3107077155124127,-0.4265632789916598,-0.3939116883715368,-0.5080832626947416,-0.6848244541564874,0.24725274673581588,-0.4576015276778804,-0.20375963118778628,-1.331198144114449,0.8053630652629273,-0.887577419381536,0.9677287965387897,-0.12837520327007468,2.2491281635003944,-0.13069066444469613,-0.7352021634939891,-0.43675996131816497,-0.17302761385226084,-0.38834616026123214,-0.9193981266716857,2.1693433077504114,-2.3648011089043086,0.18924648359074325,1.3751424362857794,-0.9776406635074579,1.7342817454843598,-1.237492959495743,4.106739856240917,0.2019739957601967,-0.06542704838051883,-0.7857117099889077,-1.017373551617549,-0.06589002393038434,-0.532283221463647,0.3756771359565576,0.0776905322190995,-0.06354800548759876,4.0383833539527085,-0.23586778486896165,2.3148698709039515,-1.3994056854570704,-0.45319027784572796,-1.191046063652113,1.0717804569862057,-1.0284028651922323,1.2765391358274591,-1.2823969169634193,-0.5365352926172964,-1.2058688701309066,-0.7256362830427694,-1.0151516072710294,0.07953746378190374,-1.0984286484418675,-0.23705397622637214,-0.17825439849555913,0.8458822501313392,-1.134327171192373,0.585313412587718,-2.247378137621051,1.3114910502314387,0.33261640966456874,3.295135914798143,1.7352250618918212,0.2870594214917812,-0.5214122532415484,-0.4898840228238406,-0.04161899685203707,0.05896056310913167,-0.1360811929858503,2.8016804518418397,3.0377975691928043,-0.15235005233790488,0.244001175876706,-0.8320516089017396,-0.41400768511760155,-1.784775353479314,0.6210768125880524,-0.6377092619862932,-0.8623049687281519,-0.579101759859519,0.3872399883022215,0.8242098807770564,0.26385553287574837,0.3252406834777304,0.04805507710500656,-0.27649772034073017,-0.4750532593723804,-0.8459937509830766,-1.2447619893882909,-0.4459347833787888,0.35312656086159855,0.5785337327032263;-0.7169677323150245,-0.5294233857768899,-0.2936165879097392,-0.7547471244536612,-0.4057933232535159,-0.44080846919831823,0.12635146319018353,0.3085889913575578,-1.1537165350397611,-0.27272729051375955,-0.5834582975295215,-0.5040707699789084,-0.6597315287198174,0.03123548844507118,-0.1750773298123074,-0.188654695311124,-1.4129457924973763,0.6722799720624599,-0.9724619985240552,0.5834141507667359,-0.32991561688446325,2.3979531556168547,-0.45569503424027474,-0.9654197150844722,-0.9952794128471205,-0.1698144811875511,0.2831072261119545,-0.49490229310109884,2.5491328423532735,-2.4245256990662343,-0.275283025974135,1.1900662375728575,-0.6247151817814663,1.3359131250943348,-1.066091484361206,4.045809145823273,0.3465623046819577,0.28697781369653996,-0.6888297631299064,-1.205948343029891,0.07559588307143827,-1.0943387658329482,0.0672051533217195,0.26404897900654944,0.028984056230082378,3.707017110090507,-0.14968832550364453,3.311607706864944,-1.5432099075704508,-0.2558041204233599,-0.6532084371117538,1.102011075813458,-1.180647532242332,1.0417957364238106,-1.0044073267774203,-0.20209363268675412,0.455311150028738,-0.5408494347123182,-1.2725766130964251,-0.33606116208992287,-0.41811364308171023,-0.19624879186863758,-0.3147324359087875,0.2881750214709681,-0.8417179617996599,0.15206216170786535,-2.1275107807286027,1.0544088786212416,0.37840647720145915,3.796123076429632,1.0962691408817342,-0.03913090809169828,-0.21246968741636285,-0.04737749179752332,0.13513492472112587,-0.31632538510593655,-0.25364406447452936,5.568798915111492,3.134006031960638,-0.22695735887053337,-0.17651713536163544,-0.977130744841727,0.11483125958052665,-1.467506387328239,0.22313713323252427,-0.906111802206377,-1.3085467242924347,-0.20024768729007364,-0.18748212562943595,0.30737240322392034,-0.1410811026418441,0.11068870504948858,-0.5273161708815838,-0.20644641515166917,-0.39775662773509085,-0.8721261791677035,-0.5196946837880334,-0.5314758677474661,-0.25611106971785225,0.09290250567714742;0.13825086892322247,-1.312886382555547,0.48221562763419,-0.6865751183384177,-0.29590847522604236,0.11392766778455155,0.08451571474768826,0.9755486423371238,-1.3779760062255377,-0.5801727957649874,-0.2907271263794442,-0.5315619218873806,-0.7275601017158735,0.35867464994540654,-0.6680215816175448,-0.2593685607257541,-1.2231572881567558,0.8672240194626184,-0.8413322989600189,1.198752757624078,-0.017537976067018235,2.218985111019329,0.06899223502404794,-0.57522771375465,-0.05159402042744432,-0.22588244876681074,-0.9172971103441938,-1.225698859124094,1.9515247573201364,-2.0686177182853314,0.4709339000245336,1.4898798813637555,-1.2340866737409968,2.03174972138347,-1.3106384978193546,4.5761769219451764,0.045755472922351714,-0.36458838526230863,-0.862718517605849,-0.8512264123203792,-0.20668344750802703,-0.12385395404960775,0.5443554526280678,-0.12872556489304543,-0.17073179193287302,4.679638988026831,-0.33069583203290875,1.6717496359096273,-1.2169070300716314,-0.6354933455195635,-1.5512747500503394,1.0123146107561354,-0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k{189}	=[0.5847610133532756;0.5802829073653334;0.6024376789278539];
x_a{189}	=[9.240898185904987,0.32457699640504345,36.42572027361272];
std_x_a{189}	=[0.7939137989684838,0.8899085092331123,0.9039556143011159];
pred_a{189}	=[9.240898185904987];
% Application starting next step
% ========================================================================
%
%  forecast from 18.9 to 19.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.0
%
% ========================================================================
%
x_f{190}	=[2.3159288129029356,-2.091520836699278,27.30054453408768];
std_x_f{190}	=[0.5209056426893535,0.46960103898877,0.7167832004412361];
pred_f{190}	=[2.3159288129029356];
obs{190}	=[2.1462729958473643];
sqrt_r{190}	=[1.0];
hpht_plus_r{190}	=[1.2724111475226207];
xi{190}	=[-0.3252344304716741,0.06400051447562127,0.0750204623397126,-0.7328956238978539,-0.2933142469969354,-0.23415904563397616,-0.5898689942279998,0.011713643933580542,-0.24000240430388553,0.6195136072374368,-0.2268524627337647,-0.25584795999985355,-1.1309972224119358,-0.3307024743718192,-0.07238258875173953,0.024711206873757607,-0.29202729335228117,0.22642620506591227,0.13122756621996245,-0.33977174586692604,-0.140855168025813,0.5688182231286856,0.12264130694394293,-0.2766346191063427,-0.016308841382850492,-0.5612713765882709,0.47908604732827254,-0.5015511635965495,1.2365523392216073,-1.3546298379578432,-0.05919482188178815,0.17574772520642767,0.11675039470235982,0.1552189510059998,-0.0209440358384545,1.0913212220785304,-0.5010773160370317,0.6237836955382741,0.28006540992728235,-0.5146263232731472,0.24373201479978945,-0.46430638283324166,-0.036739635354364086,0.3877971579741284,0.1209906235857936,0.6017796873777161,0.5583543541779985,1.0489647352142906,-0.4956242833137392,-1.4090776663762956,0.08629806949030616,0.44138802521172327,-0.34012611011639793,0.056452456543506724,-0.08003957828740971,0.03793035864075289,1.166421351452514,-0.3086818897229513,-0.35593969090864475,-0.12954896728686505,-0.009365568976025695,0.07814254970125267,0.6254311180620133,0.04255176797360205,-1.018580018636698,-0.18120325445501306,-0.5152895142642735,0.3254357923011715,0.021470990874119966,0.8622208136800462,-0.07185332061260619,-0.2098591677814574,-0.06334466925108373,0.2755481034697298,0.06727325125565375,-0.07523883680904442,0.09227992054031953,2.3892986382999553,0.9308034794718298,-0.33453637086622656,0.1511052269468829,-0.19726888885592153,0.24200790995521793,0.21183904882894122,0.10845792522035236,-0.30847745966634177,-0.4874616314312643,0.1371589017299435,-0.2975309229403069,-0.13762985724666166,-0.18597955864276772,-0.026627318581892823,-0.13968287248741573,0.2116455146330769,-0.1691366340746554,0.015457280585273736,-0.06845995009344374,-0.19789361482973566,-0.3686398095975385,0.15445785178374338;-0.46665260135537245,0.46731801715527643,-0.4028037579419994,-0.19438297023497864,-0.06780816640907972,-0.29409133209408855,-0.08410225612917754,-0.3241819918196831,0.10865539677928204,0.19173933916279506,-0.1536758700808818,0.011354820091602491,-0.32271372637631,-0.18010451725165977,0.29163604605527715,0.08288020880215097,-0.11704362921321554,-0.04592747895359395,-0.033550409806048176,-0.3214020772728414,-0.14185018746959477,0.18895204106045438,-0.25969961529835617,-0.21580644274362815,-0.5002335445091011,-0.06312961327032918,0.7531819251101299,0.269454639882285,0.203513792410579,-0.5863926415105061,-0.3816298351390355,-0.09583732269858025,0.385920789825293,-0.3187031173950374,0.16601198175529963,-0.5322509264651618,0.07442499362866073,0.42064416589474596,0.14638910761132395,-0.25092414572895017,0.22030160656716946,-0.5482559223571091,-0.22736113735092012,0.28343907105921695,0.1652135121730367,-0.5374906843886205,0.12134035133047849,1.0522026482403406,-0.22355969452788216,-0.3684459457543423,0.5327251531676194,0.11313070576770667,-0.17422702140648028,-0.13930463312506092,0.27121575519189767,0.3740604715426272,1.7608167819359226,0.14208376378186305,-0.2619350031991843,-0.34033620312677737,0.6406783899151745,0.11221709961741433,-0.1467655168962141,-0.47342875341070734,-0.09734801140168514,-0.3451798913071684,-0.07187348947991135,-0.176719393304547,0.1217247883560244,0.46439504605303883,-0.5509749722057671,-0.2595133121529356,0.3239336697357973,0.5090931139141328,0.24943755979720672,-0.29942016861781173,-0.04271218776319596,2.7491061755965607,-0.06072329440703195,-0.06453796199305106,-0.3514808585765197,-0.13370779487264617,0.5908027263179814,0.29501968556185676,-0.3161638471716617,-0.24547148742506986,-0.467189135449253,0.4290386640236974,-0.5027080121970884,-0.4303288325864667,-0.33302553426653336,-0.12974501262351357,-0.5002715837320411,0.14262310576688586,0.08979702694490621,0.01099881327580654,0.6508130099408085,-0.05672862590705252,-0.5423782310150491,-0.40407562963379373;0.033014391721017944,-0.4545688497501068,0.6176385471888679,-1.0493711051484595,-0.42306074193720633,-0.03192838226486572,-0.9602984124243754,0.3980368591509098,-0.5081056274811075,0.8062440769752293,-0.19112107895373143,-0.45024877964733534,-1.6319959526406187,-0.3595637052899754,-0.4877011325945979,-0.06457206183975472,-0.3059167361864539,0.42465241392482156,0.2817164790683755,-0.20035941855964623,-0.056024304899690236,0.7486353280572828,0.5199006627942886,-0.18616629283616604,0.5910417157393368,-0.9397296525679373,-0.09720639253895769,-1.2523033318358365,1.7745864079434632,-1.4991698122985184,0.34986288188525805,0.4074928417994883,-0.2547367210991105,0.6380833159673323,-0.19418225011621004,2.430404341167254,-1.018143481852178,0.5419280798082262,0.32026533110648714,-0.5382618976801758,0.14555618985168906,-0.07408488230541366,0.20194118774682224,0.2946972508765562,-0.0036080974861221193,1.720174012018017,0.7885786941380353,0.5731435698402976,-0.5080972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k{190}	=[0.21409050687193698;0.11724830212211852;0.2303717534601011];
x_a{190}	=[2.300601815084267,-2.099914784180299,27.284051942172447];
std_x_a{190}	=[0.46746828608027385,0.44088053155163603,0.6892134138714882];
pred_a{190}	=[2.300601815084267];
% Application starting next step
% ========================================================================
%
%  forecast from 19.0 to 19.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.1
%
% ========================================================================
%
x_f{191}	=[-0.3252964737857377,-1.7554412784075404,20.791303946259568];
std_x_f{191}	=[0.4214915932761428,0.5407829236154037,0.4924635975777268];
pred_f{191}	=[-0.3252964737857377];
obs{191}	=[-0.45863353153783776];
sqrt_r{191}	=[1.0];
hpht_plus_r{191}	=[1.1782870115551247];
xi{191}	=[-0.25010595137596864,0.6671552750862875,-0.2776081553996021,-0.31236003225561665,0.05965483100657898,-0.34225437625998395,-0.18317367347030938,-0.13271762619481603,0.0010463977110305445,0.2853189822036824,-0.2122761032537664,-0.05897890478979456,-0.44009862591348864,-0.24157286566006037,0.1792003472955046,0.0563260316061831,-0.4898833831289365,0.024802087268567252,-0.07534677957021757,-0.29426198082662774,-0.11265008789242154,0.23716056062244956,-0.19631303404364225,-0.2539137673282155,-0.5750734326075875,-0.3000893527305292,0.7369638095726162,0.06485388540078713,0.36158247895627993,-0.8031358615640567,-0.22469684809858576,-0.14105722285279304,8.797238282522435E-4,-0.18706805581254232,0.13923825611647156,-0.15814534801579833,-0.09799274761341215,0.4194116713966884,0.2825305150168437,-0.30118159965455676,0.2784034205379552,-0.5477503582038312,0.3403906802872053,0.2697209170248854,0.11330409727370522,-0.2135181465267852,0.42074491999651364,0.9168799973646116,-0.2985836422377878,-0.5497369981387608,0.38476942882127957,0.1625864080525515,-0.21242272042491822,-0.06514873744189809,0.16481949215851183,0.3697856524860255,1.3802417183936324,0.05339964881445497,-0.25651573207776107,-0.31510217103279553,0.4451592493646922,0.04528122732785961,0.0301940012892562,-0.09755465313107359,-0.203447652848385,-0.6837314189949897,-0.5269374975809396,-0.08334764913843234,0.01254405757045679,0.5041487066011725,-0.5105302309260551,-0.24190302525769763,0.1987428823083623,0.3692538849069559,-0.16056550889262716,0.5390856096100257,-0.2910561856275146,2.3572296299774167,0.11477935922090957,-0.205978622616311,-0.4109990721744489,-0.11502763742540317,0.5865444854579618,0.24282170407872866,-0.023030191263809785,-0.2939600971753758,-0.17552882125803287,0.3382278949107412,-0.3022854434449123,-0.028936675309906568,-0.11309786912827968,-0.2933153258359891,0.15505851488647807,0.058161112141674576,0.0050429377765272565,0.02593212323767302,0.2665315734372609,-0.260247119265192,-0.421584299793846,-0.10211086891659821;-0.38320501678184504,0.8854627583346136,-0.4832489700032214,-0.2214643125071456,0.10873375502450844,-0.4173851692117658,-0.06716425390957292,-0.2906609787396168,0.12409478117849115,0.20525313523727062,-0.21706157371523704,0.020753575074509145,-0.318878765074734,-0.23413139759667034,0.3531328824842077,0.095508750044905,-0.4802156375992479,-0.048394081664980826,-0.1170051782097905,-0.35780699629406776,-0.1374228058838909,0.1765575041768528,-0.3498701129769284,-0.28140789370519004,-0.7997571642316044,-0.1949406016734785,0.9865021293405996,0.33425146506231185,0.09494805777628978,-0.7807837198287726,-0.38461536389245543,-0.23305393992857315,0.16728398922094878,-0.37369390813795444,0.23578163013319564,-0.7281681014433912,0.06745453244127408,0.45410966156944377,0.2752558462161381,-0.2896982703495299,0.3240993038921338,-0.6899193835116701,0.21903324103359356,0.3110486889532389,0.17833960338040522,-0.63626021392797,0.3110403821094616,1.1360265018024256,-0.27362255967137195,-0.40479162410492453,0.6365952177580181,0.10322501842184684,-0.20590819943408012,-0.13989482565309497,0.3310068113390796,0.5567118919970198,1.9549106535682803,0.2117029203157501,-0.2835283204849226,-0.4405607721221805,0.7755536690607462,0.08459584088022276,-0.21140560219797533,-0.3367428050000867,0.003239349322892382,-0.8073732573432109,-0.4499888258159088,-0.24863038491731748,0.08701716798424464,0.479969987429409,-0.7442209505367061,-0.3050388318484356,0.38677680754638555,0.5528778465835298,-0.054889865691987616,0.3559575836209441,-0.3302876985291374,2.9589191488642346,-0.18238387006705348,-0.14735529501868028,-0.6100363964482423,-0.125605049549103,0.8224842147735452,0.334639036126249,-0.20204805079985722,-0.3317631504269545,-0.263439164143604,0.5171706459661092,-0.4573941730701687,-0.20237553875970749,-0.2169120312480497,-0.3488586904653541,-0.06942545754504748,0.07858767827894497,0.10318912370539812,0.03394195939954914,0.6177397465176622,-0.23193547104652024,-0.5736953664419691,-0.3351584547658484;0.230494097774411,-0.023245869546659748,0.4241552924317986,-0.6377763448411002,-0.10877525922153808,-0.055291637423732,-0.5878497318808549,0.36061400048705394,-0.36452732225795614,0.4658235842356966,-0.1589414452190887,-0.3026550072812846,-0.9124522529764576,-0.24930243877977176,-0.37303335793970405,-0.08377346207639036,-0.4665336071157178,0.26315306161506413,0.0834542808498746,-0.07800734764625261,-0.011772116917629916,0.40289276016261866,0.3089859322448767,-0.12675406028725433,0.24646957459099994,-0.7062485847273301,-0.06150812073603262,-0.8525299789373655,1.0033225883276025,-0.8245990620857881,0.3129476981012438,0.13664919136618892,-0.5128428612409337,0.4253427030150547,-0.13659789356738017,1.5471505948860127,-0.7091820174576142,0.2443247028881217,0.27438816187557435,-0.2981866296145377,0.10803116581624295,0.010052807038359646,0.6471240379725245,0.09902119500684492,-0.07271049482517356,1.1722161784599656,0.669421526285511,0.19277251049642175,-0.2978272658464789,-1.243022816850381,-0.40555402504244853,0.3100262393692681,-0.19971374919598617,0.17910197095056546,-0.34414452726729294,-0.23203225211201683,-0.31262378619921805,-0.4623077068238537,-0.11562177033585996,0.10924968800938117,-0.6075957908120131,-0.091519120572368,0.7188251943008339,0.6554328645388843,-0.9655945185550472,-0.2233044427567954,-0.7058906949649923,0.4273253534216508,-0.18823424047972281,0.5387871706798109,0.3332022720714143,-0.011085251427289222,-0.4203471031195605,-0.23700861727922273,-0.5142682131825076,0.9553307171919521,-0.14165615635502604,0.6770125667415172,0.9554256955795353,-0.39830341050419094,0.26636514379896425,-0.06395706380139643,-0.16819182436768898,0.007422381458606964,0.5438275907401398,-0.14637934811887376,0.2012701005483244,-0.2595172977797482,0.2352011677825061,0.5041739454174134,0.2469102536044332,-0.12079279093607553,0.8226035219874248,-0.016783585280549573,-0.30416360878816207,0.019221861833209175,-0.891904035487677,-0.32314222040947627,0.15863474260571309,0.6334260506958884];
k{191}	=[0.15131034273204652;0.18635343418119543;0.039754689485824474];
x_a{191}	=[-0.334788393972913,-1.7671315032257229,20.788810076158878];
std_x_a{191}	=[0.38267897882446267,0.5025599465441534,0.4852771520023153];
pred_a{191}	=[-0.334788393972913];
% Application starting next step
% ========================================================================
%
%  forecast from 19.1 to 19.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.2
%
% ========================================================================
%
x_f{192}	=[-1.4347336904603745,-2.4906297302252383,16.123548200242055];
std_x_f{192}	=[0.5739363201354648,0.8768774319265368,0.3939056106083683];
pred_f{192}	=[-1.4347336904603745];
obs{192}	=[-1.6049981115078444];
sqrt_r{192}	=[1.0];
hpht_plus_r{192}	=[1.331072120859309];
xi{192}	=[-0.40651310874112445,0.7704590873020553,-0.6973452105545463,-0.2840402290691779,0.026158792419261445,-0.4506672085013368,-0.19003535715295827,-0.6084999341259996,0.14263260899932662,0.3449812771382428,-0.25552828068087874,0.10568200115643855,-0.6050749776394324,-0.2445866544912263,0.3270310206249343,0.041119116356152396,-0.5656094630887727,9.841026433099476E-4,-0.09457746612918938,-0.44182123662167205,-0.06045616819680344,0.42329651294391146,-0.618972733333434,-0.3128076894075007,-0.6362695127312821,-0.33479611602699144,0.9906680234458745,0.23939791328260696,0.21129143147252538,-0.709589984981817,-0.3452050768072865,-0.22848425847995602,-0.022439798375097242,-0.3656261956963778,0.10897866724241556,-0.5230968945896401,0.10475719506484382,0.42498136672364994,0.31923571164263564,-0.2506656510635057,0.16113073128691568,-0.6298878105322487,0.28940705066412353,0.24204124609471855,0.6945220531543934,-0.645792679719235,0.6232275032426837,1.0651428974062154,3.7047870602746613E-4,-0.4949543389235329,0.6137517483665332,0.12125994885576108,-0.39465434882079964,-0.10103938567643822,0.3818395306106941,0.5710688848183484,1.8918169873185584,0.21023582359137816,-0.3904349755146843,-0.5535255872516209,0.8949636351078514,-0.10796783361466011,-0.119899952939724,-0.28243976067949217,-0.07392861897428182,-0.9742619352865012,-0.5034464173905315,-0.600416082954718,0.26109653788132436,0.5105839061512883,-0.6781476543348053,-0.21725942784360996,-0.6522128845288051,0.6773250495720938,0.02973299516463368,0.621254995207511,0.6656214512808859,2.9666510158662995,-0.29662824528948484,0.1561908595900514,-0.6190929327418238,-0.06180814301743376,0.9311853738370951,0.4731943537167228,-0.2315126660690232,-0.41981329066727313,-0.30597823833509663,0.49491295484230846,-0.4162372988505221,-0.13446219237398238,0.020829891655207433,-0.38550229217358556,-0.02060777173302797,0.061448348940391195,0.07061880092493555,-0.00910613495554391,0.6755196571433176,-0.26242808635857306,-0.6531461341038403,-0.4692972113155367;-0.617222616281146,1.1860627632744811,-1.060173884493314,-0.4285017755359539,0.03867837492256854,-0.6824423746840247,-0.29359442103396205,-0.9282446212036204,0.23552645950783146,0.5027045330010291,-0.38780420604126453,0.16975346090583843,-0.9331659082049817,-0.3791002852063494,0.5110515787956174,0.06387010359291345,-0.8549099001013389,-0.007894162570643903,-0.14535384177911181,-0.674444613096628,-0.09287177999017748,0.6318081904804047,-0.9425430928802139,-0.47126806637323737,-0.9664325166198049,-0.5145629088901287,1.5264088772756836,0.38618874397832226,0.2721432060499698,-1.0779505225981119,-0.537512223041507,-0.3579626487017942,-0.022710813157365894,-0.5657083316180054,0.17583562439141653,-0.8162588716417845,0.17597806815286843,0.6345934438772374,0.4738956640860237,-0.3763395263900282,0.23969122760452244,-0.9535733306120879,0.4142171421953216,0.3580568324673412,1.062876457336714,-0.9825816613818619,0.915375787535442,1.6248905056979175,0.011891223112012739,-0.7630815508126951,0.9631929374103567,0.17033243793957098,-0.5977837777937012,-0.1593273674962581,0.5944264780700708,0.8836956137296115,2.944912342759588,0.3348242909217869,-0.5851403409357578,-0.8426405272187112,1.4063282004695554,-0.16693204132198058,-0.2061209443401908,-0.4426613578402221,-0.10570324305183343,-1.4717206728415784,-0.7608077174299734,-0.9161692755152493,0.4092574144927954,0.7517243714404165,-1.0323201953741714,-0.3240078752827573,-0.9958088302207186,1.0426537928730504,0.05165108787052075,0.896289575731759,1.0221831648271569,4.495023270520754,-0.4745157937070088,0.2454586720365617,-0.9435028438393438,-0.08990818915015142,1.43733960705092,0.7190959854674042,-0.36282031536926107,-0.6441410543033226,-0.46763695049853204,0.7676497497170822,-0.6353526973800192,-0.22057640811017487,0.020870965382123963,-0.5885405717195162,-0.05163258000820692,0.0912098106321797,0.11279001327553617,-0.01669221299378254,1.070665947934629,-0.3979989853558523,-0.9828680303180048,-0.7255327444375412;0.2667494755631381,-0.22178706617262378,0.48108558047270833,-0.43301010861701705,-0.13223836409957634,0.06614940693916438,-0.43283005019261545,0.3908854541390063,-0.33199740970785463,0.256953160328802,-0.07934830652486724,-0.2659885296170952,-0.5600795290396228,-0.13954417281263076,-0.3900511049577897,-0.10823757601395911,-0.20772620134431286,0.17724073502283844,0.060198776299014156,0.03367944637907172,-0.009670649622965044,0.2081325193782888,0.36008587196641173,-0.031133012676342275,0.38591522137497947,-0.4729839797600093,-0.25076306603946996,-0.7368432672595908,0.6796888941495318,-0.3934016041634951,0.3146731461413239,0.13902374832750652,-0.43297490525228177,0.4059708029617859,-0.17357152486891714,1.3127347631542783,-0.5791100714210131,0.04985216353279753,0.10444118564066684,-0.16550596962011,-0.013561991665813622,0.19536726919150027,0.3903114225411173,-0.021294124377174484,-0.14447904414063473,1.0465811321895337,0.3792827255849893,-0.08866146266332109,-0.20105817091818246,-0.8174288339204026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k{192}	=[0.24872590723752572;0.3799368697126263;-0.040384090419336716];
x_a{192}	=[-1.4662336136675105,-2.538746881962386,16.12866264835535];
std_x_a{192}	=[0.5270859878079902,0.8045433295250597,0.3888215755990074];
pred_a{192}	=[-1.4662336136675105];
% Application starting next step
% ========================================================================
%
%  forecast from 19.2 to 19.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.3
%
% ========================================================================
%
x_f{193}	=[-2.95279490981842,-5.07010017963668,13.151742165519957];
std_x_f{193}	=[0.9707637344141804,1.6273592693105412,0.5381408676303941];
pred_f{193}	=[-2.95279490981842];
obs{193}	=[-3.2155156781635226];
sqrt_r{193}	=[1.0];
hpht_plus_r{193}	=[1.9424659962821504];
xi{193}	=[0.09106621003472037,0.8837204642010819,-1.6058228973833137,-0.4192868325944863,0.7826307097831053,-0.05540220421821518,-0.557924689913234,-0.21509050368729987,0.3076217016511178,1.829118052928569,-0.5337948199697538,0.0844270859043994,-0.8622156178182894,-0.3671420854970293,0.8348426978103594,1.0823624781125065,-0.6061653197318315,0.09356060755881046,-0.4044875936980903,-0.892148203112177,-0.07808594064987284,0.6073148217801436,-0.3609123320619414,-0.1972282459110235,-0.829282263635879,-0.6799185115115058,0.4724945307298163,0.3140377298971875,0.18566206844880728,-1.3496083202593998,-0.25055143141916547,-0.9620165124007527,-0.16464542824252337,-0.599116130318198,0.0868659541916541,-1.0988215145435425,0.08254963279996419,0.792543248077072,0.19511945284090615,-0.4957653472225134,-0.2713072044899385,-1.0371290957850445,0.8091572950015236,0.6548103952634183,1.172755688527627,-0.8294326899559703,1.1525179680218174,1.4172620716192947,0.24983138960025864,-0.9375242464459159,1.0154361291147718,-0.0740836069157833,-0.8515199969849907,-0.5043909168100078,0.32226137286197876,0.5844279577512821,2.4813094130333586,-0.007221543268175257,-0.5578570344075477,-1.693191209123175,0.1328646824076154,-0.3076696158654748,-0.22663981987833415,-0.382485662175283,0.3791491555998556,-1.4238032367536548,-0.7671244988393422,-0.8564040277691438,3.256462952048592,0.560428284617644,0.13728381902009845,-0.745828929246033,-1.3458517771752878,0.8437362718086936,-0.2775818091435762,0.7805160758147918,0.6289729129627131,4.812718220488767,-0.45973952094187,0.19206759321807,-0.8349873574642204,-6.737967481695861E-4,1.3684843981651709,-1.009218301055332,-0.621324802331511,-0.6083835299003639,-0.04569271961347354,0.6356079341388345,-0.5422283214772872,-0.13096786293867968,0.42416205363954607,-1.1822383728298997,0.19279588217467492,0.01757527610525189,0.10486941967625807,0.22238119444354032,1.2527141368717243,-1.4321819748193305,-0.6802639280677192,-0.29811723572684334;0.16115723759459133,1.4662441559772552,-2.573085748547231,-0.75969605060431,1.291901524451629,-0.10686528319900113,-0.9887605961811454,-0.3461900143734553,0.47833081014458134,3.0887160919279717,-0.9074734594454652,0.10005808752181089,-1.5138697156234864,-0.6446830407707829,1.3709197440034573,1.8046954227725376,-1.047167475585602,0.14959958004073926,-0.6741458279687436,-1.4880307627244136,-0.1463345366048081,1.0165661411471012,-0.5857041470192268,-0.35128251044277636,-1.3442407862621408,-1.1959979591596026,0.7737425437114815,0.4594679862753077,0.3535496246591565,-2.2877231594732566,-0.40108821064947886,-1.5838849334221834,-0.3292120107497114,-0.9637375008090459,0.12254442261982579,-1.6632400418798214,0.07228188884257403,1.3185536866636718,0.3183077133219321,-0.857752122358101,-0.46841830768167725,-1.7099558832359243,1.3624923528097272,1.083380120419832,1.962627432246475,-1.2626459172391051,1.9516768878770447,2.3762291156360384,0.38150380958477026,-1.6728126989984187,1.666814772495509,-0.12349602995750963,-1.4361400951916954,-0.8333974160080873,0.4987565064797632,0.9472508573642999,4.214768674214098,-0.057098138056603354,-0.9394488404196881,-2.7489007961655663,0.1714508882452046,-0.5282767797984187,-0.34246336567786084,-0.6027638942421634,0.5599475480385578,-2.350875288805274,-1.3369766011901643,-1.3778901027910164,5.545728990833384,0.9413666584405478,0.24600979096097042,-1.2438034133756988,-2.258999501439817,1.3925110799843927,-0.5177576531393537,1.330490815150577,1.0417116360262364,8.16754415591897,-0.703999961381145,0.2782060517314511,-1.3614949033373556,-0.020061294865134194,2.2891832690517857,-1.6782269815722435,-1.0003985107873143,-1.0238792603124383,-0.07650264415499652,1.0381640466541748,-0.8916554106317047,-0.1925236118841287,0.7085374127292265,-1.9636995994917203,0.3561635701019661,0.010350671064935035,0.1384793071772279,0.3587684043018653,2.0639143698731504,-2.3848642526298622,-1.1103285457575547,-0.4507442630146272;0.023831963891691288,-0.5808787094156962,1.3237846451769624,-0.20016822654188715,-0.5566499302901811,-0.048783049259441214,-0.10185381272300198,0.2653397832789217,-0.4834903274847271,-0.5764627641847682,0.14435585860793587,-0.31470268654919664,-0.04770243132658081,1.1188795363992199E-4,-0.740587037866117,-0.6580238658991124,0.061439498485498234,0.009667944024004171,0.19043994515062757,0.45346045347441155,-0.04755087408086567,-0.17136479946863403,0.3333331814899978,-0.02661661112703051,0.664444484591753,-0.06994327252981236,-0.3900375339382993,-0.7836346241445398,0.36599435473839925,0.4269479148442663,0.26602168112360225,0.6168270602748454,-0.3201100781702344,0.5540274858590504,-0.24968146585064055,1.5914175576020408,-0.5515768383402193,-0.3776733996996686,-0.06097965902037927,0.055125836404590345,0.0922067918821643,0.6624192720626301,-0.1359678019776851,-0.3974211900218396,-0.6388134125465523,1.1733988629926149,-0.24453217816010842,-0.6360533124474799,-0.36317574394036,-0.18214060284601885,-0.8314104641344322,0.11037659570729375,0.3437426910345316,0.312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k{193}	=[0.485190473391048;0.8130574427561178;-0.19571467432989773];
x_a{193}	=[-3.1147128663355317,-5.341434030736424,13.217056143979637];
std_x_a{193}	=[0.612419257794218,1.026313062716489,0.45656218264880827];
pred_a{193}	=[-3.1147128663355317];
% Application starting next step
% ========================================================================
%
%  forecast from 19.3 to 19.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.4
%
% ========================================================================
%
x_f{194}	=[-6.5239850869027896,-11.358856189239653,13.733369856538607];
std_x_f{194}	=[1.177679907687809,1.855773642202949,1.4406591070065786];
pred_f{194}	=[-6.5239850869027896];
obs{194}	=[-6.759582088339783];
sqrt_r{194}	=[1.0];
hpht_plus_r{194}	=[2.3904271147517133];
xi{194}	=[0.5884027772151876,1.4588618446657753,-1.3779883098726842,-0.4389544709329787,1.0903042989102856,-0.056020207772473185,-0.5323858693456307,-0.06687091794346323,0.32187905275961803,1.892068419501392,-0.48876726389808045,0.4160514573222258,-0.7091852941190329,-0.389563392371163,0.3213080611099821,1.0252071375011447,1.0557648787406348,0.21185665903870277,0.3426994660468399,-1.9713245204799312,0.05770750129833413,0.5447916819341012,-0.3568617387629196,-1.0730655300382832,-0.5024516426975545,-1.1854162026183621,0.5388875004870073,0.04193969853216384,-0.4116636089594117,-1.3281072266087017,-1.355657888880132,-0.7404636631350261,-0.04791386355558558,-0.4909883204951351,-1.0629773643024558,-0.3385088460413268,-1.030582933967633,0.9581744193387891,0.3397690857513469,2.5082353685322945,-0.26256206839565976,-0.7689393123731936,1.1614712666411098,1.1384229477778822,2.026178343995362,-0.15796010493127,1.3089918351860872,1.3588263208588334,1.7556962727956558,-0.5252223889857,0.9406509674880557,-0.27560131445295255,-2.3806385412235818,-0.3021843915542366,0.0676829195207187,-0.11719828930725917,2.698204285057576,0.6145616643163798,-0.5119478064687462,-2.7297901715775863,-1.4041733842728767,-0.16580073811382423,-0.6268444518577079,-1.2231519159397495,-1.3228446224896393,-1.5981220536685568,-1.3338583535023618,-0.6973621554158917,3.746047808653592,0.6857381325565619,1.1195052484556554,-0.777163405065874,-1.6849847377299794,0.9583636129812829,-0.6890347794905507,-1.319386956324319,0.5206533821513641,3.7379942117751823,-0.22393725184949442,0.17428581468848403,-0.7387381844848369,-0.08298769801550421,2.2428272358650716,-0.4062230927786503,-0.5385417937778998,0.9770245595074476,-0.08111871352853228,0.19842541359139254,0.3248236032193539,-0.2331725180457349,0.9712338579317539,-1.701588149835044,1.0807914528343892,-0.36194551043599965,-1.3819835836301904,-0.27441028118333843,1.6921358996409523,-0.9178472566806093,-1.0131303169728838,-0.428330995018106;0.8856048764472266,2.259624845305124,-1.9051692052439293,-0.8240117700848408,1.6386422075972682,-0.1690363535555317,-0.9622384698398481,-0.11858703660069203,0.370477164644722,3.05516998684201,-0.8221714059215959,0.5283143660559215,-1.2439878890485492,-0.6969789036844833,0.3576522252801766,1.536408939097715,1.5959791599085165,0.276176943522934,0.4806521750576689,-2.8930368240086644,0.016040961851198077,0.821971240117298,-0.560130569048706,-1.70442119803106,-0.7414512790160472,-1.931473249353365,0.7498788277323669,-0.14061618075376536,-0.5836700771545473,-2.0726880783066424,-2.0297377337041027,-1.1255359611191267,-0.2268468596871127,-0.7349768144645648,-1.7165089058931606,-0.2875401981361705,-1.7459159374331108,1.456862784458595,0.4733050989441452,4.05926900926434,-0.4705965859863923,-1.1666838747904844,1.8351228065838594,1.7400749386145566,3.2274217064237174,-0.09998140408538347,2.0882666650655803,2.1172811101684452,2.7507460628674387,-1.010559247295296,1.359574170230724,-0.46695881729388056,-3.4668707819340696,-0.4988261399945557,-0.030344184956982545,-0.31340938913317196,4.416232617550972,0.8262587711422231,-0.8498350624178368,-3.72544088749839,-2.2830830607775106,-0.34276399823201764,-0.9145101029863554,-1.781744949328564,-2.228652436077965,-2.333123443451642,-2.130153058256969,-1.0236986904841636,6.289245531796627,1.0552415123552983,1.7609686741901402,-1.2210965448005915,-2.5472943183421926,1.4105096291566142,-1.2016988989349802,-1.9223543455353198,0.7312430607812299,6.415739242074278,-0.2747764051473567,0.13927213461856525,-1.1034366216975329,-0.2198454286444722,3.5943769362020443,-0.64736213445061,-0.7881104654083053,1.49335323155376,-0.18104293768335467,0.17552230808215796,0.49352567490221233,-0.37152898422541547,1.4987355977555978,-2.5137417922164236,1.7302707663347565,-0.6482520342450115,-2.1999467253145095,-0.5092701755865594,2.5813106335883766,-1.413202915430297,-1.5285372400240664,-0.6268596114079301;-0.784372512940859,-1.9329960353155435,2.3390735470340847,0.13055051814715668,-1.5651916758223496,-0.11469130012624262,0.2923079343953212,0.09997104398200207,-0.8129110635611454,-2.0314713725174105,0.44237716678764194,-0.8506835868010256,0.4666619168021562,0.2553343738760354,-0.836757044378972,-1.4804335563838684,-1.4876911584516161,-0.3438587908679782,-0.515979437222251,2.7680678313945233,-0.2604282682523955,-0.7206211220928616,0.4847898894289102,1.2292355089655391,0.7924385066094093,1.1886245141457614,-0.9266414173857598,-0.7103896118986412,0.7670506026632467,1.590160846489228,1.8746606578405434,1.034824241156933,-0.3829019196873418,0.7620485987871302,1.1263093172886567,1.260971915800102,0.8211948805384317,-1.277577661532252,-0.5177519896831715,-2.808639016535894,0.19981253958696854,1.0911421915470676,-1.297023184116922,-1.5320612295367138,-2.410513125172608,0.7654762803377171,-1.4226602076180939,-1.6993867074106035,-2.249441606716278,0.09213280674508262,-1.5586285249262435,0.2876967119432372,3.3586665406078975,0.3500710003359728,-0.49896894068877273,-0.23818558932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k{194}	=[0.5816647184811292;0.9141014022919459;-0.6831604744467022];
x_a{194}	=[-6.692014168662576,-11.622918310221515,13.93071864454074];
std_x_a{194}	=[0.7318728326002549,1.1716153438565617,0.9140453989619056];
pred_a{194}	=[-6.692014168662576];
% Application starting next step
% ========================================================================
%
%  forecast from 19.4 to 19.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.5
%
% ========================================================================
%
x_f{195}	=[-12.770136445749673,-18.847493346378247,24.657062203562678];
std_x_f{195}	=[0.8643237620794164,0.5466944319298226,2.583269327611272];
pred_f{195}	=[-12.770136445749673];
obs{195}	=[-12.980954583837608];
sqrt_r{195}	=[1.0];
hpht_plus_r{195}	=[1.747863108018172];
xi{195}	=[-0.2827484570826222,0.6784485110488543,-0.018678036201212223,-0.24703778944981458,0.2534391981069657,-0.6170566754488274,-0.4023901876305622,0.17603738044559059,-0.0779847641713225,1.0491856969751634,0.5815554280901161,0.011516659202346347,0.6385179166738624,-0.2427605279948768,0.12035012057996042,0.3545896485235023,-0.6938270629992029,-0.7729675395738944,0.4421341460136645,1.6177954545342494,-0.301501153339764,0.23982161546224035,-0.9080930937604297,-0.7789170295773467,-0.2954989125829659,-0.549645785429842,0.926412328385334,-0.3817558895284474,-1.041655024848362,-0.7727852325417786,-0.1813296874201189,-0.23576598759660783,-0.7338705680471502,-0.36900095619493456,-0.6749456398983469,0.04287714884615923,-0.7801564767727704,0.4445964589212945,0.1317801791334574,0.7742188079888752,0.7440331417781927,0.013997494114576625,0.5628765638904074,0.5013642886780971,1.0344716286183822,0.45842177441877574,0.5290218685913715,0.8274677811182052,1.1245185636842603,-0.9087049959796527,-0.8643164033133939,-0.49588608271269585,-0.7756118807694516,-0.5784754206188829,-0.16762997872537788,-1.4825673020663022,1.7860623447121888,-0.4879504332238831,-0.657328605651923,-0.6637286762395345,-1.4966458505206575,-0.22823071382381244,-0.17929014062995918,-0.35368924888358144,-0.9354277760305028,-0.6298292224206978,-0.8426986479680032,0.19317273355359887,2.700746706902855,0.6582370187873323,0.09076351684336004,-1.6653895240004033,2.190863696255926,0.17227384046944216,-0.3519096588218247,-0.4639126819793056,0.09856607144421936,2.9197030042740284,0.019044634420456674,1.1967735282171272,-0.259615912813441,-0.14061195009396954,1.0523766619346429,-0.1664155852760434,-1.2434080338212947,-0.01700088976308578,-0.24023228108992178,-1.2600483851218005,0.14583666638761628,-0.47157977235301374,1.5217839374845212,-1.4250958517364065,1.3036457793909406,-0.4286489912439144,0.42905366218376884,-0.4996466401974544,-0.2487317061606138,1.9239883277889405,-0.6664714229097495,-0.02523878982304595;-0.2752716562929116,-0.0671894327343594,0.4480766920456638,-0.5160317339770977,-0.3063880831894181,-0.35501030397290734,-0.492226404687127,-0.1136833436546496,-0.5226275507409923,0.4021925964543982,-0.07908672147307882,-0.45149510838770013,-0.21352397400158196,-0.37337747602824933,-0.48616478379172534,-0.26524491817703577,-0.3781664552547852,-0.24906009799281748,-0.12395068981506085,0.958446485888274,-0.3649157877045468,-0.1684487110238102,-0.04978449631669335,-0.16879056196593822,-0.024862346686486347,-0.3676060898148492,-1.5146239283936325E-4,-0.7536973075940097,0.238703806480693,-0.10268301409301017,0.06091665668249746,-0.055872942552404936,-0.5719664016806476,-0.0432190793259295,-0.28037572778676534,0.5379263562208862,-0.5099707424779716,-0.14031967869328454,-0.2373417040419703,0.24257284033333448,0.010468882597731266,-0.017018047200501485,0.05690922458348169,-0.1416165705575949,0.256399898482254,0.3853637157791461,0.08380299662770341,0.07953636917991957,0.21435918440427315,-0.6247719052858578,-0.5315900738846331,-0.23080668953553385,0.4760499477881197,-0.19113509744960666,-0.5282943000069125,-0.1966152447753906,0.9929778113089078,-0.5793654253491205,-0.24428640379022326,1.1542055927712411,-0.02891511743603914,-0.3652181627601472,0.029201149573459872,0.18715820160988983,-0.5403475599367411,0.287070455272314,-0.22775946372003375,0.09341381382359515,2.1985502326032353,0.0261889817733838,-0.10978969910855696,0.47326951962968167,1.288355209912801,-0.3893847841189384,-0.47451702117873396,0.21884898396299945,-0.3387414608315922,2.9594385236317446,0.11666186377415855,0.10249549667484814,0.009329286209379006,-0.36418668757522354,0.2755626887669216,-0.1650107195556174,0.32101695647867245,-0.26865792514803744,-0.27022753401678656,-0.3626428524300458,-0.12322515380717647,-0.1317884518977266,0.5400637387077261,0.7028052291257865,0.5402483676931595,-0.3600927024995322,-0.11367966087201964,-0.37486040144440125,-0.5890356378443471,0.9856269164800473,0.03714675439071513,7.241146152630051E-4;0.6461441274291957,-2.4614996613472577,0.8664238917243452,0.15680522184603518,-1.3072887926994028,1.6624127013534817,0.7300727715279969,-0.6932334310563633,-0.4416856777027114,-3.060272883325098,-2.11016355615288,-0.6502617767594927,-2.5431852858250217,0.37087010151437383,-1.0992069941048044,-1.5958306952924417,1.8498225636451942,2.327202311298805,-1.6745785359471625,-4.299141461147254,0.5787766436976582,-0.9904947211160255,3.029218856397396,2.4223350718503305,1.072866778031674,1.405652478516135,-3.280399699140016,0.25358495844795925,3.844754138627252,2.528174866942429,0.8036890848071288,0.8280689948804252,1.7150753467812834,1.2935120446775628,1.9575081729007024,0.8064234023712444,1.954274574127382,-1.7168762824453658,-0.7265708444673784,-2.309220546469483,-2.562679462852813,0.023245616274632397,-1.8127594181216367,-1.9379275600773695,-3.2712113737420765,-0.8856088165616818,-1.6382814143828845,-2.7816430488088244,-3.6921381222148923,2.2392073221844946,2.1943832528694927,1.45705728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k{195}	=[0.4278728148602795;0.16469971041389303;-1.2443616674124975];
x_a{195}	=[-12.872837748128457,-18.887025829334533,24.955743399083886];
std_x_a{195}	=[0.5960027809246672,0.4888576902533628,1.8304686902868923];
pred_a{195}	=[-12.872837748128457];
% Application starting next step
% ========================================================================
%
%  forecast from 19.5 to 19.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.6
%
% ========================================================================
%
x_f{196}	=[-14.224017990256293,-9.400114003213119,38.99661540762844];
std_x_f{196}	=[0.5661878915764504,1.6574622276285642,0.6093899412553584];
pred_f{196}	=[-14.224017990256293];
obs{196}	=[-14.32178162064228];
sqrt_r{196}	=[1.0];
hpht_plus_r{196}	=[1.32072360688773];
xi{196}	=[0.12382630445264908,-0.7065991591340879,0.39216269644481727,-0.11147700130969973,-0.20482851284834425,-0.5785508612102213,-0.06399304073967294,-0.9646743655621872,0.2427101900027715,-0.172344758227311,-0.5467967100452231,-0.3745534451484538,-0.7391635629561506,-0.09356590092836825,-0.4365034196334445,-1.2180347202506674,0.28822453181047614,0.408346055889238,-0.47222880987041194,-0.5438205728757044,-0.0853894116320042,-0.267787796108097,0.5398093069071681,0.39370279791537577,0.4885726997219315,0.15644426993596916,-0.8796172284028607,0.0983648994170121,0.6361153341342956,0.5846502950171732,0.20697936073080392,0.14441276886761933,0.1324350441258435,-0.39275330444704437,0.26079105003368674,0.5218057372943736,-0.08918245507368816,-0.5242343084724972,-0.6772934202976444,-0.19776052743607409,-0.8428361084603821,0.14657545788849902,-0.3964430005739885,-0.2462829372562112,0.4538587354296375,-0.11410631723973097,-0.5247608030226303,-0.5972069431257925,-0.5254060896425745,-0.16126294402156027,0.7089623390764217,0.20184306649419348,0.9723493890920523,0.11143568901247214,-0.10382791012935755,1.12065520646172,-0.28505715098362394,-0.2446777897007557,0.235635799926337,1.1980593292097694,0.7540784745032347,-0.06562817796857168,-0.4844399469040237,0.27406530532114814,0.3315253507738287,0.72931858433091,0.5577331698603434,-0.22708813806250916,-0.22161716863604752,-0.46980212964438195,-0.16838160131178093,1.9559223618437436,-0.6838971315411424,-0.15982709108042137,0.13042389625365303,0.5837994125291779,-0.298818009072642,0.37644271123218864,0.13052041106541346,-1.0707535594505941,0.771435026643104,-0.1295885583010712,-0.9660972302473425,0.008688039623269361,0.9062363834584612,-0.13901489536724831,-0.1396614019939424,0.7438660221130462,0.4520650388949985,0.22109595625050105,-0.906417887054694,1.4230863945552379,-0.67660961796253,-0.2760885408282103,-0.3667070986809904,0.2761514494881325,-0.2725179984296098,-0.283809185508062,0.913610482785506,0.08099382799437116;0.7605010113907849,-1.8194662123509424,0.41773458103589256,0.4833648581244123,0.1469328045414393,-1.8490402842577662,0.4573182767914936,-3.1856368093494645,1.8036956348089515,-0.5615379537141809,-1.284001928418089,-0.3653689966076801,-1.633894763101969,0.2348211782126004,-0.413534279399439,-3.605911737265691,1.2483871363879917,1.363619595042513,-1.067083609403534,-2.672453704282672,0.19945073897525667,-0.4290107637860334,1.3230842547507802,1.1770274458949217,1.5138368799027004,0.8777317493136678,-2.354894149069958,1.5475571549309484,1.0407382188586567,1.6746361337086526,0.43709664732204345,0.42274888203393957,1.082309145812708,-1.6327598970956103,0.9633518232933493,0.711151890579103,0.14448762265748627,-1.2017889886633917,-1.8449041467774308,-0.5534558834511394,-2.444933426824168,0.525614300287188,-1.0728066449275957,-0.14640860378730025,1.8994824266024954,-0.8998163979442886,-1.6532953201598541,-1.6002826335934142,-1.338276292233159,0.03302878349408722,2.8367915382451283,0.7782905221959275,1.9161645265862948,0.35090453883024786,0.5774473301730882,3.2346789623108423,-1.5331315358647615,-0.04538286890719334,0.832977311651339,1.4854827268772635,1.722367203516681,0.3312585490499771,-2.0066252142528924,0.2915726623825847,1.5575855295369303,1.5099527644044146,1.780860151189085,-0.8998983465418142,-3.301282151211444,-1.1955018942246927,-0.30669325626738697,4.730666058131974,-3.3563584109603557,0.39411085148545766,1.144118831202782,1.2456733219240377,-0.26416894262815127,-2.776655451160753,0.2074309766054796,-3.017382854453521,2.400183278904497,0.1731828158562756,-3.2107567914773263,0.22452053691644558,1.7332121185767413,0.03741048674908143,-0.1419830020060715,2.403727142420304,1.8992047820916493,0.6703999297478394,-3.0853733571709796,2.691078456801111,-2.493105867582761,-0.5580384887179495,-0.7142707771857584,1.3374899613201432,0.07138478976368035,-1.3467527179758925,2.5790928767326715,0.2449946481201657;0.35910701556025515,0.0745316334690429,-0.4871729151557389,0.6266545182861876,0.5506360254990383,-0.23113011712911202,0.515653568036619,-0.4810155460623946,0.9236744514479369,-0.0897509213957548,0.14976240872023538,0.5291853272340319,0.2971598205207542,0.4018079772358263,0.6140090191650032,-0.25494362319207653,0.3847013449697414,0.21534494523321257,0.1756002914006487,-1.0414504232703194,0.3587771296708695,0.24908271477104194,-0.08116363283035355,0.0898392363119811,0.18286877582007577,0.3678520229655504,0.0065401845659920355,1.0159097482907598,-0.5334418494267652,0.0970547931263539,-0.07541805982569372,0.041767215038383654,0.5699930689037842,-0.4796845237039449,0.22186806596500475,-0.5186217552233217,0.31333305908530207,0.17200585993582962,-0.005030665135819845,-0.026417507468316614,-0.13590814438391163,0.1364023789249984,-0.0030048385981515935,0.40902243098395985,0.5406302323238634,-0.4706173106889011,-0.19043846052561264,0.0014018272053561986,0.05284219758205211,0.37670797482990537,0.7386235645232091,0.20595611136403846,-0.5170103494250995,0.04191148835759151,0.6963598656157686,0.1888775337631543,-0.6716934599160993,0.5012682025997677,0.16548276646616245,-1.3369408603243542,-0.2628006008479602,0.417349619600877,-0.5779910095090202,-0.3409352858891026,0.5173130495910669,-0.32819573513005906,0.23235245922000303,-0.21806054218205162,-2.3885386456841644,0.06472861949811204,0.1297034933157306,-0.3157259107192516,-1.3436458288140187,0.6598564552077022,0.6374652100433735,-0.2308959353777098,0.441247962027731,-3.280880147227606,-0.09380273755030544,-0.12085268818503891,0.3081318599990368,0.4292280353075526,-0.5169040397040732,0.17613272507988142,-0.5600867138714634,0.3431668502248826,0.1984218138113505,0.3248748083128348,0.5623434587864082,0.08227080465922398,-0.5783433335417598,-0.8609349734987148,-0.578405080620989,0.15525159464078797,0.22784838308878363,0.47995992927424425,0.6480201228480595,-0.5422787707753614,0.13500795738204374,0.039250935121351915];
k{196}	=[0.2428393080998312;0.6391382258597916;-0.005275287435232508];
x_a{196}	=[-14.23620629801951,-9.432192884762285,38.99688017871227];
std_x_a{196}	=[0.47911962604471425,1.4644995748020464,0.6092503750281582];
pred_a{196}	=[-14.23620629801951];
% Application starting next step
% ========================================================================
%
%  forecast from 19.6 to 19.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.7
%
% ========================================================================
%
x_f{197}	=[-6.612374796818653,0.958139089865368,33.06562469468815];
std_x_f{197}	=[0.6871854531788958,0.5425372221389363,0.8428665878392262];
pred_f{197}	=[-6.612374796818653];
obs{197}	=[-6.455612473311677];
sqrt_r{197}	=[1.0];
hpht_plus_r{197}	=[1.4722913287167416];
xi{197}	=[-0.08173545099692703,-0.7235762937118357,-0.1739572308152706,0.7610145971117257,0.1445471121308195,-0.4607817747826157,0.7837990161255153,-1.1021545953504601,1.4018260220864196,0.17041262091840803,-0.2372861203645753,-0.03492777386307733,-0.4742479267466342,0.4699043571886845,-0.07243989674762474,-1.3426744760157074,0.26494534320336793,0.4491695309193888,-0.05759965791139798,-1.2592837326857067,0.10804255173974298,5.148652801398867E-4,0.28832544180834496,0.2694718234882538,0.8900607047229165,0.3508876314623919,-0.6684233706241578,0.7033861591274331,0.016825144141498605,0.26510709338417104,0.29238420676849053,0.1734324858811087,0.5059020586779939,-1.008913065378957,0.1720326681385833,-0.11937240893139922,0.06606311481313654,-0.38857545356724543,-0.5622664699472786,-0.2053498192752814,-1.3037176544007147,0.16137238807819365,-0.22175471671848168,0.09260787593275754,0.658465428743515,-0.5111432358254033,-0.6280539415364004,-0.48038201269938074,-0.38862138566134696,0.11448242408603804,1.4006000229287325,0.3160422704531536,0.13044989903918136,-0.1315690477702427,0.4206452692559335,1.2294613310861493,-0.5890228494813634,0.26029427619627477,0.16409822378073802,8.07725083103783E-4,0.32431472286688123,0.6969745352384367,-0.9795833737703745,-0.37838460638477667,0.5270654358637348,0.3986694423940964,0.7001659428967812,-0.32679911907379733,-1.8867617658165123,-0.54882701554709,-0.040692301634068784,1.7841782419667354,-1.3163588539520399,0.749431505010091,1.1632886644024767,0.09105711383509174,0.09916194624265362,-1.93166766147362,0.015642764775311235,-1.0490252604521935,0.3509628250172341,0.3228278394684132,-1.1658005551216535,-0.31429637687072454,0.2714642952762363,0.1366259412260069,0.6721005052873563,0.8951597678163088,0.843033657821227,-0.5669839066751639,-1.0649059371643919,0.7792116016560993,-1.0069548010540483,0.21840443090006545,-0.13861052900427318,0.5520551933616122,0.35264791756983094,-0.035128304803889954,0.5156137009425414,0.021171054990358762;0.25982032840320646,0.04460893701290358,-0.48931609164327367,0.583990567295306,0.43149057608649544,-0.2851849359445132,0.5013436776153629,-0.40907456307506673,1.021635607975544,-0.11687245610155939,0.060702925886945036,0.4027664094293947,0.2173937740510249,0.3281056907915524,0.48162409888001634,-0.07843029490816755,0.30182592148036835,0.19477694961683956,0.08711365856610909,-0.9051326510096201,0.25519868573356763,0.15422109702425557,-0.08291471541460638,0.06407789354006288,0.27941701589670676,0.3001334539046988,-0.027859376744564734,0.8985169919043295,-0.49547972746066765,0.06419440030354562,-0.08124647509839289,-0.004715401890801996,0.4926975323663384,-0.4091468629425441,0.15427098453274246,-0.5099988677034445,0.21823294664428816,0.08985838594954909,-0.05811263531282762,-0.09397191930668936,0.05651717264676026,0.07476836859928737,-0.0808558613638608,0.29760842888103756,0.5088311911324329,-0.48945342889720655,-0.21999343515133185,-0.06209803259778712,-0.016209034208828133,0.27733476924481926,0.9005360830505839,0.15807732145101971,-0.46734234241597084,-0.02285746675372613,0.5757387348327435,0.43054852561029267,-0.6589056873026389,0.3909496311852928,0.10469597572768075,-1.1546473289219275,-0.20157726854355817,0.40044753517828446,-0.5263293297684941,-0.36236920253557336,0.46212520081398056,-0.2562846966277126,0.26989332017809076,-0.26934906201606645,-2.0353689409718725,0.008882745686653148,0.05378182570709111,0.3515637709502005,-1.1850574662621534,0.6134470314966637,0.7202606568822006,-0.23622840627946462,0.3287817610942939,-2.905664204136549,-0.1381344242045125,-0.05374730541175188,0.25528250973308364,0.3410398362565431,-0.42116338147247434,0.10052392520076381,-0.46144562181538806,0.24210446551193743,0.21468296171382784,0.40143277464323923,0.5651202310362383,0.047190498201465814,-0.5064989787304417,-0.5181590779521394,-0.5191661240562716,0.0909302995582707,0.13282578384747878,0.42573364935225777,0.5237974089039018,-0.5197840176317342,0.1501881810649267,-0.027513985678261244;0.3308770671777381,1.19052805504856,-0.12710447609508435,-0.7185788510363622,0.11475151274810713,0.5053318211501363,-0.829350712898318,1.4473252485116177,-1.3236894526565592,-0.38827319330996346,0.41747154808417264,0.37242245601765234,0.9252554479786426,-0.47257377008664037,0.49188784281972886,2.0997408216254954,-0.1839353918481379,-0.5670656507910081,0.1468457510796881,1.3070874236201462,0.03476150842318049,0.11831562930092332,-0.5458857148420861,-0.3984852551396827,-1.1755283093369222,-0.3150907042114852,1.0402894556041034,-0.3722501020982918,-0.45478090127478765,-0.37674064735851687,-0.5450829644111224,-0.28811538156771377,-0.40630211033715113,1.284628706203506,-0.15366328797310302,-0.23974540758996454,0.06564034251074702,0.6863105774763198,0.8513769095487262,0.23082430379868413,2.1313743622568637,-0.198672494355705,0.2857746723201302,0.09016539708815685,-0.6195457349713891,0.41956891586848144,0.8197286224452043,0.7010738436737824,0.5880925157009216,0.037721806045105666,-1.44656871508616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k{197}	=[0.32078659943504095;0.1810807350912614;-0.36627815272355946];
x_a{197}	=[-6.541832814805628,0.997959312967613,32.98507897704688];
std_x_a{197}	=[0.5790244940518363,0.5298601323605986,0.6965535603589449];
pred_a{197}	=[-6.541832814805628];
% Application starting next step
% ========================================================================
%
%  forecast from 19.7 to 19.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.8
%
% ========================================================================
%
x_f{198}	=[-1.4337185547641444,1.4583247543462647,24.82166551802207];
std_x_f{198}	=[0.38850652053084056,0.4009869775587098,0.518358802464887];
pred_f{198}	=[-1.4337185547641444];
obs{198}	=[-1.2891077195828764];
sqrt_r{198}	=[1.0];
hpht_plus_r{198}	=[1.1512240334753223];
xi{198}	=[0.16847842904613675,0.13479245380662808,-0.4712217403120156,0.28922216384486,0.22040748192175696,-0.18799976456797407,0.18441283044955692,-0.2067852996081634,0.5912813225221163,-0.28881402597395534,0.4941865892988867,0.37626914433760117,0.05443852216240108,0.1848283955660548,0.3083367826934482,0.1899390098190732,-0.10099562730740552,0.07684474107823736,0.2644341802465848,-0.536950637625373,0.4252747029324646,0.21394360036869853,-0.07313298193518025,0.06624443479803532,0.14014487913762697,0.19790958040585616,0.02233691032389684,0.5697274726957858,-0.4002702902680553,0.0016220671073929882,-0.09428952370532917,-0.10918047681477794,0.14146808056458604,-0.28331113420504894,0.03163885856897597,-0.4212055323279962,-0.1120449023453236,0.08814193165571815,-0.02784760624627758,-0.05239435979821905,0.11920442195085035,-0.07597868779291272,-0.18335408873705306,0.24467862074468383,0.23524083453082767,-0.3672777261493967,-0.12538961283255334,-0.02363629137374912,-0.11189958204085815,0.165322701007367,0.6384413205615701,-0.0690768377078026,-0.4605253194636536,0.06110000046711006,0.31286711212504303,0.33592842685833957,-0.43217652326049283,0.35621756743517974,0.1321068767285094,-0.7800643477317333,-0.20418327062720665,0.4674271370048173,-0.034948521999076165,-0.22452608517811123,0.2692541860655775,0.07238216068429071,0.11652537160784293,-0.27322510001694766,-1.2922798411353298,-0.06513361662281913,0.05233147468292376,0.19796220671904163,-0.6570608770343462,0.5002144653846521,0.4604993081176515,-0.16153882697228306,0.3234370515098157,-2.310442259615715,-0.08453102749825958,0.030578409071208457,0.1390810710991448,0.15198957820405123,-0.135992905954206,0.09879724062444639,-0.03268019555826274,0.11038586053572041,0.21614161769572515,0.25536097535324176,0.686476860589223,0.018705209404263456,-0.2763111289753619,-0.4312375621678415,-0.14389512647271951,0.05924436722963322,0.1108640626881583,0.2535253128891024,0.05180503522202273,-0.4935570055407765,0.11012088558966138,0.026823975766455677;0.3056379511249663,0.45662276825028947,-0.4839899704703513,0.19848742541011166,0.359706607226167,-0.07053134931246996,0.07862878660970396,0.19705435253335302,0.3744529744637508,-0.2883153289690439,0.29499595239411147,0.4665795169359732,0.4968100236728932,0.07990025542529633,0.5479792436209934,0.7079948060258316,0.12406122181727586,-0.06828067215026934,0.1513255483354179,-0.24049455588660473,0.27057047233052467,0.16957541371726492,-0.2829030961819077,-0.09774402945942717,-0.19312766388942904,0.11601812107082687,0.34007363171095095,0.6027434081983598,-0.6022961068383033,-0.10496285985001119,-0.28880273130472545,-0.1422714599482151,0.2092062016211167,0.13816758797284323,0.03888668291406416,-0.5409937203925639,0.15233536664828118,0.30436846508989346,0.24793631651291803,-0.01359907161564533,0.8367431925423454,-0.04990986871519931,0.0010781561513295568,0.26514071972885156,0.1633315887177651,-0.2641523727729993,0.10210231315631191,0.18593160164000833,0.17113120140578975,0.22045016808195972,0.2935136252247723,-0.05427132411559099,-0.6485595295774952,0.04131180184841443,0.3736397469810424,-0.15844581036313365,-0.42332690751639923,0.2902989467817658,0.015503538496771663,-1.3478109753181649,-0.45988516911028055,0.12588296139600952,0.0031006235958352946,-0.20703991660435683,0.19429480569038327,-0.45741309716633216,-0.11407602909401571,-0.1421278392751788,-1.018290536900324,0.3018434202376581,0.063355028715397,-0.5441483172838559,-0.5290708138357968,0.31180955950920697,0.18030129644118342,-0.3447745710337562,0.31108367783141455,-1.6171275700671974,-0.18794411847749948,0.5501054566886885,0.06618407168967311,0.1634828059319795,0.21871486504546334,0.2724256450032836,-0.6214093647097344,0.15729299679287911,-0.11953122390624138,-0.052793997086450606,0.2947442284389603,0.35905693219114587,0.06832855780922698,-1.0785009483745123,0.015188640646248919,-0.04425116546152941,0.20555657823599116,0.14219405891106107,0.31466340494538936,-0.6210167167113129,-0.13146932756328233,-0.05424519082778945;0.14550456566962566,0.44212260256488634,0.21569491886696213,-0.2601848516082832,0.13063529488299253,0.2808136009052262,-0.23803038924850384,0.7153917935035388,-0.5673723906215358,0.14193919414192635,-0.5721672243553257,-0.02972547512971957,0.6435536597819507,-0.24045266071211557,0.23755244705767709,0.72661849003212,0.4030466294384567,-0.2601496475994409,-0.3085850044528975,0.7133244909504874,-0.44437216269403024,-0.16169954823012844,-0.2964161465695483,-0.2928534938300871,-0.5965331275563486,-0.20853318984098124,0.4781767520035203,-0.19157950710645366,-0.118074921015495,-0.16916534585502774,-0.25965645946783056,0.003534145702538183,0.05847801102913763,0.7612448778202214,-0.0025042279213352003,0.03549701708703168,0.4599424083730881,0.30277856111006685,0.42416006254003236,0.08544613588892602,1.0298073745040028,0.08235244217048177,0.38040610576667433,-0.07273839676137683,-0.20060318725732174,0.33819023878047716,0.4171778979324934,0.3136841353937072,0.4819678127002831,0.02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k{198}	=[0.13135934368813196;0.10353185538294032;-0.10746062140150135];
x_a{198}	=[-1.4444633239187301,1.4498561836682877,24.83045544904449];
std_x_a{198}	=[0.34962672558410235,0.37557063445504746,0.5019669835669395];
pred_a{198}	=[-1.4444633239187301];
% Application starting next step
% ========================================================================
%
%  forecast from 19.8 to 19.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 19.9
%
% ========================================================================
%
x_f{199}	=[0.23043473798745578,1.1349470417558116,18.982945409827934];
std_x_f{199}	=[0.3881224832909375,0.5294458207817984,0.37803936157676843];
pred_f{199}	=[0.23043473798745578];
obs{199}	=[0.42993190914297513];
sqrt_r{199}	=[1.0];
hpht_plus_r{199}	=[1.1514284507886339];
xi{199}	=[0.27955229657127784,0.3938797989416433,-0.626862490364869,-0.1520259159498376,0.2502766252356871,-0.20915141751815944,-0.006107286291302472,0.058873268098883824,0.5313430127244521,-0.03436395061611805,0.4290304020977402,0.479126387866791,0.32485352763631065,0.15455843963923444,0.18334931028463253,0.5829435091894941,-0.21394280209877953,-9.079173323226497E-4,0.05085822938520429,-0.26504055731743464,0.3330428947939113,0.18523354772162604,-0.21247246490531166,-0.09372761751389472,-0.05977175992925787,0.25681103535216476,0.27764762690187933,0.8514207922678798,-0.5506088029342047,-0.1209345271777788,-0.08763756825874996,-0.1836666737930148,0.24593739484364718,-0.00923827224291468,0.06720820146756074,-0.6156488984869043,0.09158986164456323,0.2689559432773112,0.23552299572691743,0.003362825646855444,0.5146893876529244,0.013039375692323746,-0.1883638816211644,0.2911340876677672,0.21014711785033185,-0.33697087533862347,-0.07112951478093732,-0.42435236631188267,0.12310909243487828,0.29401188830868646,0.4654497923506579,-0.09671927912320818,-0.5394689713707166,0.06061821253075983,0.3513242520454893,-0.46011393503622494,-0.4068653096165199,0.3506774690130335,-0.03093108709456238,-1.0750123667715612,-0.35321055790271955,0.30635244667200706,0.01198290536690011,-0.17376767988099368,0.2458684677853048,-0.20429092481990646,0.21630420546087525,0.0387231910061292,-1.054027089557099,0.18539668084514938,0.08156033219629566,-0.29430984098588,-0.6054461414249817,-0.061666114989582826,0.2686632173360728,-0.3191677788571066,0.3263736063572689,-1.6800496575397732,0.051153617541220275,0.43910450776473325,0.21554334172454914,0.2262248214078621,0.25227724803595813,0.23708016799844767,-0.5489750441902144,0.169551700098312,0.07742416997780288,0.2287068708599574,0.4975239678525651,0.2921031295222534,-0.04759945417251141,-1.041425046144367,-0.014031713876081153,-0.17336577327646452,0.2563209803772276,0.21443970197959789,0.23432744719524345,-0.47060676639277466,-0.022890900733399777,-0.14571833368416148;0.40710980790449836,0.6051575326350394,-0.8189836067327323,-0.20091247565023385,0.3785363006809612,-0.22665692160076278,-0.030024809896546767,0.19577153186972773,0.6447872317153571,-0.06309767573758673,0.511538291646759,0.6587867945614536,0.5633580250574486,0.167114814934477,0.33386741762650174,0.9086254697689764,-0.18681120996909606,-0.04757712143438364,0.03216307355151704,-0.258933034010958,0.39333105308640715,0.23602908707321002,-0.3487176899098535,-0.17817694072680157,-0.18549389802800587,0.3128815697488194,0.458123156597823,1.126444127821788,-0.7992730790935291,-0.1892465794552194,-0.19259574122730894,-0.25166318733158555,0.34157681285186525,0.12526182275915687,0.086093308683995,-0.843316773572447,0.1969650703797703,0.4149429154994948,0.3927735871252207,0.005752381311349586,0.8869583643203658,0.015875537914198823,-0.17735321590811726,0.3924150917412963,0.2560946584880719,-0.4079602675924291,-0.01754454860194743,-0.4476638588034384,0.24202168007710267,0.39334577201728615,0.526565228445514,-0.12466612751133521,-0.7845207923799947,0.07173590789489026,0.4859966894597303,-0.7384977581354102,-0.5383649525197971,0.4418182592731015,-0.0752559807990767,-1.6367988562891695,-0.5538473160835801,0.305865333348174,0.02000789435723105,-0.23670613245664884,0.3072899826070199,-0.4468195742704636,0.20097085242159185,0.07252848591837391,-1.2780224655025716,0.35361812704354656,0.09317483805284699,-0.6295660811379225,-0.75121395254204,-0.11598350096504717,0.2764193397197898,-0.4830917617392133,0.4290201864547758,-1.8691328658093793,0.023302120215703992,0.7270989993340429,0.2577447746989012,0.29835488850768366,0.4236961394781289,0.3602349226377366,-0.9223103030175522,0.23448552405497702,-0.005292503544914506,0.2080500742289404,0.5583317910505867,0.47733100014674346,0.04715347537857939,-1.5997212902177298,0.03008165167023935,-0.25857772846221416,0.3618633621564997,0.24767769967099373,0.384439136957073,-0.6762230855662545,-0.10785236855441438,-0.20409094184562737;0.12229838585781039,0.3379675272771614,0.20201771679681002,0.04254889603178924,0.16616652030272405,0.2279173666927079,-0.10707646400337723,0.5116361830270435,-0.37396541503897396,-0.09033171313889454,-0.39434677905093807,0.017597078724367776,0.5172924002664452,-0.18816385556598192,0.38027793680477373,0.5844626538674014,0.43390715432934357,-0.2036709287296361,-0.13622754673505,0.4222425563147709,-0.28592003734562255,-0.10465192273747093,-0.2553379113810479,-0.20463769003677967,-0.4695394111573421,-0.2013182469282313,0.34406170819153914,-0.1454758258820732,-0.13801319268167234,-0.11983871617169584,-0.3013485542972454,0.006763739171130823,0.027082006784109325,0.5373102281981552,-0.024649797544544327,0.03538319308373872,0.30926510490247594,0.2262114059192939,0.267881152290915,0.028283131164673847,0.8695385967028209,-1.0152858569867362E-4,0.3267146732842079,-0.04054410060987834,-0.13063879507286202,0.22117345598655547,0.34612807632717946,0.5451174409390838,0.31833224736049104,-0.009811878930118922,-0.5813305030158205,0.04454565913066588,-0.1327660471220753,-0.056838840986198846,0.023225535670501785,-0.44681802059577436,0.10894521934178769,-0.17714005227817609,-0.12820855730914005,-0.46206080565270824,-0.29918499056923764,-0.5669364251748199,0.040356149535373476,0.029775516541558744,-0.1730838285583154,-0.759398032039293,-0.4661267006439367,0.07495021694817794,0.704713196874085,0.4342862096587581,-0.015398208869470409,-1.0091593865092392,0.3426465813639048,-0.12154330449145334,-0.4370930477747912,-0.180309899568595,-0.08864909304023527,1.5124656101281388,-0.23150824393815128,0.5815505634665143,-0.19584378445538064,-0.05283233493787165,0.36103958951868265,0.17478963750059506,-0.685035194985808,0.016690219611366075,-0.5206438000234144,-0.5317671520352398,-0.6650772840811179,0.37806768574455774,0.45594728819547825,-0.5196573177107204,0.1954864234159217,-0.05552780327634821,0.0461406755490259,-0.20193229989079953,0.3031414583442107,-0.09873203031019173,-0.36594542609063296,-0.05218324557880649];
k{199}	=[0.13151355664776032;0.17688534658557978;-0.014564052952809107];
x_a{199}	=[0.2622372003505646,1.1777212600247322,18.979423546700726];
std_x_a{199}	=[0.35308140274908933,0.4834135314121353,0.37720199713978475];
pred_a{199}	=[0.2622372003505646];
% Application starting next step
% ========================================================================
%
%  forecast from 19.9 to 20.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.0
%
% ========================================================================
%
x_f{200}	=[1.0140911898181122,1.795182924648748,14.649501078860835];
std_x_f{200}	=[0.572834185961452,0.9175301566449516,0.3106734848749053];
pred_f{200}	=[1.0140911898181122];
obs{200}	=[1.284635569860973];
sqrt_r{200}	=[1.0];
hpht_plus_r{200}	=[1.3296356301990642];
xi{200}	=[0.38492328287794564,1.0336756294550107,-0.7643349559792736,0.0183419943632952,0.39689728728799256,-0.3348901964987464,0.06140607113365837,0.23251372631939704,0.754794566152784,-0.039806168998675395,0.48678062929490684,0.39006403898551234,0.5917822309984866,0.7012008706732766,-0.11285072298851195,0.8662870833622045,-0.11250665860990394,0.17875138345092845,0.05099199167220991,-0.26784325094150585,0.7796369159162613,0.25863377371648366,-0.38361084881996743,-0.45912158207153797,-0.11567617364325888,0.1418162634115363,0.4426844367555427,1.2970547750122032,-0.9922989090625015,-0.2311014902978229,-0.2569284131546272,-0.290528685731557,0.35945172323236485,-0.09183574835069297,0.02870965585198393,-0.8860122868264941,0.18992096828742633,0.23866929373977297,0.13820724743760682,-0.020159669834438176,0.9360694926111037,0.04603424857645977,-0.1419451094017531,0.6265197652306842,0.132705821801955,-0.4104605153981269,0.09896878805651,-0.504897513227544,0.22294297822970455,0.5338657436863226,0.2330877247183576,-0.5953814713033347,-0.3215027690346013,0.11822804967669787,0.4504691123423952,-1.0508467372053627,-0.4788614142204609,0.4743950853793244,-0.081232677438687,-1.683473167223561,-0.35747984012358247,0.3420538288316892,0.047598739957732006,-0.14206450384628366,0.40439829841668073,-0.3754474419675431,0.4567704657742737,0.06696668245635284,-1.4276141929057242,0.24877991092495844,0.2688701331662344,-0.999752267629887,-0.7396326786156375,-0.12379810610992603,0.2977079716719082,-0.4509138456176849,0.6421128750128329,-2.1006853284690274,0.1782661101698717,0.6949316569764667,0.08215425642066432,0.38047496662728997,0.3665170147474286,0.4127166070631474,-0.8165466364365206,0.21787870706253698,0.0713152753914672,0.23943247963970093,0.6369367939283053,0.23859361702320614,-0.03781005989885777,-1.5936563139227249,0.04449695236692319,-0.2800464648363298,0.35008714836631283,0.34472561580072325,0.31057463222249826,-0.7029892602029642,-0.09223035960559811,-0.37206895326625533;0.6205249670714743,1.640086075451758,-1.2192259419449245,0.033137508935056736,0.6422818212776586,-0.5298047356607738,0.10136247977181778,0.37692174766967823,1.2108515884151816,-0.05301542297817563,0.7865633670628533,0.6266426291807787,0.9481578597206226,1.123167702970289,-0.17324459634819234,1.3807461248375044,-0.16944445924731122,0.2885959879593718,0.08326641257372369,-0.4171278168853212,1.2517875545514123,0.42034974907522815,-0.6180870617162888,-0.7402610894843176,-0.19263903074197897,0.22728947082405138,0.708915531850727,2.061327225192777,-1.6062268318421218,-0.37509511372929927,-0.41961436307578226,-0.4653951646465535,0.5775119813115304,-0.13391348330099873,0.04563450160435156,-1.423337591080859,0.3086629315305005,0.38276109868902597,0.22777747932736214,-0.02672125778699641,1.486501716052257,0.07657653882774218,-0.2183285646948725,1.0080924628902077,0.21067255907885785,-0.6595802826731287,0.1666986303573128,-0.7884204928604586,0.36635180518185373,0.8514816458950902,0.37131772799091034,-0.9541971332683986,-0.5276942616493803,0.18979390801746487,0.7246938964405116,-1.7121114418474854,-0.7687896186006711,0.7600615725767972,-0.1319382486902425,-2.75866070457586,-0.5783909884017,0.5568929999046774,0.07947010264833976,-0.23357326095196762,0.6528412633947831,-0.6198237151214272,0.7357542904333345,0.10829696846301173,-2.251754175663963,0.4030001613687737,0.4189276239814983,-1.6503796320981419,-1.1812700944383792,-0.19983558359578812,0.4789747841083074,-0.7300152847581103,1.0304402522276852,-3.2346735718778783,0.2913982264946464,1.1120073081333712,0.13301107309464077,0.6108202342516253,0.586845247424794,0.6640571651862539,-1.3412510370796942,0.353125497888356,0.11292933254276383,0.3822708897814644,1.0196468052911862,0.3812534593331065,-0.04885091360417815,-2.6098053479209424,0.08014210662838983,-0.45199904130526014,0.5656628510933557,0.5509685333232686,0.5053315818414525,-1.1389893225935124,-0.15198350432135332,-0.5951648359401254;0.15374328358429956,0.4775618044315042,0.034751393741455416,-0.005901279590448283,0.18422863853774807,0.09748896019234188,-0.10548087073050816,0.40624742919373347,-0.12924312622971712,-0.10782733574533765,-0.2176856975684789,0.08680386636800286,0.5005941468813315,-0.03683043341479042,0.26990621707155427,0.6386163320099474,0.28255863792248803,-0.16094508389920037,-0.12166225305547584,0.2506614524675772,-0.07239855609326717,-0.05488494027058799,-0.27123623364712124,-0.23662827485797244,-0.41018633529558635,-0.14477550739313827,0.3358755080561586,0.22479071255398075,-0.21833866769736687,-0.15346579969287788,-0.3000502654772834,-0.06367710853239927,0.06929637553623635,0.3715124334907518,-0.03695508348562626,-0.08997140426410688,0.24492633424040378,0.20829193974613602,0.2232414624842498,-0.007730644392863084,0.8699809123900764,-0.021056708636610466,0.19522599074510794,0.07383151018250977,-0.09340491185531086,0.07951462335137727,0.24777138506657437,0.3172505707728277,0.25272804876734334,0.07896225120244971,-0.4044861000103026,-0.04358048591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k{200}	=[0.24791425764494088;0.39702457249557604;0.032319907502248786];
x_a{200}	=[1.1109263594784111,1.9502604994608377,14.662125216561167];
std_x_a{200}	=[0.5384946469698637,0.8617193315894778,0.3103344229576082];
pred_a{200}	=[1.1109263594784111];
% Application starting next step
% ========================================================================
%
%  forecast from 20.0 to 20.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.1
%
% ========================================================================
%
x_f{201}	=[2.3360679861025666,4.1295734201347685,11.769712922626749];
std_x_f{201}	=[1.057829038487576,1.8338218403178181,0.5153674163421644];
pred_f{201}	=[2.3360679861025666];
obs{201}	=[2.6879595248714674];
sqrt_r{201}	=[1.0];
hpht_plus_r{201}	=[2.1342452828304985];
xi{201}	=[1.2284371404886496,1.4941740213152133,-1.1669960136934858,-0.23881201921403505,0.8973975283104201,-0.5281754484472543,-0.12631991969359824,0.020373626551651647,1.0055505111060956,0.5128779824389649,0.712044720175895,0.7915964948462682,0.8784684099731281,0.8711811582500082,-1.0173016257079806,1.5150074567847938,0.5732872664454383,1.2785106805860398,0.04074013462520165,-0.44960233389172655,1.0835109831869048,0.2938168277140063,-0.5681376978332409,-0.7247549122764303,-0.8930340605831024,0.6028269094495791,1.1286348640272816,3.3355012602698695,-1.3973703304710399,-0.4355703316559416,-0.4390179694413403,0.11688008148123208,0.36999340978250617,0.6543920570727204,0.051543291950160164,-2.376893132093866,0.325241086847027,0.8977446149005752,0.07694317362264602,-0.06952755412218403,1.4709804152009216,0.4471502733404158,-0.3885502112131942,0.8273969193866368,0.0863130227813409,-0.9754005167981725,0.48472212849091534,-0.7664504412621296,0.7385638887565902,-0.7642101865948601,0.18543473759811802,-0.6367461882009187,-0.15747378420801983,0.22248775613663208,0.4276997342917408,-2.6260819509135205,-1.1875007640819377,0.8236288672691701,0.9607592704917227,-1.9892605762204951,-0.6025253748343764,0.18286870002382516,1.579607536600085,-0.26342772049952057,0.274960679416961,-0.8436296995879549,0.9469537540414397,-0.048029455871728466,-2.7734417505082467,0.10376008939855463,0.575700045096204,-1.6426402499747494,-1.2116870682185676,-0.11141256485354889,0.22352735413575298,-1.6239571758340683,1.0864459297048619,-3.708649488643246,0.31060884089894314,1.022854407654863,0.03364977040965256,1.5571488379129055,0.30072019926426474,0.5271096735739467,-1.2661825347908267,0.49813962396110245,0.05022429915074378,-0.013540385712833558,1.0602009098012593,0.5391820955302249,-0.05187581815522746,-2.5760230974680827,-0.026485733610963624,-0.7016270931989497,0.41323173658139645,0.3879788602253398,0.008266622450679328,-1.2114635651656793,-0.1503498263504226,-0.3648160998820955;2.114538758154997,2.5312197779291106,-2.0327485492800963,-0.40042511419449234,1.544230451474311,-0.913657568893814,-0.20650224535773498,0.023407695498733005,1.766574437979786,0.9083949470644805,1.27243069298805,1.377233224611377,1.4871180458757935,1.531039038046809,-1.774553792202012,2.546472122048981,0.981684424392018,2.2222654812597993,0.09191910815942617,-0.7815114438169202,1.8982130365716046,0.5277081062153659,-0.9662692573822915,-1.2445942195992137,-1.527368510255383,1.0672217908784987,1.923265928509056,5.571403138502603,-2.4365120443012005,-0.7368983445794113,-0.73898219771413,0.21923289369244525,0.6723301295536483,1.1133824005911386,0.10790852397585393,-4.1610113298078195,0.5611266684312008,1.5441919335338659,0.13806404050789212,-0.11166230619617501,2.452469318827812,0.7842288926840286,-0.6696496747265388,1.443299590687622,0.17606161317455715,-1.6970403815840323,0.8359215789169285,-1.3402536344676905,1.2722043441545132,-1.3220769588575934,0.36289337060373583,-1.099313404734569,-0.2423607039269795,0.40238222563150927,0.7624131902332776,-4.626521700518963,-2.0718517386335122,1.4489702147954908,1.6775438833229366,-3.4939606870108397,-1.016261739797843,0.3635809934089851,2.7249320785604203,-0.4465177235674558,0.504171426115219,-1.4407286476379397,1.6837430302569043,-0.07071761204081461,-4.866574822248875,0.17252555038859185,1.009227493963718,-2.8673033513580695,-2.1175664677719053,-0.1710098727339857,0.4344668144266022,-2.836299367775429,1.8916098477198284,-6.456875343832913,0.5723287364676519,1.7257446163199983,0.08779630581436138,2.6856255988160678,0.5153862247771608,0.9015772385911216,-2.188517469526641,0.8793609682488448,0.12400746101609972,0.029223916536301964,1.8816240864504632,0.9264707641298342,-0.09671638937057025,-4.541802837054008,-0.03939116809347887,-1.2064036665210698,0.7263121394549641,0.7004616681919877,0.010069942161106127,-2.1088028832691204,-0.23001320755658794,-0.6139835430975205;0.6435022019302856,1.0074946241984577,-0.3811954978249439,-0.2014064479158577,0.4686712036833587,-0.1811781332312865,-0.2308597115325952,0.20827555559707456,0.2514616051749723,0.07091592847837802,0.04249833147563464,0.33207667334417224,0.6779893678629225,0.24850209785613941,-0.23035710658317932,1.1654252795414077,0.40841037004145164,0.45808513924113115,-0.17910257965477427,-0.05720522805725459,0.3392803180709585,-0.029546285468947886,-0.4793298420553036,-0.49428002895556666,-0.7209970746251528,0.07616428000057418,0.7222915959620355,2.332688241827066,-0.6142855635035502,-0.36090883079022795,-0.47165479751571127,-0.05972914462657819,0.09925326571012683,0.5151463899427213,-0.10183906043804747,-0.6352402284742897,0.2269179587264354,0.5012503478455734,0.0961464792811988,-0.12838379933215371,1.308134032208299,0.0971040941490422,-0.08301169164617583,0.3176854779606817,-0.13599932599242948,-0.3375311973594073,0.3170498012240248,-0.08805866149493902,0.4454128713738541,-0.37025458129648925,-0.34431358025739733,-0.31302601652662787,-0.28043081517107815,-0.0357457483235919,0.1357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k{201}	=[0.5314502939072818;0.921049543410448;0.20089662240310066];
x_a{201}	=[2.496825571676305,4.4081802860824055,11.830481834296734];
std_x_a{201}	=[0.6717235353685714,1.1627019664964195,0.4261012216375201];
pred_a{201}	=[2.496825571676305];
% Application starting next step
% ========================================================================
%
%  forecast from 20.1 to 20.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.2
%
% ========================================================================
%
x_f{202}	=[5.524961447279037,9.965275150934687,11.705335493474688];
std_x_f{202}	=[1.396810191172442,2.3596732954729704,1.4458940585490596];
pred_f{202}	=[5.524961447279037];
obs{202}	=[5.966909524066909];
sqrt_r{202}	=[1.0];
hpht_plus_r{202}	=[2.966069943284885];
xi{202}	=[1.2182495963666202,1.7845524518226075,0.9659467818222556,-0.004535968778228927,-0.004654544355984669,-1.9128284148051211,-0.07426749665602816,1.3082664227224603,1.4372198192357537,1.3149476089537426,2.52657661224793,0.9894272531791906,0.7775932355873207,1.0926483536649885,-1.9796836721688233,1.220179238932647,0.5509123414460362,0.9899110245628231,-0.6852961092471794,-0.855852330143394,1.081567549732898,1.6162830198119948,-2.3259736351895692,2.5459412385281786,-3.0195137829696503,0.5842667089990679,1.5976339061380704,2.856940726168033,-0.9803879795869488,-0.14115615187072184,-0.5064888349109431,-0.48213118432227375,0.16993369267742597,0.8743035000891028,0.9310244353473065,-1.623044802084383,0.4322857332133916,1.9771307795620539,-0.12233622138608613,-0.5790815166009224,2.2807948001777456,1.2505021365790263,-0.5085594466052195,-0.014404269066087494,-0.03704968246175788,-0.4163482606991211,0.5597673987505276,-0.6964797817673585,0.5768565050439518,-0.9403555773061605,0.2655955782310073,0.4831050654468303,0.9943988745327381,1.2005325487388152,0.8742243044544251,-2.7398480988603917,-0.5515582382450601,-0.981874633090257,0.7625498741770684,-2.3427878603138503,-2.872750744427586,0.4511866838315397,0.77243632656646,-2.63562613618134,-1.09855411358099,-1.3313709661175466,1.564827725222596,0.9889627620585291,-3.3578837802956807,0.12397079669850974,0.2291850817799741,-1.6803387466662656,-0.10676978402734516,-1.1168370937695853,0.02783716725521579,-1.1972372190455465,0.986936909097544,-3.522599108957221,-0.8439148883384329,0.6614777799304399,0.09177483937387709,1.289719043055796,1.3081709847787346,1.5141145498970134,-1.0993120950583863,0.640830310932448,0.262825682537315,-0.8730187094746542,2.75956857549956,-2.3173258086803132,-0.47370177932317326,-2.558049508893404,-0.45697775343042313,-2.4621947065587007,0.7556688827971323,0.716798053268553,-0.12730820679389598,-0.29609847878086093,-0.041902553977164914,-0.2420905956552355;2.0177887102870606,2.840218476888758,1.6440781682037002,0.06807881334999344,0.03496896587385301,-3.260975042044424,-0.026824883291677537,2.1544790848489566,2.4411942720423703,2.247602793648465,4.130776624215192,1.6894784829998954,1.2805876373324203,1.8725127308130638,-3.3988991738037617,1.923934662161459,0.9462162427649652,1.701846705333038,-1.070667241414208,-1.4078353000710084,1.8613662688257033,2.718133228766124,-3.9919792654692676,4.144063178367597,-5.246077459753457,1.070537233317614,2.5783010381072433,4.196893613963002,-1.6085686436365467,-0.13917740396133382,-0.7351840693465785,-0.7306212188901533,0.3608821095214836,1.4467718296459644,1.6324815665565602,-2.787111391120578,0.7749496144599526,3.1922107952602516,-0.1449768473902644,-0.9043846005017357,3.492926746875618,2.133345297874431,-0.8088709101080163,0.03710675037421929,0.035032226185652604,-0.6491495950611217,0.9693580473700969,-1.1513832334359293,0.9909703417347391,-1.535553022663473,0.5905974462579113,0.8803548215755068,1.7547748192410673,2.0607342955246235,1.5179508027571256,-4.779732799868573,-0.8756062755408287,-1.599802423631445,1.3422132129685913,-4.040598411257171,-4.975225984941248,0.9015171512488127,1.301470694973835,-4.555539125554566,-1.7945696721368911,-2.1602651649803324,2.6674883666174,1.7051661845345478,-5.958039380721279,0.24490494082227876,0.4651057404783998,-2.7993613526904157,-0.13592334360430414,-1.829896759476668,0.17977768203836497,-1.9866461862382065,1.689039606218671,-6.31456893834889,-1.3370512489050608,1.0714752320039675,0.2609862810005463,2.134840977333276,2.1703855492933712,2.5159832171218763,-1.7694138320113684,1.1398780360786898,0.5851297834468365,-1.364595530659992,4.481795570864589,-4.007249023760904,-0.7628094253573074,-4.450269823937345,-0.7125201997479333,-4.241277546072414,1.324597400683425,1.2861584116302431,-0.16833292286803392,-0.4224782108032361,0.055061593465772773,-0.31646719107053833;1.3758193524857152,2.3370471628050318,0.9660618277567075,-0.26595899339105067,-0.06394172778163032,-1.8351375194443023,-0.3934801887251229,1.5070627868738224,1.412822550951054,1.25374034811421,2.855865363832896,0.9742598722933486,0.9786439278411176,1.0140673710702863,-1.7758694758151812,1.7167741401389378,0.5909632414627097,0.9292679900116152,-0.997771742079772,-0.9179655313548061,1.0065682695781994,1.6361200205320507,-2.3421675490760556,2.8822346010243702,-2.848003183048407,0.3502295930016057,1.966808440484364,4.439977802123035,-1.1801402450463758,-0.47493485046489603,-0.9149733781062732,-0.7346237975102703,-0.025540621630089078,1.0284498631166006,0.7807093293261769,-1.4224025564622487,0.38662988911045026,2.363837890008183,-0.24678698040711744,-0.8272295956609845,3.3003831924590212,1.2149085052097117,-0.6273243327420328,-0.18360185660331574,-0.3478136511062253,-0.5660613769951528,0.5527697756468939,-0.6877694340534966,0.59189964973001,-1.1332194714407073,-0.21219771650690333,0.2931532275750115,0.7784622822257017,1.1129258903297803,0.7893520063999642,-2.3123781656150264,-0.7215616746747511,-1.17670246933278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k{202}	=[0.6628535337597223;1.1182375060121863;0.6596119230498751];
x_a{202}	=[5.7435568343103025,10.334046754267831,11.922861864333244];
std_x_a{202}	=[0.8416122572598589,1.434160890816342,0.8964580880128079];
pred_a{202}	=[5.7435568343103025];
% Application starting next step
% ========================================================================
%
%  forecast from 20.2 to 20.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.3
%
% ========================================================================
%
x_f{203}	=[11.954353572445626,19.055879024337013,21.245819808287916];
std_x_f{203}	=[1.26122232192854,1.2538051922533222,3.100787376627637];
pred_f{203}	=[11.954353572445626];
obs{203}	=[12.447152656760602];
sqrt_r{203}	=[1.0];
hpht_plus_r{203}	=[2.5921102326338463];
xi{203}	=[0.37605882917418754,0.7447046464462908,1.892408650112042,-1.0211712596626459,-2.4842635677919294,-0.8135868727568276,0.7816994952656149,0.38095621807009117,1.1136611499154885,1.2366306950369044,1.1321000141858892,-1.2663592872543852,0.3226787947556087,0.9092674425207061,-6.373489976535023,0.688299986578448,2.677859701636258,1.6647313539680013,-0.008135374081902569,0.12284459436785511,0.8088538688054943,0.8364949351863249,-1.625081226916155,-0.0590859948418494,-1.5325612289223702,1.0958936292553236,1.1354740015020077,-1.4789083212366183,-0.5215769393481171,0.06700049756210902,1.856116416046575,-0.21969714170272248,0.24716753712970174,0.1794971848597129,0.6131549653446093,-0.9272940564524053,0.24502020371232547,0.9397580805777324,0.307053136086628,-0.8086441965986868,-0.17559098988602173,0.2625640538408387,-0.0032803520799316033,-0.01329713385421627,0.3029850455471852,1.347123783968243,0.1691500152553722,0.5671718801636398,-0.3010517688141032,0.3956993624745788,-0.6300104337265431,0.23336952466051208,0.7768673897957754,1.2598217375066874,0.3885112523686338,-0.5230316071919106,-0.03841649795594648,-0.17673175572393518,-2.7942790924592558,-2.534776026209988,0.9340216252280769,-0.021720015714789653,-0.7402697913379814,-1.2214388201569069,-1.248685051356384,-0.8191669607718541,0.9902589418685039,0.7796320090024942,-1.480481065773123,0.4561974071746189,0.31036689713057797,-0.8079170143237882,0.2844498251162264,-0.30104965884933144,-0.23840522485522797,-0.8724032801884771,1.38904250614498,-3.6638950200664,0.26201871434789403,1.066876358035536,0.3351440935618655,0.04288867725367851,1.0584995711153002,0.7441635026412232,0.07774403783632877,0.439575932990099,0.771527442548507,0.47287709420659496,3.4020719015952157,-1.1336439902444315,-0.43037138464602087,-1.3806048727658986,-1.1424994512477848,-0.9079619499907299,-0.9145709914948768,0.5578666260735332,0.5802518272322796,0.6662078709214079,-0.21391239072054447,0.16898510079931484;0.3581786563070928,0.27171131189182773,0.965073915138106,-0.5449341035309452,-2.308756479647723,-0.5145216792433409,0.9027093214029982,0.3349412971661039,0.8318622769345367,0.905044271477184,0.558468461243617,-0.9154963979757937,0.3050245638740279,0.795840184672425,-8.360522349230417,0.2978305252736959,0.750770747344017,1.0035475655723332,0.38463255341088853,0.3368329280980582,0.7527105744553388,0.6853574260046891,-1.3249877231475828,-0.061985257578793806,-1.321971094874126,0.9881762886968808,0.5502545277843041,-1.9793599003024127,-0.10427599154852274,0.4520432460076904,1.3054027733974287,0.1889085250257736,0.5064594275938923,0.24223417766665634,0.70095414208145,-0.6762089929508335,0.4175231696834487,0.46005617742855165,0.5035249536843551,-0.34695537066240334,-0.5524828655102532,0.4157623382993485,0.2818543295380209,0.30030708889784563,0.6112616633449299,1.0038948076068124,0.337108521514498,0.5743742949450166,-0.028552537308751624,0.5917952202187813,-0.0525390652097677,0.4880896423846508,0.8255886310592828,0.9260165215539189,0.5292873794222288,-0.4563113790707156,0.28210523941234555,0.19075581930675156,-2.6877668780484143,-2.4789091395512415,0.6084127753985946,0.47282766082480876,-0.4462251329489071,-0.9910811124850554,-0.7850756630298612,-0.22943476133947627,0.8303445783669225,0.7497825181047624,-1.7536449054024565,0.537180071970937,0.5488105890891006,-0.2787828869499407,0.4494625726755075,0.12336550022975956,0.28198162373158553,-0.4445875247228379,0.913883535090072,-4.648415118083882,0.58688285356601,0.6288886184090536,0.647852641231875,0.13674836424819503,0.6841205898111369,0.559299323228327,0.52678286954783,0.5999320522841387,1.0010381221081524,0.8077060687070166,-0.36774275219130814,-0.9528899063506415,-0.09470616060370318,-1.224988793411896,-0.7164827410422632,-0.634647337730506,-0.5127455905079579,0.7245690779018581,0.6545243364772766,0.7998662904487084,0.2956455005059162,0.5138039714133313;0.9821719594019207,2.487095110910211,5.393734469484919,-3.043402394555674,-6.054866118031812,-2.216487925606504,1.58190001802231,1.0340418019983488,2.923621556000718,3.2219011147397367,3.385968211807885,-3.374630025685132,0.8793033327959812,2.241010180426443,-12.173080987746186,2.241741212785332,8.190139500108184,4.577386170086232,-0.5743372474351283,0.027616067263622313,1.938118139845134,2.142780939194143,-4.180404306057159,0.014844908453543582,-3.785654105819468,2.6109663233173883,3.4375866634873695,-2.1541144256675544,-1.773032316860796,-0.40654820813444204,4.783261386395974,-1.0733397882900562,0.23190185645295358,0.4273979556371259,1.2909386575996535,-2.359503474425459,0.3737587079890261,2.8823529539490416,0.46582225847017966,-2.5380638529144584,0.46533511971526664,0.45155921337400784,-0.3614818437973675,-0.44460233640747404,0.26227625996264337,3.45803034388085,0.2314407731787007,1.3339985852413818,-0.9974902476130509,0.6402115836754056,-2.344234562925756,0.19895378400761032,1.6961979016132283,3.2754218915602955,0.7389232003760711,-1.1264809182581637,-0.5138413335575862,-0.8945400330633966,-6.765245983226928,-5.957189839031276,2.5970999571034916,-0.7833602905432002,-2.030446470690464,-3.0388657755521074,-3.58567099754654,-2.8257539769714377,2.4809795304339914,1.8371108335236634,-2.5577400965630126,0.9748839661697062,0.4004271090712521,-2.6868135785309875,0.4757359596311481,-1.2932017447862698,-1.3143254379829266,-2.620023316029517,3.7614240267984798,-6.25230013749905,0.12442111232125797,3.075973219694067,0.3157103629317426,0.08564297571996349,2.9603192578706228,2.0100266457119,-0.511698811187145,0.8181773810093702,1.3736457040905776,0.5412270008021025,11.65911882782348,-2.7142725865259294,-1.4085913089411406,-3.2577817462158833,-3.245839723731997,-2.395894198340468,-2.6547268141954845,1.0396086445775872,1.2437682854093168,1.339606395206907,-1.2490452075843734,-0.0956928145807261];
k{203}	=[0.6142139375824696;0.5447231981571417;1.468966198683083];
x_a{203}	=[12.223117147244349,19.294235312031734,21.888600088348802];
std_x_a{203}	=[0.6997767155231331,0.8950150161195619,1.7206352529839464];
pred_a{203}	=[12.223117147244349];
% Application starting next step
% ========================================================================
%
%  forecast from 20.3 to 20.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.4
%
% ========================================================================
%
x_f{204}	=[15.295376349307913,11.764022395047213,39.395269809960624];
std_x_f{204}	=[0.48239206493743625,1.7543787418226882,1.2438107181458293];
pred_f{204}	=[15.295376349307913];
obs{204}	=[15.387665214301315];
sqrt_r{204}	=[1.0];
hpht_plus_r{204}	=[1.23273058298643];
xi{204}	=[0.053097914373426036,-0.34581404070262955,-0.6953301242829468,0.4401616104801107,0.2599565049015542,0.13937452608579015,0.03087517152230035,-0.16758881927763802,0.44638005084381227,-0.19772269664241193,-0.45742146759669033,-6.783046392779823E-4,0.13019781052456736,-0.19182339951291638,-1.3142910898330271,-0.6878876906167655,-0.9120746198183447,-0.5817003788830721,0.2849516860371235,0.134372642895082,-0.48731566319890973,0.06011188678993129,0.4021969057889869,0.1929748592619287,0.3124978044144697,-0.4663010246931485,-0.9189629821190639,-0.2315796706459068,0.2930782263116729,0.036004985645842424,-0.2839437464974388,0.3515189179299103,0.575095386737333,0.12123605704601736,-0.034225485308592596,0.25061737308962506,-0.5287388433956366,-0.252278949223788,0.1061939649204593,-0.39522519664118505,-0.4023215057624796,0.1834519547896285,-0.04053870282688976,0.22774774571932888,0.2137794679113032,-0.5454775254578159,0.3800707182199101,-0.006649583535347503,0.8095582761582047,0.2723148559365711,0.6036559751719714,0.11825819124647019,-0.1489717787086029,-0.3365137411034933,-0.12262496752952856,0.12284682520873424,0.06273747318271283,0.30294791864809234,0.4295786449183847,0.3491677353076241,-0.2975280490801673,0.24622675239521286,0.33418409905306845,0.3631038494447818,0.5479899216148443,0.7851346455160009,-0.18346550759782154,-0.13182906996249244,-0.2629453782252895,0.13571642470662582,0.06149442895068624,0.4452884272887836,-0.03826185912085478,0.13352450772430657,0.09086248957856569,0.40706409872426086,-0.8848158293033421,-0.7786766375970231,0.21360433845798177,-0.45321084908748155,0.03257577456581551,0.34246389246903597,-0.30200331139516656,-0.045086181880677145,0.4288211818576677,0.815366212801008,0.21452712922473083,0.2773481440469787,-2.733142620455551,0.2308799382426141,0.12387417529969547,0.21082288310841157,0.4527481475297961,0.35954929375575695,0.35569364470073417,0.020013544576899633,0.05276192296938298,0.016355711469977052,0.3952993223054815,0.0746623217607798;0.24973521239034469,-0.43804346096905,-1.6307919641967317,0.976321190291193,1.6182258814439354,-0.08894732899131874,-0.768859226946164,-0.937290093469187,3.9937043310166214,-0.5582446244795491,-1.0340525191573064,-0.9920444281563761,0.8002057319468339,-1.149564874717683,4.116048277469066,-2.6371389283443776,0.2717710616114317,-1.7754838177759247,0.029068254001112237,-0.1422445119489808,-2.8734533124350694,0.5719750992738231,1.7468327574470361,1.3331929748937785,1.5961863717025615,-2.7229243764280984,-3.450160761414189,2.1686718997279435,0.17196727275970858,-1.3970437769638977,-0.6579199598308278,0.439544145626952,2.447567660520866,0.4359091958850705,-0.8672298280997204,0.9303159591164505,-3.5490331293524253,-0.0058028602758533054,-0.3348583783501091,-3.578010397977252,-0.5102173588423504,0.37806402130417105,-1.3594408022547153,0.0355087929049418,-0.1688717480433226,-2.5103418786236347,1.6421390184215614,-0.33910896723947737,4.789578059664546,0.6021299993451077,1.3020590598176351,-0.46877999380057744,-1.4463742464088956,-1.350663713606986,-1.3854524534304051,0.816764542710132,-0.9125918617057316,0.31257083966410804,3.1985987291184266,2.9820793947299773,-0.9311294974308364,-0.6247470654574965,1.1158574189257333,1.8426842464210207,1.7787491312570634,2.5490834668876037,-0.9649884014198733,-1.0299992237897087,0.6027513668934912,0.2512442186090844,-0.7609919709728903,0.6057318596428747,-1.0028469809950877,-0.8637477553152024,-1.4944512151133367,0.9310649308560137,-3.7792356172941686,2.2169239063518695,-0.24074948196179058,-1.4525635865190143,-1.2362271457213136,1.8227596727006663,-0.8181833276785841,0.09537246822812051,0.5711981525766596,5.080858078927225,-0.13610804915560948,-0.062393136351415635,-4.80478382854925,1.215193364761209,-0.47297493100365884,1.278892708253741,1.3130551246530064,1.4634840237183493,0.7839216288522195,-0.8471085831252925,-0.3146540155155968,-0.781322339076949,0.2336516070129786,-1.0490213736503051;-0.05525386763589779,-0.3843764188966503,-0.21643102713046147,0.22596435501938572,-0.7856621413797598,0.42134777781788557,0.7282133598116474,0.43607059438031115,-2.462034904791153,0.03585113262801798,-0.15728832595729614,0.8302273866533127,-0.33234997810500744,0.541967182318146,-7.421530936085411,0.6623920748254051,-2.4427428073697683,0.1695301504675868,0.6724605972082642,0.46406315975720247,1.259205897206627,-0.3156544393027261,-0.5491014311510085,-0.6541270675645308,-0.6235437475532208,1.1911174658164185,0.7879522699594546,-2.3971328925809487,0.5580079146418413,1.2466670941185356,-0.09817390157807893,0.47472096717077505,-0.7085981045382397,-0.04696373842187995,0.6727860355405682,-0.16419837803957904,1.6981841655652161,-0.5455182055232868,0.5495810507123622,1.9789081596292348,-0.42324901738825815,0.14721894149252535,1.0608857895484718,0.5311484643022766,0.6703914045957262,0.845294009577799,-0.46889643322113983,0.30360204614627406,-2.270947774254445,0.15642875118741273,0.3175433271956152,0.6899757874076542,0.8733283669804663,0.38057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k{204}	=[0.18879273881776643;0.42491933323086606;0.08581396661829954];
x_a{204}	=[15.355496630747087,11.899336232129945,39.42259691934424];
std_x_a{204}	=[0.43254491226845915,1.6513190362076264,1.2489430483153645];
pred_a{204}	=[15.355496630747087];
% Application starting next step
% ========================================================================
%
%  forecast from 20.4 to 20.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.5
%
% ========================================================================
%
x_f{205}	=[7.420746360751466,-1.4577357000602766,34.75551862481976];
std_x_f{205}	=[0.8778172310681639,0.9437909379771645,0.9248465998373018];
pred_f{205}	=[7.420746360751466];
obs{205}	=[7.068955902261861];
sqrt_r{205}	=[1.0];
hpht_plus_r{205}	=[1.7706130201823589];
xi{205}	=[-0.07030628134013295,-0.3617694028415146,-0.3996618117765882,0.23332044856949707,0.7617544275154744,-0.16783080865555,-0.5423303879780841,-0.35844091027179115,1.922272964483608,-0.2883983103759258,-0.1566417179691193,-0.7146320511851112,0.23657647259458425,-0.2867462342165865,3.778839739290599,-0.3469740404980035,1.0837803824891834,-0.20588025319744752,-0.1105305581877527,-0.17465779984624152,-1.169383022215177,0.49583655018134465,0.3012400367764547,0.5556670262408092,0.7049466226933818,-1.288353901845353,-1.4178430687914192,1.484180272154414,-0.13353410949221622,-0.7620647629993762,-0.16323328692820915,-0.04862264736210253,1.1274567812288234,0.10449352688910807,-0.41682658781514004,0.4973936708168383,-1.858631954574549,0.16183736469230858,-0.299027037851344,-1.8464455978490273,-0.031907016759237905,0.07351632571068745,-0.9654957264556101,-0.23328337640649188,-0.2792174079768053,-1.1489161762559146,0.8445975830536225,-0.13950579888518266,2.2065523597599492,0.19666910517049008,0.24534973334783317,-0.45063144706930114,-0.8529148996957687,-0.6072728199277293,-0.6445863476902973,0.3625215227582128,-0.6317022018018363,-0.054079504041790294,1.4676492903068246,1.5925532590475067,-0.24798016921627752,-0.6064636460161763,0.4119514980114314,0.7700101303431444,0.6616332019397513,1.0202958258182724,-0.4071107779822505,-0.5648693309506756,0.46705681742816463,0.13786323560675662,-0.9368085000438677,0.031132201942604354,-0.6760428998406978,-0.6141063636811666,-1.025736346953316,0.223020998640151,-1.462042857987628,1.995004180103268,-0.31179724951535004,-0.14397757423299407,-0.7585746552820298,0.6989851659649515,-0.3145665907726318,0.2906779012961218,0.03995741814049936,2.2291510089460074,-0.23716128861757113,-0.25448536404368216,-1.0226943508454394,0.5226704414679855,-0.27318154191159216,0.5652340295317408,0.4515095176835855,0.5523132814151603,0.06797742819046615,-0.5288327392628034,-0.3628982930289002,-0.3685150252756211,-0.11845321138638365,-0.7108717023648401;0.2833526018186949,0.7134926001016,0.292959288113223,-0.21538687471023077,0.5856140239520561,-0.26949975327034137,-0.4547020994700597,-0.3068315864236495,1.7400218916948549,0.1769714933572104,0.1805436145837156,-0.4887872117709329,0.44794512005229015,-0.5498189511994689,5.674158616154912,-1.0077017917725961,1.9604796487515765,-0.3415521038352718,-0.6240675872992061,-0.3314669469128211,-1.060692863369552,0.043500838811872056,0.8536248926862897,0.6128993766610971,0.4311587913961694,-0.8893019514707181,-0.5828199262922633,1.8918990970260572,-0.4131157097148128,-1.003290518939153,0.20069927500280516,-0.33892185571890177,0.09110435987677601,0.1430426487143035,-0.5167971405797849,-0.07407675148226733,-1.3317599055155342,0.5797412262602374,-0.3571366306481152,-1.6079044930897954,0.5153943127441576,-0.06828312710611062,-0.6459323174901874,-0.3092288264044869,-0.485096776171128,-0.5641494271839005,0.006952088914560894,-0.21219092671454765,0.9719872153411573,-0.18052213724396782,-0.26542854128088833,-0.41383912798083644,-0.5327307475788021,-0.14483056418122908,-0.709233327497895,0.3398312242713257,-0.633019135605412,-0.3515702804844918,1.3563368939833906,1.0321734975112389,-0.058391061307361714,-0.7907196307208333,0.06759286912375884,0.5125915649214582,-0.042073414264462095,-0.30727983268513714,-0.2357170512320923,-0.34256495777679263,1.065817678997631,-0.16874189777098314,-0.26949776251911706,-0.47375185487971483,-0.45822462914128415,-0.7821418374503251,-1.0538532415213806,-0.15717702919125442,-0.9476482874219736,3.069048503408164,-0.521191732681815,-0.36514194892975227,-0.8161469011464495,0.6556958694840312,0.14860470104589862,-0.0227163876497658,-0.49458021503633853,1.5090819499445731,-0.47020481373642187,-0.5339468292967742,1.6992894327507757,0.37358858242283866,-0.6050223643581403,0.47374459508435085,-0.07362256808605361,0.27787181211144274,-0.05246378831472587,-0.531412414697215,-0.13722679390089776,-0.5899820083916911,-0.6448249264871178,-0.750858100071288;-0.3519739920200067,-1.1697104597967964,-0.8888157442810325,0.5100041201937913,0.7307557709465158,-0.07501556566140977,-0.5210631065657623,-0.33700394186087834,1.8124528536714735,-0.6187246907845463,-0.41044196296851965,-0.7723934125324377,0.007554053588094689,-0.054812571824733425,2.1692175882198157,0.21523749431066364,0.2172600768195423,-0.0743646484977134,0.28371516494192406,-0.04269400385546618,-1.0010996965486285,0.7295579014120577,-0.23274086858833698,0.3931849320045302,0.7690397362183958,-1.312946583966884,-1.7592486422361944,0.9849442726044302,0.0843169609001535,-0.43591306425676635,-0.44873278898805324,0.154508939674173,1.7017113661817973,0.03216290198962213,-0.2747136141870641,0.8313611830667682,-1.8062681629615298,-0.21140364005000833,-0.2180584127955001,-1.5677430365272613,-0.46408906497504177,0.1491446283418867,-1.019331662615791,-0.14826486532084715,-0.08910694163481736,-1.360205922183944,1.3218720556636114,-0.07725785644979766,2.867427262052466,0.4241275619932736,0.5557756604361757,-0.41304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k{205}	=[0.43522385264228547;0.3816506027644851;0.4126801604018838];
x_a{205}	=[7.257081597620335,-1.6012543861825705,34.60033135672531];
std_x_a{205}	=[0.5859013888088617,0.718392178892846,0.7044500633338776];
pred_a{205}	=[7.257081597620335];
% Application starting next step
% ========================================================================
%
%  forecast from 20.5 to 20.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.6
%
% ========================================================================
%
x_f{206}	=[1.078154541248488,-2.5354836997482155,25.775404716780148];
std_x_f{206}	=[0.4983928734013368,0.594725307020934,0.45930322109723426];
pred_f{206}	=[1.078154541248488];
obs{206}	=[0.9179967047799779];
sqrt_r{206}	=[1.0];
hpht_plus_r{206}	=[1.2491926840364038];
xi{206}	=[0.28093691487078676,0.6703259898375415,0.3569502920921508,-0.4460394437548384,0.24426463609413251,-0.2641179326935753,-0.23322989931501592,-0.1059044959377885,0.6949387872166983,-0.09657914533969447,0.448208703211209,-0.3871710902460821,0.240437935778411,-0.07109944507689758,2.0274093394191217,-0.8374940843519084,1.454584280093678,-0.2988051898225449,0.009866331227026404,-0.089133139380702,-0.5606923231097417,-0.07146335326805908,0.5303905970553786,0.33327247487230105,0.08740685964054906,-0.27848337133108503,0.08356337296877592,0.8959261813416237,0.09127423166107795,-0.5036076156645102,0.22596318582249886,-0.13701955152742462,-0.8948020454196617,0.06244889421885014,-0.454489400963045,0.3280824635295121,-0.2598791162661127,0.4004961644539249,-0.2621906666464733,-0.7098472789673999,0.45497979891524376,-0.20509726838462428,-0.4485540232439227,-0.22618237168527833,-0.17650722526587026,-0.3088996781091915,-0.24911028106787203,-0.0987683705824467,0.37321150345997967,-0.1887604227959011,-0.3140709203954237,-0.17813477057322835,-0.1309479011885556,0.031472233483656575,-0.44721877448784175,0.7743432979295659,-0.22196495318467802,0.5749758166039523,0.5743564794466076,0.2866882838661702,0.09458176179706346,-0.423382450003302,-0.6126908730693077,0.021044231918665002,-0.4471962897495666,-0.5966550836569988,0.6487737190592093,0.13177399730334494,0.808172917602259,-0.16608893280945192,0.0686761259193378,-0.4538825554802459,-0.1441219734496546,-0.49468268363205137,-0.4702696765051092,-0.12909125904079377,-0.9625194603476043,0.6749163654161472,0.4199503671454208,-0.15094038162843104,-0.1044321851451342,0.21656326539898507,0.17278306052106118,-0.12720798603689032,-0.3143867256816476,0.5704184333845217,-0.9503082085083233,-0.45167661309412543,1.5460410854259659,0.3517733049826002,-0.22339837177719957,0.15340911087206477,-0.14402205815566071,0.1563590979450118,-0.17438781148969384,-0.2199457073918395,0.18870281146130163,-0.3114351352597343,-0.44229295119309087,-0.08943378211016206;0.41477119251947814,1.1346173492044658,0.6807873526487955,-0.5081855717302339,0.07516380053430671,-0.19920277379219442,-0.09344888384625527,-0.027921802311036803,0.313404610024159,0.27300905039669265,0.4699796111098351,-0.10561875927849451,0.31799151760466593,-0.2358298955133562,2.6029009548149413,-0.929149604040338,1.3824060374394143,-0.2552726563207566,-0.3806249788404159,-0.16115942884048673,-0.3303949280754761,-0.302279882637031,0.7278819334078213,0.2708143468397779,-0.07685465619637855,0.01627861959456789,0.5173813981990563,0.8441441165449843,-0.1657282944715317,-0.49405800124014476,0.3928041955432886,-0.26186087187015294,-1.0805207177985974,0.09322135916438645,-0.33528565193454085,-0.25884971766770004,0.048317654070762384,0.5465075366668959,-0.18676648060040213,-0.4174154511937149,0.6483480718573131,-0.18396836436201447,-0.1092198169299956,-0.16709376109743745,-0.24442382453391298,0.14050894340081266,-0.6389052463394447,-0.09446269465297652,-0.6843386085709633,-0.328069412885847,-0.48399988115428405,-0.08633474998811197,0.09819280235333006,0.31845505864932955,-0.3328470324657782,0.31844783381599084,-0.15665297713390647,-0.01861584724839993,0.3097106212647245,-0.14954530658838783,0.1862346502587533,-0.38967202933004863,-0.5185539693211463,-0.09226502042962403,-0.6537317036793624,-1.1345469583168901,0.3714756984594798,0.1932155359223704,0.8913000847783554,-0.27092617127003615,0.44637585539401403,-0.5697017155377182,0.03549978448612956,-0.4229881777149167,-0.35683528887299065,-0.29298293653005514,-0.38458334854660414,1.317656139080456,-0.011428153990210355,-0.23378140450830243,-0.15528004672950813,0.1563309700083333,0.4179826937257314,-0.24228027145753916,-0.5161353399990904,-0.17922427278482855,-0.7146910301958167,-0.43952576468303484,2.815817261559448,0.11070256636339693,-0.3653010538065984,0.08184833656924706,-0.3930736512717026,-0.06231566149423351,-0.14472448964287343,-0.15130151565321093,0.24477009554015972,-0.3336826761281144,-0.5906330223214336,-0.12018343344921911;-0.10261891750110763,-0.4054454027886578,-0.34105668594230565,-0.07493499414571403,0.30332849447123067,-0.19423427968488127,-0.2946228022684281,-0.1380362820586427,0.7958373008220079,-0.6152533294383105,0.12965947734834415,-0.5745341236648116,-0.05389607889692627,0.20875471353182462,0.40427400697886995,-0.1180032829259332,0.7039098905729944,-0.17493342391115618,0.5538720796615273,0.046819910166163936,-0.5033759495041927,0.28337050644557493,-0.11711920854826019,0.17906802279215128,0.23511069196653622,-0.5073764060476869,-0.5848002190178789,0.45301109878489143,0.3866778512841442,-0.1644476010475664,-0.17101821987289512,0.11443915276093364,-0.017255096305159867,-0.03635891024532256,-0.3425154524926093,0.9068552961495833,-0.4736489648651947,-0.0671017871704791,-0.20828347161496907,-0.6025084429211489,-0.1102205712958444,-0.12523088020587636,-0.6765595816574539,-0.1696889672813633,0.03158356499984194,-0.7772592472425792,0.46469427808241903,-0.06504923576539667,1.54808463385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k{206}	=[0.19948298386699626;0.2042507255442027;0.07394725424250936];
x_a{206}	=[1.0450889933104694,-2.569339530586199,25.763147498481914];
std_x_a{206}	=[0.4708047837883375,0.56719009624781,0.45681526178677007];
pred_a{206}	=[1.0450889933104694];
% Application starting next step
% ========================================================================
%
%  forecast from 20.6 to 20.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.7
%
% ========================================================================
%
x_f{207}	=[-1.1719726230360008,-2.563384931907034,19.823042217627307];
std_x_f{207}	=[0.574122934401861,0.7746624707982435,0.33879215184990963];
pred_f{207}	=[-1.1719726230360008];
obs{207}	=[-1.2923796045068168];
sqrt_r{207}	=[1.0];
hpht_plus_r{207}	=[1.330674444708886];
xi{207}	=[0.323531743984376,1.1163115088129933,0.6313105135898152,-0.4285600400734726,0.11835615122521403,-0.24016438840993692,-0.4538753212440323,-0.17747928140084746,0.5959267956373433,0.17173511733941793,0.40992270896331395,-0.07303060094021219,0.1450740710784577,-0.3108178322864452,2.215221052042891,-0.8152962695007153,1.220956081746869,-0.7469030705126827,-1.0795833949036542,-0.11699579921953895,-0.3469878257769641,-0.5357698627559411,0.5457617346917273,0.6229147972485141,-0.22047254589825882,0.024348674996557573,0.8960371660919694,0.5540149635135759,0.3667629186989648,-0.2643717347169159,0.3125733413947007,-0.20288634487590018,-1.0753187256591072,-0.27711852544800286,-0.37585312528975656,-0.1596081245657366,-0.013511345295126986,0.5499373961738616,-0.37742221962605327,-0.5588987696554657,0.545651140480954,-0.21621991685940012,-0.32778278662379146,0.027561912065762195,-0.490019010872385,-0.07815996365319866,-0.5472290040857946,0.036278390719480136,-0.025694577559383314,0.5046476952723655,-0.37891747683778876,-0.10181554885327038,0.45476360941485416,0.23543417999363736,-0.5244738199880454,0.6856162556222862,-0.16123706010470862,0.018710656630510414,0.6521284305785826,-0.030315814277102504,0.3794983295359017,-0.3426981527254851,-0.6342249095080403,0.0130162379316896,-0.5312516545825043,-0.8921443073269546,0.43631177009343314,0.3329131155907836,0.9098435725866096,-0.07517966168900658,0.02926912769354284,-0.7676762343318624,-0.42513564985859453,-0.13925623310007018,-0.41641648864700476,0.08575521799031005,-0.5573389742235648,0.9995923172449458,0.07137226340494696,-0.5210983925427761,0.4231354314468164,0.29620118555436326,0.28680292350715386,-0.2340380090106624,-0.37864406534164496,0.06514520669217227,-0.8547170276367302,-0.6163536142054045,2.2803155599421925,-0.27546984539451724,-0.29229495491027735,0.09086622079395856,-0.16916350317486284,-0.06665453165297519,-5.00868974258939E-4,-0.10670279307035502,0.33651579293343736,-0.22505161991050104,-0.8465576340365217,0.08331597267293289;0.45096251988693714,1.5709665622385978,0.9060012630694838,-0.5639856481947656,0.1065255138033323,-0.28869697330937916,-0.5507815920891228,-0.2068028922974956,0.6401140979552922,0.3169149291385476,0.5301829114506496,-0.02587174053568786,0.20519065840501893,-0.44203439382741117,2.9848613449319603,-1.0530190545706537,1.5208626997019747,-0.9527423539340485,-1.4675351975713347,-0.17130243104668308,-0.39306142311220427,-0.742051826135353,0.7525104278693993,0.7779210922030839,-0.3282493979301453,0.10491287680068773,1.2838659745555283,0.6931067990860718,0.3991528493631167,-0.3401165419832255,0.4496451649093962,-0.2853781230411303,-1.4082704507875459,-0.35438374652995774,-0.4542018930793459,-0.35812805584088236,0.06458111093514463,0.7492717505428959,-0.4658985089813634,-0.6559583446146044,0.7491945431934905,-0.2737309712605773,-0.3434591780957139,0.059783209883087274,-0.6501517807840327,0.0111328637082595,-0.801626476372229,0.04906591371778424,-0.3280907931416448,0.6052548949986307,-0.5249571415574597,-0.11235675457223415,0.6554880457890817,0.37628431448403976,-0.6494214601151587,0.7284769770143267,-0.1936866927294587,-0.1396133415102807,0.7479668167713527,-0.1545007157491325,0.5141276358044862,-0.43314431114267427,-0.7967667383475905,-0.0138280434832585,-0.7335759843990477,-1.2479892059883158,0.47244304448438434,0.44970164277066793,1.185011199038831,-0.12270037428356417,0.13499551265544207,-1.0067365243155546,-0.5096575466612987,-0.16429537534675953,-0.5061119397229521,0.06219284553131077,-0.5922794065967998,1.4836337141487268,-0.030030454856522226,-0.6883050263450317,0.5310613698799287,0.36237271697692064,0.4424217132308854,-0.3251502738247454,-0.5336091717456863,-0.12745679387653475,-1.052409171969845,-0.7907453071489368,3.380932436182351,-0.41706402234010964,-0.41321407287414935,0.09476774646870156,-0.2852466069165671,-0.151318058067762,0.0027296768270597127,-0.12051654357095742,0.44662383098360436,-0.29293559279029635,-1.1142125080466698,0.09615173857139103;-0.1935032929555014,-0.45715590618364743,-0.38268902485244993,0.057808686589964964,0.15145111773263054,-0.11204223064460095,-0.1901016901731083,-0.11311357192651528,0.46831159017001767,-0.511881932194445,-0.032498928906193214,-0.39402508774161404,-0.1404589675230703,0.1714861579843472,0.10278736912221476,0.17318691819960108,0.2630129820003795,-0.04679155353244724,0.5204403688393775,0.04040751583544022,-0.27950306690976134,0.25962122919817077,-0.25987691696784765,0.06624923763181911,0.14875150479435462,-0.37111109311716106,-0.469244247671984,0.11126443275038511,0.2905047870131554,-0.01187554962600501,-0.23114998829771238,0.10706497241307744,0.3182366741870659,-0.07271482026817466,-0.17433627994678247,0.6458518475882045,-0.35915146138129117,-0.17418848630345707,-0.11446085356647728,-0.30336763346948814,-0.2294481708066307,-0.07579800353736132,-0.4611827783276645,-0.10128937554629758,0.06656396090264494,-0.59142280407589,0.4622150891858894,-0.05052517386569022,1.1767854788449874,0.16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k{207}	=[0.24850138666428534;0.33348939258143834;-0.03473082366832978];
x_a{207}	=[-1.1662476173044058,-2.55570196196637,19.822242084609];
std_x_a{207}	=[0.4978790951651938,0.6734044106398354,0.33671364097988554];
pred_a{207}	=[-1.1662476173044058];
% Application starting next step
% ========================================================================
%
%  forecast from 20.7 to 20.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.8
%
% ========================================================================
%
x_f{208}	=[-2.5346922258365683,-4.16391066273393,15.776598503651067];
std_x_f{208}	=[0.7798101658619965,1.2019409519209105,0.4351779741684903];
pred_f{208}	=[-2.5346922258365683];
obs{208}	=[-2.7308261630886776];
sqrt_r{208}	=[1.0];
hpht_plus_r{208}	=[1.6097591426848397];
xi{208}	=[0.4048080315524758,1.105725768695549,0.6470724862122796,-0.48591704163546234,-0.03163942812291243,-0.32650998439609635,-1.17758139731502,-0.5446332719149107,0.24227349376148277,0.6306647734665893,0.4070145256635067,-0.11955150283784999,0.0886180770479581,-0.4166595761233407,2.93561069180216,-1.1424890356009105,1.81567926493854,-1.189255598315213,-1.7141226625385966,-0.10001502301490728,-0.6443895346878223,-0.7750799353671685,0.7934052106497966,0.8447735111983858,0.4160641368998288,-0.3221414309919566,1.6492800747895153,1.0820573850396427,0.5651757951979497,-0.06008025688222851,0.4205870596810848,-0.30170031256419305,-1.266995258122558,-0.16442566568683992,-0.29923759937839733,-0.2836161280412193,0.08548027002528436,0.8434789010846839,-0.5262076120057104,-0.7528267250867953,0.6026725900190941,-0.3136179208152874,-0.5248417651925705,0.936802694105656,-0.7676009572996803,-0.007735173762227543,-1.6339403067960006,0.034116789508165546,-0.34579541125730673,1.0176648564336026,-0.5939610152772681,-0.5651426249368776,0.3558599333153665,0.18000504859906474,-0.3248275120430737,0.6557207717565012,-0.22037025094466056,0.5026203625790466,0.5782669993478149,0.0018141751028237785,-0.0846200147676548,-0.40402763671340214,-0.12099408895817021,-0.45480607219520097,-0.6738204531053453,-1.0821198590290027,0.43443632147432387,0.10459924107751828,0.8169699754147142,-0.1456170103987251,0.3252517055812505,-0.3077974605490583,-0.6462543379616124,-0.054179310042392625,-0.7450016313202048,-0.3556537578282648,-0.44542776378688265,1.2620574919201284,0.1073792353035583,-0.8421885979683443,0.38746811281065074,0.20561833820969655,0.31087694106829833,-0.10485220745892354,-0.5268827128868669,0.3329448922362208,-0.9354918346796732,0.4075569529235761,3.119974864622484,-0.48879519390544957,-0.2445570161603965,0.01569811955598155,-0.33431769163727143,0.026563860865120414,-0.10516020742963406,-0.18624174482171263,0.6245110707349282,-0.15039041543340836,-0.7168767345890861,-0.2262391296904398;0.6057584712131541,1.70171441635439,0.9782534574131039,-0.7471648671075934,-0.06034343369178519,-0.5161151418790917,-1.8024687043832763,-0.846701004571786,0.3756913304525602,0.9481884643548928,0.6173295903341804,-0.2109670805890813,0.11670575542518424,-0.6379914821683181,4.592341519834501,-1.720173561352583,2.801780755910361,-1.8105286495309292,-2.520668699510268,-0.1674424485631878,-1.0116242221091793,-1.1610813013643808,1.1996184961055043,1.29357879518881,0.6297832137075741,-0.5211083435341219,2.564441041487932,1.6627124671406586,0.8637447082855849,-0.10401334543022145,0.6308207571325504,-0.47024005913126476,-1.8855632348659235,-0.26650514885737486,-0.4778425173945271,-0.4144714435109105,0.10513415352108879,1.2882048591312514,-0.8187130198425425,-1.1693988540790174,0.9132191614395548,-0.49565328280889887,-0.8402500205118519,1.436750026848165,-1.171191736791089,-0.04362279054418661,-2.409497713587381,0.04096121617482318,-0.48744281721662563,1.5673956404545084,-0.9032607884636601,-0.8778272174107471,0.5276910645163162,0.24498726994694264,-0.5193641586886191,0.9995002433578346,-0.3521858571427545,0.770944327506065,0.883161153278543,-0.00246803463130707,-0.1458442882771731,-0.6249132782978499,-0.20265331797468722,-0.7050137718101661,-1.0209717552672064,-1.5800243314689428,0.6629765567745447,0.14643656239749436,1.2456653430825053,-0.23291069326587532,0.47403556862121965,-0.4659459854657628,-1.0132469590126734,-0.09585381593763831,-1.1534106158003752,-0.543822796786424,-0.7395405759309268,1.9534562081361395,0.1621836823721461,-1.2846412668931917,0.5871472418083759,0.2977099860456418,0.4581687986555898,-0.16490508574449603,-0.8039949362052203,0.5234034388139754,-1.4519219973554982,0.6216388784881124,4.977669661650472,-0.7420528435046982,-0.3830529468729127,0.016552062482124263,-0.5067346636378582,0.032804988114583544,-0.17678807032762567,-0.30227453581233377,0.9502206537303279,-0.24433470914570776,-1.08637769894049,-0.35536006668929243;-0.34882585509397224,-0.7249143077138847,-0.5628757960027553,0.20372564538646465,0.09602439949571107,0.00852529502219923,0.4565005563537792,0.13821499964173078,0.24729349276969437,-0.7042814032254601,-0.22048127354399938,-0.29937316420416415,-0.18669027551959338,0.26671151222649137,-0.4672610261882415,0.6746654010801212,-0.349089910194051,0.5535876707686977,1.344111157740132,0.014639891032050656,0.05578199019722874,0.524592579669461,-0.5333429390598852,-0.2892788075470065,-0.15356852324982384,-0.1609366896780422,-0.903272892789051,-0.3495034185518353,-0.05097400604502589,-0.05413392224812519,-0.38701794656836164,0.167142721783188,0.8487616721606113,-0.05177206025503622,-0.0680176242397934,0.5709074039607973,-0.36825324989604624,-0.4878860657699313,0.10990172728480552,0.07688340988345921,-0.43728504678392177,0.031130153599207233,-0.15307869979634248,-0.5126557187889063,0.3822531872076116,-0.5107652011865138,1.2902621428637442,-0.10510793309869015,1.0229955034848874,-0.2954298954096739,0.36309840478677025,0.13143763750741577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k{208}	=[0.37878905391265666;0.5835905292846476;-0.16646470227822852];
x_a{208}	=[-2.6017696716785235,-4.267255154127278,15.806076723616323];
std_x_a{208}	=[0.6216274091783706,0.9583766568518284,0.37513435174491316];
pred_a{208}	=[-2.6017696716785235];
% Application starting next step
% ========================================================================
%
%  forecast from 20.8 to 20.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 20.9
%
% ========================================================================
%
x_f{209}	=[-5.0426214183031925,-8.499714881972778,14.314351053771313];
std_x_f{209}	=[1.1053004912668063,1.7412817135652077,1.0793345667476775];
pred_f{209}	=[-5.0426214183031925];
obs{209}	=[-5.310917910057527];
sqrt_r{209}	=[1.0];
hpht_plus_r{209}	=[2.2218716497981754];
xi{209}	=[-0.13440575340986172,1.9166329152920216,0.5689826341513866,-1.2155714996996023,-1.6065609756323873,-0.8644732607040249,-1.628501997328458,-0.9837537146366575,0.018027614105069922,0.40600275464372526,2.771965904926841,-0.2776936480152328,0.05045580753383572,-0.39919337928583154,3.994229339444363,-2.0261950261733253,1.270518718369896,-1.2514932945860089,-1.9280241185037639,0.14209055477920796,0.18120329836676863,-0.9172867119841666,1.2586386521905681,0.8193315572663131,0.5092801197624661,-0.3909232447417521,1.3253506875799115,1.4434850927026024,0.32766985382457037,0.10678837559868093,0.154703932595595,-0.36082082921758296,-1.9799047640043312,-0.8353317136363616,0.637061495096324,-1.1739042745130588,-0.3869433737520547,2.13470482971691,-0.5786669223079484,-0.8339674063547315,0.6611539907468709,-0.6070095737701475,-0.4424689377264448,1.337584165022347,-0.5693825655954923,-0.028940262365285463,-1.1395316226576844,-0.34279991431080603,1.167560678627333,1.4433596433176472,-0.9383326544773736,-0.7480279376314245,-1.3538154749318174,0.07743458232821876,0.5386531485609272,0.5817513896136788,-1.8525136025575462,0.7159196453514571,0.6424330165382948,-0.8502476558794445,-0.15043343557764555,-0.7675722031374894,-1.559030572026849,-0.03354432169530863,-0.657413949145262,-1.0776348754180214,1.501343456352323,1.3749781954172513,1.4007907425560697,1.29747100350089,0.25082391953850536,-0.5614598769346868,-1.2177146649706811,-0.24609472022161683,-0.6444738596684596,-0.5862713315551851,-1.1587625891672149,0.8638775637984599,0.256493454467706,-1.4150029576917271,0.756822548020847,-0.3971318544761635,0.6771858326103519,-0.11719871033298013,-0.3580498277115298,0.3060103095122839,-0.23398096965207404,0.33818173160492915,3.724908450794542,0.6933476597920576,-0.2323140564246513,-0.05764049045923869,-0.1959631918961673,0.1813127118690412,-0.6852801292229724,0.43980860611179295,0.16457838227021515,0.031196072237403172,-0.759853990931501,0.29740365019958226;-0.28340422346761507,3.02725770124711,0.8128346140808933,-1.86989308542584,-2.405179870872317,-1.3785266490990224,-2.46443366683261,-1.5533281357112152,0.044510746195250306,0.5242491296368392,4.49577279586177,-0.5420664661649273,-0.0041382423126563594,-0.6420263109261857,6.65344198916824,-2.95140266080816,2.038539498240559,-1.914240520860476,-2.699970123046983,0.1672376152147521,0.2072147923586325,-1.389994678551874,1.9353687524808443,1.2614494902074327,0.749080523186902,-0.7052601864811852,2.0597838245053204,2.2836537919164064,0.5023239494478835,0.10909706057691615,0.16685297492356987,-0.5897708052872481,-2.857220740904168,-1.3323569803869297,0.9310526201645146,-1.706814980010444,-0.7007247141041404,3.405424984144984,-0.9510997095136986,-1.3619166897389388,0.9703492898989934,-0.9822338722098465,-0.7999421145466208,2.0900301189188424,-0.8978657990090859,-0.18203177679470528,-1.612003517914065,-0.5872310445860531,1.9382310365408912,2.2822833978858643,-1.4362674789679293,-1.2076917633152693,-2.120003232819524,0.012281134579399833,0.7765960987802458,0.9289349202693842,-2.8004655321560072,1.1399703387707447,1.0063870216710296,-1.2681588407395363,-0.2954062211426187,-1.227631215729053,-2.4144569056048084,-0.09132780149098352,-1.017048235289737,-1.529560701081902,2.381589809668645,2.1447322072228685,2.1941744525575473,2.0359618736071345,0.273224099299318,-0.8995142937441081,-1.9203579195764107,-0.4493319218769827,-1.0454595503860542,-0.9130069996395331,-1.928248248608595,1.2725469074717752,0.40620519267164923,-2.134454036784108,1.1576036070312439,-0.6586450354544215,0.9802762489655574,-0.22951902225113585,-0.5680286250451143,0.5206747666104627,-0.4393694068957945,0.46598984471033766,6.174676001955846,1.0780255415429316,-0.39293914877616487,-0.13607628387465986,-0.31951427978668434,0.24872862487338487,-1.1129486938767723,0.6238092543840068,0.19280039572770313,0.001051643046915629,-1.171653334810312,0.41988161306935723;-0.10541533387276125,-1.9483362070664239,-0.8896000371618715,1.269779184582779,1.8502970080200658,0.740746628742043,1.759547796321451,0.9067930041794714,0.15599397666805537,-0.8559759814571706,-2.3328498042616417,-0.09936330722527842,-0.27129077707458116,0.39071812880702694,-2.2055949115119216,2.512547829337583,-0.9242007073748351,1.3566308007352355,2.726821518744055,-0.2718195725683543,-0.477688030895953,1.0733960625482037,-1.4134637507760122,-0.8300030501819062,-0.5821312627966684,0.06571648509907746,-1.4589818513440225,-1.3153408023766069,-0.28227038135115556,-0.283153736752098,-0.42735625217488504,0.30164177015331894,2.544716527378691,0.7129703466782082,-0.8892202289255078,1.5968743405253072,0.03399932642776449,-2.001324984789111,0.41711826912828265,0.6063458463908162,-0.8873669607836074,0.4624122196082894,0.051479037636106284,-1.4131530211516576,0.540918817494223,-0.49445153867244507,1.6673495618352465,0.18336359226937837,-0.5002955324982032,-1.2952399293678702,1.0285690716236076,0.620239462433009,1.2543668067271483,-0.45238212621410767,-0.789676926059542,-0.33657734643066917,2.0040824334343466,-0.47705249945926376,-0.5292595210272655,1.1007900859836077,-0.035806479448776685,0.66369886331068,1.5468884929274225,-0.020843207546070275,0.7401219962391146,1.564308416636898,-1.269710924312788,-1.4305689632011926,-1.362895531878113,-1.2830489099559852,-0.7151805883928191,0.5056311340270856,1.1159307978180504,0.032382606759114196,0.51369454625363,0.6266210300855484,0.6798631386201528,-1.2405564422732063,-0.1220312450139609,1.592750508969539,-0.8083276741122578,0.32631712362470466,-0.9859387243332609,0.02288065391722327,0.3875348109409966,0.05378523720267303,-0.04235954336299308,-0.5621712532741387,-2.6785286341891688,-0.6533081167774313,0.16398045411623308,-0.052951321037754795,0.22762325311464338,-0.18595094546461155,0.5604739318758956,-0.6517138314437858,-0.33994738879715314,-0.1877873267082979,0.8237837223996536,-0.41403323322487395];
k{209}	=[0.5499289978830076;0.8651324081770597;-0.5128218052674606];
x_a{209}	=[-5.18163101537378,-8.71840076312536,14.443980792871573];
std_x_a{209}	=[0.6188959580047181,0.975277271162293,0.6638995345735013];
pred_a{209}	=[-5.18163101537378];
% Application starting next step
% ========================================================================
%
%  forecast from 20.9 to 21.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.0
%
% ========================================================================
%
x_f{210}	=[-10.035528216583238,-15.951424598549488,19.581475760827953];
std_x_f{210}	=[0.8808423037632617,0.8861366859392505,1.9752345988428415];
pred_f{210}	=[-10.035528216583238];
obs{210}	=[-10.33126917570664];
sqrt_r{210}	=[1.0];
hpht_plus_r{210}	=[1.77627395384068];
xi{210}	=[-0.19669312247577153,0.6677706103565466,0.9352890389449211,-0.2448713338096038,-2.258377017732231,-0.9294539551570704,0.036187789856182206,-0.43421242707085206,1.8803607772084199,0.42142172263969435,1.5759747556687778,-0.11081716623968951,0.133454615205288,0.07659269346308228,2.868506829698788,0.16394220282635352,0.3311696070870376,-2.4651483888549706,-0.6383081351599476,0.347855921269991,0.14774176339540013,-1.086794688941307,-0.7824623513559654,-0.971883684329649,0.8989160098082518,-0.24943285777861135,0.832611128615385,0.38132820043247406,0.11286104808324282,-1.4662607869607385,0.8037339437111886,-0.2401327957391466,-0.6766892731168905,0.9922056424962591,1.4348467549507458,-0.5952854829204934,-0.3886382340529515,0.7724469119641899,-1.182727332061182,-0.7265335172532499,0.2888908806580357,-0.6549203017565972,-0.6227463605326093,0.7427106581813447,0.13310728672025718,-0.29478945128399836,-0.3411121242328843,0.06985569711251927,1.0252648096109116,1.5655652013774723,-1.1240452471996623,0.8436985190867112,-0.8373545571379815,-0.3526580875608847,0.5508763185658996,0.37532146639924946,-1.578567552402669,0.34293266460733385,0.5876867508436465,-0.5021226840438526,0.09203615284256195,0.016429277578746238,-0.3191297656900218,-0.25014485764711836,-0.09457177340574852,-0.3586323129115918,1.1618008574161554,0.8399560531381436,1.0408868287474178,0.6623452813728505,0.006106147751046009,-0.4153163214482589,-0.6007613174231174,-0.1518574787256295,-1.2375798772262456,-0.8888533911797563,-1.2332531913162974,-0.014047645052380986,0.25175008042743663,-1.311329002815679,-0.35914991970336807,-0.30490373989352726,-0.45454779548212265,0.5939354269785309,-0.14117823021236653,0.8487938237826036,-0.24924062953084203,7.801282244859209E-4,2.8734539431264547,0.3763280150146642,-0.6064028745179115,-0.07169975398101869,-0.8096046711189544,0.3907426010778128,-0.5161823916881136,0.4049379034249565,0.9130381021610852,-0.20398375483899756,-0.16720828961056178,-0.10183094132979953;-0.386796380561103,0.5380494869660328,0.7425220708950064,-0.2419535601825249,-1.22576134172842,-0.8980507168148595,0.07663936597706034,-0.4816900831931097,2.102624317682448,0.11682026277818203,1.7751948728166145,-0.37212503283579856,-0.07665072240010495,-0.01034850046646163,3.876013618688553,0.3963215466481511,0.3493948998252687,-1.3952606965585463,-0.08883808965702933,0.18330205615197137,-0.08950698904680898,-0.8367598167101438,-0.8815297429463538,-0.927319883805529,0.799415415758002,-0.47038090828713486,0.6894497925451759,0.3073102375408432,0.026734697100492255,-1.3143458217289155,0.6289368729142133,-0.3332468072975292,-0.2532595004155862,0.9296528740458054,1.3678241321804734,-0.327824856196413,-0.6086605101377796,0.717571832144646,-1.107011281612463,-0.8053905033487059,0.06907402359227,-0.7137697824169589,-0.8245889970293714,0.6124612929243778,0.04735177968707127,-0.6245668465146164,-0.07045716767125931,-0.08827032882290631,1.2289435404089684,1.6633460206281345,-0.8982758245428055,0.7541403929796449,-0.7912251054270758,-0.6118311788073019,0.34145423532338093,0.36300221102781727,-1.0563275766684779,0.3290641313295115,0.5311852553096656,-0.3751133643716127,-0.08858706951665773,-0.0973931574463176,-0.3236369199483118,-0.35908745134799425,-0.11174234168889363,-0.10881399140338921,1.1997284040893899,0.7308978499784171,0.9940899364891305,0.5556909141344217,-0.3097871346862835,-0.4735046430193659,-0.6227022440832268,-0.3332532078656367,-1.1187952373227024,-0.7897392490695605,-1.300228501153759,-0.30438398938223266,0.20660203258833754,-0.9312445694169202,-0.46930708036419766,-0.3950065530566622,-0.6710648996036799,0.4695828473287822,-0.1983960783228138,0.9174146872785691,-0.4518382086765609,-0.2109904136479539,3.6800989609651484,0.2747627821967633,-0.6513183301594108,-0.20938482744434772,-0.7550137978931932,0.28258246407166077,-0.5905828470954244,0.1940502717421957,0.7837452661680562,-0.36025961574596543,-0.18236271427214668,-0.24748466106366074;0.11711799579986248,-1.6914761235373348,-2.449381122717206,0.6054367905452764,6.168251851242022,2.0413442490333793,0.07394737079201263,0.8940283166488605,-3.764252496615738,-1.5026810717209216,-3.092744428219042,-0.21292843517115045,-0.6248534442064617,-0.2556690650856055,-4.197565346065401,0.19616428274276387,-0.5865656946856923,6.5917975809102884,2.404224965132311,-1.0160155046323354,-0.743985333991489,2.740762467786567,1.5047520378497978,2.145249070139446,-2.137508116251638,0.1545875651754791,-2.104637587828474,-0.9144787773615661,-0.3392291650186756,3.3103833895970425,-2.1260240712732426,0.4168048566677811,2.2547255796167605,-2.2852164809940483,-3.3694530053926712,1.826879052200212,0.4578096437266801,-1.7689992372279661,2.628685789561022,1.4267848683323443,-1.0181144284918915,1.330617432774563,0.9811077923235807,-1.8660343539146282,-0.395930388176037,0.04568760295665797,1.3268439332472965,-0.3949942674052842,-1.7183234053047833,-3.2877925607896152,2.7743572502540665,-1.996041179913565,1.8855543432251025,0.3236072664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k{210}	=[0.43702377787064406;0.4201209144268453;-0.955490885733477];
x_a{210}	=[-10.216574507222735,-16.12546852253838,19.977307954318118];
std_x_a{210}	=[0.7582377745988589,0.7720609575915198,1.7192972760031224];
pred_a{210}	=[-10.216574507222735];
% Application starting next step
% ========================================================================
%
%  forecast from 21.0 to 21.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.1
%
% ========================================================================
%
x_f{211}	=[-14.473121133741087,-14.901373481350259,34.57004703468018];
std_x_f{211}	=[0.27660439467732556,1.584492222113504,1.5400039992002854];
pred_f{211}	=[-14.473121133741087];
obs{211}	=[-14.640278103456213];
sqrt_r{211}	=[1.0];
hpht_plus_r{211}	=[1.0769235699214146];
xi{211}	=[-0.202346974017102,-0.0803018774658284,-0.20798087474010707,-0.00819437429662706,1.0035010784536116,0.0816094336640596,0.03668099164776706,-0.07248972847165724,0.19629481772869006,-0.35648885433877275,0.16616719997460017,-0.2005514255713141,-0.23387153763091106,-0.11743842285561534,1.2177531624301992,0.23905207335189083,0.042075388975746364,0.9131164761469126,0.6110577767640244,-0.03134078746965763,-0.2737503569106057,0.19488658296294226,-0.11162963071018694,0.028920405174387653,-0.14021131755175098,-0.15871885035832456,-0.18972249262251495,-0.08952956067099471,-0.11074547896898324,0.11784436256735731,-0.23527681366356923,-0.1132357761962055,0.40554084768410803,-0.08803875211387968,-0.1447182529524209,0.3235803054440769,-0.24081259183670412,-0.09194856898183801,0.04623149166421392,-0.07922141866593613,-0.2538738591365224,-0.12582609891459384,-0.22302630794844092,-0.16833338417962906,-0.09021448065157855,-0.30174474985440014,0.26613590213868576,-0.10226896081634074,0.20917878881270902,0.04990955423012444,0.18951369101473325,-0.13338334715534117,0.01974874832977669,-0.2680906435817132,-0.2500889366548247,-0.020815384060902886,0.4310854995054392,-0.03253421933231593,-0.057109781329856446,0.06963728628756627,-0.08214161710225376,-0.056393356678684725,-0.039458749792434133,-0.08698905009349112,-0.02503563259058339,0.36994709271455584,0.003365917445323774,-0.1486082479911346,-0.09340684392187093,-0.1393597163136704,-0.36867633196693816,-0.07592827166904925,-0.036542727433285904,-0.21709584921207536,0.08357420912065194,0.03854847089808899,-0.11359672395178144,-0.2876718450921363,-0.06840223247804289,0.4674193487596927,-0.16103411120013789,-0.07703158694037704,-0.2374719664223086,-0.16189269024182806,0.012163722257977128,0.062410441817547735,-0.17823632282618718,-0.14060022161108776,0.9060892857080081,-0.10839258489572856,-0.05247044499429876,-0.16567392291432093,0.043196587365814665,-0.10936332132457594,0.3982920290701095,-0.042529457938440984,-0.18299958725956955,0.039750354269131094,-0.03900595390151018,-0.18239508294475648;0.010037725410063203,-3.7189923855796714,-3.1734353578631627,0.16316763508669396,4.551051198649402,1.8612631153652668,-2.4476665788337755,0.041628622180317265,-2.0691727909960704,-1.0889648179985958,-1.542123446137154,1.0588207630207336,-0.5704861740711422,-1.9142765760182563,-1.9220868102835809,0.4474861854771923,0.56442834180638,3.691409386429372,2.6171548087135807,1.960949697131067,-0.6753463028293609,0.9808806279566387,0.652622778366446,1.066494858742697,-1.574170847186334,1.2311746338681626,-0.8463962060080341,-0.2481941112624284,-0.4161133483438828,1.513474929599262,-1.2037744112057815,-2.670963590490235,1.3313800114428282,-0.27166761576419063,-1.6206549443461071,1.976202074900538,-0.038971425480985644,-1.0221842773396617,1.0041120059707573,0.7952010910801643,-0.7675335768004992,-0.9050201652334167,0.17130779726902468,-2.274094811477152,0.12968163038275193,0.5938541061455638,0.6095487663418062,1.0515627212133545,-0.14704319847749225,-0.6661008261431718,1.2601554849851695,-1.4402369016913852,0.7143144755689654,-0.01575867279043841,-0.9071669037751082,-0.45188518371030106,1.7161838135614769,-0.6876259342378059,0.034483427308826364,-1.3079369201216409,1.5568346106435325,1.1551311659994798,-0.31996843538590447,0.4942401357327597,0.18383220906345343,2.4985090011827005,-1.2078939079275912,-0.506510354726009,-1.5946978056219798,-0.9586463294115841,-0.8873687156632677,0.1289957386653775,0.5451574336523386,-0.6695803266551188,1.1669961503557769,0.03982001579136707,0.6303724960772907,0.23109305019068138,-0.6619852536735671,3.2120501750475174,-1.0892712660743946,0.6452968516638933,0.06397486937042984,-1.7023906836388036,1.3907779297830096,-0.8981185062119295,0.6584316077596313,1.251200455765174,-2.2977634790176715,-0.21344590942083563,0.5309987775946432,-0.5386449406772869,0.8140216841362911,0.09986130987758735,5.146810959279671,-4.666289111726446,-1.5301116383215536,2.7324542786273103,-0.10892634720298489,-0.5192354963801176;0.5676292592099657,-3.851276163132976,-2.8454302958018687,0.24428421602302564,1.9852749222912678,1.6743573373437854,-2.6805789240213223,0.2829684965847292,-2.7275815837150788,-0.1609057713747788,-2.0382161670213605,1.5878088765019456,0.05931493459563342,-1.6542542677765084,-5.440758376919359,-0.08139669219104206,0.509757106916318,1.3823502188090515,1.1556906157142777,2.0372124211650444,0.0649177563918073,0.539501844457682,0.9762465761848205,1.0315378021372226,-1.2449310563094542,1.653512489824294,-0.3446846548112319,0.02937366695135779,-0.09746517269746136,1.2518310379565634,-0.6049665688395862,-2.5313109246356618,0.38627175509658684,-0.01464823529835968,-1.3177757229328435,1.2187064280465947,0.6231433496553009,-0.7834885307289738,0.9427496063420762,1.0464651109386054,-0.08306679965708952,-0.5585128623956734,0.7785584471856026,-1.9320070121017778,0.4125742196970066,1.393578341403284,0.03140560725977082,1.347270709459515,-0.6388897398506757,-0.7970611120543012,0.8257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k{211}	=[0.07142899651367811;0.15619906227528216;-0.03407959284723392];
x_a{211}	=[-14.488952159242501,-14.935992354061195,34.57760019837804];
std_x_a{211}	=[0.2638183439763938,1.5706677707412229,1.540371513008728];
pred_a{211}	=[-14.488952159242501];
% Application starting next step
% ========================================================================
%
%  forecast from 21.1 to 21.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.2
%
% ========================================================================
%
x_f{212}	=[-9.936154721322158,-2.375570967215197,36.09579017022872];
std_x_f{212}	=[0.9770223541732728,1.0006563573189107,1.0922793290404673];
pred_f{212}	=[-9.936154721322158];
obs{212}	=[-9.77455702759597];
sqrt_r{212}	=[1.0];
hpht_plus_r{212}	=[1.9549266377788146];
xi{212}	=[0.18719445832753756,-2.354944390286546,-1.8805040966777238,0.052522387409542404,2.2268465527925034,1.0817134560721247,-1.6349898543148509,0.20784227906725228,-1.5401450698902348,-0.3959945545282313,-1.155822899954126,0.900103214323547,-0.15654624440858456,-1.1017084298627928,-2.3635773509591633,0.12654556676137219,0.3246811440380668,1.6675645726582662,1.2464056968696493,1.299676049807296,-0.18818303763622346,0.4633618917053912,0.4451479548648898,0.6580694042654205,-0.865724411243983,0.8357413671210665,-0.3321295615713389,-0.08410995383502318,-0.1751183591548724,0.8669420611455756,-0.5192727282717655,-1.6782885090106152,0.6062838967419868,-0.1226834910647856,-0.9345733287225482,1.0310284404865975,0.20958656187698033,-0.6264620188241725,0.5896062234003061,0.6915033665668862,-0.2765022973403024,-0.42057084394264344,0.2355361374242868,-1.3098678431562991,0.15979724697242048,0.6027045165098261,0.18100841756220376,0.7585792326112824,-0.30174670098102574,-0.5193360771062974,0.6445852852597831,-0.8184209204056945,0.4496646260077899,0.22052946935312967,-0.36599771243107426,-0.25861984654247827,0.776732751208737,-0.409232343447103,0.05754058746381929,-0.92314473217324,1.0676200947659282,0.7514886020187035,-0.23115698969702692,0.41642314566295724,0.09903034350878315,1.3551741477866912,-0.7905858798036807,-0.19940190545709768,-1.089136241808303,-0.4564269612410996,-0.2654836953162256,0.19262608224626554,0.4014051424476506,-0.2131053847081681,0.7757789045386225,0.0013012501363824924,0.5064073317774405,0.3883552435831845,-0.38922596428450973,1.7158197417885859,-0.5540209357720567,0.4792688632450677,0.21270522521316337,-0.9585276886447325,0.8934137651307275,-0.6582645529139679,0.6147011650938019,0.9086022081359122,-2.3811254754715847,-0.1391192147213811,0.5123059422748462,-0.18811892620667692,0.40942565243343587,0.12372214027320183,3.026006328469019,-3.0443953075698413,-0.8129645325850365,1.723523698974157,-0.03649471667716142,-0.2583778555580629;0.3985830660681189,-2.158384632668819,-1.5028283751455804,0.2183107772611219,1.136303188867533,1.1043668558393323,-1.6355680261858327,-0.029113121300051947,-1.8172955274099505,0.08695563395334105,-1.4217842053014782,1.0164591767902469,0.1024955819106923,-1.0443382678046675,-4.287314391092005,-0.29461960889616456,0.24997626209530122,0.6549771699347562,0.469847497733785,1.322138207206144,0.13536207832588865,0.20163105771961343,0.7356223247176366,0.6159599534081384,-0.7838600526927104,1.24091065785389,-0.25737385019672265,0.009018981809090665,-0.04320311228430995,0.7407640217768536,-0.3830801345565211,-1.321060434540911,-0.08546794474829111,0.011981241582287083,-0.7589233192774087,0.6206334734843844,0.42800173861652535,-0.38692262512373654,0.5683840241180587,0.5053660399072935,0.05530796726568843,-0.4250582859459122,0.6661092490033107,-1.101184295191227,0.24634486457205673,1.0483386948115894,-0.17828544805975488,0.8759229950552743,-0.5419057690517235,-0.522718022616731,0.4123099537469914,-0.6547717748120832,0.3790749795237902,0.5567056031730135,-0.053562232369589236,-0.2896530258426062,0.1780661476946488,-0.40833280278446127,0.14158775554177927,-1.0003517921827765,1.1737765324818832,0.9046971954321055,-0.03502066149414018,0.4647131042018686,0.22298605905310342,0.8844606855103627,-0.8286313782301562,-0.04486183553273415,-0.49254517145729704,-0.4128422919575443,0.24161066629078976,0.16458429487314685,0.3726597122895434,-0.027243130891187572,0.4358291010554529,-0.09793336861808166,0.6085601883108378,0.75189204589698,-0.24774891474780825,1.2082338223581417,-0.37212192021371004,0.5534898037139191,0.5891026106904749,-0.755305845081617,0.8667046446677558,-0.6961228345603403,0.7107232416471516,1.1105422138858922,-3.7225792698987807,0.2580017133967365,0.24268794758528411,-0.029990208149249575,0.5386541428810308,0.31674928578676065,2.7866981194264473,-2.679986814752828,-0.645395722586076,1.728958650289235,-0.005358275233697363,0.21051571839419037;-0.06362319566704855,2.7258439755597976,2.308076799435348,0.053161676872647945,-3.0489382615517613,-1.0966184871067526,1.7464736492438604,-0.42691481474897586,1.4299652280832476,0.7565089144727963,0.9936728172597711,-0.8336263075066412,0.3333529757458038,1.1929154783199252,1.112242197698265,-0.4803828811920141,-0.4177512076180179,-2.489677256482871,-1.8686144098268045,-1.2849869135590453,0.4234788354610828,-0.7105300442738809,-0.25930241744677573,-0.7212056855788305,0.9465877250757089,-0.54119645863166,0.3661006327766998,0.11983318578820956,0.25037042555905487,-0.9939113191624358,0.6178848537926172,2.062161772917243,-1.1966895976813063,0.19221303961656133,1.0761044285134034,-1.3746017426067993,-0.07701975845842668,0.8072964668525913,-0.6286145470779942,-0.8855030124397345,0.505689740491114,0.40030313860532374,0.04781427972799435,1.5319492598971607,-0.12626371922990387,-0.29959618560513945,-0.4813319536785201,-0.6999917296374818,0.1024875168017303,0.498832904115325,-0.85908769312271,0.9566565697052027,-0.5342168169348582,0.008625188147881602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k{212}	=[0.4884718532782393;0.46275013456321756;-0.5278586424709006];
x_a{212}	=[-9.87871543946935,-2.321156295769507,36.03371940578273];
std_x_a{212}	=[0.8120860852125166,0.8400274332785489,0.9321375314194198];
pred_a{212}	=[-9.87871543946935];
% Application starting next step
% ========================================================================
%
%  forecast from 21.2 to 21.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.3
%
% ========================================================================
%
x_f{213}	=[-3.570122070493535,0.6987673726699962,27.775095571826256];
std_x_f{213}	=[0.4294689992888063,0.43206433819107704,0.8176325526374619];
pred_f{213}	=[-3.570122070493535];
obs{213}	=[-3.414773021134316];
sqrt_r{213}	=[1.0];
hpht_plus_r{213}	=[1.1845177347101299];
xi{213}	=[0.08565758950679436,-0.4837456568883516,-0.27117579834126193,4.302509661462395E-4,0.2762544329923591,0.7905470975833429,-0.5100392144960466,-0.09119164965093507,-0.4404799334122398,0.12163665895991738,-0.36254927973682305,0.8428869109206589,0.21527080957065214,-0.3309420419351823,-1.8136094184670162,-0.2807003934565846,0.011931890902310727,-0.26527447096392054,-0.18723158551441443,0.2932098209802545,0.16212913130623585,-0.06805574889884891,0.6292836607091332,0.1754997604383961,-0.21376493857524625,0.06024345711895984,0.047059320513800795,0.0019878129187445026,0.2467980621201571,0.5762599706095775,-0.10077075013284542,-1.0226914636380409,-0.41192287110909076,-0.06205547030077563,-0.28640297493641853,-0.018154385531230943,0.2953457481534483,0.23918297415514145,-0.0946599748221022,0.2361100392001445,0.2120537123284021,-0.13293579194378058,0.32357015983809134,-0.1305794809344265,0.06806482468911179,-0.1012014495792517,-0.7670896751087835,0.49034505806214046,-0.15739409677294303,-0.07239896913296828,0.32657293516663843,-0.0954227418267708,0.0525422688383288,0.45153045538436,0.07039817759888622,-0.21992594793392373,-0.2074130250500592,-0.09004927166995058,-0.17130514300859678,-0.1798250468808522,0.3617728888361156,0.18144120241020856,0.006486285829764071,0.17405259267929996,0.12601792416288227,0.040154938070539714,-0.3157068367968012,-0.26416349501923486,0.16061589827617873,0.001015860733116547,0.23408609669830938,0.006988027079073866,-0.0016088689204343254,0.0831002365033684,-0.005698517334179254,-0.1502628823929908,0.34138785835300967,0.32476287858850794,0.4804852229860348,0.10422439559318786,-0.04622805833237731,0.16517282859803206,-0.1689992459101588,-0.13445109922652732,0.2301999449005323,-1.157746011451529,0.35626153972808927,0.030322012881060623,-1.5503174665018182,0.04275823003833601,9.955014492519787E-4,-0.01182678612082988,0.18345016337097908,0.1320870667646843,1.5882919744018529,-0.4835752003265492,0.09887812196220214,0.4627084024625585,0.4032462755601167,0.30777576853362776;0.16817870868014173,0.42064115670457236,0.5178626873387072,0.1391981699021858,-1.0782926577802578,-0.013549302225217108,0.139998053967621,-0.3280073039205675,-0.31472998614762254,0.4655686620812888,-0.33891880476009656,0.08387531095796419,0.16953437942498684,0.10545247551922987,-1.6952582707682455,-0.503309385626499,-0.15584228067277994,-1.0965287865827267,-0.8593817713100541,-0.0027573804164563454,0.2610128254034165,-0.35112064127779097,0.1946031302069512,-0.12052395142541494,0.06390714680157694,0.5055458362335418,-0.03382625180448695,0.026595851411419957,0.00835709797866091,-0.20139831408644793,0.09808291460549179,1.6873013131842916,-0.7711583860146606,0.1040526575101246,0.23051898322663633,-0.4710407701809816,0.13176348502435242,0.11647730347542151,-0.016176516124273066,-0.29447269268676196,0.2433406673257772,-0.06996827688248475,0.3642612515662488,0.1744723135862143,0.02049169870259193,0.6235121272770127,-0.09709138920355154,0.03159664604353807,-0.3471974932896438,-0.0988311394385647,-0.3499909868027948,0.11789385947927244,-0.1453120204797127,0.2414206279034129,0.26149872848230604,-0.04732083643853113,-0.6969986149767347,-0.07784185876508709,0.09990013158671074,-0.16574947102442839,0.06834492811730608,0.12629488698178282,0.15436569093057062,-0.03270403074788231,0.05074469732899334,-0.5245803137566969,-0.038271888973044677,0.2367008806789921,0.56135525140653,-0.05943769402348309,0.45268628516932885,-0.10288579556568866,-0.08232016666539188,0.11297678535661015,-0.43131771427358,-0.15700768795180342,0.010219771430675983,0.3021843323886876,-0.01546361284563813,-0.5304538177846936,0.13247302716202203,0.003753886454973876,0.5257428988631155,0.17828717245901937,-0.08544117145645591,1.0989230611928655,0.0054081190130970125,0.25667085864764805,-0.9673042216347099,0.4095542293218891,-0.3748561778271141,0.11360301946058549,0.05951109683093503,0.12917079998504089,0.23731789719932717,0.7440548832755091,0.053307991381118636,0.021378653901515943,-0.11139191754717925,0.3940844456364728;0.06462011107018029,1.3447306211634995,1.0838142410848945,0.1774273686183676,-1.8432623544004905,-1.4589115174998142,1.0580072065003954,-0.21810086639412418,0.44860185905691097,0.33824091390145483,0.2606026282163967,-1.4430872692519472,-0.1785470459384051,0.7154434954294793,1.4488428290565452,-0.07958077873382408,-0.19355957323074335,-0.7962686293549552,-0.6482215112402336,-0.47544792550405646,0.040311256831571995,-0.28683958112135244,-0.8874368108178281,-0.4356888318106158,0.459522014287689,0.49969240840178486,-0.11604196462515048,0.040360051977987865,-0.424286612970846,-1.2932723394377845,0.29685626110011043,3.2709429659063005,-0.1472724977984079,0.23618393154703554,0.7594894118634308,-0.5060618646580757,-0.356662389160892,-0.2648577070192282,0.16508760088824204,-0.7779376421181325,-0.08145796198619237,0.15487354099527906,-0.12602051515008839,0.455406388465164,-0.0843156035200181,0.8852069023153675,1.2141980267563746,-0.8243097911706627,-0.1172330928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k{213}	=[0.15577456487410402;0.024523297378645437;-0.2449698309587512];
x_a{213}	=[-3.5463990955114126,0.7025020360963586,27.737789011696186];
std_x_a{213}	=[0.4376595438236122,0.42988113080274354,0.8422777883861612];
pred_a{213}	=[-3.5463990955114126];
% Application starting next step
% ========================================================================
%
%  forecast from 21.3 to 21.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.4
%
% ========================================================================
%
x_f{214}	=[-1.079446535692879,0.04448924796000736,21.170785693221777];
std_x_f{214}	=[0.3465284273249614,0.5298559547260383,0.6034154738607864];
pred_f{214}	=[-1.079446535692879];
obs{214}	=[-0.9568530005304685];
sqrt_r{214}	=[1.0];
hpht_plus_r{214}	=[1.1202699333367894];
xi{214}	=[0.1364194152434367,0.14364489622876553,0.3019786054845993,0.0885856346346987,-0.7392744152027966,0.16081347472843155,-0.016787440387130426,-0.22682944806717154,-0.33128430003960996,0.2761780082841322,-0.35015058566447,0.2805180632040405,0.12250651298277337,-0.09272941950657265,-1.5956176996868792,-0.42898100965504526,-0.1571965697863562,-0.8363319066135078,-0.7068561764204575,0.05945635415394679,0.434172968170219,0.014022050373038386,0.28644794495362924,-0.05677553622477283,-0.10641380318345073,0.36822956426502884,0.07367814203860967,0.037235905714070094,0.02765257161617618,0.03538098610162166,-0.03298821837008847,0.9290930792254997,-0.6673201570881784,-0.17308107839175668,0.08604755066966874,-0.28358933319792956,0.1627803273834847,0.14360735452697626,-0.001583329022300628,-0.186588806725962,0.21463271829539343,-0.09411477117041511,0.30979355185278135,0.05278565641293009,0.021619854379626435,0.4200251686263582,-0.23447595570973467,0.5015698924508291,-0.2682888720747263,-0.2168669721023606,-0.16207793858309105,0.05778981775286263,-0.1374009949222761,0.2978938059402718,0.23111847657921503,-0.010731064142363023,-0.5626632671307041,-0.09687285427690617,-0.005233271003249662,-0.10440654153423501,0.11602604832350238,0.10637147571309225,0.11236155783387847,0.017458826488085055,0.04829595973607037,-0.4232301838083987,-0.10048422034764992,0.11218348671526701,0.37657549951427216,-0.05155289249219264,0.3678948890679328,-0.07141216398337824,-0.055283674366849445,0.09807976096106552,-0.31672766126608143,-0.15045913288509727,0.05095882120367645,0.2789208401859786,0.06784751611592199,-0.3684835848550547,0.09690580410984506,-0.03969267006397503,0.27558015414488324,0.4521592445919459,-0.017661538743889205,0.47382315122176377,0.06694990911987841,0.1657716827143264,-0.9794836020796172,0.33089280739101967,-0.2881123939580248,0.07294309430849255,0.034974668588130475,0.022065856871441136,0.8159852819627968,0.42686583609833095,0.08435455919447288,0.1071364493750433,-0.018726203061389723,0.30976012397188857;0.19471725309332538,0.5978373904029608,0.6762934264241243,0.16657558869688133,-1.4786185079241605,-0.11128772108116029,0.24428168106735082,-0.41214214746010513,-0.33237333057421425,0.5480256713588545,-0.3870134316427652,0.02424021184380877,0.15790101049818633,0.17675051518876653,-1.6432078709625555,-0.6045636166764583,-0.2197312830802074,-1.3907440247652427,-1.09767373363156,-0.046585174113055246,0.3712282073267841,-0.3643681007412706,0.17771532365643564,-0.19013257143360782,0.10013239825475292,0.6155233807366829,-0.03339278425684521,0.030247235627750696,-0.04313016849071375,-0.31368534972729917,0.11579806206323218,2.166250956417215,-0.933827056098876,0.12708556240418598,0.319137273839505,-0.600560195246536,0.12138192511942208,0.11783726276889409,-0.010320131611251997,-0.42866243582071867,0.2678971534150011,-0.08450045729705406,0.40813969484256823,0.23246402869080768,0.004565326259529677,0.7793084860005113,0.00307338718618453,0.15674333468664858,-0.42589310592425383,-0.14136900262365337,-0.5036249106531143,0.15191352264886707,-0.21162085884927415,0.2547880302948713,0.3220101576992369,-0.02594106706562467,-0.8788340887777282,-0.09557812792589811,0.13165072507808778,-0.1843082767661809,0.03518179531027947,0.12505305044530016,0.18418892564505543,-0.07561371946763434,0.02543876966964724,-0.6942298156062521,-0.00899476202952175,0.32394058727434555,0.6593301859954295,-0.09092934188089,0.5319800482045436,-0.1436436508517327,-0.11746916661667912,0.12356808129756797,-0.5675859086779527,-0.18551274566193496,-0.050486070615037015,0.3324491672646303,-0.09507700628810623,-0.712336145322207,0.16132481830804,-0.04140912993673289,0.6597165492714787,0.3397975098539937,-0.14935755440950121,1.5285017205690006,-0.050746543849266926,0.3042443401960989,-0.8530654461834546,0.5040742234326769,-0.49693272758041696,0.13398950234674692,0.03086968922550576,0.11729497036101469,0.39684429992249803,0.9999554855819324,0.054867552808057454,-0.033156961742512266,-0.21022507843692337,0.4363358498028647;0.034349535955403354,0.9954583671939865,0.68234276212781,0.12206006143766501,-1.117953903170367,-0.9074960033686956,0.65217780767383,-0.24221554255144184,0.31988218438963045,0.43955986110377054,0.24596693413393567,-0.9770727964295709,-0.015770361906771058,0.7384954468725162,1.3756669771803942,-0.0359738487402943,0.00139827754656352,-0.5062539816932414,-0.24530273050574536,-0.29814562504343556,-0.5711997666856234,-0.9957983347619006,-0.5719383788598087,-0.25945581118601524,0.5831298436096226,0.3177638012098001,-0.36217523904676696,-0.035965560425033516,-0.18954081626292307,-0.9669129828049456,0.4033412740286799,2.0743005037680717,-0.006165372257562751,0.8688853194122963,0.4864566144400335,-0.4923747818786879,-0.2411843607184352,-0.1989002664976276,-0.006895960408908053,-0.4331075501443742,-0.053743957456450886,0.11891964272320976,-0.01408859830036846,0.39481063479252043,-0.05744277778454787,0.5305233298760257,0.748451823496076,-1.461871754834629,-0.150812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k{214}	=[0.10735799449562879;0.14627722929093928;-0.009856111638903126];
x_a{214}	=[-1.0530835809561039,0.08040925552847006,21.16836541491612];
std_x_a{214}	=[0.331915406562812,0.5120709849631526,0.6034428441832973];
pred_a{214}	=[-1.0530835809561039];
% Application starting next step
% ========================================================================
%
%  forecast from 21.4 to 21.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.5
%
% ========================================================================
%
x_f{215}	=[-0.577574802313881,-0.5591756019368971,16.25163290683136];
std_x_f{215}	=[0.5357018864414653,0.8337837805614136,0.4713819672923706];
pred_f{215}	=[-0.577574802313881];
obs{215}	=[-0.4622601265432324];
sqrt_r{215}	=[1.0];
hpht_plus_r{215}	=[1.2876502939862338];
xi{215}	=[0.2582721473167638,0.5042001761279329,0.5444223591885532,0.1363162965854372,-1.3865043311289074,-0.036632207700474595,0.07678081996690134,-0.21494099907819386,-0.3692560043151393,0.49880545297217155,-0.4032755074760811,0.10860148202817993,0.1262547169817827,0.07840819331333349,-1.7335327579590682,-0.6050717144786238,-0.2855855142782414,-1.5596733863194454,-1.1097485093739907,0.2887060387095412,0.4374100953715765,0.06774467168023535,0.21884472387653298,0.2817835050201262,0.07506469254636028,0.6980340674698783,-0.23345692986160682,0.1261615277135441,0.09952780118534993,-0.3073183311402208,-0.27341646857269153,1.8193104626396952,-0.9087646176554488,0.08289251529600017,0.26244300176605595,-0.5158730622901585,0.09527889634919318,0.49173110226077954,-0.03696875102520214,-0.4103043383521908,0.5774873258489338,-0.1470582830439765,0.660500428606376,0.06625189818679211,0.07245034322571331,0.6985833178322587,-0.004053626300407731,0.22836234588485593,-0.4557343508704196,-0.3336538453807206,-0.4595484810129856,0.08418411826933087,0.03688702825539736,0.2947706279234414,0.28882174229699903,0.031309888436700684,-0.9754919445930171,-0.1242608583277649,0.06144739311526248,-0.04294701590115335,0.06525238509709663,-0.016351031280276596,0.15470598811871855,-0.06797182511187272,-0.09471231387686396,-0.706031836898268,0.04722857771471156,0.3274897296666889,0.545051958456244,-0.1500838829791945,0.5406002032895771,-0.14689602933840962,-0.24104289572130932,0.28221382191567285,-0.5904035270615399,-0.708889743366239,-0.10770716613887554,0.3546904248380479,-0.037542008776550784,-0.5730366565040307,0.06884763330805355,-0.03609009242848149,0.5836169658186677,0.33695966136894795,-0.06500016738088032,1.6998214481255127,-0.13399345980093103,0.22467160669998865,-1.1051435039495052,0.5629333983690594,-0.4540734199439217,0.32749607051244145,-0.14848919367494262,0.05738120798103119,0.600450062091626,0.7354334901083567,-0.05558802527144613,-0.05499303494887875,0.050445382298474395,0.3837704308616693;0.4014065081735922,0.8709139367634993,0.8999724875408511,0.22395056998397023,-2.298714251677257,-0.15277772454577,0.18929015029454155,-0.3561812360186559,-0.5202867456319199,0.8140262896164296,-0.5927394562489899,0.06495561703165709,0.19675265426756866,0.2130570553128247,-2.380041049590371,-0.9276587096838439,-0.4389022752804024,-2.4644471986815373,-1.7433575604284708,0.4086759026434893,0.6114431812505418,-0.005480546333938019,0.2770840381248713,0.40435744553847464,0.1852645649971006,1.1001882895531825,-0.39871385868878795,0.18429514812929093,0.12916932749205323,-0.5820276525131732,-0.3669219649752833,2.9117387673685418,-1.3949652328706734,0.2381175880045457,0.4557125354599374,-0.8574538521079421,0.1240881010245855,0.7383038082628115,-0.050823027847571534,-0.6796888602420151,0.8802269712226303,-0.22359717395365875,1.0084791932113735,0.15141595989347145,0.1001828545033987,1.1216184703227805,0.08693187783905937,0.21511056528571787,-0.7199140804187386,-0.4632879958484889,-0.7967455640724238,0.14881632280109208,0.04591544650708046,0.4185541778290835,0.44675799301572294,0.049675209064312,-1.5110275537541993,-0.18042702361300922,0.13530188008687494,-0.08008050932760769,0.0663162779659407,-0.03133334855745329,0.2578164540301125,-0.13055503999726426,-0.15701973693838134,-1.1154917514379412,0.11037440032837709,0.5527772480355517,0.8720187955723036,-0.23340467995674696,0.8319327789171518,-0.23974774290019463,-0.3808368384645131,0.4273982103675337,-0.9457877641818228,-1.0704459833682503,-0.19710833568177166,0.5343183975869217,-0.11093533162942515,-0.937738245318784,0.11966454856588177,-0.051154431848647985,0.9575335491913698,0.4488363328687458,-0.13845691118977377,2.7496500389142127,-0.24332485255295133,0.36963007071550413,-1.4934958174753983,0.8776034468608686,-0.7332039492903896,0.521523020755293,-0.23293410813146376,0.11369790309690397,0.7651446921575851,1.2253115620401323,-0.10764670476357752,-0.13317962785852056,0.026330540559853066,0.5904331489507743;-0.021358383045736673,0.7108444385472303,0.4753421530311748,0.06176177214625511,-0.5892355387119164,-0.7067991953027004,0.4706445641196382,-0.19423604357664104,0.2659740184092563,0.2866254138735336,0.2101912921500393,-0.7710408347748672,-0.045302640631881275,0.5270871922616642,1.4205392843787727,0.030375867243233046,0.009896417134349633,-0.05591423130460882,-0.005736387781659857,-0.2818790237882567,-0.47548290303329566,-0.8039863063601018,-0.47416476109451366,-0.2614010719946407,0.41051950678959415,0.19416479509555984,-0.2653465639290591,-0.06765288455754614,-0.17909873337501736,-0.7212022448266744,0.3285829273068295,1.6778923024754562,0.11602806287606171,0.624564112268434,0.3274497128997176,-0.32690746265344295,-0.2095546517212128,-0.2188824992495988,-0.020790928661732266,-0.3056363916542164,-0.1027516988904722,0.08252771145946625,-0.06704244868190301,0.2746773267323981,-0.07658927327650389,0.35975670211126953,0.5426975755134542,-1.1440661147011078,-0.08194366841167167,0.3114352696912839,-0.4892191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k{215}	=[0.22339162684904332;0.346631011107455;0.030423040453244114];
x_a{215}	=[-0.5105972018855853,-0.4552481912031922,16.260754386790268];
std_x_a{215}	=[0.49621006255568817,0.768836972370554,0.46808930826495615];
pred_a{215}	=[-0.5105972018855853];
% Application starting next step
% ========================================================================
%
%  forecast from 21.5 to 21.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.6
%
% ========================================================================
%
x_f{216}	=[-0.7145196572295955,-1.1659206891903866,12.565355739160157];
std_x_f{216}	=[0.9233967028562251,1.565044438619715,0.445270695970106];
pred_f{216}	=[-0.7145196572295955];
obs{216}	=[-0.6330285466038056];
sqrt_r{216}	=[1.0];
hpht_plus_r{216}	=[1.8556335495390506];
xi{216}	=[0.5424350566076993,0.7227270840180536,0.6796623130529658,0.183731501888025,-2.221070782653843,-0.44692485800507353,0.45262426540639666,-0.5738300418746738,-0.1145556078526736,0.7298376477194072,-0.5016180835740687,-0.8429669089390579,0.08045130868526595,0.11796417498889755,-3.130873599725428,-0.7120766064442932,-1.2407033451998501,-2.2182594712345782,-1.8621971582902457,0.6370127272467887,1.396296826055823,0.6658803393987197,0.20901593369086657,0.4890985327361237,0.051900704930456065,0.40271773735804467,0.6237901138250094,0.12822727790399457,0.022265565408583154,-0.7700645885247919,-0.2818473863002947,3.3893297894104313,-1.3878277889583808,0.04926930682393682,0.32757528957767257,-0.7922306754605046,0.043164500040256404,0.8491462519076484,-0.18652836550733565,-0.3238730909030343,1.2060657109475588,-0.1755457720246777,1.0500897362710913,0.2766634692699611,0.6608012536125057,0.9258644896077494,0.1910044798552818,-0.12658493505182788,0.46547655217204487,-0.5606945786426472,-0.7976450480711781,-0.11923554307295614,0.812710593859294,-0.09035949215098693,0.010908228203463932,-0.07462398101602619,-1.4758776600211492,-0.3780477177654644,0.056437165227451014,0.38524177601658144,-0.21715281580347112,0.07206020614522679,0.7788097659774994,-0.008823940674064001,-0.24130637980581804,-1.4449004326105397,1.3121755676258153,0.46928151837066007,1.0348526574095636,-1.7275641044862098,0.9707573965685526,-0.5199396870450779,-0.33899376279294,0.4144290896836995,-0.049318720434363916,-1.4428027649721888,-0.22021644243072003,0.43174678455302123,-0.3259454114367395,-1.3584921805719585,0.18562068874511095,-0.12114588444893148,0.7988149403568772,0.6710601752546536,0.07946731417298247,1.9979536197554089,-0.12941775011264733,-0.6486146044438059,-1.4617257989194397,1.420079925156204,-0.8247423896101369,0.8940778155435081,-0.46384348528028707,-0.14187242773607955,0.5974364376006508,0.8904665189571219,-0.08350351060349792,0.9642138480775819,-0.06633488653969544,0.42402849434546785;0.9269585991420974,1.2574663706729312,1.1725282011925866,0.3179615855881307,-3.8573527856761993,-0.8140910073149921,0.7917701083982549,-0.9841743519701842,-0.16800975118588046,1.2574333682534387,-0.8491983888912016,-1.4960913857531815,0.1313147883980219,0.23176565774522717,-5.038829821812305,-1.2138312026516893,-2.1207913927521744,-3.7722030226563925,-3.1687510370729024,1.089638426138203,2.3861612489936457,1.1198258533532328,0.33261088252865734,0.8300556871097524,0.10878597999504924,0.6990730416500384,1.0687121770297723,0.2154622615131595,0.018307887774443143,-1.3715785863455212,-0.4603266322420556,5.661547376705041,-2.3615885532422576,0.11404231641346807,0.5748660993197283,-1.3839543739846303,0.058258055204681414,1.4517323869802845,-0.3198783474012987,-0.5745953735220595,2.0676263237136663,-0.30048273571949613,1.7938422599510364,0.48800877081146454,1.1292839697977304,1.584717020643872,0.34962534753481833,-0.2746651022690747,0.7900902383973725,-0.9421422582715435,-1.4043013164393099,-0.20304749221411988,1.3932871107637013,-0.17105914111618392,0.02522486247850675,-0.12520500134810608,-2.518162777186431,-0.642030512934272,0.10161286494205801,0.656933056574772,-0.38833580428788994,0.12010931570394723,1.3397734676881454,-0.029230852980451694,-0.42048537376755823,-2.4783472975212586,2.2437944865789428,0.8147814876410366,1.7819509164177774,-2.9475771763420457,1.6629961736550043,-0.8970276646070923,-0.5844590755108539,0.7131600785105257,-0.09501720514073164,-2.445868998161899,-0.3934403703323961,0.7414789272976623,-0.5797771973128769,-2.349065525164315,0.3076442565467644,-0.20459026418513582,1.3823922696061566,1.1377368105211847,0.11637258821623764,3.3889783614887827,-0.23686010107223532,-1.1048678442043711,-2.380789328497439,2.445387473780643,-1.42585133493877,1.5409586567713724,-0.8154102190400305,-0.2381437328391942,0.9946329887059692,1.5434829867405977,-0.14626014988992697,1.6467171710262414,-0.14585409040504316,0.724723355569141;-0.12529129637569802,0.4173886161504736,0.23237392172762306,-0.044075662180475206,0.17017347390927462,-0.5567465116658408,0.2681691428058084,-0.1323680509967584,0.17728395988601164,0.09360703618306587,0.18428617236622458,-0.5594483117657418,-0.12314648618966473,0.31405029869113044,2.184339142429586,0.10041535359422404,0.17116161560980814,0.5872654921223415,0.4421959991005924,-0.32066264887621365,-0.40299107604594653,-0.6926590099452863,-0.46287538132195927,-0.30415438997179933,0.22545300696797632,-0.008495712514152487,-0.2517152377232552,-0.14065586533921248,-0.21537246896881435,-0.4885352016733897,0.23101078801236774,1.777936921329486,0.3567340782875714,0.3928076932246629,0.13880816360809334,-0.16044107655805284,-0.25043666174060064,-0.28004439859097907,-0.06930626066616163,-0.2347368262428482,-0.1650488934703187,0.018911429552618486,-0.158970769412365,0.118368219860578,-0.13860260104392808,0.14204410441587711,0.3353098204483391,-0.9550526467479195,-0.0960586671695971,0.25842504383306064,-0.2883290070715212,0.022182682850985458,-0.1270459772261212,-0.35972110863463236,-0.11398783968155612,-0.09438757540955578,0.30485268840855717,0.029688978071069627,0.11527626231774946,-0.14253022816481575,-0.2605110927646219,-0.10828502204122614,-0.054719128607739975,-0.21244236418318252,-0.08926257281134653,0.17143451921483965,0.1465704844143616,0.09613992252932135,0.10620787211169436,0.2764069261184865,-0.09027800260728824,-0.05382424785585371,-0.0472473868981389,-0.16090100150807984,-0.1375468400065909,0.3816051138897443,-0.21714803969335605,-0.21327594213652645,-0.31902773588251243,-0.009810319223200636,-0.04389445814548942,-0.05194375232548332,0.26953283510876425,-0.5425709091013093,-0.25637817371037563,1.1305882050740497,-0.2515569854776434,0.08016506236445586,1.1303886158210705,0.003333608818252287,-0.021679967448578807,-0.07463928306299294,-0.02528869572073411,0.042734863187583016,-1.4442448040661198,0.45543705577071947,-0.15205600363763594,-0.30637928384888546,-0.37800796314834173,-0.11425136488985288];
k{216}	=[0.4611004957048737;0.7812963322119538;-0.03308211135580085];
x_a{216}	=[-0.6728936208261979,-1.0953888422948854,12.562369237986495];
std_x_a{216}	=[0.6914545558551065,1.1733758284335536,0.44211516996454236];
pred_a{216}	=[-0.6728936208261979];
% Application starting next step
% ========================================================================
%
%  forecast from 21.6 to 21.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.7
%
% ========================================================================
%
x_f{217}	=[-1.4163191616181825,-2.579326921960394,9.961695840973235];
std_x_f{217}	=[1.4804608197161278,2.68072157097596,0.6089397804162123];
pred_f{217}	=[-1.4163191616181825];
obs{217}	=[-1.3378662706340352];
sqrt_r{217}	=[1.0];
hpht_plus_r{217}	=[3.1994111979155346];
xi{217}	=[0.8700856054995799,0.7057449213708762,0.8278024971014147,0.9020723129875128,-2.545734947703642,-0.7987769314790567,-0.14595821706279,-0.39747517495622553,-1.0810495675276277,-0.17201476345113353,-0.08536321810160952,-0.4849888242590161,0.11263800840275895,-0.26651653375295314,-3.1929686784542097,-1.656897850311183,-2.7799084484465766,-3.0936002159469167,-2.349598683669445,1.5525935841549587,2.60821763866484,0.4513892994843248,0.317947462765936,-0.4212605088593184,-2.1092869188932446,0.6274777928848384,1.0918886948294717,0.3310952430419396,0.14655312330562142,-0.9565598671683335,0.04383404964050297,3.728570719242792,-1.3789354941150265,-0.1646635555217435,0.34898323285196353,-1.4318419373101525,0.20131309768410466,1.2703124818549032,-0.972843802586842,-0.7521737459368865,1.3532649743814578,0.2153260462497013,0.7477368028399236,0.41140092972235687,1.3642302213225934,0.1511870684861214,0.29488892262307975,-0.4755713632946874,1.4789980292895124,4.08235253845125,-3.71693361285255,-2.092819479636956,0.8695722430373362,-0.6362109386425905,0.0886018714884731,-1.858341524407141,-1.814932716299443,-1.043249054628708,2.9342402549864097,0.2734545819465035,-0.9933432572068321,0.5103078886691993,3.9603259243127527,-0.8790286902813431,-0.5312710086784465,-0.5276660401358437,1.3475196130349445,1.1383804906092547,2.7134899375802615,-1.6268054820554743,2.8800698559701807,-0.881510165748844,-0.49362132482513243,0.9770519424318693,-0.6844397697604272,-1.546064266254994,1.006355357458769,0.015050295394209545,-1.028765339830502,-1.0272048849079614,-0.7028221009828126,0.0024632828582185073,0.5239308439012542,-1.4546994598649783,-0.3757346632642493,2.3001801901476524,-0.32092064675181553,0.9850535856263147,-2.125414783704966,2.704510206071231,-0.722410670362664,1.0953434865796188,-0.4243324693914996,0.43492355742927946,0.6470395172540802,0.03640003603708797,-0.020996433673026393,1.148631818130101,-0.05651366867100083,0.4692396215395316;1.5798215743344826,1.2935976745483737,1.5155500123070806,1.6360529204828018,-4.605546718053601,-1.522932819249435,-0.2607352303000128,-0.7484927682684539,-1.9625887137990943,-0.3222652671757711,-0.16592632842629573,-0.948690698611407,0.19550220456606615,-0.47685623135812394,-5.400495974221553,-3.0139457534496414,-4.988410758054121,-5.486299122437451,-4.216313226164539,2.8421020036717444,4.793045030096337,0.7927001940982554,0.5498143688990891,-0.7960162283019478,-3.791562325639856,1.1414921164410003,1.9847184278883643,0.5881972791035361,0.24324124075245646,-1.8033793417035917,0.07363264361174249,6.682808497284714,-2.494622311517087,-0.29193094289365185,0.6294025811700701,-2.638381617439659,0.34151023495648447,2.3138765460184034,-1.7890642761233901,-1.4064646915202808,2.4726581727048265,0.3808787968626146,1.3575294559356554,0.7431307159665341,2.4830090731807495,0.26833164347343486,0.5398978322704133,-0.9429438320151711,2.7060495525239654,7.44619197264686,-6.673572657107805,-3.792871644912299,1.579403796325038,-1.2005596977684756,0.1430358018402509,-3.3870958371684154,-3.28393263791239,-1.9122378442617776,5.357761246044049,0.47649655730092855,-1.840798825574399,0.9139150202973505,7.25986651738263,-1.634106349839818,-0.9978935090417074,-0.9760684663517787,2.4606045927245526,2.072861383308342,4.970576033986788,-2.9566341625009946,5.258834265840442,-1.628645360285423,-0.920811474320705,1.7722407161896656,-1.2753886661994733,-2.7829245190603404,1.8303452218474003,0.004427398411053218,-1.9135546045442244,-1.9010946872852146,-1.2958745672138927,-0.013180054614567727,0.9606280895781372,-2.692545622402999,-0.7172040795584,4.185194657529099,-0.6153010879728291,1.7914964026047522,-3.7214691707202596,4.959670531132405,-1.3390235700331656,2.0012464059817217,-0.7949385735025674,0.7866292252491476,1.1392688281536172,0.08006612694172643,-0.06214976078194745,2.097328234943597,-0.13334383494316127,0.8404466231944037;-0.40681973932413307,0.044354731786910406,-0.1132987621906274,-0.3594745517741824,1.0106233085348748,-0.3736107568012734,0.09067697638643857,-0.19644199659037298,0.3249857627804609,-0.018101638226660555,-0.04006501062889711,-0.513202067706942,-0.29469894160670584,0.1458686377134928,2.9976113996429667,0.5060403607903154,1.222595348240473,1.7259842991024072,1.112560047662809,-0.5907985357437244,-0.5216636496651414,-0.7668000960737142,-0.5861369717103759,-0.26462619111064,0.9034932741441235,-0.2890327696446846,-0.5223223851553023,-0.3488830662482698,-0.37715414818122994,-0.27409376927910145,-0.0259678515227435,1.5423172225831152,0.5241895491665431,0.16959213879057167,-0.1328010059100979,0.19077652821994207,-0.4155038464839045,-0.5361430191532328,0.08628185897456397,-0.14210847596567966,-0.4330139357632081,-0.22495053967422507,-0.3867993984318403,-0.15872656125846518,-0.4443591129712914,-0.05409769452741919,0.024048439320822013,-0.7834214728125897,-0.43082477185562595,0.3058996027132519,1.6321020691311805,0.7230889652527637,-0.38782702067902797,-0.26382733888205934,-0.2824361001414193,0.50612180908679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k{217}	=[0.687442489214417;1.24454320413441;-0.14589445242205978];
x_a{217}	=[-1.3721465143082023,-2.499356933371116,9.952321174303027];
std_x_a{217}	=[0.8179872409260868,1.4749182745366811,0.5860271666682538];
pred_a{217}	=[-1.3721465143082023];
% Application starting next step
% ========================================================================
%
%  forecast from 21.7 to 21.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.8
%
% ========================================================================
%
x_f{218}	=[-3.2437346425208795,-6.107462412876291,8.749073777347046];
std_x_f{218}	=[1.865908764833935,3.395317665540319,1.4356256625110455];
pred_f{218}	=[-3.2437346425208795];
obs{218}	=[-3.2272837867716504];
sqrt_r{218}	=[1.0];
hpht_plus_r{218}	=[4.485669885728987];
xi{218}	=[0.6335474232002305,-0.04878689087573962,-0.25052589392770797,1.4249631219061267,-1.2587634995176127,-0.07502656345043501,-3.2818461160685968,-0.5417221983652789,-0.8571942131897905,0.18380964010709322,-0.10622720721844248,-0.4656348131220085,-0.20410465016248303,-0.10848705991029695,-2.1537460859713744,-1.3742757415443028,-4.276699045640372,-1.9335759655832265,-1.613504306533509,1.4231383925140269,0.12262146017583442,0.21063406599667633,0.14887869662982078,0.35797638817879696,-1.6635191112381293,-1.1739220370570407,0.8850555906768767,4.697602425355397,1.2702689549096904,1.6184076020599525,0.2663303830733348,-0.6681300869150575,-0.49968779286500054,1.5957063128584936,0.7231096971803996,-0.28851732559949106,-1.520760580990522,0.7167326218946202,-1.4196113907713408,-1.025238023327058,1.1578709954895778,-0.7996644296449182,1.8877500022755398,-1.4001973831461654,2.4573465698140433,1.4912708794056548,-0.2277843993354285,-0.1360068864157511,1.0571183199849195,4.233175921862516,-1.9542689944018359,-2.6898613679924286,0.8994941014183198,5.016351717878676,1.35231684792954,0.36850749209221156,0.5162705770075737,-2.174412222014509,5.276934872294966,0.21381165613750586,0.1650866609430608,0.5304559258631985,1.5105961203420617,-1.6851963280263536,-0.13273214445811465,-0.5175560868571769,-0.20524088886336234,1.3368530750691123,-0.25675893426557916,-0.5397350448589608,3.5513841805353215,-0.9256255694590778,0.3554463972357631,0.5022027408354806,-0.3922756427191949,-1.633452020355929,4.682711851485136,-0.46446872122610383,-0.826535451668986,-1.702189267654473,-0.6066995600295342,0.8447011513629614,0.4887200997862893,-1.5490945737732118,-0.18108279621834944,1.2864695371846127,-0.5482870326344793,-1.0831009503301474,-5.279252815416925,2.167172100290429,-0.7669083847970737,0.8634637292248168,-0.025965648411863107,-0.3463236627076487,0.42481789435348905,-6.761885026572733,0.5828180416854494,2.044808417955508,-2.140907975034208,1.2182661546741893;1.100484848521985,-0.1410490180681494,-0.5198697347378598,2.6097375487420336,-2.3212347015329566,-0.2678149666724181,-5.917014288083818,-1.1068063854242123,-1.6442574738537212,0.2655401047353436,-0.27425863699874764,-1.0044269234855996,-0.4800635455314133,-0.2661549128830387,-3.5595943427285217,-2.572031626071441,-7.418418188061612,-3.415818289974583,-2.926297007163731,2.6027272581523926,0.16436669917100577,0.26933171731202155,0.15665697720385818,0.5663169398789796,-3.049210265835102,-2.24649376507249,1.5802275722351924,8.910841975458856,2.298656816489667,2.9514014529140975,0.429274073270534,-1.0524058568921753,-0.9694736333050731,2.9494604950910386,1.2889982555938237,-0.6088725276269189,-2.904048980805971,1.2517808631220824,-2.6923057536788573,-2.002177831166188,2.1156176088354943,-1.572195633231149,3.488426855343662,-2.6459139579451936,4.595248814308343,2.7501224180469594,-0.48360728978790224,-0.41928773069097147,1.9216879786273724,7.984154531501964,-3.4961617405705745,-4.8764656228320025,1.6078219217000234,9.53460427798681,2.4749702073684143,0.6223613192009827,0.9191151153828105,-4.0272413627274855,9.995793900697446,0.3047635070315655,0.21074759981530544,0.9068080912184371,2.8303903369607886,-3.190527945370434,-0.33908052543153655,-1.038627324044401,-0.4434107820865387,2.453075718830155,-0.4975828829538731,-1.0469363966576584,6.703465880524254,-1.8090849907108746,0.5779068489229253,0.8524389631485922,-0.8184865211114714,-3.0090717180445985,8.889482049090253,-0.9672880012825358,-1.6389840633366086,-3.2048009664998656,-1.2076168626902772,1.4984609376778044,0.8468990480022631,-2.964436415565304,-0.44002411507946704,2.418558171066216,-1.1287964865256574,-2.0727512485953703,-8.83257544963328,4.057582691585797,-1.5059727629023083,1.54369944991591,-0.14092700782232814,-0.727519719984274,0.626576594811942,-11.188318562782921,0.9945064781524202,3.7956136086045853,-4.036225703562566,2.2133139238615582;-0.799197003518084,-0.10219065919853243,-0.08863851035278536,-1.0900153933218935,0.9503369554390595,-0.6596558514254873,2.5911168696677827,-0.1613071728749187,0.36042979153654464,-0.43177356588148186,-0.2642808588633443,-0.47375021388683436,-0.3713726737927061,-0.14809764962821603,3.21359195407614,0.8052895168496619,4.278346827101187,2.012908497370878,1.364766733317163,-1.1577650250665155,-0.3270880715776965,-0.9262067112629104,-0.7707139569659658,-0.7594266561546226,1.28230994207561,0.4025095592136658,-0.9667092599480709,-1.4946663386808927,-1.1776017371606171,-1.4011434008466876,-0.4469642081691507,1.9572559474987958,0.21297932729712876,-0.922383528398969,-0.7161380070459273,-0.2009307083859877,0.5079792811122985,-0.8707238277016609,0.6271280217341619,0.16639982209854942,-0.9737892171835831,0.10290066332203907,-1.2832667720153674,0.6553056056143518,-1.3613892446863947,-1.0047496285015383,-0.079250706484423,-0.8981437109941917,-0.9089963495424405,-0.43959740568685923,1.8489961623340623,2.124241585828768,-0.9130811832369741,-1.526325132808604,-1.1399933570382483,-0.407921670176858,-0.3151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k{218}	=[0.7770678570927684;1.4117506040373995;-0.4967961176720062];
x_a{218}	=[-3.1036266745188694,-5.852918994754085,8.659499753762121];
std_x_a{218}	=[0.8285827280164964,1.5031173713792367,0.9888583430896908];
pred_a{218}	=[-3.1036266745188694];
% Application starting next step
% ========================================================================
%
%  forecast from 21.8 to 21.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 21.9
%
% ========================================================================
%
x_f{219}	=[-7.536895406976721,-13.960744219391103,11.48521342190007];
std_x_f{219}	=[1.8104266051884965,3.0516435047883665,2.4838363047297105];
pred_f{219}	=[-7.536895406976721];
obs{219}	=[-8.02001590804936];
sqrt_r{219}	=[1.0];
hpht_plus_r{219}	=[4.306635934957365];
xi{219}	=[1.6941525244555473,-0.33759037969094674,-1.398736618976442,-0.5835230872672623,-1.2364796847059454,-0.598847225430883,-3.12975561953093,-0.7378693554757474,-4.915117296561678,0.3894685350921945,-0.4880682921916071,6.176811503220812,-0.3279800303284981,0.5685372650241662,-3.1356473881574454,-0.44203833595811837,-1.3367222447373335,-1.1383127946509015,3.7623014871518237,0.3666765689371889,-1.4096624793592651,-1.1005422688410187,-1.8745303186052906,0.5259203971083704,-0.5588632325119596,0.24836556933450904,-0.2795705595105673,1.8173026465964464,-0.9798662470329029,-0.28171149397241013,5.90402753113125,-0.6867317889931668,-0.5821278376267811,-0.8105746419341804,1.445869697196212,-1.4928045504387404,0.7629432193566563,1.0610314822468743,-0.19990667981445043,-0.9344963650356286,3.377679040505665,-1.0240283162327968,0.9537760228990368,-1.1058250941548975,3.2631074386568883,-0.5139027716740481,-2.5530268133572003,-0.43015150397241886,0.2601889413631948,4.216453005846499,-0.758836672246928,-1.6173941047770333,0.40874161630938133,3.416755295532657,-0.9870278862019619,1.78294355164802,0.5358702706900962,-0.43145735477730085,4.25161424261856,-1.4295875744211264,-0.9183796495265435,-0.1881042002267277,0.16833372717970274,4.218753247749937,-0.7441167464945062,-0.058949389570831734,-1.6773197939231208,-0.05365429443917069,-3.3637095538091044,-0.14141156231162633,0.8057707534785932,0.08197164393136802,1.4107905311848636,3.25458306261706,1.009080875610529,-0.35781402039333887,0.8878186339480019,0.8004596165842539,-0.9415877090128655,0.2999573028181173,-1.648950153265866,-0.7104613438087428,-0.21049114958051351,-0.5329376243942034,-0.3416542446988853,0.41773530158326455,-0.6252167702100033,-0.9404288494260937,-1.1257710337596203,0.5945482493671701,-2.0634901392743084,-0.748953705811167,-0.7108862530754463,-1.2460729780828208,0.6301994068329728,-1.6314574251814067,-0.18518395030533075,1.1191825637095727,-1.706526667772816,1.8331213479932034;2.6631738888977665,-0.7317172148487412,-2.39732441607849,-1.1177771160256977,-2.044669588334969,-1.2937117931714095,-4.466977420686728,-1.4611072831520282,-6.6515587537734575,0.4151638183132871,-1.0268589023010168,11.17219495432554,-0.8117136105294307,0.733659879938239,-3.901829403561308,-0.8902153057144844,-1.7181345640627566,-1.6960286570246783,6.561277912197908,0.40565302797504543,-2.408648921578866,-2.105111430049927,-3.2241843383883584,0.5942017672628257,-1.0038432384813412,0.16674746609801971,-0.6953050250296489,3.2605351916382457,-1.786559417651297,-0.685856277463678,10.65166218754042,-0.8140389309754195,-1.1156254329203286,-1.3966919892899679,2.2451720270504936,-2.5728286855537092,1.0085942560207926,1.5402881759203364,-0.5565352441844809,-1.7736451129831199,5.775215540942922,-1.88897239416705,1.4405549603675905,-1.966291249573647,5.632947372690099,-0.9730065199274218,-4.012713887725219,-1.0995620371080452,0.22880625731619375,7.642376979647268,-1.1867789535822233,-2.5165858143418873,0.43849940625188744,6.140646144641319,-1.774504699291377,2.8558564351473095,0.7328154038069243,-0.8628752423360613,7.751793472718299,-2.509986140542285,-1.7392319481442406,-0.5609302270353371,0.2916453839040045,7.347344574184665,-1.466066650016943,-0.33913511404910324,-2.7970706649484534,-0.24947658478582646,-4.9246043640442,-0.4138150333399526,1.4730647353700412,-0.11867880229848282,2.1525390678450798,5.5153284596513625,1.4337471541030862,-0.711055620492667,1.6870637010503007,1.0603608794556205,-1.7822459056098428,0.272903530284454,-2.8170854039797675,-1.3686550711380008,-0.5349627905304537,-1.1266626500103154,-0.8484733940150022,0.7203948621774039,-1.305456424542843,-1.735422282760803,-1.0035000977069917,0.9554691468683405,-3.4105457539818715,-1.4128159885712481,-1.4069837480236291,-2.227705518050822,0.6274247108287607,-1.3636206311721484,-0.5680595141388398,1.7311761800110173,-2.8920940558874655,2.9378303392436784;-2.829998116423992,0.0865175386526591,1.7016159499673051,0.44418123421035105,1.7670517571844506,-0.0035095506420859124,5.646121569541517,0.3866713547322238,9.070322654076104,-1.1185933132782857,0.15094021172195937,-6.613868222196977,-0.23941856263745898,-1.279456552786435,6.907513977059644,0.2930251384041007,3.1893694496082396,2.158511213449719,-4.272619828389365,-1.0226498378529456,1.7263074982602973,0.7380939150859724,2.165450579899172,-1.4863240379549651,0.7375972657205967,-0.9587409235376754,-0.21513326197780458,-1.3682595270516718,0.9184352913528322,-0.1781986123337127,-6.101348978341598,2.052334079439113,0.4864176471867321,1.0459163842019201,-2.423723924425328,1.7433727079714263,-1.7602775300828917,-2.0854626869619928,-0.2546182394448824,0.7114932459598826,-4.392534246743547,0.9310008846519402,-1.6603721358671564,1.2157803777871887,-3.9297433847584022,0.4425898883297439,3.8349808971271226,-0.49283861910816995,-0.8604861486510913,-3.0558564750615282,1.3773541289927902,2.64761109785527,-1.1551780370448483,-2.852492206093311,1.0164671336460316,-2.7651691435921784,-1.045214618914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k{219}	=[0.7678002006431732;1.2837253573669942;-0.981350463234228];
x_a{219}	=[-7.94014660178517,-14.634961006167783,12.000621918138457];
std_x_a{219}	=[0.8343828571658577,1.4179952846201453,1.4574311441148837];
pred_a{219}	=[-7.94014660178517];
% Application starting next step
% ========================================================================
%
%  forecast from 21.9 to 22.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.0
%
% ========================================================================
%
x_f{220}	=[-15.504630815456126,-21.284273603657862,30.086891502729262];
std_x_f{220}	=[0.8520438860135295,1.1436585008425602,3.119436649441746];
pred_f{220}	=[-15.504630815456126];
obs{220}	=[-15.964609092443778];
sqrt_r{220}	=[1.0];
hpht_plus_r{220}	=[1.7260148028025575];
xi{220}	=[-0.05971508890180566,-0.5180994858065464,-0.40006662087672673,-0.09218148451076935,0.015536778628270298,0.3157861249289482,0.46823558017096367,-0.5958363769673536,0.6314068814162752,-1.331453028744063,0.43286281809390026,1.8010120887984282,0.7000705136530776,0.06325344431550128,1.1344664236633655,0.5119622869383829,0.2539366271169765,0.4571262395863407,-0.07079561649444166,-1.5480872373229015,-0.3041611295739788,-0.8494446809579888,-1.3371609765159231,-0.6527714382948364,-0.0583093781146129,-0.3856003246936517,-0.002818147449463737,0.6284371724091624,-0.36387766453985293,-0.39662175142097844,2.0564933615090126,-0.7841912123783654,-0.5058071414132339,-1.3533525665500985,-0.14255748509992472,-0.49620299834904635,-0.25421403640983975,0.10876590201656455,-0.6482935580877385,-0.37457722928046877,0.7181701043152291,0.23684942989703295,0.1615444639460737,-0.7061799276709433,0.9648968225391492,-0.40260340892227475,-0.3630391601876859,-0.00912604042669507,-0.8883450765071768,2.37195261209731,-0.2798175442214941,-1.4736213184940095,-0.8880670337143197,1.2334747168410267,-0.5174281098720659,0.12648903040531678,-0.5313959595872131,-0.28584429417157864,2.100723434355741,-0.5292905572131179,0.32169603509796296,-0.4048081125858811,0.22177065241898575,1.3984800614725899,-0.26465668426318345,0.06770986830722592,0.962942264652213,-0.4152855689977528,-0.25459394356374077,1.2552104849173489,-0.5966951530386613,-1.3769988968613571,0.42749276591300855,0.42347483629094107,-0.25067891522870234,0.1390112319989747,0.9012722465353811,-1.1229435981208429,-0.5238981151946032,3.5655966842132134,-0.29307274155878993,-0.9731768406537196,-0.4460365407110878,-0.19590896364414867,0.07666148573058074,-0.7307974394417922,-0.2977727196921389,-0.6128722968880691,1.0096847342755915,0.05043260083187384,-0.028927767416627503,0.6816486107799378,0.8575603514223236,-0.6052147994316979,-0.4360593740909664,1.2875487955670533,-0.42185139573088115,-0.33609532308551593,-0.42486801215193104,0.2725217240282696;-0.9925185657785214,-0.19086103395698117,0.022316787457988596,-0.5854292738031646,-0.08934791771376638,-1.358929193959554,1.4824193555953755,-0.3845704621398198,3.1942269129825434,0.9695575313102474,-1.1059050109880921,0.6165821001326641,-1.3533785250821069,-0.9985543229184692,2.504423426936377,-0.9266880235280937,1.3622644129206023,0.17015150916619248,0.5439748919819252,1.7755317441025156,-0.07871142014238686,-0.1707503605210725,1.7906923497840737,-0.6430335669758591,-0.2547168639319466,-0.7358983502084868,-0.9798812622239979,0.2993021059771017,-0.3560713382561502,-0.5880125233110824,0.7166267753755413,2.939368476130319,-0.0942657923686987,2.35263275061412,-0.8430316432831368,0.04929721375683371,-1.0174217234776783,-1.1884112934436537,-0.25361766548899567,-0.5524387901131469,-0.673574940942153,-0.9242326099248857,-0.9134320026743232,0.3122009285552494,-0.45692881751735115,-0.15664739107128156,1.0038617572482096,-1.5043632007701397,0.130486927797147,1.2657641642602826,0.5310284827815792,4.613468755631178,-0.035330105339532736,0.6308726782361624,-0.05078512045833605,-0.9200602486509695,-0.1900840658997751,-0.3517073217311335,1.459362113148277,-0.04621555196406035,-1.04644215667361,-0.6866746854376586,-0.1929063817836223,-0.4315681275498342,-0.69930516062308,-1.044600697117012,-0.6835047324208468,-0.33013515852329434,2.324692755634537,-1.102485122297015,1.3796973259876424,1.0354434094956204,-1.2928169379655365,-0.7762094820461307,-1.006999264009341,-0.5982606651013285,0.09693790318974038,0.10094446835929816,-0.40251428039670145,0.13118056060990213,-0.1214865529983129,0.4511679069368846,-0.363510038620646,-0.8137720504432444,-1.1737238967080188,1.127534097189109,-0.824736469361369,-0.05462689692013001,1.8325268664059422,-0.29686301746924926,-0.11572956281298019,-1.052838844761979,-1.2306740374604068,0.011460936895659302,-1.56199899242036,2.8661365316791496,-0.7221527239040029,-0.5025196647761874,0.06868503013538785,-1.0679600432406353;-0.9796716321999099,1.4940615089846645,1.387100959691999,-0.314958940948042,-0.024872204862777636,-2.6898600453543793,0.5049134117988032,1.48884070099961,2.0161925041263125,5.167056873705288,-2.7302245035114936,-5.052552904287868,-3.9956504458847384,-1.3640707172563822,-0.23761619551418178,-2.7562427565946486,1.0373304717508738,-1.083981746609723,1.0005976649040846,6.58335675384286,0.9523793306184416,2.494373113501066,6.0358837382791,1.3414004214124162,-0.0025320672139130806,0.4042144400987766,-1.1127036312320833,-1.442607033361039,0.8048354673736995,0.6266494940743961,-5.758357667537069,5.7525809113290585,1.5697612599585753,6.659105453562798,-0.5051584900645629,1.7152497773087845,-0.37031713402030064,-1.776113392564838,1.7849854076390095,0.6108745679063681,-3.1406855140877816,-1.8187444702368687,-1.5812077592874516,2.6351994912178647,-3.6579523506739235,1.1848528917703796,2.4052776801585942,-1.7935735409902698,2.957690597555871,-5.908223381309931,1.6455541201264907,9.129367163719156,2.7792791423364456,-2.969447442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k{220}	=[0.42063069309933826;-0.0389544836839531;-1.3870318521255145];
x_a{220}	=[-15.707099237600277,-21.26552306315685,30.75453215561239];
std_x_a{220}	=[0.6420403751202599,1.1478756257767146,2.6153112577740396];
pred_a{220}	=[-15.707099237600277];
% Application starting next step
% ========================================================================
%
%  forecast from 22.0 to 22.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.1
%
% ========================================================================
%
x_f{221}	=[-12.91095047669441,-2.681946037473645,41.28640633463495];
std_x_f{221}	=[1.0883948041183467,1.8992803723319356,1.0289480581853536];
pred_f{221}	=[-12.91095047669441];
obs{221}	=[-13.023291727182404];
sqrt_r{221}	=[1.0];
hpht_plus_r{221}	=[2.188644640613174];
xi{221}	=[-0.6325327716052822,0.0771316754282303,0.3970424663378509,-0.511525810110081,-0.3546784377851093,-1.198654656067223,0.7705903446613078,0.061737250469816374,3.425626450925984,1.3328299704103674,-1.4150781608572345,-1.0316952631806053,-0.2767807309359682,-0.8046910537981393,1.7430523193750584,-0.688975226459343,-0.08270984551847427,-0.05838481316283328,0.3673910154541069,2.001911842676156,-0.2745845757510583,0.5899620562621042,1.9309029957417607,-0.03689028434973274,0.0036922728582826636,-0.19127902144631648,-0.6980528930624654,-0.31325261280771777,1.386450998568625,-0.4986796431990488,-1.257322028329881,1.5006102719464511,0.26325549410391424,2.5307064381585036,0.3676751804430225,0.18820052849296331,-1.5027598519719518,-0.8691390855991354,1.2871646290735939,-0.5989519916850323,-1.0701301294567607,-0.9312675525098548,-0.6869114208544698,0.9586404435856721,-0.9177920960382941,0.01577545785034218,0.8783178830705527,0.08716430104176531,0.6724732479673534,-0.8759461412867378,0.7188071382836654,3.855067181697054,0.2888481111772361,-0.4687433641892085,0.5251697032579354,-1.4891224093425812,1.085257708392394,-0.11927513728601369,0.4623694680752539,0.5122073282231732,-0.7474380792249224,0.051823160641035315,-0.32522038165827283,-1.133167164237177,-0.29716995923400624,-1.1117372459027894,-0.9815831426475476,0.06424272457484292,1.630655730435226,-1.3582362450903247,1.8944618732137162,1.7106334340855422,-1.189990489017255,-1.6517946161595969,-1.2936203787853469,-0.34237584346453254,-0.9742476128369546,-1.104290660299272,-0.030677747151056423,-2.5747355282000655,0.7448042057661688,0.7945133929889021,0.37229354556975913,-0.3874207466061481,-0.7278133962323707,1.2012298128378625,-0.6094546758703423,-0.8349940205709814,0.6218642361369948,-0.2644270615952653,0.033642164746678915,-0.6770540304974517,-1.8333024929309012,-0.32368765557104595,0.05187911511662513,1.3810415961716167,-0.14988459257649112,0.1580688279194309,0.28351533596758394,-0.5005705551754378;-0.3555467895808708,0.43026331586940625,0.9196601485716285,-0.5625396458833487,-0.7625732085922179,-1.271366128585833,0.07887409618290331,0.6036757605155079,4.648580981949345,2.2359951514560956,-2.103216807819606,-3.4123869916872374,0.8216548434093105,-0.7729983546205581,1.232303892997962,-0.6170386720551955,-1.8425137023593297,-0.4290701442520928,0.2414081380442461,3.0369749459278026,-0.5543735560864285,1.6367231461323444,2.817027412098014,0.6747934922119017,0.2648737204865492,0.3941676899266411,-0.5436499365106746,-1.2112460585011022,3.5640574162123766,-0.49090139487528406,-4.133941738642797,0.5137306156828516,0.7437488727498689,3.675588466653354,1.7668189444241769,0.41216162162850445,-2.3627030894779595,-0.688550297098935,3.2697381684573763,-0.769536723172334,-1.8286283175777158,-1.1779747487252652,-0.6048359014495284,1.955268634836413,-1.7548834717173096,0.22888048702003116,0.9878277879780535,1.8424087451840356,1.5211263401524553,-3.9353959325310934,1.10171065741045,4.750844562858992,0.7939217945371104,-2.0376263626255064,1.3120427982302956,-2.4836996643218394,2.7429225825881387,0.12064919196139856,-0.829556569279529,1.2754164984111662,-0.5927143825731545,0.8774493936005621,-0.614231248494367,-2.3036432092399894,0.09481695149009362,-1.441067955610865,-1.6316707690759134,0.5258382500048522,1.3685408886506423,-1.989674724531929,3.0068695418554827,3.052366585885634,-1.33041331306435,-3.0676030061696067,-1.8705538556778163,-0.15892514764779886,-2.5877194030307664,-2.626455293156179,0.4171168311174225,-6.482470204193502,1.8594214489782317,1.4568604595857964,1.2874621737707792,0.007155232004055989,-0.38386645895871974,1.6706900814688557,-0.48167838591270007,-1.8746833052262706,-0.769180439173061,-0.3288107082383802,0.17165138831317384,-0.4459336643195422,-2.9574886969136034,-0.7400172669012188,1.8643503999281443,-0.08707941908788763,0.4890581587163805,0.9241361701148674,0.605874551331167,0.007135635654297978;0.9093353931081936,0.10684900583335377,-0.1537191008523493,0.5646952356839563,0.12503312386963472,1.3969602117022077,-1.3774538184472291,0.25148578151639356,-2.688022270822259,-0.9976251012281878,1.2773725991931215,-0.41678587561447955,0.9718572423492091,0.979454722722437,-2.27795386551594,0.8446053427672453,-1.1291375792983516,-0.19399851793584588,-0.5458508333910785,-1.6476932783199487,0.11631373967940561,-0.048787690008531115,-1.6572708850452074,0.4779077005805874,0.1440672838599042,0.5753925689637001,0.9224971920378167,-0.23723570125326887,-0.18001132121747077,0.5881184712580847,-0.47788870447229215,-2.499856244514433,-0.021408829363295467,-2.087352466376572,0.4395336255473197,-0.10279165234673115,1.3005682546175379,1.140186066215037,-0.205363774308168,0.5927910481025904,0.7673270066951119,0.9602110467455702,0.8602151088530761,-0.4856949318116577,0.5267954784829172,0.09119247744212089,-0.9823846080364405,0.9827530025050564,-0.2796193329856109,-1.0980983527469306,-0.6097327071499663,-3.5554344263785467,-0.049904354293985875,-0.5145519877523697,-0.1312217667720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k{221}	=[0.5430962242825137;0.8392426051993166;-0.42767054144529204];
x_a{221}	=[-12.90796096921405,-2.6773263735284796,41.28405219511858];
std_x_a{221}	=[0.6653048844187187,1.3762883149868474,0.7622077459112929];
pred_a{221}	=[-12.90796096921405];
% Application starting next step
% ========================================================================
%
%  forecast from 22.1 to 22.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.2
%
% ========================================================================
%
x_f{222}	=[-3.034606927462078,4.19693926192879,30.600529467573228];
std_x_f{222}	=[0.6849816202958965,0.709549929619953,0.6126043107506222];
pred_f{222}	=[-3.034606927462078];
obs{222}	=[-2.7343315117660536];
sqrt_r{222}	=[1.0];
hpht_plus_r{222}	=[1.4703612938983317];
xi{222}	=[-0.33909571179660025,0.1536111245523406,0.32701416303194186,-0.053393657133778305,-0.2774657747935141,0.4609660705317853,-0.6333403745990278,-0.0069659819431251435,0.6337862515796573,0.5293880924771117,-0.18355906402748978,-1.5170168093037795,0.5688351704114747,0.20176828441906025,-0.6041726077520115,0.01986543123053819,-1.3855531226039286,1.0661839001287219,-0.15914018122494422,0.5982161441543314,-0.24334209857143563,0.6927584110407614,0.6818928524136694,0.39333885823741177,0.09347244254228215,0.10639511244460698,0.038562523499308554,0.18163435568141484,1.3060261274162959,-0.5302884415936306,-1.9257864892638805,-0.34124022746252214,0.2051793571948135,0.6094283655193702,1.1148568754565684,-0.024242117649660777,-0.7436515870847766,0.002015379956999297,1.0978596106032699,-0.06121375976612464,-0.38372511742771254,0.11793999595298477,0.08697499502134853,0.5108625812152456,-0.7285551995433242,0.052233640813162285,0.023445506963470475,1.3762872777922326,0.3957752273143176,-1.8670162507338341,0.1593543018055712,0.44953074204613674,0.034128375911882,-1.0209042878030523,0.8917622116773241,-0.6881108823162547,1.6118076776149606,0.0669872442005004,-0.9431948736815428,0.2791012707844853,0.10351030937059269,0.4722192821364821,-0.18807628146786826,-0.7268056823015296,0.12696173973921665,-0.09668959374726827,-0.24567631495087916,0.4256629869097601,-0.3354903814009713,-0.16694570094362593,0.556537733350301,0.05327931691881416,-0.07057109030600328,-0.9307391409425816,0.5824478138110005,0.049971183869697455,-1.0460659178663398,-0.8767666534774698,0.191511943585978,-2.3080641142441927,0.43153681528959886,0.7130553136701607,0.4381655164292253,0.3956092129707449,-0.31770588366902075,0.11705127195063669,0.7949114515686846,-0.2957697766542049,-1.2647092614548834,0.19768892277768835,0.06183671215537867,0.12430605440936482,-0.5453892973507943,-0.30241162678569466,1.0190885504979779,-0.4601022855105188,0.06417841480906405,0.4326350768870437,0.13436750349324722,0.21317454091190502;0.6531828011907672,0.19635499095804043,0.17615963466919915,0.17098051572808526,-0.2102531195070143,0.47865508229386133,-1.0182518889234982,0.4012448365548318,-0.32429466607674895,0.07460791156603275,0.11928514640084842,-1.423094188439502,0.9823300791233471,0.3732046212841027,-1.2940568748646526,0.3609835734528417,-1.4050141242766392,-0.14536691271967683,-0.3560879518362161,-0.08639645646929583,-0.14186447854545658,0.5381152213633289,-0.14934690347919855,0.5620395353678926,0.15752406005554231,0.5543302588945123,0.4519429901422445,-0.6682136665486422,1.191461646491657,0.3915780863419389,-1.5697942409317784,-1.672862364978871,0.214031563053509,-0.18177410943672,0.9675450615395258,0.04701374419824411,0.2538310856968993,0.5821802755935694,1.040538145713433,0.11017503975851461,-0.12398999073882155,0.20387772130179105,0.3657853614433826,0.3254149614726547,-0.16527482994211962,0.10912565826898124,-0.4044963122239609,1.4088068288350186,0.3178363446104022,-2.1240585773218745,-0.08447237154981213,-0.856724525754256,0.2322551920490037,-1.1040214317112746,0.3928473509502437,0.05347529597019296,1.0036704698284042,0.20327516557756464,-1.3810199163722285,0.331970001370542,0.45740701359730274,0.6086628232464957,-0.12961626765469525,-0.3980102607995697,0.43013987011815313,0.26803224091795386,-0.09991358750716905,0.2936037026778555,-1.0678722522299453,0.10407808966360221,0.04903288739688616,0.2959240945640831,0.4789946495886044,-0.16972820251889864,0.12143346438745883,0.2706706832518062,-0.8052905272841886,-0.7264633592555669,0.3328877507796859,-1.5950711437181866,0.524801978141495,0.15004870778018642,0.5250838097179891,0.45415274154363594,0.7903294546826158,-0.24431192090078646,0.3699182758333084,-0.5414542761353656,-1.4636396404607894,0.004209671300395179,0.030042935420997452,0.4788792215330142,0.07282713765701132,-0.23683647180462808,1.428851482023358,-1.9651487372858085,0.5911407738373846,0.5104163323566802,0.0659771214212963,0.6289033776536961;0.9632138824513241,-0.054154286915945704,-0.2947018579882439,0.2084425179942535,0.15028573534244316,-0.14237916612414026,-0.0845493471440868,0.3314625285349493,-0.9880177881594285,-0.6784547871147701,0.3654950565200181,0.8279053151259426,0.11261936450034682,0.07593701100983807,-0.3301672236679458,0.27990204376502703,0.648893702226335,-1.63776918809101,-0.14061181842016168,-0.9175866076249513,0.16964574507248642,-0.4355319363009258,-1.0921063709909582,-0.034159924233428285,-0.005397477857673749,0.3253525530901946,0.3411449248524612,-0.8996066245912857,-0.5653327487845168,1.0006786972704909,1.3058668214352451,-1.1802215996162566,-0.10233566575419673,-0.9776228588604035,-0.5642002730632782,0.03929547333039807,1.2200121144056517,0.502661643485915,-0.4530380099187319,0.18244649824716674,0.39428488494483815,0.041089057082970726,0.20792024837351875,-0.39685884034201635,0.8092751166601104,0.0029802150356808,-0.43290445867407357,-0.46744096851579187,-0.2717273204718431,0.7378814871065025,-0.32323557163147143,-1.34544751326127,0.12529495782267475,0.39541399283887557,-0.8362236346246625,0.9763810959272519,-1.14256483106103,0.07444918170179804,0.030344144899913772,-0.09108085246428743,0.2680822578380635,-0.07468082986604685,0.11431217462352095,0.6131717536335906,0.20102989737955923,0.37791547982948615,0.2346888650470973,-0.30005949907841867,-0.5454352398946511,0.3216432960757345,-0.6857653275451376,0.16407614568763051,0.5198621930115976,1.1108372186158633,-0.616366650424677,0.1454361264722337,0.7112582915577157,0.5302893909907489,0.01087622971273916,1.843106343220743,-0.11015387432933466,-0.8464517469244974,-0.12166976731374746,-0.12121014991436496,1.0537363402818904,-0.40857903778047344,-0.70620158670474,-0.0932145243207394,0.424514875352795,-0.2777042488364785,-0.07846336249114927,0.24378741899854717,0.830661998633623,0.16099964267663225,-0.0010260336594569708,-1.255736254648621,0.4027163403920895,-0.12346027123120962,-0.141901922591817,0.2639315887371154];
k{222}	=[0.31989504610208735;0.24819062410420756;-0.20832987924634871];
x_a{222}	=[-2.9186712433393445,4.286887981513485,30.525026994596747];
std_x_a{222}	=[0.6523068955482916,0.6856916764459131,0.6019417644387345];
pred_a{222}	=[-2.9186712433393445];
% Application starting next step
% ========================================================================
%
%  forecast from 22.2 to 22.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.3
%
% ========================================================================
%
x_f{223}	=[1.5510027716492212,4.102308104578391,23.329812932911324];
std_x_f{223}	=[0.61176399925137,0.7005725356001036,0.3935230156073525];
pred_f{223}	=[1.5510027716492212];
obs{223}	=[1.8616979304890096];
sqrt_r{223}	=[1.0];
hpht_plus_r{223}	=[1.3752109187149342];
xi{223}	=[0.3075988711869686,-0.03282746190084973,0.11753679705405085,0.07490227804259231,-0.19385237703755553,0.30349972517828316,-0.5560810109586503,0.4886611178094309,-0.17970701093842956,-0.22562845154950661,-0.44497132063358524,-0.4240411667697652,0.5891620416844889,0.18511833414800427,-1.2658971628181752,0.12072628393559515,-1.0387462379214396,-0.06033101434013566,-0.23919158015305308,-0.11362894156961478,-0.18234572120154202,0.21216395795639897,0.07828145037875589,0.25676780388370024,-0.17324844778810178,0.9041209625686764,0.24584074191801575,-0.6358299241204334,0.8761498118165874,0.014864905100490544,-1.148720636734235,-0.7468773346796846,-0.13360753904241673,0.021895965348684987,0.8926936977522575,0.2805813641040804,0.7977322160790818,0.40944836196853296,0.3399732261390469,0.012793930367171802,-0.2512028866707636,0.04180386789190704,-0.15207582451496582,0.25854549785183534,-0.17531796363631558,1.1161451147312016,-0.33852442637998625,1.147050100825875,0.19806306339248536,-1.4944986649211132,0.4160366752676201,-0.7978739601236283,0.06053977206295236,-0.45958902693406234,0.2574746337810243,-0.011944599327149641,1.4195371226601885,0.21515585176288443,-1.0855908513431598,0.8574042527369186,0.26505591213514523,0.40975133776729833,-0.020111205666027754,-0.20605536614780018,-0.17273233200377347,0.155522395044553,-0.1728538684716745,0.10446062542490786,-0.8460483967272544,0.038555996837573714,-0.052653000178917164,0.553919529265934,0.3629058533485101,-0.7380019771205288,1.9275593024213185,0.1492391520723768,-0.7052728949863878,-0.5327737870347138,0.29763402907499636,-1.7445816245808392,0.4582776753090114,0.5923597279334765,-0.12170938683971033,0.27026124834601006,0.4752387015985764,-0.20280097586823498,0.18574659413291927,-0.47456287033728684,-1.1045001970385877,-0.7319801460928986,0.008789735211305327,-0.16612793733915376,-0.03736112628610311,-0.18795570112194082,0.9452336960096026,-1.4331970630435442,0.6944188473713859,0.3292895001196907,-0.1138547151443805,0.5847964592276111;0.6590327382983991,-0.0041740415135125275,0.07338866727985671,0.15565521464685794,-0.18693391208063037,0.3343478060311966,-0.759911412633989,0.618309106245496,-0.5029841434329856,-0.3583053705993908,-0.30414917705889843,-0.511949935434687,0.7633298116565692,0.26095802252151756,-1.5719178245507544,0.24357659522835906,-1.1201030912461594,-0.4421574093587495,-0.3332770478208622,-0.3380926978982677,-0.1612149853316951,0.20028140164474983,-0.18724997915840014,0.3433175644284887,-0.132355103589624,1.041641652142757,0.4023773775147452,-0.9621644851249602,0.9184507663123096,0.3423770622082838,-1.0846274324890604,-1.322039690571927,-0.11422198596528998,-0.23291802114165217,0.9173663660666733,0.2923140790568777,1.0726657891607125,0.6132183341048476,0.39732317297110775,0.07229107701000093,-0.17130263835683568,0.07974716200590048,-0.026570608790613015,0.21910359255633427,-0.00851447438725561,1.1244416056676716,-0.5045862695470782,1.237952387093963,0.1924306359120047,-1.6945940259970165,0.32616100031386797,-1.286120078020795,0.14032480587960805,-0.5748082176611544,0.13354390452117038,0.22755602125136765,1.3302934263589528,0.2659105840910563,-1.3198052352250413,0.879296663550714,0.3970797477826773,0.4844754961437001,-0.014481670230267696,-0.13072189413711577,-0.030594310505806632,0.2784319175734229,-0.12997588079618083,0.08035552854440553,-1.1642820230813422,0.12497125272331644,-0.20738334515650347,0.6309853812470294,0.5556495592572501,-0.42445159921229747,1.8466096408722592,0.22362468055040274,-0.6548107059192181,-0.5294425183099949,0.3572889223791922,-1.4220678752855886,0.5103201354868734,0.4317900417458267,-0.042461038468561085,0.31755822112794263,0.8546247839358347,-0.3420465773417014,0.08067714123845882,-0.588306312034609,-1.255489028622557,-0.761816168116455,-0.0028986876868994926,-6.947729159341165E-4,0.16926545392064263,-0.18905671280279224,1.1397442014273969,-2.109200857149263,0.8666550630116934,0.3788262290703033,-0.12658890872075412,0.7359023897100068;0.7131014284314681,0.034598055776033476,-0.14189610416048382,0.1341068570495274,-0.007043580720143439,0.056034067689083145,-0.406243903038078,0.24038666008788923,-0.6491559386911092,-0.3259861150308758,0.33944642594908103,-0.11028360001368753,0.37668528065097817,0.14771078284360684,-0.3807355343646641,0.2604442669459033,0.015791527407806427,-0.999061056615286,-0.22030374574769596,-0.554347263779448,0.02868105440029467,-0.05726790878467369,-0.7290537895699778,0.15042323378130718,0.0726098244485236,0.2653503460353832,0.3102623612735975,-0.6796275970895884,0.10377585509204579,0.6741697219252636,0.3726319463331009,-1.2823291221713156,0.03759854097427251,-0.6513630632577581,-0.010152987144060432,-0.061991942819293655,0.6241425870157471,0.42530283176349215,0.15030294526448174,0.11513262193207296,0.18695658746911192,0.0742964834478812,0.28663145751404784,-0.15218301363560016,0.37588539215305516,-0.12880552623564157,-0.3801247566458912,0.25164914620567913,-0.07990902779780029,-0.031078608780262584,-0.3360423544884519,-0.9321365522704355,0.12118032498551301,-0.20055422900266606,-0.36200501363620674,0.5295468274054969,-0.304225546373317,0.04116012138775105,-0.30583258712010775,-0.05863164872387827,0.2723028934581997,0.13539827943835192,-0.02689716912808393,0.1688731657661613,0.31178418191036883,0.26595781048556333,0.09139591913559642,-0.08209852734020373,-0.5796994067418559,0.18538960675467564,-0.3657917544837872,0.08709300504231621,0.4015011354836062,0.7236870447133228,-0.3946159054062157,0.1346176217349786,0.1953810164271772,0.06992433526315978,0.05626560527987934,0.9736356564146504,0.07074583229104903,-0.5289438641132413,0.16923754389793544,0.05482800607437355,0.801092864124815,-0.327568852332508,-0.2785530012259976,-0.2048740254486816,-0.10892583796080757,0.02575706318597426,-0.07092504942662359,0.359517789756552,0.4707710974464945,-0.017745474389215588,0.5105207413925008,-1.163751883033946,0.3321113125530175,0.06968026702346819,-0.06154725889835433,0.29684476894311373];
k{223}	=[0.27283881592908676;0.3038749742600835;0.03392142742415562];
x_a{223}	=[1.6486591280490865,4.211073137465264,23.341954324871413];
std_x_a{223}	=[0.4815026216681263,0.5631959341886842,0.39205086080533746];
pred_a{223}	=[1.6486591280490865];
% Application starting next step
% ========================================================================
%
%  forecast from 22.3 to 22.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.4
%
% ========================================================================
%
x_f{224}	=[3.689878463963432,5.690718071405812,19.089842125670717];
std_x_f{224}	=[0.6060678207884314,0.7933827673329501,0.5490449909493409];
pred_f{224}	=[3.689878463963432];
obs{224}	=[3.976554592675173];
sqrt_r{224}	=[1.0];
hpht_plus_r{224}	=[1.3691342805030762];
xi{224}	=[-0.4240184355378349,-0.022257377966369063,-0.2614098176671398,-0.09246987057486011,-0.037530334817201805,0.24970944196389588,-0.6473736191397497,0.2578470249399971,0.4954518937649497,-0.2579161138473274,-0.681065302321584,-0.8162073887580275,0.5560039336798117,0.16037002933828415,-1.1271853136315735,-0.6323703081447976,-0.8217719806987054,-0.24072701958433518,-0.13426045320313662,-0.005702420606745751,-0.140314085081779,-0.10018152440515227,-0.5518569368757422,0.16499772008952984,-0.07441098443188743,0.7115308440677777,0.3945730525942577,-1.0255128675570635,0.7337726005516703,-0.06358828591872001,-0.7947451288570928,-1.2451261760783545,-0.1277403269264883,-0.11022356899797581,0.7312826153509095,0.24075993298417409,0.81514383068787,0.47576117729986,0.3449455283354932,0.18021217961652347,-0.29389288918651557,0.1327922484465165,-0.05352868848073822,0.2183263085524949,0.4565915723672833,1.14526384481039,-0.5431703533980121,1.0257933397794132,0.11868113834389549,-1.3540331346323486,0.4083136193845527,-1.0573427731584113,1.0625148495293826,-0.227002230070664,0.3598469584257127,0.04628122370884169,0.895761493232659,0.2801912231560353,-0.07335711248758514,0.8973470903086862,0.233316328971243,0.5493116178480792,0.8967435850160856,-0.19635499426798209,-0.5901419871213025,0.1092018651589668,-0.12067730716792324,0.006687913604125573,-0.713866777360098,0.5444119884056424,-0.07768141281287733,0.33482436648691527,0.40057151924381484,-0.5872023356844136,1.2132296297635503,0.1554628079030853,-0.9078431616646823,0.022734992111694385,0.6460699601514537,-1.271801405902028,0.4407391790013979,0.6963595625636132,-0.14341738319309494,0.33989644744373715,0.7828309063487384,-0.22842344587584051,-1.007947262399918,-0.32977948133978385,-1.03939064666455,-0.6343464859284684,0.12424096778890492,0.04462859025516108,0.2939514909624923,-0.2819286094829412,1.0598957074429989,-1.6070311517216451,0.13399290455554924,0.5303380082596383,0.15177301425667133,0.5048466027773109;-0.5453953640905853,-0.02100799250273333,-0.32619241784684405,-0.10514607261562947,-0.029678190155629558,0.32742872637028686,-0.8415236353433215,0.3371619192899944,0.6686738089918158,-0.3173551534793866,-0.874539620271193,-1.0767548483561162,0.707659254630479,0.2184900258676672,-1.5164398811021833,-0.8198986914355801,-1.0828183699608083,-0.2760404651270054,-0.15922502814352946,0.0193802744740994,-0.16893016597719246,-0.11831812346349757,-0.7078953950821036,0.22378257448365702,-0.07830236794620582,0.9071211740340885,0.5147360243441614,-1.363452480449947,0.9303137755872486,-0.06606399726936729,-1.0363935651612906,-1.6795998815606508,-0.15098289188792258,-0.11420608182463621,0.94721952187661,0.33617938828701366,1.0095078852720762,0.6102193264211602,0.4426751309125585,0.2475290762703528,-0.37029105721713407,0.1896355638243623,-0.05885431894908777,0.29839975933984153,0.5900081303836764,1.4757171645637222,-0.7009594877612306,1.2831146137398148,0.1719857698254419,-1.8225954407102658,0.559564151107204,-1.4276965117387954,1.3578107501078787,-0.2851763194000627,0.49856494441781685,0.0665607146005156,1.1632070940972428,0.38579506297611044,-0.08661603410950036,1.1568912114326757,0.3045092429087184,0.7115324626531123,1.16033357399286,-0.2443132844960374,-0.7659312391265392,0.14775234985097452,-0.14500771174756277,0.02500567484463545,-0.9471369807822949,0.717321263251856,-0.08317472197671538,0.44764979038989505,0.5198707678492411,-0.7441573999606481,1.5782960358822384,0.20393875332591804,-1.1886498329485136,0.03566982242797945,0.844010425385096,-1.6446582254413329,0.5885025376358559,0.9385698828323283,-0.17549188297232288,0.4533238748404793,0.9726545072600725,-0.2784744468542124,-1.3355627676717958,-0.41565720773549675,-1.382207418403854,-0.8176385171543563,0.18014070602802246,0.06323526503148269,0.38060855952060546,-0.3511879844675905,1.3049618681075756,-2.2106489590078593,0.17740807345326282,0.6906201444445061,0.21722097849577526,0.6497790537445649;0.18107364364913892,-0.02011728209925323,-0.3345899966269563,-0.005540002667913768,-0.04593292458187648,0.16615203981254112,-0.7171833396950795,0.2930983140719654,-0.12614932413232793,-0.43989887840450237,-0.18649615705676936,-0.6045887248161108,0.6252688258275896,0.18103535244957314,-0.8980970004166728,-0.27205777048106583,-0.4502588529866358,-0.9516135119605025,-0.27548284012108937,-0.44558309968837406,-0.09523694819829842,-0.16569615968867524,-0.9651810698170031,0.18084347774886922,-0.014816014080057727,0.6442887120325906,0.48059768293365934,-1.1326512427267375,0.5455025412677159,0.42507004070099086,-0.1620387403151362,-1.6877376103201271,-0.08369568116445691,-0.6001998647990163,0.45062185857524284,0.07167832998948143,1.0229161656645438,0.6174735279333774,0.3081643940532679,0.1824121976616624,-0.07321600830180941,0.11801989402682977,0.1600420461497869,-0.011928371011844519,0.6170381051945242,0.7021421562751478,-0.6560391170691986,0.8900069475383141,-0.022826342497715757,-0.7281590499519339,-0.01602870529789513,-1.319145380864164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k{224}	=[0.2696114513818477;0.3527433679164081;0.20732544645163092];
x_a{224}	=[3.7779054840332846,5.805887317251778,19.15753302359901];
std_x_a{224}	=[0.48615118001353563,0.6342280469171725,0.4765519331340098];
pred_a{224}	=[3.7779054840332846];
% Application starting next step
% ========================================================================
%
%  forecast from 22.4 to 22.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.5
%
% ========================================================================
%
x_f{225}	=[6.4152954182894675,9.849163634359863,18.194442241436978];
std_x_f{225}	=[0.6505727576261432,0.7923160632488091,1.0186042225222198];
pred_f{225}	=[6.4152954182894675];
obs{225}	=[6.685806215041553];
sqrt_r{225}	=[1.0];
hpht_plus_r{225}	=[1.4264074450778081];
xi{225}	=[-0.5595450644406155,-0.014164040230075337,-0.22262863120916165,-0.014094304198287055,0.18534090184066887,-0.03353874797722156,-1.3504537180669756,0.20935537144275607,0.23297831979504213,-0.5712253690910183,-0.687421459481115,-0.8694575284915613,0.24135164919267194,0.3723212215643281,-1.239851719930467,-0.6633603077684764,-0.8262891246232282,-0.30795972794620585,-0.1973580338537273,0.11793143770984216,-0.12159764406540319,-0.12025652187015634,-1.289678217422284,0.16811189846471208,-0.5117648545403508,0.571055379227448,0.5010063331372638,-0.7815537514328881,0.7357868678839887,-0.23507234632526774,-0.8395048522636506,-0.636580503357151,-0.028968799939204537,-0.16613039876813485,1.156030862095637,-0.4144358064704825,0.4541156263231496,1.1848529258806577,0.6981131747206843,0.1612028128942109,-0.2603353442795937,0.239193152273371,-0.058212148744592795,0.4271183375377081,0.2911288547671296,0.9691314129606248,-0.5899030524710387,0.8979583694184683,0.3544982353870134,-1.1154906937488986,0.1369854248689828,0.19147050528039067,1.4347339277083702,-0.2351494550167068,0.22457803500994267,-0.023443446106840682,0.7881234122051248,-0.012243051662134796,-0.1272307707694793,1.282042943570488,0.13041680515941323,0.41858262798628854,1.051918423714751,-0.22524233267117655,-0.845579086897918,0.09120504563618148,-0.2725428742636469,0.311087204414493,-0.6483588361326786,0.5025695041120768,0.027722605976356895,0.4758696106774316,0.493703734023093,-0.5863502241389167,1.1573670496394328,-0.013158402159729299,-0.1852563584809479,0.3951382248840627,0.6638596007103335,-1.4077533200516958,0.4291549447422085,0.9599878789436529,-0.1909812528632786,0.7379938026989974,0.3885597281741573,-0.33007013612037817,-1.2099751980269131,-0.1925803974164051,-1.517202291198286,-0.6635771668025798,0.30085009954787534,-0.07043269889736603,0.18701707645449783,-0.22497743491015498,0.9209966870852186,-1.6703479923780424,0.20540872052571757,0.6829169313504639,0.1650320290143874,0.4554097113408986;-0.7765444423643757,0.018434442789656558,-0.20564608185290822,-0.0012302997695883278,0.25967735910654355,-0.0033052851400263705,-1.6694651498551192,0.24939005760215238,0.4493733812745244,-0.6188419951889124,-0.8926858560562856,-1.0739929108010227,0.25854019329732125,0.45201685768982713,-1.5703163943925205,-0.8389882713639842,-1.0498933812020308,-0.15341189510140119,-0.16121447981761783,0.29161938656089603,-0.11662111528238661,-0.09125467188283842,-1.5245607192725856,0.22235151027854627,-0.6041733593125986,0.6522872545791163,0.5641457644883374,-0.8867593919327703,0.8665776006285224,-0.3648169653114852,-1.1209319167102585,-0.6094223113466093,-0.0017432764747375984,-0.031831278911266025,1.3429704724693465,-0.4430469624657558,0.4353330775169102,1.2501037606477468,0.817828139313459,0.2166787575956448,-0.3176505985497382,0.3139532331837138,-0.08815372417893208,0.5831232613813775,0.2967628623982641,1.1686335703749933,-0.6483310088990564,0.9975713033439746,0.48141964065557197,-1.4707079986620197,0.2883964531836529,0.37872871320369406,1.533264085553462,-0.22112796659102685,0.39732583022698087,-0.08262745624522161,1.0348796574604506,0.028616377850099184,-0.08457698952351933,1.471710593178198,0.1445217771186158,0.5065576775997567,1.2062507289648732,-0.2702625845590081,-1.0885723075638882,0.10515179692007948,-0.31006070636822436,0.432801536648979,-0.7170653957059727,0.5844464388484099,0.1433665248724818,0.5946257213629806,0.5359910165919217,-0.8299050858795862,1.4515536755892278,0.0014149012706425879,-0.26315431880222206,0.4792506719775176,0.7941793680871729,-1.9779304013592105,0.5413729815677097,1.2679122985561069,-0.22576269818985217,0.8811215331875015,0.31428951614956446,-0.3085372989868844,-1.5052467341620623,-0.16770670390899944,-1.9725911193809065,-0.8175376473952554,0.4136206786055361,-0.12221341696184673,0.1630663916568249,-0.23260715896028117,0.9345840026990206,-2.1088593462222462,0.23807162716724406,0.815363314876361,0.250724896110615,0.5199344046030117;-0.45000566844919376,-0.06924479636044012,-0.5034651084905164,-0.019002915277397392,0.21890106258864606,-0.12423073059456513,-2.131237979454763,0.3615777857557596,-0.11440273999123818,-1.1082972599809828,-0.7819624507686562,-1.2918935187784122,0.5108689089322276,0.5958099111520632,-1.8175464331791602,-0.8406446378245711,-1.1035598432432607,-1.1734563437827923,-0.4964174353643678,-0.24913159939519858,-0.22683315400652404,-0.30999312350241226,-2.315006577344324,0.2642405866678921,-0.781717123880604,0.9664932762720326,0.9087344218983127,-1.4725773915292848,1.145792976255482,-0.00956378558853288,-0.8929969371444528,-1.5785483455310256,-0.07593026385841029,-0.7402486396577501,1.8034552697373663,-0.7656387805023321,1.0444037571748765,2.174090842223521,1.1275442147805634,0.2454855596320371,-0.3128649795808407,0.33235385642745996,0.031074438972076734,0.4773325535650912,0.6453139713785276,1.4114800741467697,-1.1285229036450843,1.53469041010624,0.41032057129341126,-1.3694246948470123,-0.12297482020513684,-0.1697058193691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k{225}	=[0.298938039442544;0.3624558621203605;0.4521270280796311];
x_a{225}	=[6.500691261935631,9.952704234907,18.323598668200503];
std_x_a{225}	=[0.5342585404596071,0.6503784865502005,0.855555251117369];
pred_a{225}	=[6.500691261935631];
% Application starting next step
% ========================================================================
%
%  forecast from 22.5 to 22.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.6
%
% ========================================================================
%
x_f{226}	=[10.622851212245319,14.906841921359176,23.782875101322933];
std_x_f{226}	=[0.4476287767207426,0.2598100234614711,1.4936799917342203];
pred_f{226}	=[10.622851212245319];
obs{226}	=[10.802331501389974];
sqrt_r{226}	=[1.0];
hpht_plus_r{226}	=[1.2021421465787274];
xi{226}	=[-0.4186787052044689,-0.0031556156010257297,-0.08297196496879877,-0.01926837950995619,0.360650964230393,0.06162241972306681,-0.8226537919977392,0.10418610935839112,0.25284983945376105,0.10972817715012617,-0.030488324499604147,-0.9741873874652853,0.07362263977578642,-0.11771092229979452,-0.8247356382324273,-0.3618291477782911,-0.5381380323135492,0.15389087241794464,-0.8502101657724541,0.32242400065308807,-0.0230738950579763,0.15963161433180595,-0.8424789275089992,0.19267396451637708,-0.2880107389427007,0.2680218398290517,0.11403172345832857,-0.012169915359152128,1.0595236218159076,-0.2996891276411766,-0.6645690522721086,-0.2871999747863345,0.041963512295062344,0.26295575063314836,0.8855692521743777,-0.14930368661966398,0.037280895096010624,0.6228171867722647,0.24732286353107114,0.24894334965235032,-0.016550777767736946,0.09603530920014691,-0.49488420057874016,0.17931191622111697,0.22249845349852215,0.6087313290428451,-0.20581460721632716,0.14129599577339214,0.043455870210557634,-0.7731018086354364,0.3160442337429856,0.3278304273692836,0.4128355768850973,-0.045806508257316025,0.17891963597626592,-0.5742702535627249,0.5979912064595077,0.0692383204056668,0.045573754503484665,0.6206729150526069,0.45033290325793196,0.15408280336234803,0.4735443514378481,-0.25690244370390936,-0.5344658371035091,0.21323952542350177,-0.1377580357651027,0.2679191180781917,-0.05036907747974517,0.3007124121390632,0.013143988462271494,0.3735360884475387,0.34784293715208214,-0.2634365367597127,0.5237037130763031,0.5368696720437462,-0.3811333017618814,-0.4241139066457471,0.14689043287912718,-1.199714447192152,0.6419510664206527,0.6774939483552558,-0.08687788096301574,0.2607345073223044,0.16733588742742,-0.07296819320177228,-0.7518082491190707,-0.04423955764829124,-1.3719100986344817,-0.40056356103063884,0.16604582369154386,-0.07166355670057811,0.5394117757451315,-4.992252550906073E-5,0.1758196256685256,-1.0445595138528798,0.02517450569930446,0.5012390477997428,0.19645319620295432,0.21986279863490488;-0.2711129391686242,0.12277434752125238,0.2155100570836641,0.07769906039044017,0.07844706798278267,0.1339129255633491,-0.0858139743216011,0.03425359875101819,0.48272954832780535,0.2741343586075633,-0.15113628111862099,-0.21047863700028913,-0.059964858439329305,0.04486794370358638,-0.18576728800455555,-0.08531947537780482,-0.12053559502443179,0.6765063499682462,0.02155645483054336,0.43910611728864346,0.11546073445204286,0.18115720226165877,0.08380331249600914,0.05283491801177931,0.059814612292962366,-0.0750365601960663,-0.07534941477678814,0.29436784880342515,-0.5406120954183304,-0.2148765280173155,-0.31828849209607846,0.5097918291021788,0.10915422418053033,0.5005613432577434,-0.41279861089185843,0.19593281656494455,-0.2582000924161463,-0.6064368430574252,-0.0392796276153522,0.053445775241913296,0.013738963867218956,0.0974248798076296,-0.07677500027924289,0.21379978736927363,-0.14966205618431694,-0.07645465922902517,0.24503747162919076,-0.13413641766801732,0.1814621716863627,-0.3344597273266494,0.3451807974908032,0.4549592429931568,-0.44657455716621364,0.2135585726616256,0.3693314038157052,-0.20305620969604554,0.17692403348650565,0.14502613228469663,0.24070040869258946,-0.24933381893143824,-0.10443313740049298,0.035997374105196656,-0.18580754230271346,0.023179370307980562,-0.17672430871169098,-0.029055779897559475,0.07834346307396345,0.16363768430108294,0.29506548876931227,-0.06547633917007012,0.3403509342681872,0.033428364219776796,-0.19470325782154063,-0.3402848054955445,0.1693020452642795,-0.04340836955288019,-0.10297419915179873,-0.004091324650488559,0.037668895078367015,-0.93692565198441,-0.07460140434711526,0.22154685421832276,0.04212637727968982,0.016344876120323093,-0.4077061993818969,0.30064114432356526,-0.0831834016792623,0.21286115477868073,-0.6093112488293535,-0.0298040984193495,0.16455690722355598,-0.0603966483049696,-0.3245787889532341,0.1252212037247329,-0.36846796931718195,-0.18984315975045973,-0.013130534048753972,-0.07698048740346586,0.16134194582862982,-0.07323197935923176;-0.9074339563809808,-0.16247437428758005,-0.5989298701029604,-0.14599389430622622,1.115211800479159,0.02958300945385517,-2.773509688639848,0.34943398779204315,0.09594469423606711,-0.044697546854848724,0.20399501464239833,-3.115128894343691,0.39986416462892294,-0.42135019451194466,-2.5929009466248694,-1.0453147630586415,-1.631417702327088,-0.5598371010113006,-3.068360979475486,0.4100324700981055,-0.22798984809680078,0.29388679849693133,-3.1866025055852454,0.6187360193092957,-1.0469769831338525,1.0428918624275951,0.5578981122868356,-0.5158758271348987,4.133540485899317,-0.5945844481042499,-1.7129902113488917,-1.875186267304862,0.01918819610125766,0.10487188078973375,3.4420606034898924,-0.7927570055147157,0.6076615661261648,2.947265434758034,0.9183906758665152,0.7956150884761115,-0.013360785908425044,0.22100144468982919,-1.5285285609806465,0.3011936332164815,1.0356907995327127,2.1244289274912873,-1.0871366086075511,0.7238731696707212,-0.11932156110318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k{226}	=[0.16815161763857958;0.02009535634733735;0.5399195639635523];
x_a{226}	=[10.669701103868409,14.912440828346929,23.933305845981305];
std_x_a{226}	=[0.39511874112726464,0.25837789320982785,1.3328162802893868];
pred_a{226}	=[10.669701103868409];
% Application starting next step
% ========================================================================
%
%  forecast from 22.6 to 22.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.7
%
% ========================================================================
%
x_f{227}	=[12.87686206971638,11.912247111822301,33.75547233821581];
std_x_f{227}	=[0.37088913742378954,1.1190923245841877,0.4724153561916436];
pred_f{227}	=[12.87686206971638];
obs{227}	=[12.80571658763874];
sqrt_r{227}	=[1.0];
hpht_plus_r{227}	=[1.138450815701425];
xi{227}	=[-0.2971771875561444,0.4245327970312829,0.26684508493387504,0.09507674687907297,-0.16440045470674391,0.1325422564181018,0.5494514870948777,-0.1183554702415055,0.30509414379979205,0.16093782122917943,-0.11845667985537212,0.5298186686258681,-0.058890323473091755,0.5563329161082908,0.42954711722787486,0.29344062146367733,0.241708141820558,0.5165262183786741,0.7499251611424675,0.11966306108370439,0.20066733167777606,0.047449226861566274,0.6996745116363883,-0.13870087894681582,0.36410868677333497,-0.1719701038953385,-0.0752038313772374,0.3168698934855314,-1.114273093690933,-0.1569665053612681,0.15644244365813265,0.6985977643281718,-0.009748447178894892,0.2825312693203177,-0.9812678535659973,0.3682710939813454,-0.3323688318319906,-0.9742021211790917,-0.1942319751517836,-0.15901204322435802,0.028269316593465987,-0.044462195830988094,0.28725147067366485,0.057155994423723655,0.008047109656518003,-0.4698801625847224,0.34120170621528345,-0.2651465893708984,0.13529667778416865,0.2193816170913081,0.06226299053918538,0.2925094480564603,-0.6411127977831867,0.23100301851564353,0.12268366123774221,0.2439059658189855,-0.18290776341440207,0.0874895256225372,0.215749737413109,-0.6462851862443291,-0.3044226464344799,-0.17804981993718627,-0.8893815027759047,0.20745326685653964,0.1687598089121849,-0.4740293453584634,0.17502537834457677,-0.10475367803339175,0.06078008791384981,-0.3051097583823612,0.39400657573906983,-0.20396344319782855,-0.3800732301003311,-0.04371685946918724,0.16269882530666102,-0.45606103978406054,-0.14809067006799914,0.3530786824571699,-0.0721634544448495,0.05906536584236122,-0.5345698217292121,-0.4492461319141672,-0.10804595896489744,-0.16879896428810426,-0.38630677552986725,0.12356435065179738,0.4714917058266632,0.06280254356578574,0.35755064206654374,0.22996316116654647,0.0366082298664967,-0.013462751867942657,-0.5596656006821856,0.029725148628381604,-0.6462403118466113,0.617648830277556,-0.030865326691143835,-0.3858759835156622,0.04189578809824468,-0.23246752464148202;-0.6057092687418582,1.3227722728468727,0.4945956730907817,0.18242460177190623,-0.6770131335361889,0.21358719553905559,1.9777261060209117,-0.4666235126777476,0.1579893436100246,0.029996262243171756,-0.10188918102992872,2.1463817728546815,-0.053850348961344,1.976417448003481,1.7523820224471311,1.197948678665206,1.0118439439623543,0.4675839268771771,2.5177343056993955,-0.4099062735851877,0.4743373554615893,-0.14774515251673215,2.11688764436337,-0.5557510424530996,1.1458505782342012,-0.4200440832205814,-0.0746863548747072,0.5183064160622823,-2.7908800612354465,-0.18042163514001075,1.1065768579079514,1.343986012058723,-0.2440171152332713,0.029857318891551188,-2.5666151072720584,0.9055479813408613,-0.6438583087519074,-2.191207646781047,-0.5856689504402777,-0.6274272983921367,0.09073073907858209,-0.3421718114297576,1.123991199045367,-0.20186938392830278,0.3986221052332244,-1.4238177827160676,0.6741696710776957,-0.6628059168474021,0.11797381669407336,1.3335591930237687,-0.41546700249385715,0.16654923090242768,-1.355118518049176,0.3807123487978963,-0.2927914708446693,1.206543041881563,-0.910118868878147,0.024563456503525316,0.29017405149626363,-1.7214764926842623,-0.8028598278318473,-0.6629402953992916,-2.7056321644036494,0.6657151960973184,0.864433380552132,-1.579259974557619,0.4429211084813378,-0.6660873494005912,-0.41282530207445234,-0.8961828829072296,0.7316129706049868,-0.7378753045667725,-0.9072132674206088,0.5331933418098522,0.34585788943030593,-1.4666742378303503,-0.4058642728991959,1.2092090368126591,-0.30384495269505507,2.0532551402756347,-1.6520600044780807,-1.9202615689192797,-0.4965322627842248,-0.5772988025743082,-0.5353973633253624,-0.19974961837860405,1.693067707152542,-0.22456875892186012,2.2616184269347954,0.8023902025652898,-0.16965857907084825,0.06326127791768421,-1.2788775169412006,-0.16959511698181196,-1.5405558334007452,2.3792692663630763,-0.06471179875205912,-1.1433288332554472,-0.13368043602767266,-0.6216394681715904;-0.08194185206661331,-0.31204106450482527,0.14188662588251333,0.044630012843420275,0.2902994805867749,0.10463163559344935,-0.7079140541558644,0.1978365016939705,0.5712617175917671,0.35396769408446715,-0.16511652812840794,-0.9438346458428413,-0.0729807769308124,-0.6624903466346694,-0.7713552651733266,-0.5097339328633979,-0.45146487444743144,0.7641151841940683,-0.7535980075451505,0.6891777543357804,9.507988674073431E-4,0.27227610653328327,-0.4887167265984047,0.2398829885586835,-0.2847045791475793,0.015061397034259016,-0.09674497541951155,0.23555014980107813,0.1692488031735877,-0.17566686197645254,-0.7546171716667232,0.3118902731685651,0.23193380183285228,0.6377108330972661,0.27048048486688003,-0.025555567090869147,-0.11848616653713151,-0.07995042997938384,0.12621470061345974,0.25897216529739353,-0.016705466967742666,0.24240692019822774,-0.4353618856174748,0.33850178214294147,-0.38290639559794215,0.3132581339080076,0.14231411179697773,0.03766361081471814,0.20667945320862913,-0.8454486010757947,0.565475155935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k{227}	=[0.12161334841340725;0.3380899060562023;-0.053443525622036164];
x_a{227}	=[12.865980667208255,11.881996383594487,33.76025421883444];
std_x_a{227}	=[0.3531579210497081,1.1144435237004682,0.48483595730442747];
pred_a{227}	=[12.865980667208255];
% Application starting next step
% ========================================================================
%
%  forecast from 22.7 to 22.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.8
%
% ========================================================================
%
x_f{228}	=[9.003891618549059,3.6720220950574083,33.28620994757286];
std_x_f{228}	=[0.5743693341163698,0.3673072360359616,0.8653952849550212];
pred_f{228}	=[9.003891618549059];
obs{228}	=[8.840094493233584];
sqrt_r{228}	=[1.0];
hpht_plus_r{228}	=[1.3304702802576598];
xi{228}	=[-0.23758089181034414,0.6902350474828562,0.17767782619976202,-4.918879333164483E-4,-0.17515749759033028,-0.26110125614537694,1.060916925573709,-0.2906285707887921,0.3330085767071882,0.045024653009262394,0.02403014823067906,0.9903536557583319,0.02859323749431475,0.9448733485953742,0.8704332401447079,0.8612262803998938,0.4539713880058507,-0.05425294206170328,0.97945267860519,-1.3835623060355449,-0.02936139292511797,-0.11315277651882383,0.8866562796871698,-0.19210921817148474,0.5921267146978462,-0.2918045149534816,-0.024930889946949364,0.12196291213821375,-1.1253768222525569,-0.12945632938269647,0.7960773407714967,0.28236132699013616,-0.2498197117151335,-0.15067523053322418,-1.0740763143433831,0.3360615185640654,-0.14208301639670573,-0.4574581249155454,-0.2629237929879711,-0.22340118893264815,0.02161176980984436,-0.20864956249178057,0.7323507813498029,-0.017889118065401277,0.4724747855216336,-0.6343737331690242,0.17196988644427869,-0.26919475241339086,-0.0389426340402661,0.8741030666296883,-0.32584411432914173,-0.5407853256627924,-0.3976531066992539,0.02621531732245508,-0.4681115218890479,0.3630649895127487,-0.4602972454622005,-0.3574250020297054,-0.24324928060914175,-0.7837807961442405,-0.06222618433272409,-0.20460845962320207,-1.3229856299919476,0.47635984455924607,0.43694706298433417,-0.736823976378389,0.19320890974863403,-0.45651973343253793,-0.5069863544648587,-0.25300546683763514,0.22150971850227386,-0.458928735648497,-0.07874718876640863,0.19487920758894006,0.09451686380808155,-0.6567399719655054,-0.17229993080847628,0.6900043620188434,-0.39267720975597875,1.3668551674792866,-0.8051117796480245,-0.9553102169842571,-0.2454068091857753,-0.3449771213584256,0.008851378410907884,-0.22399326561436794,0.8208872633391646,-0.19170420100875596,1.7938867620441812,0.3869169450629997,-0.19156952334696165,0.07389645619459095,-0.3172207317991802,0.40492798793857965,-0.714520019508706,1.3080850082229656,-0.025429509411830864,-0.483408759097232,0.05804498742872788,-0.24980997266212235;0.1331489223100064,0.18466731339379017,-0.11859688349018604,-0.017506354164573246,-0.15091551497216438,-0.13202461433755053,0.42541816438494084,-0.11922340576618673,-0.44235213594191336,-0.24608835231382198,0.1955914449653724,0.6301168180863277,0.1162487392777285,0.4052860932864828,0.5336346327462476,0.3778318289920337,0.3508646884155775,-0.685211347283178,0.40122254026804516,-0.9257259982909241,-0.02540038335524697,-0.18576478653986328,0.21508823497558893,-0.12533674410560947,0.19199883171489063,0.012775609509579233,0.12765895919638304,-0.21017239978571212,-0.1520379097556721,0.1788573515518581,0.6200366780179971,-0.3800880204225723,-0.17190596747126063,-0.5251508952735118,-0.22567594001906333,-0.014535722581498156,0.189163745112785,0.2541710574213707,-0.05391014310958564,-0.14070787208237778,0.045634347067453174,-0.1605395168369399,0.3302859443996624,-0.21804069895269107,0.3735052885561849,-0.20178175866068093,-0.14552971967763817,0.030698403858670176,-0.15764380926345023,0.6620848458369828,-0.4452468733525312,-0.5331163610600322,0.2229295085134413,-0.15045948964150702,-0.5082671527747955,0.47988725988760805,-0.34531948524029277,-0.2004340051201594,-0.23275900677678507,-0.14599607655479785,0.05564707287918713,-0.12554965110772276,-0.5919916438655579,0.1507148703323038,0.39747158021233275,-0.35553883088850524,0.04243755607146049,-0.3304881854400734,-0.47867751738213116,-0.05626142527232103,-0.21253764858779434,-0.18385699292409052,0.12424322918710251,0.5422419409794133,-0.017879399370090088,-0.26755358712016397,-0.0017584355525648299,0.26038972273777894,-0.12825217249459175,1.606539598025618,-0.3067738897694059,-0.6824109339019424,-0.15280151452247903,-0.11904167457257042,0.41886187590530977,-0.3891468612931206,0.3930727619742953,-0.2838632148106952,0.9867404491027854,0.2156998529350691,-0.19622176560851656,0.12567411305450227,0.15461808347475214,-0.09936614796968746,-0.017467329447379498,0.5707547366272614,0.04169433638829645,-0.1394310030281769,-0.1360808130448632,-0.009193048685374627;-0.5680129788138899,1.1437967737688268,0.43181880657029836,0.021829927582246,-0.1988577713527846,-0.38406830707163664,1.6398402860243237,-0.43859917363246126,0.9867974349188344,0.29932554649165155,-0.13258857841064042,1.332495455692964,-0.04881220659570573,1.4582958285118153,1.193299370225347,1.298819829276006,0.5519811151909693,0.4902212398530068,1.5145495606182777,-1.7450627280856956,-0.03599873695307565,-0.04524989471882179,1.4801996423452266,-0.2550745934010408,0.9479470697256289,-0.5767111533287022,-0.1645143045264703,0.4062107159265409,-2.002099862016639,-0.4104435755417697,0.9671363801498245,0.8493548037669711,-0.3202294086996318,0.18200372744960447,-1.8379369267671635,0.6417311686563423,-0.4402255123832717,-1.1086480954129883,-0.46960629540196663,-0.2990229468029,1.623802540606789E-4,-0.2577139865159026,1.0990509718751298,0.14840006564360664,0.5602707643144385,-1.0191491996216158,0.4480983582030973,-0.5364915362445473,0.05105454688091271,1.0926460666651394,-0.22385211659192805,-0.5437646866378145,-0.975962564304524,0.17974347870888607,-0.4344969226712365,0.25231907563646416,-0.5827922739354179,-0.5059343915987284,-0.257200910137783,-1.3591252947463381,-0.17159095995675244,-0.27729555840848263,-1.9515471622362597,0.7695653646877219,0.48019230266165636,-1.075750706480484,0.32765688393436676,-0.5794194775762946,-0.5324944505697928,-0.42823453239697074,0.6000868400864547,-0.7003472668302351,-0.27046041501616713,-0.116627757532207,0.19888755606248765,-1.0086797772918175,-0.32119491996763117,1.0804261067360201,-0.6269987942628319,1.2309402437351054,-1.2530048988013363,-1.1925960006028404,-0.3320588105662594,-0.5493182212454002,-0.372019165377246,-0.076534317551328,1.2058847554550312,-0.11122822734628102,2.580337038328736,0.5375625598481975,-0.18953893632711072,0.030324113611214898,-0.7533324318703762,0.8453268010006809,-1.3537363306318575,1.9961669199081626,-0.08755861315611924,-0.8015863836992949,0.2265963836318008,-0.46795321198928264];
k{228}	=[0.2483860670631896;0.12209523043025004;0.36402012432534364];
x_a{228}	=[8.938030729537157,3.6396478942202766,33.18968807221265];
std_x_a{228}	=[0.5064365905854197,0.34107264272666304,0.7709451940467704];
pred_a{228}	=[8.938030729537157];
% Application starting next step
% ========================================================================
%
%  forecast from 22.8 to 22.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 22.9
%
% ========================================================================
%
x_f{229}	=[4.648348532786338,1.8313618966763037,26.7532801090653];
std_x_f{229}	=[0.1923989657283283,0.40133158463879437,0.5926151956990053];
pred_f{229}	=[4.648348532786338];
obs{229}	=[4.6249774708305225];
sqrt_r{229}	=[1.0];
hpht_plus_r{229}	=[1.0374223379026402];
xi{229}	=[0.20023139874071028,0.05742590399193048,-0.09676973344315343,0.008477073067243879,-0.15720879876105354,-0.039042744762300075,0.08759687736090349,-0.11621284600617798,-0.3944927260368152,-0.14931274988205523,0.12619321587496035,0.21271328008784351,0.14588483288969734,0.10108233031883085,0.23531310726323973,0.08110211326103833,0.15957422287345668,-0.43234564797693675,0.0675142849128969,-0.42701147245144977,-0.01304374740492964,-0.0807356261890595,-0.0020307432812911586,-0.04223347502186847,0.041116210119538366,0.007180684989491759,0.11838500595512436,-0.29113922832032824,0.1241871453534582,0.16732632245963508,0.2904747371152414,-0.30406609789044214,-0.07230137864378339,-0.2117385699071086,0.17612455198020793,-0.0522673367533093,0.17450123319591349,0.2608081190492131,0.028607551049454116,-0.05210378181035047,0.07320193697608257,-0.06796427228641644,0.09204518741817491,-0.1880757432800504,0.17550947516034654,0.004761358146234684,-0.09120049797056495,0.040464549937769156,-0.13313667324520573,0.3742421025794256,-0.2978529918569448,-0.33849800156795506,0.2764903736654256,-0.08112715507537516,-0.2703223836880291,0.30110772577198297,-0.16654503038021318,-0.0971925968621381,-0.10386077920328951,0.03676177869044661,0.07798313557691117,-0.019418465027607468,-0.1433132206972756,0.0313508862392089,0.16192152944568772,-0.09842317885912877,-0.014852219141962664,-0.23282999001917304,-0.30937433895935484,-0.029984891309236872,-0.16590528484293632,0.020547585164933047,0.0627727973771286,0.4345675396535631,0.016841785906184903,-0.13653179516118996,0.06201147823188791,0.042633822511904285,-0.179335285899076,0.7944429921275056,-0.13787481536018387,-0.20444507214079,-0.05559083550395716,0.022575742760528428,0.2852698952028385,-0.24276774184334737,0.14439254573724902,-0.10183774160940828,0.3000065573340658,0.1202927103305651,-0.16578421950190148,0.10852004667252935,0.21571239910508577,-0.16151806743778963,0.028298993079469703,0.10555828685412383,-0.025790359592059886,-0.011796053782153315,-0.12260149268385767,0.047702479763819916;0.26554722009533016,-0.7693118042910594,-0.31989245853790527,-0.04339048685742042,0.2303079874371856,0.14844270552091365,-0.6319521313970271,0.38307725500578904,-0.6944693140285434,-0.3742434485822166,0.26519881437468174,-0.17241628107874285,-0.060396026494052624,-0.5606025996958175,-0.459236921794566,-0.3860179127312857,-0.026592674978217712,-0.7888463553160774,-0.4752965337702455,0.21582561398975253,0.04753381864809447,-0.1541523895250394,-0.7278667622934785,0.06572009829249681,-0.4192267167496557,0.4875489562472408,0.15105765287067152,-0.008650652448193075,0.8923884754150948,0.3550562670152382,-0.1539465323272997,-0.7015866982771386,0.08679410591058345,-0.8147954924459386,0.4933278809557793,-0.3634583450842217,0.3592499453613214,0.8146501422169243,0.21479248173532062,0.09659040297685495,-0.0690585442377134,0.057821646079408984,-0.353853451906883,-0.07984928613658027,-0.03942170688945468,0.34356663364588336,-0.4327622242737752,0.43257588992405305,-0.015568282413129353,-0.6379094717900564,-0.06806685524845446,0.05946706495608667,0.5963815196161768,-0.23876132940603156,-0.10561720395547591,0.12534101514570017,0.13599845428612767,0.22628073354737088,-0.0062044463288604135,0.6272494536544366,0.10373062981586822,0.016881910472396733,0.4892731681642264,-0.320120427971502,0.14720990617656016,0.29487186325090864,-0.07741993348948095,0.27762792518023316,0.11183423644316637,0.318031833212407,-0.48992342304563685,0.11683225565060318,0.379430371413803,0.13951385957616225,-0.22376656512256266,0.4947868625220577,0.12339675463440569,-0.37114983029585513,0.5777089664557922,0.5003920164708862,0.5762581574907779,-0.0810596100035359,0.0971469423782616,0.1404870701064902,0.578523462260121,-0.16495140527089935,-0.5269374890053888,-0.2786260511817453,-0.9473309262349882,-0.2543744240333945,0.15870690399901255,0.010511835893939558,0.4292117884979163,-0.42403497505207954,0.8965043696649051,-0.6287133961014697,0.27503564398850866,0.37445475092549474,-0.1360133013010294,0.27168737983071045;0.09012412858271901,1.072016729487764,0.21704783284407725,0.08895812019441252,-0.6092329191360975,-0.2564529336881485,0.9601805347348922,-0.7382058586900406,0.08090025090638875,0.17819349306180143,-0.06323132905442463,0.6616870816027998,0.3835869167999526,0.9070112384822124,1.0442818373626181,0.6488251023174598,0.3699780001623374,0.1363720443532941,0.7361536246456168,-1.1681887115698153,-0.07393640000251267,0.04447203389000265,0.9010038927133301,-0.15485161111957169,0.6108365717067343,-0.6132170626855427,0.06726404874312308,-0.6099930802252054,-0.9062406700184162,-0.10082772808543083,0.7853467928355506,0.27432568884949404,-0.2489620469634488,0.6113392228113561,-0.25134838057488906,0.35314079214335337,-0.06874160021270015,-0.5057923707294094,-0.2098176355570729,-0.21056430326115816,0.2594332369780403,-0.2061027198892731,0.6270698338439509,-0.27757003220970944,0.4239861213062106,-0.4204511934279118,0.373752753302913,-0.4691375747278030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k{229}	=[0.03607242348212494;0.012098641933128203;0.05851503018714456];
x_a{229}	=[4.648268714928235,1.8313351258749029,26.753150632198334];
std_x_a{229}	=[0.18598107827749877,0.40072177031243145,0.5889679789563342];
pred_a{229}	=[4.648268714928235];
% Application starting next step
% ========================================================================
%
%  forecast from 22.9 to 23.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.0
%
% ========================================================================
%
x_f{230}	=[3.253011241514498,3.076409085382557,21.254062702458047];
std_x_f{230}	=[0.3199543096546249,0.5641653447074416,0.3300623377052636];
pred_f{230}	=[3.253011241514498];
obs{230}	=[3.2952011092035742];
sqrt_r{230}	=[1.0];
hpht_plus_r{230}	=[1.1029928998206882];
xi{230}	=[0.24817698494812124,-0.5850093758145976,-0.2546840574957492,-0.03510264432137156,0.1474465103323377,0.10787584787078552,-0.4886790817866222,0.2852179126204968,-0.6063499096024696,-0.3187242823365226,0.22786585941175774,-0.10945153212956127,-0.008958350872168008,-0.42057947465895706,-0.32741965359401304,-0.2936280112199121,0.007228895144663738,-0.6655160153694828,-0.3770585500153709,0.10240659061328472,0.03718271319283151,-0.08433475414787317,-0.5612324200573191,0.028594261851460967,-0.31830488610953367,0.40180805242911255,0.12854712392628942,-0.00868998437833568,0.7066337428665834,0.3001281739092412,-0.05312144046232392,-0.6009166284412557,0.04312892622640341,-0.6658557829297616,0.41580400613327084,-0.28756545676530454,0.31146805860255045,0.6992867237394789,0.16456612613208765,0.06347605960793068,-0.04658757311773787,0.05801534849577683,-0.2597843867477967,-0.10974470122814939,0.00869988305790459,0.27673590851901864,-0.3522021025185982,0.33498678809367144,-0.046024995284321246,-0.4461572873813151,-0.11143764281129842,-0.010225580184026306,0.50953755008873,-0.16945143069565471,-0.1292493463641886,0.13089010696034808,0.07618002616344643,0.14758167102331843,-0.020733876157943865,0.496793114132402,0.08425716697153618,0.005753787268282018,0.3637945524617181,-0.2403983666305045,0.15094415496267377,0.21203741329528647,-0.0652761589313493,0.1767845364852798,0.03620316664123191,0.2395940146103075,-0.4058533376394151,0.09440027396147244,0.3125453961499547,0.14693609689256348,-0.16733588143979805,0.3728349376751061,0.10453900637941427,-0.29297441712154093,0.3833612473318171,0.48788961312543977,0.4448351228419658,-0.10206750673659037,0.063294063068148,0.11295838758752286,0.5515146920209588,-0.15760884452137303,-0.40644717936399166,-0.23825337075635922,-0.6882430430475202,-0.16412920679537546,0.09593506619198688,0.020100473828676524,0.35877534370492414,-0.3691001672769514,0.6950721008008136,-0.4998374953302682,0.2229169094653849,0.3006214547802708,-0.1440122756001716,0.21015652159458043;0.2763190062355738,-1.0983100837856812,-0.41403846238423947,-0.07296394892955371,0.401006270778665,0.2297905888378482,-0.924497590058917,0.6114683990559246,-0.8258403139537047,-0.46581469154861255,0.3165421436363056,-0.3595818716406858,-0.16168296788906522,-0.8343544744527374,-0.7543913528587596,-0.5878839363065458,-0.11829667723065551,-0.9319428099584703,-0.7010366807896684,0.5064541161660694,0.0756836503914009,-0.18326938405562831,-1.012155638112942,0.1101061255048097,-0.6108940839400998,0.6975553914984061,0.15690880443393285,0.1263145674506183,1.2403443841553008,0.42780381294996994,-0.36180350299206987,-0.8694808615993153,0.16022730059423607,-1.0639972145736802,0.6160465161232893,-0.48832217956246593,0.42073325654527505,1.0447392715843744,0.2945854889978752,0.1587789933937751,-0.1376704954471113,0.11277972616990883,-0.5370081924246897,-0.038542322722205924,-0.15117804021325165,0.48071209479429555,-0.5725553234126366,0.6008459767323155,0.04187956679735638,-1.0569159446696235,0.023659406756471935,0.234314153796765,0.7157624999226684,-0.3051883130360844,-0.03414270009219855,0.028660837926970384,0.27311912322408194,0.3706906085107424,0.038686511463294604,0.8822656356511729,0.1028141039978161,0.026523088226492852,0.7746931432570121,-0.4706565072102129,0.12220823604291242,0.4664358115005762,-0.10530841407565106,0.5051581730206309,0.30135911220809586,0.46688844483492975,-0.6244972253179815,0.15041928827790363,0.516949446868455,-0.018635130457046678,-0.3361095338874991,0.7880745391347554,0.14026587667558177,-0.5433795487396771,0.9319798201619376,0.2616449156742826,0.9105050833587356,-0.032252308678021535,0.16411678945369967,0.19240288383203685,0.6769519038817977,-0.14082617169907552,-0.8074230709864989,-0.35517072128667637,-1.437626837948593,-0.4169257100441679,0.300689982840153,-0.04647374619568945,0.5045402330284419,-0.529517916488532,1.3090926592493561,-0.925770686758268,0.4100352243021903,0.5424379232943615,-0.14018334527961906,0.3635460204925556;0.2168527350803835,0.46552810737038897,0.04981444454400119,0.03619765422473975,-0.3851570466868388,-0.1547952520512652,0.39642776746820374,-0.3782162040004451,-0.23179337362087082,-0.04283519264533453,0.06776474832470569,0.40857071931215216,0.3042785567056434,0.42446234151467976,0.5319567398919531,0.29986226775484326,0.2723020465740973,-0.14440365982549963,0.27386510845550305,-0.7725817900146019,-0.04158187442728334,0.11656436651369972,0.3552734879684962,-0.14954660515829588,0.26106781574756965,-0.1864466301105665,0.1004506448894169,-0.3242302371746213,-0.2981548330576729,0.07501483262696951,0.5823390699978503,-0.10243528831867366,-0.19545658859331283,0.12209088632264198,0.04316938045443308,0.09254699853433834,0.11683285298341772,0.09164218731881846,-0.08527896726755557,-0.12584541667314042,0.14124923493404395,-0.057547511312041166,0.30282301961428715,-0.2901620822253115,0.36303559843151234,-0.14169883125324034,0.08324445205431275,-0.19460608217173103,-0.2561166376104893,0.7879466273839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k{230}	=[0.09337585023206549;0.1590084765967924;-0.03492848745394353];
x_a{230}	=[3.247025517270298,3.0662160762583217,21.256301742784267];
std_x_a{230}	=[0.3126673895650931,0.5477189863036364,0.3256667975172793];
pred_a{230}	=[3.247025517270298];
% Application starting next step
% ========================================================================
%
%  forecast from 23.0 to 23.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.1
%
% ========================================================================
%
x_f{231}	=[4.0143919999232445,5.700971012886812,17.642344280090015];
std_x_f{231}	=[0.5601352745574462,0.8550182140306853,0.32407314969364576];
pred_f{231}	=[4.0143919999232445];
obs{231}	=[4.1100403670677865];
sqrt_r{231}	=[1.0];
hpht_plus_r{231}	=[1.3147431826201388];
xi{231}	=[0.3133273445499585,-1.1510935606380088,-0.23836887271680496,-0.044771884749933655,0.3085016512701779,0.7580710215716744,-0.8483019670073193,0.2905448859991422,-0.7832017533021305,-1.0707343835243734,0.3493457161866118,-0.44145141831332246,-0.11227349231378358,-0.7541443594732993,-0.7253533854637855,-0.5462188865967548,-0.4109355429186623,-0.7070029059141256,-0.6357415378704192,0.26671890050009317,-0.009972994104618493,-0.17110193031503895,-1.131542498388452,0.17350261564700453,-0.6889681134452075,0.8070211682932724,-0.26379898116643163,0.28125922479955,1.0756327135163746,0.4594944293488954,-0.2971495699050104,-0.8012283694415876,0.10368650329434992,-1.0212498638456027,0.6719182887881301,-0.6521917511077033,0.3994228488440372,0.9756803008138855,0.47007179607988725,0.12441252059305086,-0.2445894072654582,0.1476845292428992,-0.33981847324482706,0.23561261773355469,-0.046009933095547684,0.4412033541488185,-0.5225354913982376,0.6058171415160372,-0.08196068405471069,-0.7466656318115925,0.03906874581777853,-0.164952639436037,0.7841775046784916,-0.2429047891012246,-0.0025915565656893236,0.326709810707702,0.29535408517572037,0.36018122548597553,0.05500074243227182,0.5711935902513146,0.1855629896845885,0.1552114266448772,0.7855743923673115,-0.40933370557905624,0.13268876991537937,0.44816623494590946,0.03837363613946909,-0.1322691704739536,0.19789778266969638,0.3665740360755354,-0.5238739076002834,0.24152962957831203,0.4974999389647632,0.052343016800132425,-0.3697347778507609,1.2246902795356958,0.45011145402024955,-0.5103686943552166,1.1706838733029334,0.16765958290394156,0.8787070691131227,-0.0026213264160794836,0.06949438187458501,0.20098493096323278,0.5877808679505829,-0.6285877319646507,-0.6001035103207317,-0.3855064435302147,-1.2406405979401791,-0.36242482469762294,0.35533847504203475,0.037693698168530076,0.4190415075975924,-0.48730312930582187,1.3993051458875758,-0.8609934708227951,0.3778359372945861,0.2436256686073177,-0.1553522949693793,0.19295021098768306;0.39248161531264003,-1.787296090997759,-0.3439531128790998,-0.06587563971822075,0.5449206608811394,1.1524904986753253,-1.3176309880663393,0.5062346355890224,-1.0899721626359442,-1.5889667871484106,0.4891679686175694,-0.7357602746524421,-0.2293281437431114,-1.1809426457367085,-1.1757802831041335,-0.8595325434212091,-0.6763562716040559,-0.9826288939222723,-0.982411420238047,0.573087635661282,-0.004046342321935015,-0.26756750268450613,-1.7356091640371916,0.2979775992707623,-1.0647349774348784,1.2096547864154656,-0.42643246644405064,0.5024175167431206,1.6041847715409334,0.644408605316741,-0.5666197619101716,-1.146704074180894,0.1998755141558508,-1.5150680169310178,0.9581363880558422,-0.9756310575668028,0.5475158475511392,1.357832319806569,0.7149536738853755,0.20985828380539573,-0.3931114593833396,0.23451095239827424,-0.5456076144292021,0.42659325183189534,-0.14624882073339496,0.6724974440941844,-0.7644818833942191,0.9192320123098723,-0.05468711726696629,-1.2579752096037033,0.1710270603390187,-0.12108991788863577,1.0730822043656065,-0.36408301516881725,0.0983260157134831,0.39073960947919684,0.5190520164867971,0.6023053501394289,0.12024656397267108,0.8665965562675098,0.2638346733487795,0.2514751522443577,1.2567478859584131,-0.636962232537698,0.13483549070962297,0.7270920686791733,0.07017857932259286,-0.09673199642737451,0.41094998986204523,0.5789247760288703,-0.7549510081604307,0.35390333238312177,0.736285984327905,-0.042997717925366885,-0.5735890717648804,1.8939769181155421,0.6531755551563654,-0.7872153558658681,1.8864232905849398,-0.024232319410937286,1.3896869797654618,0.0756394151822839,0.13488720436929214,0.3090072894173579,0.7364260411279719,-0.896345291846842,-0.9453936062378245,-0.5523917163274579,-1.9829758410799543,-0.6037273591828454,0.6073037905935683,0.025804215600429004,0.5724716915855739,-0.6796980215170034,2.122164254727095,-1.3282378393606642,0.5758941195044844,0.38494224048642156,-0.1777301739639947,0.2978749130929943;0.3570926216319066,-0.3388330200707941,-0.17680889570853608,-0.03253317895435259,-0.08618696665938685,0.3352562383080553,-0.2563176907807794,-0.05622624854164826,-0.7067734062832685,-0.5926884277667526,0.2699427647658048,0.01590223551239589,0.12565181853212692,-0.18216270336635887,-0.07334835540564555,-0.1552321717236147,-0.02910968114118262,-0.6152944615668758,-0.23055816572777488,-0.3922683554808444,-0.05126585326205202,-0.05320880531471772,-0.4046076719660441,-0.032532188466408485,-0.2414342085687231,0.4232077593603272,-0.05471504464150101,-0.10206101176434146,0.6080590913628576,0.3643456414977706,0.21213095401810733,-0.6163119331189542,-0.09561570867227331,-0.5518933726787978,0.5034285565453089,-0.3420704417551015,0.3575297385245051,0.8115143817047041,0.2189967446313723,-0.03453562074609451,-0.06417668546379929,0.02584455403312802,-0.05124360315410925,-0.12938313600939466,0.2044528145593958,0.19604865811177774,-0.3068856521850343,0.2694709204837835,-0.2585746664122546,0.06616863609538726,-0.3450694983620153,-0.50382202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k{231}	=[0.23939518134095986;0.3640606633213276;0.10559377742835285];
x_a{231}	=[4.074380541150431,5.792198697539929,17.668804364353672];
std_x_a{231}	=[0.452417619417184,0.6843139934247772,0.305876318204095];
pred_a{231}	=[4.074380541150431];
% Application starting next step
% ========================================================================
%
%  forecast from 23.1 to 23.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.2
%
% ========================================================================
%
x_f{232}	=[6.826143131771702,10.674622013169449,17.482164109902826];
std_x_f{232}	=[0.7029041560424524,0.9305141558028005,0.9885956609406076];
pred_f{232}	=[6.826143131771702];
obs{232}	=[6.91205523914917];
sqrt_r{232}	=[1.0];
hpht_plus_r{232}	=[1.4947288039242854];
xi{232}	=[0.2545595861694876,-1.5207263512398255,-0.4231826277736346,0.22416913318048604,0.3839396719852948,0.864986421321678,-0.9905034327745623,0.006428847944335736,-0.7438222769587348,-1.120980572207385,0.5634837453609034,-1.3651764915714928,-0.326741721279185,-1.0505388508622628,-0.27271954481041405,-1.3060106839655,-1.1725781505589872,-1.5627419723466227,-0.5047060305405697,0.48784812870438454,-0.04098103026537547,0.1528428075089705,-1.3064493574081215,-0.28091042795816623,-0.9725765193906692,1.0826918191581045,-0.4008030222292911,0.41838243831313005,1.2492395050231755,0.9969153852096797,0.4183217086310105,-0.8347295189047719,0.1740237918274179,-0.54130705474208,1.7582312626375876,-0.8952859725977929,0.03876567494569816,0.8615002790857336,1.04184649050217,0.4672129114218704,-0.38458980911192775,0.15377557342218662,-0.6575938077125203,0.4209636310126328,-0.377615538990554,0.3396607671659888,-0.03229386888073904,0.6768880691950274,0.5037740674531852,0.2669956116838481,0.9369821908439606,-0.1436819721876761,0.5136321105359016,0.057716854652200666,0.11150931028763722,0.2484131689728759,0.2516445208002551,0.4287328924162974,-0.36235300109119795,0.6181369660555376,0.582200713606758,0.12467749326065647,0.941425171970077,0.009493746123904856,0.15589188596059333,0.6757028265547307,0.0032286978095337204,-0.20185325573882285,0.34426902035840623,-0.04012077983932549,-0.4838199821105471,0.21931121207717297,-0.17680174959259354,0.20912905046518837,-0.520748466452341,1.3692145899017722,0.3893932352807896,-0.5539727326873312,1.4272623422163369,0.5041176579734712,0.9234810345697095,0.13038897467545318,-0.1923296344165042,0.07886870448352301,0.32875750620094735,-0.6440250028845389,-0.7873731058125397,-0.4439138867968744,-1.1191526738748179,-0.5395651001248067,0.36233513936434214,0.18194098770111555,0.37358950648276146,-0.4044656382789933,1.3976997362131334,-1.2319580449758352,-0.05048581025151666,-0.6260155328789496,-0.32752349349805865,0.22912992189583647;0.2836096388873006,-2.140916263115047,-0.5163889079839947,0.31937411180773445,0.6071389887553824,1.1254157090833061,-1.3665622272860567,0.09810520397297218,-0.8850589782688161,-1.4894942009460195,0.7065974197674549,-1.9280506155658514,-0.4588042144438269,-1.4579411833840688,-0.40721585453276354,-1.814755098095528,-1.6332803253129082,-2.0885102053830913,-0.6670709682761569,0.8403167689471811,-0.008245172732616268,0.2245522068427519,-1.8087561651963426,-0.3121227570623031,-1.327270726119357,1.3592292281881981,-0.5309424327919512,0.6507792113661601,1.5317190647879944,1.2288989414270883,0.44899649746525583,-1.0393262297081804,0.305555937369002,-0.6702335621322586,2.066436882254745,-1.184652416197121,0.021677431904087996,0.9748012154712775,1.3366564552205151,0.6591779785812761,-0.5016165680234401,0.2483020024764624,-0.8901923840491044,0.6505445085074939,-0.5464402582047025,0.4831487694226695,0.01657822024237987,0.8931247655649468,0.7562422097492405,0.24240769547638052,1.3420510444175804,-0.02571266708266151,0.5740524159369009,0.10605448989495336,0.27776669057083225,0.2464598552295154,0.4275615208669592,0.644857558709905,-0.41176780140276215,0.8130503550109065,0.7613130529045868,0.20612014398460943,1.270759501224262,0.02857572117074092,0.1733610308343323,0.9412925706602184,0.04206750424521921,-0.13330125244367252,0.6171141998906275,-0.010578908891453409,-0.5703049218786056,0.30151263721217525,-0.22506208188769605,0.17619026610818445,-0.6877548840172789,1.7355338233692414,0.5020135793492742,-0.7350000137831714,1.887674263602582,0.3850050790993258,1.2446423677578178,0.28376999444072304,-0.2028386299316196,0.13675608771254844,0.2943133853955313,-0.7855706861486755,-1.0815164148724286,-0.5292182872092308,-1.6199830839270373,-0.7505591221745291,0.5715643804122976,0.23504294229485545,0.44254210714407094,-0.46474934880423113,1.7183084611155799,-1.7056145444552282,-0.032057145823358724,-0.8006981080419369,-0.35077727947823156,0.33019880295950266;0.5063460836909357,-1.7859385249333535,-0.6756237126944562,0.2540822613594962,0.30763690031715285,1.2282098782242308,-1.2274023148497797,-0.19925551241381356,-1.3297314970182228,-1.579751497374879,0.8633795688222072,-1.5821011639413012,-0.3359452206926612,-1.2654609247791058,-0.19941682297027796,-1.6188605164895655,-1.4070424286947585,-2.2305266365146608,-0.6783257105044562,0.20688625604682898,-0.14263787652620863,0.1885466579333901,-1.6154045952922722,-0.5263828678275075,-1.2505908549359361,1.627895216578338,-0.5403681558907394,0.34372471688982387,1.9473041722133395,1.5743987709196006,0.8361847554802999,-1.362945558094058,0.07361242863560946,-0.8539813395252835,2.8746529648435946,-1.2583489132380983,0.16615162658506577,1.5506649830615729,1.5113753543789343,0.541891832743822,-0.5300541595725186,0.13964652991476356,-0.8255543131668404,0.3495936619065887,-0.3585047840050777,0.4459804912846259,-0.1576428876271656,0.9313121408264138,0.47587046650950526,0.676220777637301,1.0140165945486928,-0.6149443330458482,0.97606941465245,0.009749096949271063,-0.17701850992918722,0.5543162789816911,0.12435767944818465,0.4189049236198876,-0.6544870972181904,0.8524689559053797,0.8271766480590657,0.08563672807467881,1.2275579243277477,-0.004610771253197754,0.33439196705665,0.8132382752479685,-0.069519133407141,-0.615303555088218,0.1000506138878201,-0.1596779819315053,-0.8145236148693158,0.2529691369097016,-0.23285005827994,0.5566857817026936,-0.7188668502751057,2.003562748539487,0.5771720185998888,-0.7553633735885832,1.9011909030315657,1.38999728579795,1.2105239330010917,-0.08067974810758827,-0.39720262190813926,0.06865842706714176,0.8105464067800909,-1.0884718753575164,-0.9589664785857508,-0.7451020483003106,-1.1292828328793796,-0.6304148375581313,0.29384003586239515,0.2811734365158287,0.6494757757254739,-0.7344060463019844,2.1551260714995237,-1.5131727491101739,-0.13213402227706794,-0.9188273914888789,-0.667140852237857,0.24034001397618354];
k{232}	=[0.33098231774581205;0.4362776377252097;0.4560612312128208];
x_a{232}	=[6.808910206166522,10.65190678135486,17.458418825494803];
std_x_a{232}	=[0.5825762475947682,0.7748851279715271,0.8203212196881733];
pred_a{232}	=[6.808910206166522];
% Application starting next step
% ========================================================================
%
%  forecast from 23.2 to 23.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.3
%
% ========================================================================
%
x_f{233}	=[11.38103560918917,15.940559668936759,24.573746128859717];
std_x_f{233}	=[0.5384651813486718,0.26301562748662816,1.7198233880135503];
pred_f{233}	=[11.38103560918917];
obs{233}	=[11.547080491188243];
sqrt_r{233}	=[1.0];
hpht_plus_r{233}	=[1.2901521082067857];
xi{233}	=[0.1432770446053233,-0.8821950908650447,0.011143570944330605,0.2991820826243874,0.490112211971633,0.5128505571791013,-0.6651363951599123,0.1717694382817463,-0.05306407190648876,-0.6892942847791446,0.35435035449588703,-1.5902534161154875,-2.2185048162846446,-0.689509420642402,-0.42360942801735746,-1.22938893216093,-0.6467974573966373,-0.6042035365469793,-0.24331802646207024,0.5674531597160026,0.11911968943875806,0.26777783267782596,-1.1711963849594618,-0.03380552829504424,-0.8458293296834292,0.47029811623558615,-0.1337745010007385,0.6052467465237523,0.7473367214718678,0.49471084355411676,0.5666530183238603,-0.39555010430772164,-0.5544934112829889,0.14708719751630994,0.3782481181320705,-0.8454554926798536,-0.11104960008867693,0.36838814162822686,0.6087156406298568,0.7082636035449603,-0.22513713448283923,0.5155300411031956,-0.4265257155747104,0.6585305135041022,-0.5865978255216469,0.34667356472172806,0.20547247948921665,0.33285355052785803,0.14139813689052083,-0.19913017126989274,0.7058006026411299,0.012759434790043045,0.2518247272586702,0.12634120818030325,0.07672685859646045,0.23053300574233404,0.1389002185921413,0.37160957294289965,-0.41255896857670926,0.3898075039531008,-0.33392112697032594,0.31103012716879164,0.6410719064565011,-0.11498655296343152,0.1420297948251097,0.4958199820131046,0.11884211851026727,0.08508210282007234,0.278933342040375,0.02023334201638427,-0.13434888320076155,0.09156154411699369,-0.05376631747377125,0.10530637365557283,-0.27692222879242046,0.7082808805961651,0.4924475968094377,-0.18883901666190006,1.13283962637637,0.025969430151496553,0.5294846973457439,0.20589923145153044,-0.45291632654654457,0.093579717943717,0.13902405399078788,-0.23070308125593364,0.0865241352572248,-0.1444837477108738,-0.8082162334199943,-2.7600210190747987E-4,0.3553828515090025,-0.6881689136958631,0.12813746994473085,-0.0023810476903225464,0.7029933125588741,-0.8147315143513492,0.2719608879874187,0.03153997535527431,-0.015198008686667208,0.4055180362527615;-0.07568829341965966,-0.3476973732009512,0.1735300776831803,0.10134610613882522,0.22639371287251286,-0.061922006219621295,-0.13940138716775508,0.27584111815317236,0.3462590534092751,-0.020632812244695486,-0.06707973168922976,-0.7166974182738013,-1.0825436749707933,-0.17562246845914942,-0.09275870952151521,-0.42341216271927884,-0.18977114851334598,0.024868824502179976,0.05965408540228445,0.45515737179044,0.16515758823863713,0.07763591963547434,-0.387185827262023,0.21094699355822222,-0.16510426393197442,-0.17574158715502008,0.07825790426892532,0.1909669855926932,-0.4457634003842674,-0.24736530030589599,-0.34538157424508853,0.2142653178504741,0.1520793543213177,0.17194189058105458,-0.5147704850390245,-0.07986931067520686,-0.0040788679982188825,-0.37486238916055115,-0.15881001886943835,-0.0052446378767605495,0.07952186961829177,0.059630817977341266,-0.0233197291304581,0.16718948281423174,-0.12025230987394941,0.0743182850886317,0.1832554068923944,0.04634875857879095,0.28675200194996897,-0.18985722809313899,0.19344348640191278,0.46346381019467664,-0.213628417665781,0.14378417211874073,0.39252742835605936,-0.15418437113974548,0.2939385009365889,0.21240339136994102,0.17707559074077572,0.01801403972113036,0.04529101404934721,0.14073472576778734,-0.00983493681512293,0.10424910504450047,-0.02824823397366849,0.10960910153418446,0.15508314739119378,0.3988281695395468,0.43340908660893795,0.18068834801554878,0.22831906670220015,0.11770155119830683,0.08032701280078491,-0.1791025237017898,0.07068717065334518,-0.28669420469324614,-0.05369286021082331,0.06634032982455729,-0.41706997923483335,-0.606213233049198,0.030259434792833773,0.3276856245311617,0.14974010212726974,0.12937099670980423,-0.27741630061089495,0.23843545507422625,-0.04227885271802556,0.20202919735668168,-0.3874733118265432,-0.01890318290481474,0.2487800043004018,-0.05009022181762113,-0.053121127702441484,0.24745710704853785,-0.42608260537035214,-0.21980271199569046,0.1243800169779039,0.13878838422949435,0.28310350052177036,0.08740419227256346;0.6416096350145608,-2.452151869476584,-0.1820890065734524,0.8877259036065368,1.2957440621553644,1.798004927041287,-2.021034502139539,0.18963819956944405,-0.6863162156342355,-2.3156899131323527,1.302291638371372,-4.45041707680495,-6.316990591183462,-2.0385889758337825,-1.2296852226338792,-3.6014790774513195,-1.8566000352255756,-2.0936509819797777,-0.8676736209598985,1.2123016729909182,0.19659523351294084,0.8156974338781104,-3.445969476674634,-0.3917781036646595,-2.625757555184528,1.8068519029248904,-0.5172910397390069,1.7264706469284121,3.0364652338134306,2.005075692658547,2.3556874204134672,-1.6571374537274615,-2.1077625078259246,0.2797686448905452,1.9875495362455204,-2.7826135672300474,-0.3116448006958876,1.791898066128077,2.2265622821422397,2.315351153426789,-0.8249969462494171,1.6213359454046774,-1.3591198163354115,1.904272600869671,-1.755691537868227,1.075078297184021,0.44279283371594147,1.0769494016615475,0.06783466794060189,-0.27677718947084173,2.0270569593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k{233}	=[0.22489759646254057;0.03774774907991083;0.7048971493695564];
x_a{233}	=[11.411675187034438,15.945702343267698,24.669779841183605];
std_x_a{233}	=[0.4735221907253921,0.2605058549232745,1.5121569372538994];
pred_a{233}	=[11.411675187034438];
% Application starting next step
% ========================================================================
%
%  forecast from 23.3 to 23.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.4
%
% ========================================================================
%
x_f{234}	=[13.173457914423276,11.01103133824826,35.3018674279533];
std_x_f{234}	=[0.40753004207892196,1.3099994072741428,0.4925341602817594];
pred_f{234}	=[13.173457914423276];
obs{234}	=[13.178305607402397];
sqrt_r{234}	=[1.0];
hpht_plus_r{234}	=[1.166419481292718];
xi{234}	=[-0.18312799756220777,0.9836961871707395,0.2082225953833472,-0.28185705398805716,-0.2540473662024212,-0.3106303293553161,0.6154398522055438,0.24285225289658996,0.37260984764202476,0.7037989048785196,-0.3809536252983037,0.37938227326148954,0.7383736510876773,0.3485944296282337,0.2142685133705644,0.28749663676520676,0.30851698037385944,0.5460199817535916,0.21073229566400364,-0.020172429157113925,0.06034784387843928,-0.14966059378269136,0.5488433417599552,0.3125732031122279,0.4828924373740051,-0.5657030326306973,0.00880298431570381,-0.11825860248191766,-0.7607783873381155,-0.5635235914520997,-1.0072514748167105,0.456921759948246,0.595559385900259,0.05894463552832008,-0.8121195459543369,0.5097693465985689,0.06498816919672734,-0.5889240080523592,-0.4039618260542497,-0.5070732507082205,0.3316338945884336,-0.6329892050837351,0.23694794005113273,-0.5036685977277777,0.306611707886562,0.0668078067278497,-0.021739368255326852,-0.21907777280823737,0.12147854908705646,0.024324960178010002,-0.30637500581614496,0.41751561514162283,-0.2012652165810298,0.08586498294812195,0.06891388776426233,-0.3834675227571527,0.30656840969480115,-0.28256423019385046,0.39949540628260927,-0.2737224516045309,0.332547697077592,-0.12805887491900414,-0.47321232242767586,0.21829471692892888,-0.2002623773524359,-0.38973938367983507,0.22726269716897107,0.16380892776520994,0.2741372451532982,0.22505694726313585,0.44173849975611823,-0.018390693774204436,0.09730184524203267,-0.194192879568293,0.2443093094595028,-0.626956480459663,-0.40037430359300785,0.27832413620086527,-1.0412038945230844,-0.4789330200121853,-0.3625084484787653,-0.1858780657393453,0.44130386936099164,-0.37963565030201707,-0.0745396455169125,0.3394237569079195,-0.10115067941955935,0.2242336363560007,0.21589210515605473,-0.02059918151442197,-0.2397818278391366,0.4297973657583931,0.22444790235551793,0.03610587911193974,-1.0826510123969246,0.40043762081751666,-0.10151518917157176,0.04103222733525236,0.13282412263366972,-0.38159476150257987;-0.4532184869948672,4.200621148946894,0.388439244199418,-1.0808958352987013,-1.205185917676694,-0.8478670202895593,2.305976838402966,0.3517380360626543,0.5962434588978827,2.3543697961444305,-1.091008370884019,2.2689328077131226,4.18974712096405,1.377728422068568,0.8159724222851317,1.439467594776989,1.2879419805603813,1.7030111910999768,0.5512648884131739,-0.8023507091623152,-0.0753008860037383,-0.5932144124241763,2.3788076466910795,0.681570085625296,1.7760724815162288,-1.5049296155498286,-0.17427137126849068,-0.6383804223919753,-1.65157503612582,-1.3780717706943175,-2.7047282042677505,1.048990049112076,1.6266736251640275,-0.09578581247661333,-1.7635957164311709,1.6632615923429537,0.2082878769743406,-1.2460468202000712,-0.9539456451204789,-1.5787235267285453,0.9424159704274331,-2.1688467595852323,0.7417850032281521,-1.8978494208306156,1.1257099459103674,0.18661967888849063,-0.3907546477977917,-0.7586931874911205,-0.10116754322582722,0.42723264805178296,-1.2657016117019406,0.5362448928271739,-0.22782685331158348,0.038408121991931665,-0.5292793657808943,-0.9568567129150995,0.5326626110194184,-1.2800656202638532,0.9054413698585897,-0.9098666609527939,0.9905458038697219,-0.631858225681615,-1.467018261791754,0.5205135695345149,-0.5980980490243866,-1.4465523579400248,0.5468474821048268,-0.1845560871526768,0.17972452884015233,0.436166354057244,1.07128356274972,-0.2619523924249947,0.1557800252573731,-0.29469001885973967,0.6616439167025767,-1.492041240569618,-1.1718132899432394,0.8068462362446667,-2.6094707055310113,-0.4899737822463255,-1.190420833641797,-1.2285218576525896,1.1062442817243525,-1.531789853556207,0.3406484162219847,0.6348354324012231,-0.25837703893409447,0.3288565205982916,1.3166630015999985,-0.033804242948749064,-1.196889221438859,1.3906947407915329,0.9687574376664436,-0.3691037665228265,-2.785240303514369,1.6052964380795967,-0.5295259900293292,-0.12480402388150758,-0.10724299048395025,-1.3832378009936175;0.010794552922575917,-1.7596062138137611,0.12020209965880468,0.38176458455033924,0.5362284453383594,0.07314352960000292,-0.76700417944366,0.23129336704703718,0.30553916294016403,-0.5979417301290795,0.1733073013089026,-1.3374037875830282,-2.4722308445468215,-0.5067127623898955,-0.2742137217548404,-0.7176759575841274,-0.5048698812009036,-0.3430116230644842,-0.020793669901657097,0.6973252312819014,0.21383405896636987,0.22170627820694477,-1.0173861279477734,0.09338431325910079,-0.5787954929390651,0.1369628598864594,0.19157856854202038,0.3144089369619607,-0.18504889484161424,0.0082995910177317,0.25676756888026375,0.07554597403245111,-0.15042191134691762,0.22619010203646184,-0.17499133704255598,-0.40938564918774034,-0.03451743052404055,-0.16115516947174058,-0.028887232002183794,0.32016087054654463,-0.11934718381652942,0.5803748422504498,-0.15355746388601688,0.6166547784386793,-0.36114644194690726,-0.021002981512012298,0.3155699720907492,0.21459535857234613,0.37930436409346413,-0.3343885925264871,0.47737969765024957,0.4660799189917597,-0.2471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k{234}	=[0.1426754987907771;0.4310526363635456;-0.08122488666589171];
x_a{234}	=[13.166927477722522,10.991301517919434,35.30558519298928];
std_x_a{234}	=[0.37279810325040186,1.2166007799618666,0.48607244917156306];
pred_a{234}	=[13.166927477722522];
% Application starting next step
% ========================================================================
%
%  forecast from 23.4 to 23.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.5
%
% ========================================================================
%
x_f{235}	=[8.225900848633945,2.3275458193698753,33.025672659983805];
std_x_f{235}	=[0.6109378420664917,0.37038928809418964,0.8723166914311858];
pred_f{235}	=[8.225900848633945];
obs{235}	=[8.073942186431788];
sqrt_r{235}	=[1.0];
hpht_plus_r{235}	=[1.3734880891640595];
xi{235}	=[-0.15511668905894105,1.9464512851839348,0.1072246380372075,-0.31288278574832074,-0.5590973758816649,-0.30987516614323507,1.1355996149646135,0.25422597826875837,0.11190279861912522,0.960707222248768,-0.42836208836350753,1.3951217491433905,2.2267863258275025,0.46143828281573995,0.6514144138299738,1.0501859674950484,0.8032825202813729,0.9043085138062334,0.23821892943681355,-0.3731255335933321,-0.0726701067819775,-0.26560420439553045,1.429443084060802,0.28321113051677216,0.6791581067365762,-0.38246200643119277,-0.3874336203116968,-0.24491363049938197,-0.4713651612862728,-0.402312328766552,-0.7289979351805433,0.8854334022003751,0.05674799719031931,-0.1106918590933752,-0.19807359429290905,0.7439431662900979,0.014587007476416503,-0.2663651930797224,-0.8050699322031623,-0.6334106136826714,0.42342965217398465,-0.45347791803765425,0.3746827180061043,-0.8634040750323715,0.47885287155763123,0.62065981067901,-0.15458958500178177,-0.3210015856206496,-0.15981135398080326,0.2933831124232178,-0.6552926992271324,-0.1388893847487669,-0.024410293211518663,-0.2944885054602384,-0.400938797526031,-0.3995250491986839,0.01033291088495325,-0.6001112070458419,0.292827833118146,-0.38102396508839664,0.4184616691830172,-0.29932468719753835,-0.625136872027257,0.31983522526871155,-0.151055346252285,-0.7094965880745718,0.2305299161839951,-0.5189517553931671,-0.07122597252134,0.1551316161745575,0.47940300736782326,-0.21466289379013404,-0.11724802104823695,-0.08025708775720908,0.015874778441434145,-0.6374054038749062,-0.540108322099079,0.25939053410560753,-1.1326734807830734,0.14039497085015462,-0.8229724455025353,-0.005463045333939931,0.1686548547857214,-0.9678427757149395,0.2704277622825675,0.23782446733296325,-0.05380106463255707,-0.23370121421988088,0.6903776054167334,0.019756782477287516,-0.501438779986759,0.34468923376340044,-0.6402003047693592,-0.2537319806777045,-1.2839586529320561,0.675632577018149,-0.39800203461128447,-0.20096095869932817,-0.2841747318198662,-0.5613573802324643;0.04404971997003981,1.0528011518731217,-0.07452083832431411,-0.20874431112044167,-0.4190783099290072,-0.00939324752674997,0.5341527274220104,-0.12891313973606167,-0.25973578069276115,0.3704267545305293,-0.09903304289948744,1.044467232260582,1.6681761610285912,0.3699588455450997,0.3020554294338669,0.6254242455649126,0.4483549180858528,0.24565441339860872,0.04971106397593017,-0.5195817297743934,-0.1347101941546458,-0.13937647113388296,0.7414254538145015,-0.0541093788417335,0.4107065707483768,0.004562775495964733,-0.23341268470491183,-0.2025412170223242,0.22506024829779747,0.07122724784737278,-0.0764810826680642,-0.014994012642496557,-0.05868174849382335,-0.1565504909069686,0.3656976413981359,0.2919750820637228,0.048950765002662155,0.2437539548459653,-0.16142783850112563,-0.2415130938325709,0.1146648443100533,-0.26963947921803166,0.16377681126639665,-0.5180960323669632,0.29659656065026496,0.18280914845298613,-0.2042712328245111,-0.14259824357361683,-0.29821777280374073,0.3387876063903512,-0.40806109360472287,-0.452973488951006,0.26264026462744594,-0.1868972235145714,-0.5325356695750207,-0.010564474661013623,-0.2026177114739771,-0.4337049931606556,-0.07064324557973789,-0.1395310522403057,0.13545655897237463,-0.21074594846477934,-0.2292986305465985,0.047814290647873126,-0.00987112186106831,-0.3960156018647394,0.01324638062252026,-0.551978882657796,-0.37702193608633583,-0.06353257434449366,-0.015595994515594125,-0.16224973213830785,-0.08243448108534901,0.19104243736851512,-0.017198322065556493,0.008047632153858952,-0.14475873853477417,0.08389341362431146,-0.2004977966938455,0.6558138876349124,-0.36105561252102225,-0.35617104879642913,-0.05382911711839089,-0.5985431710613143,0.4708242173516002,-0.13368245650989774,0.051269721330469586,-0.25472459354146704,0.6391656473911311,0.058676839437360684,-0.42786937455292184,0.19816922049852703,-0.05873272520206463,-0.33242695202322814,-0.33303613090792017,0.46230293796180844,-0.23600178023011598,-0.18356177704593968,-0.37048148367793,-0.3091245127948552;-0.33236150553553756,2.694271542165666,0.253281746995377,-0.3743184009755822,-0.6465008826454266,-0.5686087529755355,1.6257683467068063,0.5684649878701009,0.4213011128613573,1.423735083750394,-0.6945499534727233,1.6669469604668024,2.7057969609152934,0.5148978948297511,0.9254718963500963,1.3710500575907432,1.069680294947453,1.4299294972357899,0.3933278521423631,-0.21937284757453313,-0.025026025967115118,-0.3557082800323741,1.9754311409718923,0.5577575074220533,0.8713589829533248,-0.7142997064099461,-0.508648778388455,-0.2809108376609828,-1.0698377522962588,-0.8175590008546436,-1.2549025809925745,1.6092286510219154,0.15311350469708884,-0.06410684336352546,-0.6868654758001682,1.0940574576432098,-0.010353861074563042,-0.7100192735451003,-1.3340692297441805,-0.9482587253698114,0.6584317570815656,-0.5920400351721895,0.522962994904006,-1.099133274498552,0.609398633120783,0.9514464847401953,-0.11471960947345394,-0.4750464967796688,-0.04250598446498799,0.21979421219004536,-0.8258286563112662,0.14316572752636603,-0.283074912871065,-0.3701722549023927,-0.2577304677851373,-0.7112070474648533,0.1836427530715099,-0.6967544274532571,0.5908348738546891,-0.5766094637221855,0.6435845269643536,-0.357489566573868,-0.9461567109921134,0.5386245845847029,-0.2638905985163049,-0.9303719867932259,0.4040125863294719,-0.4460198703654257,0.1900920331760716,0.3386694060014932,0.8757375990106837,-0.23806216991733464,-0.14545907700708227,-0.3115837794295899,0.05005268940143992,-1.1925771904988167,-0.8602469978674705,0.3914279544348034,-1.9016365499937287,-0.33096405870963963,-1.1766052205417878,0.28761770804867837,0.3510809408089841,-1.2184348190273262,0.08236407922507283,0.5462851829507827,-0.14667847869963424,-0.20469964584679445,0.7105575510224114,-0.0336388006494488,-0.533420681268197,0.4600768661565482,-1.1110119064719228,-0.17477735051633658,-2.0421619710936625,0.8316210934020987,-0.5256720147542282,-0.2082055265105751,-0.1963402569304762,-0.7491471429920722];
k{235}	=[0.27192670406874375;0.13550843029819787;0.37986176389634296];
x_a{235}	=[8.18820031413193,2.308758623499333,32.973007764181034];
std_x_a{235}	=[0.5475509359964517,0.3504934056880037,0.7811668893740846];
pred_a{235}	=[8.18820031413193];
% Application starting next step
% ========================================================================
%
%  forecast from 23.5 to 23.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.6
%
% ========================================================================
%
x_f{236}	=[3.7769325909413274,1.0947577767783607,25.915971065746653];
std_x_f{236}	=[0.20831368073498585,0.32307029697513234,0.6185496269678344];
pred_f{236}	=[3.7769325909413274];
obs{236}	=[3.6830756420937005];
sqrt_r{236}	=[1.0];
hpht_plus_r{236}	=[1.043401120341053];
xi{236}	=[0.02542725328917017,0.43775982559237736,0.024906869048164637,0.07366639495116756,-0.19148773037640465,0.05241668079143125,0.1713271933511229,-0.21987508455774263,-0.2146375586101521,0.05286599101589262,-0.03564431500895804,0.5192538569281266,0.8335743810051728,0.20801457486515718,0.10228197218926516,0.2607943313554646,0.35934139100926554,0.03292084536948048,-0.02206400450621393,-0.308040442893847,0.0020330868296660753,-0.06367559648257837,0.3267393781047083,-0.1573875705809984,0.19136784516469207,0.06604180616401534,0.002482825177518855,0.08204827924765645,0.21324536444934372,0.17442588848916252,0.06198971304126344,-0.19027882665142748,-0.06509617012057722,-0.0851483512924478,0.08622335492932187,0.06583040629044001,0.12693314829845548,0.49164064190342405,-0.3552727028277647,-0.21484846448503347,0.026284534794044134,-0.0428060243313495,0.030972709648125374,-0.19726594802994413,0.14654552353855665,0.04315368514255136,-0.059089205638278575,-0.07327245307482588,-0.16501129846772944,0.0963149450099916,-0.22734659190722617,-0.31580390455137275,0.2371199858025408,-0.07524124680442146,-0.35213909430401324,0.05204390482760557,-0.19801333594708215,-0.23667873689028784,-0.08130678742033925,-0.014602707242442836,0.08202855480170035,-0.16709273604954333,-0.06674671823341916,-0.0917730541509183,0.027494565326322995,-0.2229622145215302,0.0100011503353028,-0.2621607057450648,-0.26058051805537863,-0.07650739998691058,-0.0820266371506535,-0.010628500861984413,-0.07006394076594935,0.1797289444732142,0.07185652364293738,0.06715394701859267,0.011531968216197619,0.08287204462709052,0.20915130856556807,0.3902932335340834,-0.14329838755641688,-0.3587343325919017,-0.020142903843079374,-0.4305423475442347,0.1508431573858564,-0.1581897866492934,0.045162228077897826,-0.11225376667676512,0.32672489749603617,0.05119768447247042,-0.3060169943586657,0.10453778182997064,0.04402467692727541,-0.2015907407064894,-0.1352217994151319,0.2267566468344615,-0.059528561405077784,0.05175866854936029,-0.18500312785387107,-0.22800724260301175;0.2488453871297025,-0.7980802768239317,-0.28103181903030405,-0.1979630117172998,-0.022272599013693828,0.2743648708690598,-0.33639713320648357,-0.20502195198386552,-0.33122074803215584,-0.28660910446420373,0.3103375699433992,-0.1355767536859459,-0.6465369307679292,0.04080798299763022,-0.17257252421888192,-0.15263080561420694,-0.5788314056173608,-0.48307704025551956,-0.0812760951111271,-0.2599108698908834,-0.16540977685722102,0.0898519191382352,-0.5452666255242838,-0.14984974485363223,-0.09178965262900474,0.36571082258441234,-0.038975827591397394,-0.27213430119889437,0.7263471051309396,0.39705896351721215,0.524738462547258,-0.6675352836341669,-0.054109694831253385,-0.06515536410787415,0.8395965033022719,-0.226423622823393,-0.0702674667748151,0.07531408317189503,0.7237189429117505,0.3915915212793861,-0.20239542828453494,0.0019192403816612469,-0.04479491112340073,0.06710664290763502,-0.04308478779317593,-0.299636572948039,-0.13942631419510454,0.17055447608688667,-0.19451760897539172,0.3334374696353528,0.11539309200578374,-0.3549751240380651,0.30441957904061834,0.044415312591063794,-0.21787270237578948,0.3409302976439428,-0.1306025281006994,0.029748949599075925,-0.30963520195694416,0.15688389021359184,-0.24131038790513892,0.1000215440894221,0.2826212607586014,-0.06844360630213475,0.13454144806970114,0.1814493068670815,-0.2062917533498715,-0.24171544099635545,-0.3199782758777697,-0.15039098277509544,-0.3884384134147659,-0.0656787821402216,0.08310252246502525,0.2863533502430846,-0.12604139028505446,0.6097253790494046,0.2835934157625819,-0.18038062986176007,0.523107343773382,0.7687249363054474,0.2821679086371074,-0.22862585995781182,-0.23678914812917728,0.19513429851170616,0.5373416848717427,-0.27176313364632954,0.14001531062511474,-0.10735978656260103,0.18697492203455357,0.07854566377000727,0.019661947559998172,-0.06358652848645918,0.5015765918708885,-0.13105656454908654,0.7140317447880375,-0.04045168465508975,0.035606727999266674,-0.21571269014553418,-0.20180680752781766,0.2212990839379978;-0.27962425322680673,1.8831491090207884,0.43459020064863196,0.4363668328841577,-0.35330217477218184,-0.24795207278559417,0.8176153444373355,-0.158385480517655,0.02027357465011903,0.5173498033453932,-0.49678958546476437,1.235278697966045,2.426565911985943,0.39259728173553654,0.4575067316708221,0.7404890168979676,1.4570323930212972,0.7187787575374571,0.08221346099457705,-0.2668522019857562,0.2421973407202671,-0.23051019901818037,1.3607075288755368,-0.10286518795162891,0.5190006942453032,-0.3476163291861525,0.06191748339233172,0.5480863637075437,-0.5367741828062051,-0.1739983008038628,-0.5815829598209596,0.5185075559479912,-0.049626847997849666,-0.06840873149132065,-1.0004667249328243,0.4454393375241672,0.3750561003325217,0.9093837178556896,-1.8710087716225132,-1.0180450024280745,0.3404025159650814,-0.07523724443240454,0.129009150488951,-0.4734800660733889,0.36953845547716213,0.49051610805716805,0.07476036920664697,-0.383843392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k{236}	=[0.041595815353223424;-0.001839682491821266;0.08701803818997338];
x_a{236}	=[3.7708272770671556,1.095027800071473,25.90319880893782];
std_x_a{236}	=[0.19518159546453837,0.3229591452373867,0.5961314984205874];
pred_a{236}	=[3.7708272770671556];
% Application starting next step
% ========================================================================
%
%  forecast from 23.6 to 23.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.7
%
% ========================================================================
%
x_f{237}	=[2.492528147986933,2.3495047940743032,20.258407427439963];
std_x_f{237}	=[0.2561090346777267,0.468366758364643,0.3794821154153012];
pred_f{237}	=[2.492528147986933];
obs{237}	=[2.433918208571388];
sqrt_r{237}	=[1.0];
hpht_plus_r{237}	=[1.0660340346818602];
xi{237}	=[0.20923075011102332,-0.5057140323186455,-0.20491158797463793,-0.1366994434707629,-0.06526493220403884,0.2239471702572744,-0.2242716744428579,-0.21763456764640576,-0.3440717629009571,-0.23235560461757565,0.23560019179655134,0.010401754339259384,-0.31154299650569106,0.06415875397665571,-0.11635744039544971,-0.07694585860987413,-0.3643235486211047,-0.38401589631882693,-0.07472463227062986,-0.27671390984733657,-0.12354582835031369,0.050578550321922044,-0.34860156608221526,-0.15326698268370098,-0.029423938598680976,0.3202632070757381,-0.0308256774378739,-0.1851911254717855,0.6229167785703509,0.3675442410997172,0.42202580958091707,-0.5615110152779741,-0.057930601978742224,-0.07259070169298543,0.6758393428507623,-0.15849562151544694,-0.019530374843237386,0.1709831157011883,0.49164269109159786,0.25690184053049325,-0.15307487606597192,0.002193945106612638,-0.014443012702266333,0.013682909364788554,-0.007794230676116509,-0.21705860486979267,-0.1199632873809704,0.12458624849037303,-0.1841937614357274,0.2881012009943831,0.03127819125486209,-0.3591158826827505,0.30087876913655265,0.01495592538784729,-0.2595493503590638,0.2781930997078943,-0.14867264359976007,-0.040287638305809725,-0.26569172649648554,0.11983135626187469,-0.1633733652032312,0.0630468099158561,0.19523764221633266,-0.0745137512647549,0.12018602989214244,0.08126036288449567,-0.15078433504157607,-0.25760063846630965,-0.3124523991230199,-0.14314797572933458,-0.31036570144242326,-0.04422401506948326,0.0404043370118945,0.2666544119125014,-0.08168633608556419,0.4695987229609777,0.2199819509882408,-0.12208093916419438,0.4614799003772392,0.6750946048724678,0.18710867144036047,-0.26443304084044295,-0.18779136829228316,0.0653827959841311,0.4578374097177207,-0.24401730662896304,0.11975208861645736,-0.12089280443024997,0.21983543769167602,0.07600932411754657,-0.07135402513420619,-0.028026435503564873,0.39897374626545146,-0.12024380347677521,0.5324269844468974,0.021699442786892398,0.018096193751516942,-0.1515357376958728,-0.2126101538822227,0.12163775826747436;0.33173231127693814,-1.2156750511735388,-0.4106473955269063,-0.3086469367521212,0.010837540899222287,0.37317152589863767,-0.5218157181377909,-0.25538641179647215,-0.3924437131925955,-0.39295258592584004,0.45468140918821787,-0.33513710967535326,-1.1320738565638104,0.03953573138163602,-0.2657217951374613,-0.2596534799912291,-0.8795095547717209,-0.6584556290221311,-0.11489552708799167,-0.30657781985512766,-0.24251792512165293,0.13811950600089107,-0.8261660819627166,-0.18124651742078246,-0.18695755477663267,0.48346964344626775,-0.05582949979112506,-0.4234302478969243,0.9947923406807981,0.4914489884342066,0.7501919601811844,-0.9011131252486628,-0.06199874705202335,-0.08274315587862802,1.2217948200622044,-0.33787730232431645,-0.13174132247350911,-0.037869282978503005,1.1741230291656195,0.6282882882336347,-0.3025142786718429,0.002816895757440374,-0.08702720495303495,0.12472709460407128,-0.09802075848744973,-0.43709891824482816,-0.19679225374543874,0.2563301775827229,-0.24909985603044982,0.45359426364433153,0.20596618367564812,-0.43686475390440727,0.3501928598218953,0.07320171637266748,-0.2433809421645683,0.48081908758805714,-0.14298174241820893,0.1022960432517066,-0.4041890755446722,0.21714854738650446,-0.36101196703566285,0.15203264429987096,0.42918930031245495,-0.0762461746699481,0.17947699172021903,0.32183818974624856,-0.31451776561589684,-0.28820944088282685,-0.39761008235402917,-0.19683983414569406,-0.5400173948876092,-0.09882670562515505,0.1486647922236699,0.35270925066235703,-0.19562205090903406,0.9125863660317783,0.41218884837933967,-0.2822208981056673,0.6898421927098464,1.0273674227923784,0.44589437943146715,-0.24965674486013123,-0.3416581632611848,0.365264892954166,0.7351571961767998,-0.35817924520032185,0.19082917283600676,-0.11678016120034274,0.16859972374185084,0.09739104806100851,0.10972165465431072,-0.12977254684846296,0.7162241522467134,-0.17856018595286294,1.086921142182978,-0.12464805940665391,0.05294217145697244,-0.3213186409407949,-0.23541305616911323,0.37004075261695224;-0.05339204497613892,1.1494387621389066,0.22883361854707474,0.2617338544163026,-0.28471352860493937,-0.09875608523305601,0.492600526919162,-0.17322577529727212,-0.30607392744184025,0.12367369626358027,-0.2429210648296909,0.8446581650330494,1.575405355975903,0.13732231164264164,0.22838791200654285,0.35309262518361706,0.818415758412602,0.21974052603297523,0.010289339139969655,-0.2779857068991731,0.14790507356671867,-0.15116217077170546,0.7536248586159289,-0.1323313260601786,0.32299271841757715,0.014774837409035513,0.03111482161964574,0.3623402605926245,-0.1196033608875453,0.15400433122652046,-0.26953746269313683,0.19021094583107612,-0.06276635759139637,-0.061964652670909004,-0.4800438759860839,0.24611151308702262,0.2501976787801752,0.704395033790842,-1.1271766687344176,-0.618924903182613,0.18478633638573072,-0.019576366233600595,0.15111846905972115,-0.23444926829503387,0.22373570338535487,0.2926802283028458,0.04828662311046372,-0.16805145516299191,-0.0730006910661487,-0.06261190081961132,-0.39226488280846183,-0.25184863075138963,0.2522521213996143,-0.13039764900945272,-0.3890453098276758,-0.14759968455749117,-0.21383826138163897,-0.3917217232880752,0.004299804393784967,-0.10541532978990276,0.2892515181935451,-0.1648142726587416,-0.3308549241250631,-0.10152267881690591,0.007047952803784341,-0.50572510979746,0.23877927782774222,-0.24166255958804328,-0.17599902164232617,-0.04878997994213563,0.19650598999888302,0.07456683498887529,-0.22718364684638104,0.11407405870432186,0.20157714656290082,-0.49263062784526923,-0.1934528612730375,0.2516057643155776,0.033055128451785265,0.009971966026164125,-0.4171849887358263,-0.37390932920951414,0.15554513647385448,-0.7277638309890087,-0.10274984435723766,-0.017448362984183063,-0.030984225039631497,-0.1257247389263334,0.39915786655615193,0.05131111077214712,-0.5688240603992867,0.21593991734541262,-0.25895683010398685,-0.016710314944546667,-0.7055053887717513,0.38589772247150833,-0.06936952123075457,0.22752989919608524,-0.21261359316240558,-0.47946032513463166];
k{237}	=[0.06194364582512322;0.1080463976586962;-0.036667934308038864];
x_a{237}	=[2.4819054912568737,2.330976020413032,20.264695576514267];
std_x_a{237}	=[0.24734543638917336,0.45324745398991584,0.3766762353514919];
pred_a{237}	=[2.4819054912568737];
% Application starting next step
% ========================================================================
%
%  forecast from 23.7 to 23.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.8
%
% ========================================================================
%
x_f{238}	=[3.1661381731610736,4.664555599770429,16.365150598007162];
std_x_f{238}	=[0.4761755661810857,0.7690601049164555,0.2513384596237949];
pred_f{238}	=[3.1661381731610736];
obs{238}	=[3.1234042241758466];
sqrt_r{238}	=[1.0];
hpht_plus_r{238}	=[1.227223508535953];
xi{238}	=[0.21806772365363214,-1.1768400328300563,-0.32038874321020483,-0.33846704857799637,-0.006553992301221445,0.40307389695812335,-0.4703923720746359,-0.23134806534724506,-0.5678208162488514,-0.372462658699412,0.6037395299176276,-0.41931110732667465,-1.0415399270366419,-0.064608171736936,-0.21222215577282277,-0.24775268773003578,-0.8813124930268033,-0.3968472327773025,-0.3563973043760371,-0.40152783403328307,-0.21155754208470512,0.15949203258391442,-0.7754904744003341,-0.1699428500002238,-0.11616574431739801,0.5635537471738155,0.24194289830270677,-0.3843759386805683,1.0212922645290443,0.4303325300342622,0.7923473837736092,-0.8623323084096288,-0.06792889310661687,-0.07859418160601228,1.2347319942195258,-0.43782311722784417,-0.16124409407960671,-0.012932042129029764,1.2126966884666914,0.5280573535999129,-0.508204737135515,-0.023581484288085708,-0.20704748431677444,0.12136780328545305,0.05992118934578494,-0.3400776489162829,-0.1740999752057535,0.3232661575088165,-0.1725146276537135,0.4461005709989885,0.20889599817597349,-0.21992699474672772,0.35881091141640375,-0.10325095929476324,-0.4771442740305707,0.6316217851378503,-0.18503351445227612,0.07121524982481775,-0.4436342016851169,0.21859696250016336,-0.4504551373724195,0.16673544747488345,0.2932815748332884,0.00431551261586316,0.3303176642040837,0.2758793246166582,-0.33836144116637135,-0.3303869555432133,-0.38985325629267775,-0.19775739082587673,-0.5121600468426188,-0.10893822382448537,0.14385285943671366,0.41418535093535525,-0.24773719879933642,0.8495499510942381,0.19284625906164266,-0.008497908332146586,0.817138048943109,1.0381890192095855,0.3442154779386515,-0.3517730158986754,-0.32608474292247225,0.4017489108601797,0.7301540885773652,-0.3897530725826259,0.054006566249899635,-0.22821965025232904,0.22652242661329725,0.10041492900227178,0.05023938999020228,-0.31353718826641463,0.7309677813490927,-0.20301452012524734,1.2184113387669169,-0.14756827481450374,0.06015633353970706,-0.3341693840097584,-0.1364593262274072,0.36116953825210185;0.34029045670422065,-1.988458501304076,-0.5306115527870103,-0.5623451841619307,0.04374819189653856,0.6378631524357266,-0.8023887343520064,-0.31178111602747194,-0.81931723920261,-0.5832447186665801,0.9729340963634963,-0.8032132754698047,-1.8562447424266337,-0.1356579817708674,-0.3594493522005653,-0.44351069207705063,-1.5002204379352437,-0.6313810339957815,-0.5577810929257465,-0.5699566820218873,-0.34783361482383945,0.27334073986286267,-1.3150800299561447,-0.23097780386551037,-0.2352525699649881,0.8505617188372927,0.3820567205858536,-0.6575904807014519,1.5495445710724276,0.6174192077873029,1.2546045137900927,-1.345567386000961,-0.08893311129398906,-0.1024311454068263,1.9578561288877951,-0.7269471880461351,-0.29640143899305027,-0.16083018682206518,2.072584051214319,0.9195953033387951,-0.8221677407669574,-0.030915755899574293,-0.3497797824443625,0.2307855675979793,0.060102925159061016,-0.5629815690619502,-0.2682079988971253,0.529751081082459,-0.2385578546773628,0.6915718478660668,0.39996646491080856,-0.26431872538716483,0.4854306844448395,-0.13816193736531268,-0.6714238207376804,0.988211966581181,-0.23598192142694963,0.18393760574983364,-0.681171221526641,0.3527535818325154,-0.7420824061010052,0.2868018221340405,0.5032087728957384,0.036190718195538096,0.49820076908298727,0.5172853633982148,-0.5591857383793144,-0.45592375405155305,-0.5631136654379851,-0.29046205098260014,-0.8155430999340618,-0.17813693102286887,0.26525257635860555,0.607021697044396,-0.4175186928390211,1.3836544187835154,0.31479194761723583,-0.0396937940782891,1.2267400643093644,1.5581278878989089,0.6060496012531402,-0.4764120971537311,-0.5241957922408274,0.7572594736747504,1.1147240630300264,-0.5883977715164264,0.08219995416859316,-0.3288264279443798,0.2684489844811422,0.14269682755067148,0.18365423901540723,-0.5297505292010305,1.1620130121719692,-0.30805196029501936,1.9907246039561404,-0.30077216447391386,0.10328802208572885,-0.5478017108686277,-0.15527829040257135,0.6449771012069201;0.09325911374257956,0.3373897016222571,-0.041002980791112975,0.015051756688979623,-0.2352611938977951,0.13338449557702958,0.10708600499938825,-0.28369069219134957,-0.504095734448093,-0.12222233146735562,0.11948924443450792,0.44830347855563346,0.704031757985085,0.08187119786982677,0.03163173342551673,0.12671423064712073,0.20070367876766326,-0.12757843352143183,-0.13496576033827523,-0.415460580876605,-0.023810014299332494,-0.052624690332692126,0.1780440998631505,-0.2205264056354821,0.15300047608270617,0.3116891944755089,0.06090992878392143,0.04521498085878406,0.5343118798566664,0.3727973284147872,0.25112655962640673,-0.2968621631302675,-0.10153877698103742,-0.11050864240180047,0.41272810189027354,-0.031266644644311725,0.0989655077348246,0.520827033113406,-0.11003568924215301,-0.15992753441412333,-0.08019875419755707,-0.037760184088522664,0.018574436652187387,-0.1357255053592752,0.1475887217095675,0.0026838134639390887,-0.08291775861140138,0.019519763167281212,-0.19696225466513084,0.1994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k{238}	=[0.18515250641427572;0.2981896080932557;0.03362140864774477];
x_a{238}	=[3.1349267214185415,4.614289304469499,16.35948298381253];
std_x_a{238}	=[0.43407745613025245,0.7021328893247991,0.24791820143738952];
pred_a{238}	=[3.1349267214185415];
% Application starting next step
% ========================================================================
%
%  forecast from 23.8 to 23.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 23.9
%
% ========================================================================
%
x_f{239}	=[5.602284736581108,9.214400117021883,15.184725227971253];
std_x_f{239}	=[0.7781986527822793,1.1867572013355845,0.8065243114406415];
pred_f{239}	=[5.602284736581108];
obs{239}	=[5.621477445862558];
sqrt_r{239}	=[1.0];
hpht_plus_r{239}	=[1.6064966833423422];
xi{239}	=[0.2990827224507999,-1.7807744123193188,-0.3833043474061961,-0.8592145467439263,0.2314890270072878,0.3629482865620757,-1.0536323956309905,-0.24057527920502064,-1.6541864846023513,-0.2770249573698207,1.0227634489307507,-0.6777569120576681,-1.8857670555907884,-0.10591326663187317,3.4181339278394063E-4,-0.3465217477210478,-2.1211823636410494,-0.5223453918003047,0.010769928881026125,-0.8250476445920132,-0.25141587234841367,0.10907398149480052,-1.216302308781895,-0.4390946567759455,-0.56264038140149,0.7900777009562132,0.8522588637370738,-0.7338596876087324,1.486304323069466,0.46625202493741824,1.0799406195375303,-1.253079954150662,0.30679518744867984,-0.024015749729102254,1.2221733280691138,-0.28536806504790135,-0.49083972930407693,-0.11636694741572029,1.9503428357756123,0.9002539234244242,-0.48362373979654905,-0.12562399768260857,-0.2641752466040259,0.31701163860654535,-0.5051449545708753,-0.4589027167134816,-0.3659886632404534,0.783270299402643,0.10375586807273862,0.6637848894166041,0.873258929012068,-0.8562197725891743,0.5412888792038721,-0.054756415497460686,-0.5628542616857013,1.0510265959015683,0.3731810381897409,-0.052188992532871126,-0.7461854568895561,0.3639877599734458,-1.0069273934242817,0.25563221553690685,0.9329411256202418,-0.04496901055471536,0.724303899202023,0.4168883038630149,-0.3990788164354795,-0.17521330657373824,-0.46110652760092297,-0.17358282997553154,-0.8197695935387426,-0.14483791101269627,0.308338897115652,0.6297251013090852,0.42689917229014185,1.8201676530793982,0.2967767996152677,0.16196733354700754,1.0423090616945334,1.3296584359678842,0.26768261165898455,-0.36190848989315505,-0.8867744257997563,0.8060952816896627,0.008685030430259033,-0.48035067930320174,0.3074745364587459,-0.3155829824585794,0.2866856347481166,0.1619633965289431,0.15481819182120837,-0.8797997781676683,1.2741517854746451,-0.2670858167863521,1.8490210633192117,-0.4435786312526053,0.1878415247854548,-0.4587317937321531,-0.09626196279770305,0.1859933557757092;0.45988593730866256,-2.886331675002671,-0.5702304210019449,-1.3278389740185617,0.4277494452885158,0.561977508594028,-1.6595452301938547,-0.28816832269084713,-2.5217451539823683,-0.3918590939571427,1.5428125482435338,-1.138977695540902,-3.1103954815823,-0.1727134033388218,0.00728364234379697,-0.5427837354350409,-3.4137300466033995,-0.7721790853846162,0.058787439070384195,-1.1926574541891508,-0.36612307709658687,0.20065645857803815,-1.939519978783614,-0.6117119377201803,-0.8759046680985119,1.1445716236175976,1.2944146047890914,-1.1373923980251064,2.0924362722750107,0.651033978135704,1.5966849586899183,-1.9039257199945627,0.49837233383641255,0.004789510134461494,1.7813323314526048,-0.4266365604633844,-0.7656208055043017,-0.2792922096144057,2.948213583750439,1.4351379184391106,-0.7279146493282749,-0.16538219788143316,-0.4015412338009856,0.542838018748057,-0.7896771940046996,-0.6989966041561004,-0.5319699009369643,1.200077123056328,0.21854532018366335,0.9851871381895219,1.3942001098407104,-1.2416143802126767,0.7474183719558116,-0.03452633242236658,-0.7633077459047648,1.550013368124965,0.6430927221929039,0.008956781157667848,-1.1025819769034992,0.5786590737933395,-1.558233538801499,0.4268143459789151,1.4458752869803604,-0.01450750548692703,1.0827159655258818,0.7258287946255084,-0.6084646230016375,-0.1717881299212447,-0.629036844778172,-0.2164583095794228,-1.247561101913166,-0.2021153263203086,0.5221818847667894,0.9006587750245423,0.6537019202339156,2.6612469822867766,0.4761260229152331,0.24138714205382783,1.4740293367912418,1.8412042598247318,0.4774345011457175,-0.44281148209999976,-1.3593593565034103,1.3338114613315142,-0.028291593939925974,-0.681865834182096,0.4838424884035035,-0.42310226951734187,0.36024756494709287,0.24620755496965785,0.35253449119425007,-1.36154601578109,1.8777237178213895,-0.3677688971677391,2.7074074009190703,-0.7105998883547819,0.31449448597930285,-0.6984004871572136,-0.06698963099452371,0.36109367376477053;0.30547584489641544,-1.1553747243524946,-0.4136452795360981,-0.8027967120238344,-0.0021030599800990757,0.3773038386997314,-0.8763558144080257,-0.4848607225022086,-1.8137599112268994,-0.3693115058686658,1.0943640059099664,-0.28328785606447404,-0.9586873494934629,-0.08570642829393371,0.0048233337906893325,-0.25290172696709945,-1.5410214243008458,-0.6048096340239013,-0.09552458526986563,-1.1061405438325558,-0.29094818343309825,-0.011547816259227517,-0.9068764838509722,-0.6387300850590325,-0.4536073412409518,0.9693976366142039,0.8990075969511437,-0.66354993140496,1.939702305065456,0.674989424404469,1.237978915182925,-1.2974855517707589,0.18893609049084503,-0.16030072434056564,1.4800456674288789,-0.29007738167239694,-0.4296498472553445,0.24771116410649086,1.99982540038879,0.7279145608748667,-0.5164507348802143,-0.20626511758790578,-0.27334313425893875,0.1524118895302724,-0.43343179495851736,-0.45020876908223073,-0.45163767422010537,0.7665832646020974,-0.08952174375206035,0.7549820269146519,0.7061324725567157,-1.1416225890997556,0.7823229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k{239}	=[0.37752750418414566;0.574771717504698;0.37565073075971267];
x_a{239}	=[5.582093190260487,9.18365923157869,15.164634058330774];
std_x_a{239}	=[0.581968901874663,0.8915565116290187,0.6139860393668595];
pred_a{239}	=[5.582093190260487];
% Application starting next step
% ========================================================================
%
%  forecast from 23.9 to 24.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.0
%
% ========================================================================
%
x_f{240}	=[10.414338987419065,16.09303437481559,20.8261843561747];
std_x_f{240}	=[0.7786596100431432,0.6874556836447595,1.83992164585961];
pred_f{240}	=[10.414338987419065];
obs{240}	=[10.558038541264642];
sqrt_r{240}	=[1.0];
hpht_plus_r{240}	=[1.6097971816717827];
xi{240}	=[0.5874971851549908,-1.8666932258620985,-0.16297747404465213,-0.50099988726517,0.05644790729637528,0.32055614939474,-0.5462902366175459,-0.05370890049586308,-1.5817375882356313,0.2557654243372891,0.9563493443960667,-0.9034257895251052,-1.372662012276205,1.032948106471549,-0.28767530177049316,-1.6309249877959662,-2.071521121789594,-0.4344327973455471,-0.03841775644048795,-0.45451618955091355,0.7076442934105351,0.19830843923597818,-0.9815312669399034,-0.22837027325583392,-0.6000536767178364,0.6373997222637477,1.103571544916372,-0.7402486126342094,1.0649740234596141,0.3239982760331106,0.8357490937257381,-1.242571715484571,0.5525343289157227,0.6973653937268995,0.24129372267069016,0.13076831962025892,0.08037017881767383,-0.10498864682380926,1.4356522810343044,1.0670909618902709,-0.4033240508697382,-0.08101791329468355,-0.4197991828404266,0.2831564072100967,-1.711602536593519,-0.7184143653000081,-1.3252931939806007,0.8022741579245647,0.08408339677789911,1.346836345653676,0.8212234174734139,-0.7058423621887293,0.3953109554297889,0.04374562543297067,-0.26460201233648206,0.7219824430207424,0.5996199084791467,0.2668170930858089,0.2245223576010602,0.4221230936018987,-2.2376038969090786,0.3235030023388905,0.6787968415910903,0.07518364328415927,0.2742668784910993,0.5317494504456359,-1.0600117144481729,-0.2534834512479076,-0.15905276459692352,0.04052507141914141,-0.5801151912791784,-0.08751421332549292,0.20196584645260351,1.2029578325681847,0.16380074122851518,0.3711583324012828,0.4656933131570806,0.13965722187569973,0.8285729915689579,0.7219518276172519,0.2529734461125024,-0.6434552430673008,-0.6750513492387142,1.0797955600600204,0.49224256979620584,-0.37779349739961887,0.0376935597781074,-0.24751153249647295,0.18251402335818234,0.12698114632626023,0.4850766613377022,-0.47257818872183677,-0.6439708708831269,-0.18732031960542983,1.31653969667747,-0.5961744353479013,0.5803549512301966,-0.8709916198411225,1.1423230450935193,0.512013814011187;0.49010997613224916,-2.0546731371728395,-0.03422690072413204,-0.3760984082378247,0.2562838571506809,0.3149433360285343,-0.47496208183347477,0.17409121412075024,-1.410091604705359,0.3256681922429969,0.647238503265708,-0.9215481799827572,-1.6380257470069335,0.7146070444711725,-0.15962394612380137,-1.5618645633343373,-2.278926322505642,-0.24764916200272147,0.11394501170591909,-0.16741822789255956,0.5903031805483643,0.29601118794420245,-0.9607125510882106,0.0036143460093676083,-0.4873870358797845,0.4026782295613067,0.7295948079621866,-0.6106462317558243,0.409491912443233,0.19696780039194905,0.5265266877342114,-1.0637624065294204,0.5398472307228381,0.6364332976988258,0.10483956554242013,0.18432338582223196,0.11106961708085805,-0.2041695992211956,0.8341982263905763,0.8626097824333847,-0.2325685296894573,0.052155146540616926,-0.26939016111546366,0.388121581227427,-1.64811867381378,-0.554401953857532,-1.1386814804080672,0.6281944437620162,0.2546488231766766,0.7889602807041065,0.7355807771841576,-0.4072523261465477,0.2234398078156552,0.19955881755679883,0.05391923399859877,0.4738827372873011,0.6388287706437268,0.45024687392190543,0.3262282394766096,0.42093336041508067,-2.286709755975478,0.3785251273629733,0.581084074134548,0.21751824393402686,0.24059292978714097,0.6234397282001858,-0.8948665243790028,0.03264253189020039,0.09249523523416059,0.19734603089631975,-0.4025555442381563,0.038032691053413004,0.32193697028330703,0.6722066719109137,0.189268660500165,0.17539377498739483,0.4599874702034725,0.1685231846559283,0.39781621417137814,0.23054059464620025,0.38230871497052377,-0.30121691689473273,-0.5061358710299295,0.9792331167414687,0.35410916400860515,-0.14945301053775495,0.13119949762971927,-0.024847261304930868,0.07563270121280752,0.17991947748720705,0.6649928041596702,-0.3581767200897996,-0.5851378949954817,-5.509674410433263E-4,0.6349977576954444,-0.5019437812689755,0.5408395274286484,-0.699652412879809,0.960508385244534,0.5922593245173395;1.4097364423769285,-3.5510871641113404,-0.5212351846393091,-1.208352686109535,-0.20370249337691249,0.7240238115546518,-1.1880245681994914,-0.47569468844009677,-3.756922378270481,0.444589408384207,2.475009315731832,-1.7666255894393537,-2.25829478209112,2.6133939955014327,-0.7732140691202964,-3.6238468702186886,-3.9962349111572983,-1.204484789060782,-0.29570495218193926,-1.465873498634064,1.669895021289161,0.27238656392482596,-2.036438453631561,-0.8479110107627612,-1.3948935720531779,1.7267281154651464,2.853939227922183,-1.7469069106290256,3.2343045297837882,0.9486112943773541,2.2365546825139617,-2.940842369750886,1.1778398071200193,1.535900675554398,0.8020111709873916,0.23466895726188142,0.19241869458949168,0.0501250668739992,3.800433223776537,2.4904578097499304,-1.0789127124919453,-0.3772783592541984,-1.099416469906032,0.43028873061734885,-3.796807661620516,-1.7586540697404622,-3.1671382982962513,1.9551366218756527,-0.09302238900031412,3.5930234096834646,1.8326988489957365,-2.0292256198691554,1.1717656845805635,-0.13171853177667003,-1.1015280375822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k{240}	=[0.37880373292647035;0.3216719284394678;0.8833048494925329];
x_a{240}	=[10.50921278817056,16.17359915228054,21.047413665733398];
std_x_a{240}	=[0.594487418741113,0.5433664609752927,1.409658915114065];
pred_a{240}	=[10.50921278817056];
% Application starting next step
% ========================================================================
%
%  forecast from 24.0 to 24.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.1
%
% ========================================================================
%
x_f{241}	=[14.23363402638961,14.01750506721205,34.8852801025682];
std_x_f{241}	=[0.21160682041622622,1.3152825958799008,1.061930420176741];
pred_f{241}	=[14.23363402638961];
obs{241}	=[14.375389352651757];
sqrt_r{241}	=[1.0];
hpht_plus_r{241}	=[1.0448718694366455];
xi{241}	=[-0.09668441450438614,-0.27559254364161134,0.16728216187050116,0.07905311299780493,0.20390403603177454,0.013793711410732712,0.06012945808789105,0.1899645867401425,0.16436563850455066,0.15386609719655908,-0.24453290454744803,-0.0028400283077090194,-0.36996136016652237,-0.02559742054126346,0.11760177094833502,0.03781887752027657,-0.31756248308252033,0.1436006869356401,0.15240301692175606,0.2617766507590744,-0.08075688971616657,0.10343501519833076,-0.07389204811501493,0.293645631818114,0.09144899847914445,-0.27579232072791804,-0.42632617750352964,0.14588582329498934,-0.6632450527960962,-0.043220334171708785,-0.31120618179010506,0.1860612408435518,-0.24259384265881145,-0.09257100627796788,-0.056830772963390785,0.08494124249535595,-0.05274946496770028,-0.10690304698381148,-0.40688586919376313,-0.3422560772304397,0.16568831636432435,0.09776765164470724,0.126214680390218,0.11457775539183146,0.02822859590016158,0.15787485057551187,0.181476680762799,-0.3745921191124886,0.049171774693769876,-0.36779195880538573,-0.1691300616078042,0.29449592402869484,-0.15116455757167557,0.09369822073820977,0.3210454707171664,-0.03397195253202945,-0.06318095221243247,0.2141012664878037,0.10031467573086239,-0.08728752363287029,-0.12043420288863516,0.12248697080932303,-0.18846363235354247,0.19283300043027296,-0.02005324323115154,0.18316994890989768,0.15581578938842,0.23874269211134802,0.2612964090005736,0.18789707732357286,0.14751891965381603,0.09926524465727127,0.07942424469385223,-0.4431453578202209,0.0221122342369231,-0.07168334607400162,0.06989990020050563,0.03230362826016275,-0.33913783747286885,-0.42251039311439875,0.06111438257754287,0.3346186872576382,0.13161896813701368,-0.06399165225409575,-0.11419282534613195,0.23976839652305237,0.09144128407156771,0.27213132736013357,-0.0804309242780672,0.10945910767856049,0.18245419546278718,0.1345947047987739,0.03733348451183005,0.1520555349549273,-0.5893910946683416,0.080444817838762,-0.0095917574389901,0.19579548610739472,-0.2435722748865885,0.050487848753597575;-0.9918349449299626,1.9373501028669473,0.8700344054085747,0.3502473373494439,0.22420780323775347,-0.31969368336639725,0.8241275826245058,0.02734232105405887,2.512454100876461,0.6567956814689815,-1.3067311320544874,2.218283058112956,0.7308397069053161,0.9521267061671885,0.46156594238784443,2.1895682191793533,1.5886888670641834,0.34726806443265623,0.3132553197759371,0.5989941935677141,-0.8753687181404466,-0.1554816999731088,0.27156955178574194,1.488132355282751,0.7761748062338167,-1.6950364286516884,-2.648092842580512,1.5766160090484505,-2.810029128164267,0.2637641080409434,-1.7280080046619624,2.604515152683245,-2.683842923119485,-1.4075341338619651,0.3005156727442042,0.2208893633724287,-0.8452230927211115,-0.021948623607118023,-1.613214337284477,-2.9435128913512916,0.827823545639994,-0.19484728836285825,0.4789643953564404,-0.18196387271291492,2.1971596568230076,1.226458508828566,2.260110395303247,-2.9763470804017036,-1.064619919587125,-1.3898234075288496,-2.01194449129018,1.2301549221589845,-0.6844368442419313,-0.4904980187685535,0.8141206007551656,0.8590629597804273,-1.699632773561273,0.24509242979959467,-0.2233275861198667,-1.433995183693531,2.5289408230851578,0.2793354591650896,-1.946278439152362,0.6212892682500772,-0.37863493066459064,0.2776958269418248,1.7004577215880783,0.2463080329355396,0.6631048247250462,0.5284926884624515,0.6742714991406409,-0.02994680506402503,-0.5151127274135021,-1.9597163930938404,-0.2579039167744277,0.45258471759617613,0.05483502335711421,-0.16536892143047766,-1.1598915095307056,-1.3075891026424138,-0.8307361970716851,1.1030735776762395,0.7141882753000157,-1.3904334638319327,-0.6735394165564035,0.9657257371093415,0.06834888475444068,1.3036656976953473,-0.24645643882512758,0.49996058783470865,-0.42772045846295015,1.234218797092531,0.7847252647534706,0.061002401997726,-2.4481280182524436,0.8785809851545299,-0.6535290827540319,2.052006869740545,-2.43808430899203,-0.9110276292236072;0.7729345304862818,-2.7517353045685695,-0.4345680438979258,-0.1276107252775418,0.31460021633794355,0.3745874612012372,-0.6571290972054626,0.4799729247434712,-2.200764460436197,-0.24446349182601068,0.7226928024243406,-2.2998455576982124,-1.6342129112181212,-1.0220023775432807,-0.13847434553305504,-2.1908789839700944,-2.4768986652185205,0.04042814640718717,0.10720497731887235,0.07970020654509113,0.6882994591241101,0.4356924842266636,-0.427148485596355,-0.745115779766266,-0.528703273145716,1.0144157120431885,1.5487384008329599,-1.2225614812220442,1.148152955056048,-0.33780422173182245,0.9675889917122475,-2.240640883697367,1.9980123199543627,1.1717302563911858,-0.4166875190752961,0.01668880981222287,0.7416455476366011,-0.20558474686036732,0.6004818250385497,1.988830437831993,-0.3867657314813471,0.44663335431206264,-0.13850569169451887,0.49232946280180556,-2.233682624253497,-0.830003183198329,-1.8767453400587542,1.9729439542204972,1.1855430102438547,0.4731345841308183,1.546336212770754,-0.4902880450454532,0.3284364027355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k{241}	=[0.04294485357409281;0.1757798227187963;-0.06613584990073552];
x_a{241}	=[14.234212276200049,14.019871931707016,34.88438958741946];
std_x_a{241}	=[0.20226821121067162,1.281594934781406,1.0534208983068039];
pred_a{241}	=[14.234212276200049];
% Application starting next step
% ========================================================================
%
%  forecast from 24.1 to 24.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.2
%
% ========================================================================
%
x_f{242}	=[9.531016283556461,2.3533599543098056,35.371757955300694];
std_x_f{242}	=[0.7559660162775944,0.6988965732554353,0.8649320349420536];
pred_f{242}	=[9.531016283556461];
obs{242}	=[9.47365678591728];
sqrt_r{242}	=[1.0];
hpht_plus_r{242}	=[1.5745284075303547];
xi{242}	=[-0.5489400573925209,1.5597708543107345,0.4576500107195436,0.35911665931109304,-0.07742054460954506,-0.3514172996474123,0.4634726302169465,-0.09565020295458204,1.6062098536425022,0.051277700578198804,-0.6128558645251836,1.4702395392678227,0.784762976639934,0.6226401526370289,0.15685721536008934,1.348773378393897,1.238531843160409,0.11896276371407133,0.05277164887772301,0.15084893755893525,-0.4941477566529784,-0.17338210063951642,0.30527933266000673,0.7308774485034419,0.4507815550439105,-0.8677842260131605,-1.3708211310721943,0.9036976524436202,-1.3170711055856348,0.19544195766585482,-0.7996947442322817,1.6244761297412715,-1.5497731812513171,-0.8165204497144991,0.2026391285385234,0.10504884370275391,-0.5006997267951547,0.1804510622394453,-0.7223993966404674,-1.5573875276965534,0.4836072491332324,-0.2774530220530469,0.17295414869077774,0.005071112434254843,1.335036168179366,0.6612884135229304,1.2923143535805774,-1.6477783795045902,-0.7345980577842397,-0.82800887866801,-1.1194119760491628,0.5626617364183879,-0.3133862372001506,-0.4381715767308698,0.25442521079643754,0.726253196061112,-1.0698058638423955,0.02982015359025425,-0.26189846343252654,-0.8072733592805115,1.8178315107316791,0.044857489379092286,-1.1642287273456606,0.29174671372325456,-0.21937657543180045,-0.12241652658456026,0.9282099820830272,-0.009237999028924193,0.26184391372020066,0.06147605287637248,0.20107541798545725,-0.07177004623631866,-0.37305360872547233,-0.8937023707120595,-0.1200018443090567,0.45976084754434865,-0.09006199128323722,-0.1262695448294533,-0.2899379446652244,-0.5681686519315825,-0.5165229935728153,0.3608379104387307,0.44880685230742223,-0.8686292211897904,-0.3189754291663167,0.44745814175223053,-0.0290110997297095,0.5921281867684307,-0.2631407418323164,0.23305623894333394,-0.40864658731039505,0.6381152233089438,0.5322224898028178,-0.13865342702558436,-1.1302018338443638,0.4450917071803655,-0.4158956583887754,1.0670066498077286,-1.376827405576046,-0.6270549870007152;-0.4562807260132651,2.0099388102716906,0.23280369888006813,0.13036187996789872,-0.30605463438338143,-0.263958713303035,0.44219565882789613,-0.382298880633015,1.286731054583683,0.054094368548256,-0.34240928088790445,1.505253491851592,1.3789026770616895,0.7415651801079766,0.05487936438278762,1.4050415144032269,1.865912654483191,-0.06406528383397836,-0.12592489246782756,-0.17120409423289074,-0.3987647612242142,-0.3154201257113085,0.39553607710081184,0.3311301210775506,0.34669626900801376,-0.5695535103748877,-0.9527924465286386,0.7382528311448446,-0.5826899583508185,0.2985416921168129,-0.4837703944215219,1.292159088799537,-1.3778152181358605,-0.7492036225027345,0.35319739279825235,-0.015143004257076598,-0.44933882789455515,0.28068109288590737,-0.20724044784832385,-1.3047288174377618,0.21091738487999434,-0.33770832475141876,0.05167086705535606,-0.3094108096254189,1.4446089504164972,0.4871846606831127,1.0934908152497806,-1.3225964581954839,-0.8362075288878625,-0.2291036057805167,-1.0030939308439513,0.17545374563886718,-0.10652586708494427,-0.5336043488468893,-0.16402235930673692,0.7123288641656536,-1.0435673282166535,-0.2894541342985395,-0.3693031329676959,-0.7694611827392612,2.0223383069629906,-0.07086721189960032,-0.969839762884722,0.013411375752191201,-0.18392468322966327,-0.2448194639179202,0.7960307348876308,-0.3494872290783775,-0.1203917540695092,-0.08197074479033972,0.1226148876067028,-0.20756228247682706,-0.5043987227010431,-0.3834794893643412,-0.18964805594629697,0.5219140483829863,-0.11019108655459098,-0.1572063877136829,0.041103761217655244,0.01645839257487358,-0.6562812169723515,-0.021884623939048886,0.22652977572374766,-0.8167783427438291,-0.184760697143469,0.12309858776542182,-0.1408629630300271,0.2576894683653168,-0.006026101681248619,0.10811764300382265,-0.6735513188068385,0.5284479206147421,0.4848584329415031,-0.2915985377432393,-0.4470985317420084,0.43101104543711344,-0.4072062644204444,0.918008988844381,-1.1702131463664598,-0.7083983052677685;-0.6317946812283992,1.287798293038115,0.6219503561150148,0.532996424383704,0.08557294954734118,-0.4401416576314645,0.4697207819485243,0.11421015905894194,1.933584114321235,0.026353994596099994,-0.8401086778793854,1.514177250936818,0.33131344013095543,0.5268713056982222,0.22148441872322877,1.3595746610862847,0.7829020704158509,0.24591396233559237,0.18392927076630627,0.3934543911678361,-0.5794332609901076,-0.079741043456103,0.2226551665693961,1.0424299653039952,0.5259902681152155,-1.1136559999367748,-1.67561671740674,1.0544177744904886,-1.8957577191163537,0.09005621133637476,-1.0520259998145463,1.9651480238000758,-1.623600512932974,-0.8646961081050222,0.06808774878454216,0.1832059604453704,-0.5481095623145507,0.09131000164340719,-1.1473470384446784,-1.7117867574664913,0.6934881051622241,-0.24391705331318292,0.24939123727887846,0.22657791989183806,1.2983246742181649,0.7980181483732238,1.4886226930861,-1.8368744158644432,-0.6594912696448176,-1.3231856894637914,-1.194626758387571,0.8558247541606079,-0.497828855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k{242}	=[0.3648891977957397;0.3159398256668185;0.40784823930124164];
x_a{242}	=[9.562015131290002,2.380200350265539,35.4064063514299];
std_x_a{242}	=[0.6326891529744986,0.6051054284059667,0.728070189931376];
pred_a{242}	=[9.562015131290002];
% Application starting next step
% ========================================================================
%
%  forecast from 24.2 to 24.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.3
%
% ========================================================================
%
x_f{243}	=[3.6720459839891157,-0.2570282962341363,27.439661189996333];
std_x_f{243}	=[0.3148993600539704,0.2799581377833964,0.6537631963586814];
pred_f{243}	=[3.6720459839891157];
obs{243}	=[3.516238274660042];
sqrt_r{243}	=[1.0];
hpht_plus_r{243}	=[1.099667943717785];
xi{243}	=[-0.22389135486459644,1.0910881444289444,0.10187036949454953,-0.16907520606412652,-0.04109889621368623,-0.04480658836097806,-0.008739644587436146,-0.23150632710495822,0.30232881710863957,-0.2573483295681833,0.018498895876097876,0.6594127094227709,0.750213095748645,0.3242165125928924,0.040803450970720245,0.2337257738537537,0.7002767327310524,-0.08383032693208925,-0.11596235107158392,-0.21759590608606016,0.46114250413317315,-0.047478433468933545,0.11461600776930769,-0.01822048738156301,0.15796796398964208,-0.22423219331270694,-0.2053849246833117,0.20180081109203662,-0.09752294777377513,-0.08207765069668937,0.07280838281297441,0.3082889251455989,-0.5593597200589606,0.07423574521156073,0.20500810060265362,0.0031008570122530443,-0.15608420302331627,0.07844813755972835,0.0790634556084604,-0.8374386999275862,-0.03141465146840128,-0.06858124660871345,-0.02082474079831309,-0.35607449978325567,0.5403094429862305,0.0938570229615201,0.8455515733473327,-0.39482211397802924,-0.2831949386737467,0.06765121945692076,-0.36892979815492755,0.0035630375596977792,0.2604460383890057,-0.32256222273809554,-0.3034261583785409,0.4742313430975873,-0.2348793362011441,-0.23828894763018216,-0.3698016952792802,-0.29592621260916063,0.8983171878051621,-0.06151244566943426,-0.4544091900195988,-0.21139987291967977,-0.05222194099591704,-0.2967775262842207,0.22227305744670955,-0.09443324031852462,-0.10995657824440519,-0.08989898073295599,-0.018557703084943977,-0.08069484763094392,-0.34751260693636343,-0.0757605259992884,-0.0787819612767029,0.2543611350054773,-0.019317413468525224,0.07848721995441155,-0.17414869531012167,0.1262527844188681,-0.33893856395777977,-0.13704912297544114,0.21376887540347633,-0.3380922013530898,-0.05241563655125692,-0.05228381808641114,-0.024820036690922365,-0.023644711542111008,0.3039814654857391,0.0019970200121535164,-0.3629544243065195,0.406038145148913,0.2351752117861019,-0.17504910453024447,0.02321062273084884,0.18604733216200486,-0.14715466190855686,0.27420465740005673,-0.4753517121076505,-0.28512150933960934;0.13724721181225516,0.05541838805871721,-0.23431494177870493,-0.11048208260095216,-0.2579976103984358,0.11706305973160969,0.10397083427797474,-0.2507570699357741,-0.3444551793173715,0.13949777143123093,0.28435924996109146,-0.1306576039263857,0.5804972628080003,0.15638575558368706,-0.07421785947661647,0.23228778716656184,0.7606161752785043,-0.13539911585303327,-0.1373969076773497,-0.2652004590067592,-0.24186967459775288,-0.1507141944827004,0.17673416099078976,-0.3664885497070644,-0.09435847799829011,0.3258110828464947,0.3634177222680717,-0.14003533968554682,0.7422944037638133,0.2517163413203333,0.284184180995959,-0.37085553567938717,0.07038320500774886,-0.06297228832403418,0.19396453701521016,-0.08910147492673137,0.07272226651080457,0.18278116386676618,0.5581309446716101,0.1250731383495839,-0.23114599552045684,-0.05019321463862736,-0.06987079351038344,-0.22636510372321206,0.08841270895716782,-0.1162673471756806,-0.9391347542864179,0.21281899295893864,-0.12324868668768096,0.6486279027822843,0.07722433202781484,-0.3884236844545476,0.14810035548563122,-0.05777770215849792,-0.3422301215451858,-0.16484690887102538,-0.045880293989304044,-0.2689931566070987,-0.02830210531443944,0.034688624219620295,-0.08427540142345191,-0.07214913610917195,0.1705810496357767,-0.184992567351205,0.07575497051646615,-0.03514680891501787,-0.09464290073456016,-0.3731655189853235,-0.3733836239703013,-0.09950400747684651,-0.005772682999316103,-0.11580354803236709,-0.08054344377486877,0.5544657524832762,-0.023946405377099744,0.08720946854343681,0.01622709561557878,-0.05055265920846569,0.456420664044615,0.6649931398173434,-0.12061782316174297,-0.33516308494383834,-0.31208584465875516,0.05154177704749108,0.18379325827406923,-0.27992076391759607,-0.08811833712636302,-0.29287234520579714,0.21059054485288758,-0.07714568185972093,-0.24569781379683558,-0.26269116925233377,-0.04316339669661984,-0.10429241901314817,0.6978926608486347,0.01405167044633479,0.037306304236142174,-0.12801468187251058,0.13804274565611524,-0.08968436244773853;-0.5723847647155864,1.8621740526625388,0.46631083550746055,-0.1572807916466985,0.24338990031094454,-0.21254599444409195,-0.13747984582643724,-0.11355041414402578,0.9656857024138006,-0.6446859968210177,-0.29871530519508127,1.332527952133475,0.697256602355214,0.406355391375822,0.17138904329368643,0.19083244957842638,0.4240679247869643,0.015002633417545042,-0.030075636189920374,-0.06688342941495762,1.0894492747342284,0.09897214096067941,0.004677643774861906,0.4008889945433154,0.4136964864320234,-0.8184457013557527,-0.8077312347424055,0.540171597589886,-1.0932355698092486,-0.4532501388776957,-0.1899083296263413,1.0093364060190346,-1.0918921819048037,0.22997954012813082,0.14552634225490735,0.11916424431887407,-0.3648321801790786,-0.07168862922751984,-0.5275697297745019,-1.7607357472181882,0.22602246526805914,-0.06346251360774602,0.05294574183403,-0.38412012883979685,0.8801528778399934,0.32118597246924097,2.416963294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k{243}	=[0.090634581363557;-4.359692265624481E-4;0.16304378888752355];
x_a{243}	=[3.6499053177593077,-0.256921795503548,27.3998320424867];
std_x_a{243}	=[0.2992452058546264,0.2799314559163144,0.6240476301388291];
pred_a{243}	=[3.6499053177593077];
% Application starting next step
% ========================================================================
%
%  forecast from 24.3 to 24.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.4
%
% ========================================================================
%
x_f{244}	=[1.4362402251365307,0.520565166585933,20.99598664324207];
std_x_f{244}	=[0.22263946060014472,0.3673344390663223,0.4417287396042678];
pred_f{244}	=[1.4362402251365307];
obs{244}	=[1.2895820485394802];
sqrt_r{244}	=[1.0];
hpht_plus_r{244}	=[1.0495835213765494];
xi{244}	=[0.038781491234452625,0.28897154345691844,-0.1411100419745206,-0.13766330455677167,-0.19350776989706553,0.0780318534514739,0.08639909791145461,-0.24178233331971843,-0.17323009787581767,0.041724929048242654,0.20842618538485413,0.06612965490749301,0.5990238622738355,0.2006171160249064,-0.04465499517253657,0.23170369724336282,0.7212558449190143,-0.1096474359842583,-0.1559184223092387,-0.22817648732763307,-0.06238926691320046,-0.1276068592945654,0.15198123790033935,-0.2741469798535021,-0.050660750822320466,0.14637438605833664,0.19853182606008835,-0.04579553378799317,0.5583605881692975,0.14359460677812197,0.21378243770992866,-0.20686817967238547,-0.12436218955603207,-0.06577192428911971,0.1963779393029328,-0.06809160597889918,-0.028107974162985494,0.18492972298012766,0.4312057260872213,-0.15032217160665895,-0.15701337375077395,-0.040166564319578324,-0.07695488718709931,-0.24722361134784165,0.20181485435758129,-0.08697025372631906,-0.4882715897706531,0.05622593781232599,-0.16027766503609953,0.5031992897225068,-0.030996604759128132,-0.27807747349355894,0.18367793508741292,-0.12322542920691038,-0.33429719427062055,0.00652040538848242,-0.05119406905214685,-0.26661768711177225,-0.18430605094554342,-0.038783191939608,0.1444590774155201,0.005153586702014268,0.014805080118216907,-0.20017383310243675,0.027754096081708646,-0.14599055362468616,-0.020828365948074135,-0.2872148906865666,-0.32023272800992464,-0.10490618881360891,-0.06440544308319951,-0.06876080165917475,-0.16364039860390633,0.4058508409740831,-0.019912261740940407,0.159520515997434,0.018895055532037075,-0.018984294379938982,0.3657487293480919,0.5294113364453663,-0.20008334531433758,-0.263421111462369,-0.11781676616662096,-0.07260931990412978,0.10387429658628111,-0.1947999302747987,-0.06633753979901802,-0.21258525692835195,0.21281550215003375,-0.04795686654143494,-0.26828671624577716,-0.056396340057060845,0.033185767139320976,-0.11421495237459234,0.5403600202401726,0.05477089118507106,0.011710294165870216,-0.04929407423825993,0.06426310242257327,-0.15717841254245468;0.20871878789199327,-0.16618022166130786,-0.3103014747739895,-0.11334195535240116,-0.32937579774801784,0.1612873683803322,0.13989863271892788,-0.29283612894845,-0.48993234332806557,0.22413630587743094,0.37997116468511083,-0.29333472421164253,0.6011467891789202,0.15233614592973077,-0.10338491902255059,0.26110013236743945,0.8601412088144536,-0.1652631697470826,-0.14923851321910409,-0.32324879741629875,-0.3796646676201999,-0.18124512780288898,0.21767720281324332,-0.4584288136163432,-0.13247549471289877,0.48158797531992725,0.5216986909966645,-0.20453396260685536,0.9902989062812448,0.3590361284248118,0.37648010384566977,-0.5204428188510429,0.15891512311105238,-0.07132928943329375,0.21940515891065215,-0.10913824536677491,0.13772088941130467,0.21580983092854955,0.7306969845062119,0.24789632929826644,-0.3006277683133003,-0.06046405509261332,-0.07168935381061114,-0.2503635882910913,0.011560054096146577,-0.1425476296877834,-1.2909255842970733,0.3341485359771559,-0.11824729715737253,0.8632977079945616,0.1490672041410105,-0.4962135638515743,0.1373027525564683,-0.035039181887135784,-0.4105571980556417,-0.2936871192207674,-0.045328992995031236,-0.3096681765473295,0.02583927109849926,0.07788966116073615,-0.2802709470983974,-0.12965699248575596,0.2770922525364635,-0.20015159109952768,0.12488304488865976,0.010379366178326688,-0.14736232028553686,-0.4690667115411838,-0.4548967121259433,-0.10428376777684817,0.02688123319343083,-0.1555320284508997,-0.05542021721103785,0.7488143068151454,-0.028072872554341655,0.044835548964201055,0.029257822646276188,-0.06898815767140082,0.6016227765531981,0.8662635201646218,-0.10241893743772879,-0.41052759507446507,-0.46900298802095347,0.1209649599817304,0.26507863901162154,-0.3615124735352644,-0.1030538998544136,-0.3743179799688366,0.24734140901878754,-0.10334466112862811,-0.27207406650354093,-0.4341695366052212,-0.08779790454088665,-0.10757389791037408,0.9289322763129864,-0.0060627674437793155,0.05946485043734184,-0.187139680590297,0.2054962320985242,-0.07061860395603053;-0.3785636395963188,1.2768596058448125,0.2996327166538073,-0.1946273878132665,0.16621018556807243,-0.12463489755940316,-0.05368542708135848,-0.10227518652236611,0.6176790778970123,-0.41373299696218524,-0.20440451986051755,0.9009767010562584,0.5933285509616688,0.3109872579097974,0.12382728869262394,0.17058080569217893,0.41011156590748854,0.030086021974288002,-0.17580323197580938,0.014941243367669443,0.6711177814959193,0.00710103936459916,-0.00883176323150181,0.20004893036458427,0.15351719750200843,-0.7003175353879314,-0.5980748306354329,0.358466745774372,-0.4823734702334157,-0.39152418858048676,-0.1585849196608109,0.5775312279698603,-0.8561839906604085,-0.04758373196146337,0.13287044709290896,0.037730241034591216,-0.41885641204497404,0.1131896712408853,-0.28209813344181,-1.2599923122694392,0.21742768958850434,0.019246299684542834,-0.08037697567225877,-0.2644087769958716,0.6531257467054417,0.06526786861393319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k{244}	=[0.0472411393345044;0.06775713455547878;-0.0029294419093708183];
x_a{244}	=[1.4315387013126144,0.5138218537268333,20.996278186611296];
std_x_a{244}	=[0.21888350656829758,0.36650526081739326,0.44208438881074524];
pred_a{244}	=[1.4315387013126144];
% Application starting next step
% ========================================================================
%
%  forecast from 24.4 to 24.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.5
%
% ========================================================================
%
x_f{245}	=[1.223399850278684,1.5710997108137634,16.203773856773847];
std_x_f{245}	=[0.3810354977114828,0.6119606919777149,0.3149204844772619];
pred_f{245}	=[1.223399850278684];
obs{245}	=[1.024212078744816];
sqrt_r{245}	=[1.0];
hpht_plus_r{245}	=[1.145488284293935];
xi{245}	=[0.1724040138513112,0.0449840678891289,-0.2905741225269657,-0.18049519957224547,-0.3983316670585797,0.04577462100106322,0.2311186056164638,-0.2731212035302618,-0.492255226479391,0.18244919283433125,0.15154300932582343,-0.22738634504536281,0.6880771277050306,0.16083176339422178,-0.24331083976079182,0.2901658729697083,0.9381585281993763,-0.2190462123363739,-0.26754595916022694,-0.36007455255082255,-0.33449126841094745,-0.28770313780924217,0.22957513215095493,-0.5079237728910817,-0.1505292989876339,0.49149894309888387,0.6759021267051448,-0.14906774639213083,0.9806256983377009,0.3523182940235505,0.38375317260309294,-0.4417634814925737,0.07663756418411682,-0.3072265659926574,0.18225718223598886,-0.058278824744830704,0.12744563518148477,0.19295630894284943,0.7778218124412746,0.14643888260563998,-0.3379901353450723,-0.0202870585268895,0.011340237604790415,-0.29813489430203277,0.19456875127242523,-0.1671088313951139,-1.157605233946097,0.2847951277116383,-0.14440336211473626,0.8388985265533355,0.14968733427142644,-0.4727867154104384,0.19227048067148256,-0.13018154819737493,-0.46859404873136323,-0.22691896872790418,-0.12277342996750851,-0.3499482958702149,0.15357438369274456,0.07216183843392421,-0.21084895738712617,-0.10268131822681692,0.3209807897905157,-0.28534987270249124,0.09792046354825978,-0.10375707876022267,-0.17475732503878172,-0.5067161181593828,-0.4463464015711417,-0.13653237522518102,0.03851861982000204,-0.12391467165994507,-0.10324545012143904,0.7858997921075996,0.09289996000846124,0.05186348486776393,0.11679158409387913,-0.06702005418082768,0.6296572452987592,0.966636192483842,-0.18393126385039893,-0.30270625770145854,-0.39479246713011895,0.2675516643933278,0.1181448842056172,-0.46156846284860564,-0.1292415992257907,-0.42002876585784554,0.33575966811528746,-0.2109659794318297,-0.345672930832543,-0.410482035747198,-0.10267965878187924,-0.21384516048546742,1.015943428729774,0.02140845121574153,0.23672345098090042,-0.17153668813974088,0.1852354408024779,-0.007490515628026273;0.319780839864225,-0.12577984145753085,-0.4866523412311228,-0.2533812040179326,-0.6376238397069446,0.08977541199097083,0.3621252797186434,-0.4056121781315567,-0.8261854973575199,0.33881758297219333,0.26160788376961364,-0.47026771690222957,0.9528613217493593,0.19781452974681146,-0.3946091714701636,0.4208786647755951,1.3566457251402626,-0.34248062061164597,-0.38906066506440995,-0.5531538345878073,-0.6047167424642316,-0.44574466951965075,0.3592511713056883,-0.8048598753282019,-0.25555308169495117,0.8553769915290033,1.130774043384598,-0.27201457857546263,1.580272391615959,0.5959631134398993,0.6073431664367417,-0.7479460205072015,0.23292679098539026,-0.46846645620045724,0.2563302823744291,-0.09034658041551746,0.25198297509744894,0.28458175288410215,1.2366475938017032,0.39675759614513595,-0.5499123468959508,-0.030000277995094082,0.028758792642879172,-0.4294960286689167,0.2042015216937827,-0.26776062538792567,-1.9319613770313775,0.5261025672672541,-0.18566391502098933,1.3429205985407184,0.2945198183700708,-0.7657842256356636,0.24796447723243564,-0.1508248363243352,-0.7073888825633441,-0.44671412412650646,-0.18932882817711416,-0.5174280529681683,0.33364358168726915,0.15535149318186647,-0.4772826755452675,-0.2054196503148773,0.585904258382645,-0.41745342260893814,0.18180693086781008,-0.09192251918320493,-0.3047921147412045,-0.8045074896370374,-0.6906581812124022,-0.19541130590062483,0.09461442567533251,-0.20720184240011852,-0.10512728089292689,1.272047097896588,0.1387407557807383,0.01617725006842674,0.17503734372916746,-0.11807025650506486,0.9930618485616483,1.519574289140998,-0.22854560182208705,-0.47780499778517593,-0.695227150620577,0.48129740779798635,0.21805154336142873,-0.7372725156006359,-0.20426804221276096,-0.6689293708430869,0.4970305171409406,-0.3300083356880914,-0.5010384215998585,-0.7385725247608509,-0.1997250862026343,-0.31468502545473864,1.6232521325381855,0.005494024106648565,0.3771094607860561,-0.30416053903932894,0.32711075357334174,0.036514787859480924;-0.26395625901010433,0.9655549930135479,0.16261617060326827,-0.19326888211476856,0.039925779553012575,-0.09111236271123957,-0.005911703694177817,-0.1405511753863955,0.38636025894813386,-0.2857529488112025,-0.12462617936442655,0.6318470786212984,0.6148303762500262,0.2588772777855226,0.04294773329558765,0.18376018414219075,0.5635848630033067,-0.027426068966814654,-0.1927732815850085,-0.060310820709389645,0.4426164878856085,-0.04962531958660321,0.03201525337777511,0.06501857341878292,0.07574834784082896,-0.4251686908995982,-0.2944936917477641,0.23260123370879882,-0.1010793756654067,-0.22970042677789593,-0.04376650369717794,0.35085517058485394,-0.6456753726204099,-0.10074107922936193,0.13683846992422488,-0.004033250882041983,-0.3116645314978719,0.1200647690674792,-0.020719150836537636,-0.9435087710898564,0.09426182004192896,-0.005622172986520013,-0.07836581964437883,-0.2664648319838907,0.5244823630434787,0.008119898514241441,0.9314152886382168,-0.4132629860821879,-0.236152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k{245}	=[0.1270098405097282;0.20321842853877242;-0.020532968449231505];
x_a{245}	=[1.1830950320373375,1.5066111499851251,16.210289710647693];
std_x_a{245}	=[0.3268466824990685,0.5254220382156809,0.31369581862796003];
pred_a{245}	=[1.1830950320373375];
% Application starting next step
% ========================================================================
%
%  forecast from 24.5 to 24.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.6
%
% ========================================================================
%
x_f{246}	=[1.987828724638299,3.342720505382431,12.771926126952525];
std_x_f{246}	=[0.6278618981173356,1.070996508024473,0.2884023993648564];
pred_f{246}	=[1.987828724638299];
obs{246}	=[1.7072724148103329];
sqrt_r{246}	=[1.0];
hpht_plus_r{246}	=[1.3979717920623251];
xi{246}	=[0.6102144430668068,-0.11502992955222902,-0.6880122330574969,-0.42056264583331004,-0.5460707797153517,0.25144125822012775,0.23777986235706816,-0.888803124647932,-0.8398808877358377,0.4953625854124937,0.4967497553271891,-0.4482973138128792,0.9988043830611884,0.12315670276922352,-0.4736986752534942,0.563256407907359,0.926054565269177,-0.3394241474848414,-0.7035340408716668,-0.7315438743125304,-0.6033612491541802,-0.5382167782666356,0.4329060132131546,-0.8318414813579762,-0.14870718868161736,0.8059808933038406,1.021400765740089,-0.2591865043972452,0.9655491819545676,-0.031675800992242875,0.5869429771411978,-0.7504053790168688,0.22978489457404327,-0.09584034269492547,0.38529014697606767,0.08693250589187551,0.3902577479111229,0.2752968827564195,1.2625653308512255,0.3936111009460861,-0.5762054873331872,0.03460244955368763,-0.16344372037846555,0.5692356944789916,0.19912988393544273,-0.3780625807680944,-1.954172938599435,0.6090968488640618,-0.047440614652498825,1.3454132999701982,0.33483934154670747,-0.7309473001862787,0.4115528376704316,-0.26686994833214617,-0.7055768086748953,-0.41004726983728434,-0.09481370767477282,-0.5000043384246362,-0.04804043759972432,0.1749807138470043,0.08777839950057276,-0.2215321338975884,0.9376467996325215,-0.303781125989679,0.26579392683560954,0.5667188270241508,-0.28061238513776643,-0.8953573640969681,-1.4444066992866338,-0.28561165048074244,0.083100291853059,-0.01734836978731602,-0.19060746323820354,1.3807659269983157,0.636786242924448,-0.027095317706913757,0.3447456306625889,-0.12804073892510792,0.4642210532406823,1.340064607886584,-0.2570528906596612,-0.7682055957074188,-0.45322792415408175,0.6315985341051666,-0.43656419558595827,-1.001623027111779,-0.09149375171942897,-0.6332041762680514,0.5025091422035799,-0.41948603070509005,-0.1285789475486585,-0.7509460655638782,-0.5133471167964703,-0.3006815271723917,1.5029750751609274,0.2355558936328439,0.7048129927903983,-0.2875388958091427,0.1971599869190075,0.06563811676225573;1.0656398140111971,-0.2864269858282076,-1.1856988080707138,-0.6900711956063721,-0.9302893280839921,0.4363345135844492,0.4022713176426458,-1.5079771692100168,-1.4550668056352107,0.872117145938196,0.8618524558473384,-0.8136263246730953,1.605898186776808,0.18570616086845915,-0.8080733434037408,0.9358443947679183,1.4880238356071116,-0.5780422621868171,-1.1939585395419754,-1.2421352594661266,-1.0587432328830921,-0.9103243189543941,0.7336757277071255,-1.421095483569565,-0.25351344263583675,1.4111619967970963,1.7721008000761849,-0.4558625359059225,1.6358049881164165,-0.029603629929396025,0.9963267725941751,-1.2989936702680214,0.4594528380222176,-0.14569904597430616,0.6360893291681489,0.1509690391917009,0.6980548039663494,0.457182057322699,2.1289127611403877,0.775945561080098,-0.9866108378136698,0.06270601980684809,-0.27260620813449155,1.0020358004345518,0.2846431458462044,-0.6400012139241866,-3.3730408603898243,1.0808146354498893,-0.05224060168646938,2.268943071974233,0.6017636049299058,-1.247335646216313,0.667929617039607,-0.4182400605776708,-1.1842735464599508,-0.7369434674439415,-0.1542607684654711,-0.8328279572181008,-0.028937503541817122,0.3219648567634721,0.07548368943569317,-0.3927972286662942,1.6386516838041558,-0.49154509007874037,0.46597669314977486,1.020929178028947,-0.48229157483817,-1.527701374262854,-2.469121152978726,-0.4672280148438821,0.1645783701091963,-0.036869238600599985,-0.2868892739096709,2.334314776291042,1.0805097506831487,-0.07447672161047736,0.583481279088264,-0.2181936251719523,0.7726469301418657,2.248857264926052,-0.3971668852356349,-1.3111230287268252,-0.8037525901577411,1.1124091700185312,-0.7273145470153466,-1.7133507678607627,-0.14845451482091487,-1.0844288145743533,0.8322058253194564,-0.7143757018342751,-0.18840982336791123,-1.3246848790516208,-0.8922811404235844,-0.5034269220437544,2.5279480436574433,0.38937524003212287,1.2017240293023956,-0.5001394636059784,0.3542774767193144,0.1450077741999274;-0.022759094802600188,0.6761585550155687,-0.09208631847032756,-0.29840078216868093,-0.16912275609132976,-0.023584745072964708,0.05896023291635544,-0.3396388605423333,0.03696470537305174,-0.07805796942122534,0.04198413114904476,0.31955906934941325,0.8613890131905855,0.20961883737962594,-0.1329523080009114,0.3151132843297031,0.8179358881438521,-0.15851103984605963,-0.3526899582982548,-0.2689215514623289,0.13328691168594275,-0.22090127532331216,0.14955238193050846,-0.20904881661735075,-0.034955160625413484,-0.03292768370251409,0.18564353848333504,0.06296159906574239,0.33800597510048114,-0.16857853946196144,0.16047113097389243,0.03214923770532074,-0.4477876740287865,-0.17178564119252293,0.21008578972403846,-0.0190406839729107,-0.14249339533784777,0.16197877154093554,0.5102589457240594,-0.6107044958954262,-0.128867805604985,-0.029767014930325075,-0.12809418202985334,-0.0986958180499311,0.4488598616884527,-0.13436282159110569,0.3386151967232234,-0.11807845782374571,-0.232728391081249,0.531185153740461,-0.1836331744477704,-0.14847076730594644,0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k{246}	=[0.2846779844357421;0.48549543162747016;0.06540795236449991];
x_a{246}	=[1.9061927042351112,3.203496831164866,12.753169337788302];
std_x_a{246}	=[0.538168348674826,0.9175785735525099,0.27745956685209133];
pred_a{246}	=[1.9061927042351112];
% Application starting next step
% ========================================================================
%
%  forecast from 24.6 to 24.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.7
%
% ========================================================================
%
x_f{247}	=[4.048379246607762,7.282504465422254,11.204900804501786];
std_x_f{247}	=[1.1219471603093816,1.950892718660508,0.8439223917918632];
pred_f{247}	=[4.048379246607762];
obs{247}	=[3.6649726513204888];
sqrt_r{247}	=[1.0];
hpht_plus_r{247}	=[2.2688476545991954];
xi{247}	=[0.9990696588417158,0.8428722944129303,-1.0072176056054971,-0.7025673845036655,-0.3162816605818106,0.23209193623850677,0.5257027660475755,-1.3469010934906054,-1.3017337718806212,0.6977126425002211,0.5758599800297892,-1.4595829660561912,1.6220383015381366,-0.7806642110780491,-0.7389489401943385,1.0033584660087405,1.292040860461964,-0.5521480261892777,-0.8405475375234288,-0.5191968189030525,-0.5659869187495783,0.15150522565123037,0.2382134972184211,-1.128980470859552,-0.35474514822438286,1.3142318938253439,1.5087750919290883,-0.6885641184505853,2.497861469469635,0.7226228361059137,0.9298258742113319,-1.3020138513301553,0.4414118552821309,0.6105397316108885,0.6071495559442672,0.11240704021921655,-0.1344503188588928,-0.20733581692929004,2.0223799163651845,-0.024377213215546867,-0.1267900205352861,0.3139544124031426,-0.5033069671904533,0.589076184277233,0.23817392242242086,-0.4514866092933314,-4.3221223450288155,0.6811029881785462,-0.2871996438604527,2.34664291793601,1.3555179997940527,-1.1005339478966398,1.6178523080917016,-0.3407444976773806,-2.694201354734589,-0.7653904674145608,0.03491213731235199,-0.9182045772805303,0.1012855356146245,0.10198918067206186,-0.45458057661310614,-0.944402603942045,1.691870778246721,-0.13912314240926804,0.25182692678346985,1.9382983370164366,0.20236627321491607,-1.433561262426601,-2.250020550913937,-0.359981199812637,0.9369995981800026,0.6265370661127596,-0.32375429103305864,1.727978256025268,1.0109589438546447,-0.28296708398535664,0.6589983522396636,-0.122311939075753,0.7178808723238204,1.9335634839480216,-0.6611372830161626,-1.1926864839970222,-0.9159383677872381,0.4238601028666453,0.2879734458824075,-1.6312068665479593,0.18217326705764414,-2.621324438387287,0.29159701368926516,-0.850709197194377,-0.051352810261097837,-1.3436998634512496,-0.8220082960638471,-0.2839791051862348,2.0457436148342696,0.41702471620386206,1.0144556034797896,-0.563238203680875,0.07251886518401296,-0.030596128436354952;1.7674216559209315,1.361218733782219,-1.7625197963648764,-1.198962256481039,-0.5194322847828037,0.44196806446000014,0.9361473523373567,-2.344824396571738,-2.2975049589772043,1.2638538786780638,1.0341572063029565,-2.5942884505056814,2.6503430310299754,-1.3680277801073046,-1.2678076875157451,1.7214526155603638,2.1158028483330407,-0.9304769295763551,-1.4251866683133825,-0.8711921283729005,-1.0018699445315011,0.29996073941228296,0.4356788701755363,-1.968179342617728,-0.5880524172128831,2.3131228094270186,2.6063012207641085,-1.1949783147081021,4.172363224643958,1.3016683550284744,1.6157860020412658,-2.2910221037940026,0.8763099849741183,1.1089097341661018,1.0595696423479586,0.2283567065681522,-0.1733299896233449,-0.3466134387646269,3.38635074218016,0.09209533531517344,-0.19535624511550154,0.5798157523698739,-0.8428549601974238,1.0767544580444328,0.3885871904450644,-0.7574919825086592,-7.795435159486754,1.2455590970837038,-0.44277309165540313,3.9055695624020315,2.3872164422087954,-1.9081694233905342,2.7266744244339103,-0.5312865483040792,-4.7869942890518615,-1.3476137479148003,0.10638597452498377,-1.5687173465834396,0.2677650801679743,0.24374551089684093,-0.8359470183273423,-1.6420549705578837,2.937473042223284,-0.1795728836545054,0.4849915307560648,3.3666275928873413,0.3659892142408987,-2.507708125888228,-3.9851187444314515,-0.5813711620096287,1.6733440761303067,1.1066588027150752,-0.49586252425326016,2.914746145388256,1.7468960787366905,-0.4955519215020425,1.160615443361503,-0.18287938732852016,1.2496999556518196,3.2210711191322092,-1.0929989699867662,-2.075681849637448,-1.609499391712137,0.8061328895073396,0.5558339427061831,-2.8664483665869325,0.34623073673488225,-4.65992137883822,0.5104141783757736,-1.467724216792318,-0.023587934974215408,-2.3816596000415906,-1.4326674940522865,-0.4510250704599379,3.406408037220314,0.734673684514207,1.763309232889232,-0.9674219773530881,0.17585352834406542,0.011783193875201547;0.5933262268401531,1.1422258629192203,-0.720977081362685,-0.7511735988298689,-0.36327001384013435,0.004938385734410744,0.31366438581460265,-1.0634401815388905,-0.7508870438615602,0.30436451828429156,0.2952938165309682,-0.6832830251725373,1.8287833263345075,-0.4964918950199184,-0.6301372335290196,0.8734664870839755,1.4804055707231907,-0.5571232396766312,-0.8238288203026887,-0.5474433297762165,-0.2877449975859889,-0.06900700545458704,0.12014262567778289,-0.8555003297337738,-0.363116483062365,0.8526689950504451,1.1735615207099634,-0.4812859298601513,2.3832486313501473,0.349130886816452,0.6791964896294438,-0.7764970718078636,-0.15546392832660416,0.26743896248911625,0.47311984753601877,-0.053232812201031265,-0.38036748625572336,-0.1779925001908964,1.924563248600819,-0.6732498996658887,-0.1970590908992964,0.1101524548772268,-0.5297235877599871,0.17887784110280336,0.3942366112583411,-0.45825675812345423,-1.1826959040214664,0.23536859968380597,-0.48840416254033414,2.287504008006273,0.8550510676230711,-0.8153708007715217,1.4872348434096807,-0.5678756252862236,-1.6556087135313131,-0.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k{247}	=[0.5592476215964111;0.9720193464999304;0.3890260043894875];
x_a{247}	=[3.855547467643684,6.947346634552927,11.070762412861303];
std_x_a{247}	=[0.8286169067821225,1.4399887403761689,0.6612737309366002];
pred_a{247}	=[3.855547467643684];
% Application starting next step
% ========================================================================
%
%  forecast from 24.7 to 24.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.8
%
% ========================================================================
%
x_f{248}	=[8.557569888202966,14.981213851516177,14.693600778733481];
std_x_f{248}	=[1.5770209276010252,2.335099303479451,2.5501819614291668];
pred_f{248}	=[8.557569888202966];
obs{248}	=[8.326394863634594];
sqrt_r{248}	=[1.0];
hpht_plus_r{248}	=[3.5654531308913175];
xi{248}	=[2.78699737265255,2.6393686230163116,-0.8356592654280854,-1.6334807889855805,-0.4885905910234758,1.0173767247137508,-0.6741232898770972,-1.3133511813881036,-1.2033412349406873,0.422295329639633,0.8279165871091188,-1.220682158125876,4.977883727743885,-1.4218979849859128,-0.874858915380325,2.043441132560556,0.4930652385195913,-0.41417875763340994,1.0500708099760114,0.9884551565653581,-0.33566065182125016,1.1745959778221966,0.004647682204424797,-0.9880895099880167,1.6036813709892286,1.100850847952982,1.4281926695427654,-0.38767883320670293,2.1867077060171987,-0.3624916285218518,-1.012562442991885,-0.9500101309677174,0.44433852463529355,0.6661894417807535,0.6882625835396148,0.015130455256244346,-0.3470154622317292,-0.23920608251747666,2.350834418761403,-0.17390176480784092,1.1698270974511846,0.532919128858854,-0.4910142414710492,0.8195487456500814,-1.4766393317781201,-0.4811219720494062,-4.761454132116075,0.12356381049105813,0.6510552409266239,1.0818119070328418,0.7501002249249158,0.9041215985791347,1.1552414880087376,0.6160570289677327,-3.5751464240129716,0.16862824838828416,-0.35239865902340384,-0.8305347634251223,-0.15132726877934033,-1.2160305088686387,-1.9402339803457664,-1.1307051071848866,1.3681745256495876,1.1748243801779434,0.58657665077315,0.6659093706980279,0.10708069379538898,-0.4901848580168622,-0.8731155046856403,2.46288110768311,0.7741729513753342,-0.18154718607369347,0.6226228126057638,1.6009711991794493,1.77592920607602,-2.034221026185434,0.846419821219504,-0.05393511889744396,-0.4402751436647687,0.725149135159068,-0.4879315161859257,-4.005351281813024,-0.607107907502324,0.8735672759896183,0.44029964773277896,0.2990229349736069,0.8569507216773875,-4.5423396885089,-0.06939887767475739,-0.9563488946748331,-0.1939430867132259,-6.887316423552784,-0.9607481506175004,-1.3290270256644803,1.4598643223152532,0.17979356347290398,0.8069682360113273,-1.0995430009944744,1.2769991914091996,0.7083671070516466;3.5547244827166793,3.090304704717454,-1.0652462777501324,-2.248429491383858,-0.5070766970464025,1.581252486928669,-0.8058358002538935,-1.7793426770934992,-1.6739186535249075,0.8063423385250399,1.3169027534907443,-1.749852968380285,4.415641670807382,-1.9863860461118659,-1.0946917586241884,2.663349806688558,0.6286573333165997,-0.3847650855258369,1.6511103455176865,1.5581756339017723,-0.3575320699974949,1.7903483342937214,0.18391957736997,-1.2874588010551626,2.289410495640471,1.654780375968457,1.979323216220255,-0.39914138524774145,2.588427435732722,-0.3158221959613883,-1.3456674031661233,-1.275431948480433,0.9306221395043526,1.1280209976607374,1.0746997616658405,0.2214104215153263,-0.25748752620350857,-0.1775112738809579,2.821779255118372,0.11515141216660574,1.7629307423410054,0.9312600927516836,-0.5026476558068236,1.3538015994460082,-2.118055973708607,-0.49346878783617143,-7.956075162345993,0.41559679837611974,1.1504767944524446,1.3465435609882128,1.218178331259299,1.3986985206049205,1.5516494602451623,1.11700734546638,-5.633018759164404,0.34440768211809036,-0.29479800428465097,-0.993246251904111,0.08121845556509655,-1.5798479248093447,-2.875501459704905,-1.5229507454465132,1.9392348109833968,1.836685008893653,1.028340338647972,1.053448196629887,0.30697227358166224,-0.5485416560305687,-1.1869741486673036,3.281034690139702,1.2717994988584138,-0.0921864423151959,1.138477597517138,2.082088245746874,2.4132844573993744,-2.97419473556697,1.323997966294531,0.12130053371351934,-0.48477388033055036,0.9312901415872119,-0.4414312513165015,-6.327838890381891,-0.7654229417089393,1.4355803174059538,0.8486006649539153,0.547939157960565,1.368157504596759,-7.371051900166771,0.04140668412704329,-1.223586744483578,-0.0164128385324247,-11.713344206011296,-1.2644652954887885,-1.7632525849105765,1.8187341134164932,0.4119219417520359,1.234736096756155,-1.4615796035430009,1.9343492589218627,1.2307620411878162;5.242531833765545,5.532331027484853,-1.6292976176667953,-3.0073205715929916,-1.1885570085741808,1.448784207854585,-1.4081938654607455,-2.4358674295286455,-2.0359202388974893,0.3255147904428153,1.1336415481676383,-1.9074133116945386,11.81556849975856,-2.4503851521502416,-1.7787161395656454,3.8437852001359563,1.1500622211265572,-1.093956438615976,1.443974408080079,1.3778317206813266,-0.7266446488179312,1.7376796645178008,-0.28610970535266134,-1.9061536876849932,2.6548921527068767,1.7003658338228238,2.508804636140871,-0.9089714318252735,4.609785275300576,-0.9898031615621541,-1.8642134943095456,-1.6728321043508316,0.11227294159481183,0.7918344603036225,1.0174868846254768,-0.3460697135433648,-1.084125275697799,-0.6965945779743556,4.857393249506975,-1.1270000657541548,1.7900799731524284,0.5910464222248439,-1.2280007814508718,1.0169524540653647,-2.3690113543917644,-1.1755262902718702,-4.799586508794453,-0.25417249064073744,0.6489559732272419,2.323623644353459,1.0178827714438743,1.3379341599432006,2.1975941326530144,0.543921549899677,-4.97789332324413,0.18333841636618686,-1.0091989039223517,-1.8218017991485898,-0.888603093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k{248}	=[0.7195307403325724;1.044662142804403;1.1223410875385382];
x_a{248}	=[8.311505135782387,14.623960829340202,14.309783150998792];
std_x_a{248}	=[0.9083964038652604,1.3918709431508456,1.5635787169275994];
pred_a{248}	=[8.311505135782387];
% Application starting next step
% ========================================================================
%
%  forecast from 24.8 to 24.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 24.9
%
% ========================================================================
%
x_f{249}	=[14.9473419184462,19.493141319016704,30.62709746112681];
std_x_f{249}	=[0.8256314408018706,1.0876011962908305,3.1050822187892675];
pred_f{249}	=[14.9473419184462];
obs{249}	=[15.292386482288912];
sqrt_r{249}	=[1.0];
hpht_plus_r{249}	=[1.6816961136563604];
xi{249}	=[-0.05343148849658341,-0.5059966114094667,0.14391198382845616,0.2179930283723106,0.23658056146945405,0.3778191072317316,-1.0073517617755154,0.08459949894490926,-0.0033226281098990285,0.4544251632753138,0.34825118431982105,0.030597750040312732,-1.8529570383885687,0.22109527959132436,0.35663443782724613,0.18538647374793982,-0.20743891532349323,0.24676468429358067,0.14149670642734513,0.11559414799311973,1.1828104733215543,0.3103956836327235,0.28244484717247254,0.4365901728718917,0.17862801406656104,0.029970817786434623,-0.15585688941622244,0.09403539321949594,0.10412379587083187,-3.5923731393138745,0.14270056672593157,-0.9482880257829365,0.48530288502812446,0.34091966195021506,0.5065519496312376,-0.8805876503945758,0.20116086052273374,0.26665993485222117,-0.13263920452122413,0.48872349747042065,-0.00885499453645977,-1.6440090624007926,-2.5839226721955875,0.4197159952397005,-0.2748573731905104,0.5142697910470808,-3.371952651659422,0.3623974528720133,0.2355694944131308,0.1738691668733523,0.3738563067576042,0.11526342812937962,0.16602271783216693,0.8804065473828686,0.16917355113976207,0.0364755992915935,0.5299337403534299,0.14508618997154166,0.9335155874323746,0.40444095186689744,-0.9439282909130036,0.08602816862044094,0.2389627723897778,0.43506407412825787,0.3153480258778014,-0.3271233681663528,0.04081155944725978,0.41677305374078344,0.09153384546694987,0.14345295348018539,0.5785329516882793,0.4198581634011802,0.5644981895514896,0.08320698738097043,-0.13522451613897424,-0.058272531561303964,0.49553689032554615,0.5632448061581119,-0.15481779884982672,-0.48856902401764657,0.19999361652983083,-0.9380489337466464,0.3112476015204244,0.6741322004702663,1.2207626426822369,0.2611488858290265,0.37492786320785854,-1.250533654293701,0.3543785092272138,0.7587291333434134,0.1986425166750685,-3.2534745953693758,0.1481675978211534,0.00593085585450126,0.12527965627281468,0.2914492472040475,0.32148208482242246,0.08891838983898737,0.30336213224003217,0.990262362687302;-1.3213056815241728,-1.333809907255258,0.6744329723592131,0.682510229519373,0.6886856986045977,-0.1182735847626546,1.765561401365872,0.8192931477877146,0.6364045554295537,0.10271871692214063,0.0012509159511715495,0.33434102918321074,-4.508258603422952,0.3406498707194707,0.4192873926721923,-1.3758400209254518,0.14686735210665347,0.7159372311065013,0.49175699634684733,0.5034206735055804,-4.016131991039424,-0.05567891449973672,0.4083191427381827,0.11127130561261112,-0.24415305548233235,0.39259552119441565,0.18859838960507957,0.7427548004931879,-2.5189838828902857,0.7735932352667838,0.6023683514459712,1.5588409104277972,0.4945015597812059,0.19638869577877927,-0.653581530789964,1.7494501231637898,0.9544464985009036,0.4684404372805844,-1.7168649872749597,0.9581038073531793,0.49573055672135524,1.7222992776705262,1.557200882606697,0.030035399286909126,0.864389929648727,0.09151352743389651,-1.2018337803790011,0.5138836326675325,0.6246805535882167,-1.2001966984836656,-0.0499332995698083,0.3346097892897433,-0.6670581349349618,-1.0860677275303026,-1.4239060889087156,0.5035952619305242,0.12569434629507015,0.9800961185250578,-0.6993068594883312,0.48509370753257386,1.2050398409449947,0.7001566304317421,-0.4536099071998727,-0.15407080488571978,0.31589011868888406,0.9808445996304442,0.7665271869604808,0.11517047962339788,0.4398986772437503,-1.0718403969758228,-0.48593594004188034,0.08944148135236674,0.02484910006594987,-0.9111847494181156,-0.0846481546196074,0.5809556641489486,-0.5493873904695477,-0.1560481818034205,1.0621011223649823,0.44462569446710276,1.0554382824811803,0.3861682419654393,0.12079484949559927,-0.669303412050251,-3.509764165596378,0.15741117549417183,-0.045142581110596325,-0.21847360492293788,0.10010349453633438,-0.7530369237013836,0.9853193268321725,-1.9151606648737136,0.5945565430052824,1.1113552483007076,-1.3639108130979487,0.2736259227593294,-0.22838413175064431,0.7786115918366114,-0.039726520534056675,-1.7396861258360126;1.5158266694853424,0.2264561768607436,-0.2627652769523614,-0.06101660934865194,-0.004793483003798116,1.390920560382483,-5.483237097137323,-0.633985804055726,-0.6750133000162144,1.3491643345564022,1.1584237176096153,-0.18337921947063407,0.046242821720912985,0.3695598791776078,0.6796940403873606,2.2684637904329037,-0.6655061283712094,1.1710035842327216E-4,-0.02814448854421059,-0.1307984089916694,7.548846566052397,1.1309541601850164,0.4833624211871701,1.281742074118732,0.9525420693145108,-0.2628137539334219,-0.5794556502183354,-0.4925493019854592,3.2832217956612624,-14.085339976148937,-0.18356679121835384,-4.974478564404333,0.9771985649051835,0.9096410115683256,2.362838859595243,-5.019073331231933,-0.4400944813330412,0.35816103927011866,1.75303314121156,0.43337007862621135,-0.5123544651067427,-7.71462133932825,-11.160921804630341,1.3360247066910311,-1.8064462722441164,1.5266794195528135,-9.381886193078401,0.602806586858275,0.07948994297365886,2.049701013239911,1.3047969700647961,0.07529988875201354,1.4192751119554856,3.8712761053170297,2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k{249}	=[0.40536224596143583;-0.053333690724435105;1.3859856227399268];
x_a{249}	=[15.10035328691485,19.4730095453142,31.150262997449335];
std_x_a{249}	=[0.6463070724316671,1.100565141187164,2.73561946573479];
pred_a{249}	=[15.10035328691485];
% Application starting next step
% ========================================================================
%
%  forecast from 24.9 to 25.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.0
%
% ========================================================================
%
x_f{250}	=[12.375434885029172,3.519882063277919,39.73866768668497];
std_x_f{250}	=[1.1323809841372972,2.0386358558063384,0.928695071232073];
pred_f{250}	=[12.375434885029172];
obs{250}	=[12.551957138128728];
sqrt_r{250}	=[1.0];
hpht_plus_r{250}	=[2.2927609187543463];
xi{250}	=[-1.018306597415867,-0.7471775157501366,0.37199932919724255,0.24719801943520459,0.30837546893042855,-0.2906229097687447,2.3515232659722773,-0.2429817675658903,0.5576415312085246,-0.3280429987616724,-0.3240141722009735,0.1776856692428641,-2.6359732263255875,0.4721327647000937,0.07009952709235989,-0.30387454669886793,-0.768002708070382,0.20809523954479126,0.8954827270275967,2.148153622739377,-5.053014879567146,-0.18528112556040455,1.389889055461781,-0.07376562985182034,-0.5715912076997416,0.47229371924592733,0.3939888586058746,0.4118802717202641,-1.898234339940828,3.3600171327489896,1.0270771589322365,1.6493495815384893,0.11597375745508032,0.0678055273825997,-0.6949793497454788,1.6429057736059764,0.4737957882371031,-0.01780863051916093,-1.28979477267238,0.6206425270416478,0.3792962204531367,2.243326534462488,2.880159471004596,-0.18527732854575873,0.9233520201777594,-0.07620675799585719,1.2224160541633111,-0.500111848631887,0.1333249965419494,-2.4850962028646766,-0.06660092831326558,-0.4224801073263791,-0.7649770289403399,-1.003435348060238,-1.7641832773906607,0.24661010298313002,-0.3842330728572154,0.5222414809400533,-0.6418689621777904,-0.26510952652218833,1.294301187399796,0.09829720085451044,-0.4960312294850837,-1.369335571987735,0.011606532292299576,0.7114083404084486,0.7511800386648204,-0.21499776399222448,0.6795554011315801,-0.528309657665119,-0.497268288247124,-0.1561060562402119,-0.31829929805058477,-0.934942353308811,0.8974159817790159,0.3644762366412415,-0.6774502950662544,-0.1764214366300454,0.7810879687701462,0.6419030444741782,0.42109442197072156,1.233588930758259,-0.07054020680856787,-0.4152590075019127,-2.6881805294268606,-0.0692744217396477,-0.4591185197838481,0.46125420751568313,-0.21007748502232815,-0.7590406226438038,0.510392033829195,0.5222858720385837,0.1251275017761433,0.3719574963670311,-1.374320524636115,0.7188599712346839,-0.5630160045167756,0.45696257975617804,-0.46822618598873333,-1.588225918972329;-1.009482710616957,-0.21646925383026305,0.1429784002589427,-0.166364003919651,-0.04355054692922122,-0.6168524621169631,3.7983694575698586,-1.4555493528874819,0.6600981543623456,-0.9559753796378905,-0.8211273936808676,0.08723525381206754,-1.3344620079927765,0.7433639988812892,-0.3279474113062517,0.756019212083956,-1.9161872479337154,-0.3121927455941358,1.6300674356141194,4.749503559895702,-8.40789131978958,-0.41937771226315723,2.908294699780055,-0.3557434123098062,-1.1106671181488879,0.7171491486800887,0.820838210515312,0.1753444742660566,-1.9786185031136758,7.763639680750135,1.8130153300709306,2.350682791930594,-0.3380880332572995,-0.09018840559609176,-1.050361630407338,2.0766479525402746,0.0598329320859361,-0.5739015240111902,-1.2315700957012292,0.3459835310248782,0.3973497455410455,3.6373267946895513,5.450412560823194,-0.5309700944064728,1.331081677003029,-0.359916341783058,5.107932104023016,-1.7774414015209978,-0.3842115071589469,-4.65653778506355,-0.1481924745227836,-1.3564752158366709,-1.1320671672545584,-1.4405167333168736,-2.759440331634518,0.06106797546945941,-1.1451172034908077,0.16749675456763224,-0.9850013297284832,-1.2078560210140386,1.9241817861837065,-0.5305728101849709,-0.7139762288312563,-3.1307687087910314,-0.3483439074295607,0.7054130061644637,0.9837450958984064,-0.6976622401425563,1.1657957551304907,-0.12480846850453364,-0.7694842893895033,-0.5183742241067568,-0.876907536242935,-1.2562810951107544,2.3729262702348954,0.27016825314368553,-1.1166427610298513,-0.3467644960416547,0.7348411012452294,1.1847934367983814,-0.16764281391264957,2.7662900982738297,-0.33852157134732686,-0.41136466549285533,-3.239131447333685,-0.3576710476245739,-1.10472319054929,1.636617329035781,-0.6547663017572569,-1.1622195422039825,0.10887977589400766,4.202552948046169,-0.3413276735121311,-0.32041074741302955,-1.8596969319616816,1.4048797998139566,-1.1348812421201813,0.24350387995183453,-1.1045370442545654,-2.212527508989547;-1.1836989707885976,-1.2393774212119553,0.5653577917039669,0.5469339427308313,0.5660336764919407,-0.15086354972111593,1.8941613106186352,0.547718257962039,0.5573388704844504,0.02209536269748469,-0.06229656029979225,0.24535538699549164,-3.730155364369253,0.3196128110156664,0.324936285651809,-1.2158805185473511,-0.05837680466532191,0.5724610386915785,0.511260058587709,0.7711082127785147,-2.3733244597586705,-0.09265276292395441,0.5567635181718913,0.06541351788924032,-0.2983425179181296,0.3408418289974193,0.13567948249385609,0.6188865471394251,-2.064560306007074,0.8854280458648418,0.6343960356641389,1.4904033117593656,0.40554625746239026,0.14277614450944753,-0.6023244028994554,1.664994680973102,0.8085039460403394,0.3365740580668657,-1.4968597311640082,0.8695403390824907,0.40394502563653845,1.7499727204515168,1.6827355431899562,-0.016692211760108933,0.7949401405298318,0.0532482956453606,-1.5355173672655695,0.2950135503738025,0.4843442189446776,-1.0412300947978537,-0.06930151971313592,0.15605091139779148,-0.6431067025775121,-0.9176946833977127,-1.224930816292492,0.39240653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k{250}	=[0.5638446242605625;0.9326842239565701;0.36760779716139014];
x_a{250}	=[12.476122336106132,3.686434324537893,39.80431253013936];
std_x_a{250}	=[0.7997560300382599,1.5217129665369975,0.7866871806977329];
pred_a{250}	=[12.476122336106132];
% Application starting next step
% ========================================================================
%
%  forecast from 25.0 to 25.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.1
%
% ========================================================================
%
x_f{251}	=[3.796545187446979,-2.7523753517224003,30.32080629628444];
std_x_f{251}	=[0.741978919062367,0.6432034824266848,0.8261120273907362];
pred_f{251}	=[3.796545187446979];
obs{251}	=[3.5472235035521735];
sqrt_r{251}	=[1.0];
hpht_plus_r{251}	=[1.5505580205061626];
xi{251}	=[-0.05005110535419499,0.4095590817128443,-0.009493416044762615,-0.24861195013600534,-1.0484319768394719,-0.019603530360962296,0.5465731764438342,-0.7477148509138729,0.3212449142191174,-0.2319343706867758,-0.17755251258849958,-0.4875819636296046,0.8148030150978105,0.10067793756609911,0.08686552501134415,0.7705740019605809,-0.518923266820972,-0.06850162134597948,0.4795221167523662,1.3319767514028493,-1.929856017488463,0.02177749929850359,0.6910639968185244,-0.1470240745075122,-0.30350004799073593,-0.5459731089108826,0.6852516595316436,-0.1565458256785246,-2.304982876954291,2.6086918458217188,0.4872043014234064,0.8464892913109852,-0.4373887245763024,-0.07975843307674468,0.2793877611450011,0.23280136404625829,-0.30895385189623603,-0.30466293359287633,-0.35222162009583435,-0.267424421037874,0.02326718903809244,0.44941949862512676,1.9306160344580015,-0.5898822549836784,-1.2154111119460467,-0.06186670430950336,2.289917412823998,-0.40447675988690346,-0.3317784586337318,-0.8450667574496915,-0.2591501904198772,-0.5052484905417263,0.4996241029084363,-0.1251944984207376,-0.4787067557173712,0.3022903688701444,-0.416019009536877,-0.9036248624858092,0.18875431815820143,-0.29945691442491107,0.04801096308795216,0.31453581992571333,-0.27537623950509493,-0.12291023164123693,-0.2885059079954271,-0.3235181437565129,0.15031276544100924,0.21770703974097927,0.43038743818795755,-0.08634680499602654,-0.41855222218085597,-0.4245019091487183,-0.4906569372645526,0.2546719031099567,0.8794134051092861,-0.07680663915454122,-0.4145023048011791,0.5244001000610226,0.08074045035386135,0.35653273437953636,-0.4413639146220665,0.9997575499571063,-0.009878258320853206,-0.16633660779399673,-0.0280469410406603,-0.13683705986465355,-0.29472813791737984,0.778178383506658,-0.4127163715551223,0.2314029892649243,-0.28869101642308514,2.805383285116993,-0.2280128892305373,-0.33448323283532577,-1.0343624231919488,0.43430642536100095,-1.0400977609343722,0.11465669164217118,-0.3255598727517608,-0.1733840124807018;0.6191140465615357,0.9677755597820452,-0.31816787531069224,-0.41047910514369645,-0.5807589923876932,-0.013418417304075447,-0.21910335076439402,-0.8584006924824696,-0.16139105639680595,-0.2581159327119855,-0.15309060739237568,-0.16395039793727628,2.5381527539277364,0.05148741223513564,-0.27865343372812434,1.2482715299121274,-0.5050539757757093,-0.4657845997176442,0.18445632541954948,0.8694674694780593,-0.9815587078390102,0.006608957254464531,0.5460663275216469,-0.10103868507186586,-0.08017619894818395,-0.0736726281467246,0.1923623440649478,-0.35469024375197433,-0.31536638996071664,1.0618037266581437,0.1387669680482717,-0.5251200312670128,-0.38601013332020173,-0.07874099534032908,0.2103168203830612,-0.5802554711153469,-0.5448389919203458,-0.3817790124426863,0.6844408425690016,-0.500899151440171,-0.11017546745049955,-0.14227104631180465,-0.24628625743804777,-0.18791730300762,-0.4342257018134412,-0.09792208030393912,2.7000015579719743,-0.7162065671110369,-0.43810515518889037,-0.6018918770129478,0.0301416955974676,-0.5003166295977821,0.21370782248962916,0.2851889682453308,0.08697629157751718,-0.2244435911506346,-0.3547712209093481,-0.64837424063324,0.21262704338568028,-0.5587993925945955,-0.15478313540809951,-0.5312084026087605,0.13590167418491061,-0.6550687383340326,-0.23977680208197238,-0.36170926271441006,-0.15750273010874682,-0.18522203573294016,0.10009091342889587,0.6904815415958145,0.07744577413552989,-0.173663786359195,-0.2481604926078349,0.3461829413900386,0.8164736130030317,-0.20909996216604165,0.040839612595828356,0.052812442801948745,-0.4174206026782801,0.17002614784517567,-0.6749359089718059,0.6072025358869881,-0.08857840861261579,0.32000482997672197,1.0168328441279093,-0.11837473149151112,-0.21343371409973733,0.8266349918725788,-0.21133124579312712,0.21433735018960576,-0.5528821438512668,2.7424282426930895,-0.387006546789348,-0.7230674163480084,0.0672497911915948,0.26240841351783484,-0.32748370836941376,-0.3574254817846203,-0.2126884762344372,0.4179572177666655;-0.6948652498515209,-0.3160157441370153,0.26112321027335383,-0.0018036595616592876,-0.9552690391172973,-0.052027636848819725,1.0753664766360274,-0.26366208179519646,0.5962763345797519,-0.11788827237615962,-0.1418231818620761,-0.5590019693108808,-1.1512405113745743,0.07979724368307473,0.35163647392877095,-0.05306919362762841,-0.2774304059758421,0.3068040850594471,0.5177476105830401,1.2624393099301194,-1.3656318865210508,-0.00575467857668599,0.5270366354234888,-0.14230784761346627,-0.3827327974464829,-0.7341566179390817,0.8029930928606461,0.09410236278525375,-3.2469178080337073,3.0292127035531884,0.582311254921148,1.6653683033978446,-0.2825665421954504,-0.06838740396837295,0.16575002798543537,0.8819287035244443,0.05261623406122595,-0.10365930517303212,-1.2205703129069043,0.06751296367679416,0.13203944941396273,0.8465369252139645,2.9978001683998237,-0.7103609559506587,-1.319143727037126,-0.03948953250974796,1.0744288693767174,0.06469564219810664,-0.08082113130022606,-0.545197752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k{251}	=[0.3550708926883232;0.20705698673246586;0.3348838968348566];
x_a{251}	=[3.7438550775730692,-2.783101202829186,30.271111799544233];
std_x_a{251}	=[0.6552272718931137,0.5905238352713403,0.7805550825164201];
pred_a{251}	=[3.7438550775730692];
% Application starting next step
% ========================================================================
%
%  forecast from 25.1 to 25.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.2
%
% ========================================================================
%
x_f{252}	=[-0.31757528734566515,-2.55449228944855,22.897227661492334];
std_x_f{252}	=[0.523126531880204,0.6104002738338593,0.5185486058948668];
pred_f{252}	=[-0.31757528734566515];
obs{252}	=[-0.5900038896727057];
sqrt_r{252}	=[1.0];
hpht_plus_r{252}	=[1.2736614313156134];
xi{252}	=[0.0024965780039977736,0.7346351140454644,-0.2201444576193931,-0.23939838496817417,-0.23596866230733254,-0.24507639670052,-0.1811852655014345,-1.0633589126747018,-0.00418538805487334,-0.21167380270696662,-0.1842341556782881,-0.08004747859680761,1.1623248708218894,0.026059414833750127,-0.07266484322313843,0.7215555272994654,-0.4051889370080874,-0.5061586711587422,-0.032614387587555804,0.4609889375533964,-0.725926741451141,-0.09082378302897837,0.01247680999750772,0.1944056999132604,-0.12402102352146605,-1.069823954971058,0.12374910049828192,-0.2357190867836319,-0.44991542897960096,0.7669886277238963,0.11957908338969914,-0.316427386095765,-1.5066325316754356,0.019891753713544902,-0.2607651851664828,-0.1323081702044298,-0.30988691234905535,-0.3126454328516866,0.6825680826487499,-0.18486120626018548,0.19213645187515574,-0.5839139616331397,0.2070286514477403,0.056727696906792247,0.07878284445376227,-0.22084491793181898,1.7804600143440912,-0.2779233680083683,-0.05836356116755753,-0.47148549380914845,-0.050247692767068364,0.0760573517090862,1.1490561975667906,0.16678086820218552,0.48066250660470594,-0.16773191594456976,-0.2279980373583082,-0.5122760041841055,0.11711640792068173,-0.6122887151871865,-0.033644602580108984,-0.4160041227982281,0.41426775554570905,-0.4147914309975081,-0.22903652217638898,0.0446595716821121,-0.11386222215552166,0.127799931889505,0.17513075130621858,0.8429695547086982,0.016199641256810893,-0.024455659607359903,-0.23544055576297723,0.23410991107339696,0.9515169334564166,-0.6296068053956998,-0.034358262825931574,-0.0034787500619928857,-0.40503049633502103,0.14473488542196014,-0.48539371028845785,0.4321110855752499,-0.32104314433280395,0.24932052416441708,0.6882136953227962,-0.10877735696233293,1.164458270916998,0.5378625713143302,-0.2226164700342121,0.5538993625012052,-0.5149386660709407,1.92304418543924,-0.2453455574475359,-0.39191837930142864,-0.16207971235672908,0.11821033165670097,-0.3526086100129286,-0.3488341719813058,0.22783578701613244,0.09912212287980984;0.3789202037915742,1.0302899001583463,-0.34035135878345946,-0.3267271864695127,-0.1620665234825993,-0.18883330866709525,-0.4477997530122342,-1.1061633680413774,-0.1875071090859235,-0.22189455456451146,-0.16288549615260006,0.011493104575765578,2.1943224970844013,0.026407619344129163,-0.2278716963980636,1.072638267618874,-0.4233215915989059,-0.6322606786280365,-0.06047550243947564,0.41159364494007944,-0.5493447501404911,-0.06486012149684672,0.10985388975800126,0.15994058620949536,-0.03129382746189746,-0.8234791254156053,-0.012655131013746157,-0.32363875188738556,0.13035479696399443,0.1952056415229313,0.02318166427898527,-0.8193551363581264,-1.4155953519927595,0.010122061376201863,-0.17143502021674228,-0.510278665337955,-0.4416721985698855,-0.3521424547240777,1.095993454117486,-0.33102074743993226,0.09191358937660787,-0.6842649204707647,-0.7351913659481162,0.1527312306283961,0.23020039687205873,-0.19623699839625308,2.1642188811329204,-0.4760301330810863,-0.17454912593492056,-0.44135999149958804,0.07694237330129505,-0.05392408250773739,0.7252399584349483,0.3557406962158871,0.6081831441715,-0.34358809217984376,-0.23215299391978217,-0.4817828342222672,0.17178033794464032,-0.6999279881535965,-0.11924562495635893,-0.7137262196136303,0.5210737955173648,-0.6476530960228652,-0.20938696430423054,-0.056385790884864395,-0.21327138645931765,-0.06868286139772284,0.062379083820861325,1.1254049145367016,0.21074053077275412,0.035575627334642146,-0.15805470474047478,0.320369844443706,0.8911610343637972,-0.611244377116301,0.14208111672653967,-0.13068229709389678,-0.5703403438447321,0.1090262545093581,-0.6136400772056714,0.35844589131334104,-0.29335159217319484,0.4598303254431717,1.1877043246632062,-0.09622910467574464,0.7586630652540005,0.6550039489357673,-0.15796400557740808,0.48570104370945,-0.6131753115101461,2.021032834776924,-0.32754198510364985,-0.5962765640767351,0.23561493338491246,0.11541456478584955,-0.14286038122263855,-0.5000356488544946,0.17912031411411933,0.3920748843023718;-0.882461638888401,-0.297796740078315,0.16765340463082978,0.09137157621691827,-0.21674097884490706,-0.2666623954390559,0.5503790911267998,-0.26211547550118297,0.38894658814886185,-0.059110531014916035,-0.13794057058818154,-0.24976221300556745,-1.5678694247751999,-0.01884344994078191,0.2970913373353703,-0.410344045870481,-0.09023074954338739,0.06956234473764766,0.04517820126759986,0.3600535244483609,-0.3045895378503438,-0.12429128757219843,-0.19298334252533422,0.15078113378318392,-0.26222543262607445,-1.118995063170452,0.3191365337552803,0.09831124489020127,-1.766644267152511,1.4539505269003783,0.25339608399133695,0.9336503159055383,-0.9086877157904176,0.0032829507603331365,-0.35468966266598656,0.7661125762246215,0.1714335454681617,-0.039204990551553465,-0.5906480984361515,0.24825919482509207,0.2885087957214374,0.04738192676544983,1.8607970639120985,-0.1883874086927726,-0.24406234371673108,-0.1694293381240044,0.23642329773121773,0.34631752558114925,0.23901874776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k{252}	=[0.21486199125378094;0.23117658267183722;0.0602977267426461];
x_a{252}	=[-0.37769761862446644,-2.6191797430376806,22.880355250129938];
std_x_a{252}	=[0.47138785275719985,0.5675823571935261,0.5102737387081497];
pred_a{252}	=[-0.37769761862446644];
% Application starting next step
% ========================================================================
%
%  forecast from 25.2 to 25.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.3
%
% ========================================================================
%
x_f{253}	=[-1.9796784089591644,-3.366217987242398,17.888281014157045];
std_x_f{253}	=[0.6285470606434175,0.8983124563388609,0.42972358138157396];
pred_f{253}	=[-1.9796784089591644];
obs{253}	=[-2.283929828606537];
sqrt_r{253}	=[1.0];
hpht_plus_r{253}	=[1.3953287949085198];
xi{253}	=[0.15962881644285742,0.9144303671696803,-0.27632976858237757,-0.576520476184222,-0.16007772927233854,-0.21276904775846606,-0.3266473332571225,-1.054240957853745,-0.19523432803045115,-0.46377683891447696,-0.13921959829353114,0.16272819007901274,1.8821378575203997,-0.01631870232735322,-0.17364513002819337,1.0638214898543208,-0.3934551655514882,-0.6859730399717636,-0.02993289779099917,0.30182217930465094,-0.667305685495885,0.4210000767630222,0.15136831164602604,-0.31715278010404657,-0.0711091982011689,-0.9862186874789571,0.66332479474834,-0.4232414852694528,-0.13887609708551207,0.4578624027547631,-0.2888138134263689,-0.5298640038428892,-1.397871431452067,-0.30584693421948317,-0.2989214548968888,-0.3485410126985131,-0.22101558323946047,-0.11345341379691587,0.9299856987213007,-0.9920859911528634,0.5430771722136092,-0.19793068038708284,-0.4553546344112662,0.10324540538213656,0.3322931683498731,-0.41820845086947656,2.413093578046973,-1.020614075985555,0.24849014846954787,-0.42732687565105176,0.03890986659927931,0.19767622233921212,0.965737807773283,-0.21173659313957782,0.5266962642609245,-0.03934007587858557,-0.22616748673519171,-0.6387530726170543,-0.04578385086031678,-0.8427763812303672,0.26436829197840184,-0.4883640274934844,0.3062466794564831,-0.6338367071624524,-0.27023114339995824,0.14221262194088302,-0.9083185437578016,0.24971061159869667,0.05652458657384951,1.100851556884177,-0.003025588994365558,-0.052317759570441824,-0.20272019011504683,0.47367322085331476,-0.14577439875554377,-0.45887709897796936,0.27009195629505145,-0.07723919770762167,-0.5737331818529758,0.17863457068710686,0.5143619790381282,0.48222560949632975,-0.44124322717264675,0.22348205774895136,0.8338606075412058,0.2293176964412491,0.6601756872710245,0.42456202356676553,-0.5835857743675337,0.6938541003190772,-0.603641809142444,2.049810543800955,-0.049586550604360236,-0.8996733178185756,0.67136948342961,-0.15189302333485544,0.5046083432440358,-0.4607877026431202,0.18424883457682162,0.3417791256325491;0.271548609712275,1.3341525154994751,-0.4042649980430868,-0.8165351639964431,-0.2207300087400168,-0.30467733270949937,-0.48148521649828346,-1.4734429518485515,-0.29356689712394024,-0.661655548588822,-0.19859440235126335,0.23604250974518148,2.908248048149896,-0.02886744080081316,-0.25717250665293756,1.5634453313835126,-0.5503865088472106,-0.9714886865578523,-0.048474506612921964,0.41472135122274034,-0.8937892154710818,0.5962977338169755,0.21541883131461237,-0.45697437497349425,-0.09258939098329844,-1.3893368725479132,0.9034401273966046,-0.607116437016332,-0.16677150391080797,0.529281365260668,-0.41647230392048806,-0.7796334391003477,-1.9698775130310882,-0.43512041609507923,-0.4215399787656642,-0.5253257005141339,-0.3249448668945285,-0.16199669590398802,1.3772631421803991,-1.3973212432157007,0.7383090173163063,-0.2810060054371193,-0.7462120253035645,0.1531467075779318,0.4918612013539896,-0.5886362427431737,3.46212193631124,-1.440340268719189,0.3332190772627297,-0.5928092726244296,0.06388489466476299,0.2600317238362324,1.241565489441888,-0.2919241924500864,0.7551727562955133,-0.07718099016332802,-0.31329883469198583,-0.888119551797593,-0.0675654400284218,-1.1911020930211844,0.3560621243645259,-0.705978860698476,0.43516315191292687,-0.9063731556978345,-0.3861830063495497,0.18548856082105347,-1.2776152313441953,0.32201044440881965,0.064948445825741,1.5942088350507182,0.01374580160424621,-0.07427262454352146,-0.27418426973224186,0.6736219018319609,-0.22882130576295312,-0.6437068471821137,0.40020761885652556,-0.1276974179712438,-0.8176442790494827,0.2426978900599317,0.7093778270791784,0.6599164232071768,-0.6212467043814716,0.3364201361199961,1.2551768353659996,0.3188918592678882,0.8276593787157909,0.6091992358603946,-0.8200243005322339,0.9538227950397768,-0.8475809274959847,2.8653225765916694,-0.07957737105524698,-1.2727100246424978,1.0092130955642933,-0.21967634713567064,0.7429445319217103,-0.6600276587566807,0.2510241959667847,0.5153713358470422;-0.7712392220205437,-0.5349341584038676,0.208112302282629,0.23010418689509038,-0.12744972722770598,-0.1493199825382412,0.5175537554721572,0.27567889388313205,0.3284501520148879,0.0687370614275089,-0.07540743440385,-0.24120077362987402,-1.6144808935760118,-0.05044128284439964,0.25566372663898207,-0.6374515864636408,0.06709720638356131,0.3037887230793501,0.017959997971480846,0.1032242390364786,0.02401978379452885,-0.17564376111345936,-0.21733769175379436,0.11980044187313865,-0.20555257205640842,-0.42924766554971683,0.11258711426182444,0.19275711228826964,-1.3189791650556835,0.9140777457710385,0.20426310781558854,0.91556530907161,-0.005645885493912317,0.026433951006744394,-0.20247231915060482,0.6897646084042215,0.2212016285726648,0.023954580702536532,-0.7585861231431501,0.4746630862279595,0.08580412062994114,0.16666422808208736,1.532583325627506,-0.21357545980180248,-0.3028292631986673,-0.02860053919203409,-0.19873832128751445,0.5841330754614624,0.1341693255068961,0.03891590503526032,-0.2847360259714904,0.1778371286348559,0.6001702786402596,-0.35013775065120356,-0.23994030591882876,0.25683504698174886,0.007077803996093479,0.04585081086664289,-0.1402580746897364,0.2887337180516596,0.08856683405888788,0.5489722561885948,-0.21183946431884948,0.49003878295776104,-0.03380593119183928,0.1484805809499079,0.3683219740053616,0.25013095468169766,0.1552492787067088,-0.5079209504009334,-0.3976153014828796,-0.13287996418783976,-0.1661303667924372,-0.2375887714765419,0.1954872306876041,-0.04978941778684742,-0.4170298467564706,0.17027233880264347,0.3588794588937674,0.014587041305997417,0.09523915406397876,0.08174002444858885,-0.029710802321563534,-0.4375051341357583,-0.9093945277005488,-0.11475914602484139,0.6099570072326976,-0.22389105395913944,-0.053240863281800443,0.03152666096785239,0.25122138426442575,0.19276190646206715,0.09485235084254029,0.5499896165721125,-0.9077173771844969,0.00509812133482157,-0.5440053887496745,0.30445419847078625,0.046957386071696305,-0.6179877314718034];
k{253}	=[0.28332303923709834;0.4045966810904805;-0.08456625757726555];
x_a{253}	=[-2.0485267037788373,-3.464536117874435,17.908830852423463];
std_x_a{253}	=[0.488190886475555,0.6995318214050973,0.41616506872805503];
pred_a{253}	=[-2.0485267037788373];
% Application starting next step
% ========================================================================
%
%  forecast from 25.3 to 25.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.4
%
% ========================================================================
%
x_f{254}	=[-3.8821081132160242,-6.387896958866833,15.033413758532278];
std_x_f{254}	=[0.8099395788454484,1.258538207034984,0.6789934014990968];
pred_f{254}	=[-3.8821081132160242];
obs{254}	=[-4.273845332131884];
sqrt_r{254}	=[1.0];
hpht_plus_r{254}	=[1.6811943791546322];
xi{254}	=[1.579250936252595,0.769927301899199,-0.16060418334183924,-1.3763296528504028,-0.14281101024410825,-0.2593231365194373,-0.6881716124850796,-1.2274653847548946,-0.0013969635949293568,-0.10025652069822577,0.36065678925947786,0.0861166876474524,2.3679213934363883,-0.1341393261339605,-0.3762781749330002,1.3554093317635934,-1.3577675915511294,-0.8266724314502256,-0.12621912611863673,0.48697417440424795,-0.6815410691352164,0.35802870945999965,0.1206200074933208,-0.5505090351478974,-0.22247734372553696,-1.085997455197965,0.5606810986011737,-0.5279569372121435,-0.9252007409780503,0.5611288097985856,-0.5693460470988412,0.06114454786864032,-1.737067315649107,-0.40957724923358674,-0.07385316132526398,-0.3949184667643375,0.18368523916882973,0.013638994810648786,0.9968126855323525,-1.4322676208409013,-0.35588971519962564,-0.2485982584153148,-1.0835075935398844,0.04669842642336608,0.28495117957942195,-0.11354605080952274,2.851348607844546,-1.168323222270343,0.8628472404485308,-0.4908421981672002,0.033267975085663704,1.2236677265640785,0.434549990499812,0.48204145304509094,0.7708488313732271,0.005850622661731197,0.0891992257740144,-1.059167492973232,0.20724836324522533,-0.9485871059547484,0.2715176297114419,-0.39704848329636055,-0.06002103779542978,-0.3833653362965417,-0.7270833304253057,0.3405997572214794,-0.8997974414767822,0.34658140891511824,0.06501264990100708,0.9240774162661607,-0.9424908874960152,0.6973950736624457,-0.4445599131931197,-0.08350628857377362,1.480686198296365,-0.6829809488705894,0.375374115940764,-0.1420550081107721,-0.9195567101545206,0.004889799515902737,0.608449501170413,0.2981866415008727,-0.615943717014805,0.19610787687727527,1.4131623410001182,0.18586067666025086,0.6194316498107066,0.3479528968083532,-0.844135605560346,0.8083681398342137,-0.7892661380338679,2.25669423990556,0.3032746779059159,-0.9506041810044947,0.7132177399549295,-0.2930423934964259,1.1077023802680692,-0.9839633219996702,-0.057011477253500864,0.5539822532984799;2.4392779972116414,1.172527138487923,-0.2521579681527806,-2.0601169377729462,-0.26215307145570144,-0.4475477269583301,-1.001042353344249,-1.8642540228829354,0.003417355602866934,-0.17962718716226078,0.5262906202670816,0.09045687991765661,3.7649828474055385,-0.23770576738897198,-0.5710833260724222,2.1029261461033952,-2.058131690986338,-1.2513117124445614,-0.2153774100493333,0.7548754233762383,-1.076342666536962,0.5286641517723147,0.14461707818477,-0.8567410379338511,-0.3895819623661749,-1.7782425836673532,0.8791975437826709,-0.8179121898677337,-1.6360210567468947,0.9505260779228051,-0.8759383124327282,0.16948993690703773,-2.672102163024636,-0.6577624927443235,-0.17130156386283613,-0.5446760410002529,0.2781767755006026,0.006352709356806763,1.5150512642718539,-2.1318556283910546,-0.5378390684977576,-0.39317245670058387,-1.4258196705062343,0.036406123058567275,0.4020264956348898,-0.21927854187410745,4.579461469336897,-1.7234946510191929,1.3460552831555317,-0.7796285485200167,0.0017806173916570245,1.927452839102613,0.7277962734493384,0.69371945008817,1.175225945981965,0.01978162902789471,0.10735402114816761,-1.634982279289268,0.28154595175987485,-1.4414573915904878,0.4142233251257119,-0.5662012421768408,-0.12579178176204842,-0.5609553225769215,-1.1423111027487414,0.5269336040745065,-1.3590368592649344,0.5503235319164146,0.10099527637882488,1.4159903420606907,-1.5013015057556114,1.054797748768883,-0.7288395902499989,-0.16455954494766,2.3264315731216643,-1.0839969024305622,0.5238843510315867,-0.2227314905033051,-1.3808879820885762,-0.006361115450397747,0.9484720829994382,0.4609031301100863,-0.9764981911857005,0.23695739108021652,2.1769623447204776,0.25909328862829817,1.0100814577563497,0.5130434725229032,-1.3341226864732203,1.2590290772665034,-1.2045938770937568,3.6077824450477483,0.4579260679072856,-1.404510315489829,1.0299766574289455,-0.4792110656476902,1.6946828101201632,-1.4797327247600363,-0.09673061634967084,0.7891073749252708;-1.6510199922975985,-0.8177122953095495,0.1664679298912386,1.2376667518068256,-0.08088378623020454,-0.012310060369182807,0.8594440561511778,1.0145350909781694,0.15236367928675598,-0.03565155020476496,-0.42067486964630696,-0.2739660894350706,-2.2386919072514555,0.003209171064812111,0.40881052328164813,-1.2149146945374856,1.1371495123541369,0.7461186461922225,0.05081245366688947,-0.27267336563427946,0.3858440072989229,-0.3669398297184454,-0.29020909010384166,0.42322827719399037,-0.05956966580701817,0.33205711898085966,-0.23513021855924165,0.4276044111018109,-0.3305234669532613,0.33354545842789385,0.5194118331928337,0.48858156886340964,1.2415924083076444,0.22776709547562746,-0.2257123819278597,0.7287153340095944,-0.08304169387187343,-0.0812242552712803,-1.1234355793093052,1.4064604856650025,0.42344204304103705,0.23033477771013722,1.9989744255250113,-0.2420648429163883,-0.4341718877709493,-0.08821736369207578,-1.2158149940576308,1.2093735243526016,-0.5114505352790015,0.27693631579954747,-0.29727364803502354,-0.7146604191605732,0.29522463449783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k{254}	=[0.4051847826764461;0.6288981980311162;-0.30551800622592395];
x_a{254}	=[-4.023329021579361,-6.607089728662787,15.139897348749026];
std_x_a{254}	=[0.6304652815146018,0.9826669063442625,0.5493320723853293];
pred_a{254}	=[-4.023329021579361];
% Application starting next step
% ========================================================================
%
%  forecast from 25.4 to 25.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.5
%
% ========================================================================
%
x_f{255}	=[-7.752757509569505,-12.72636352165643,16.69404231198667];
std_x_f{255}	=[1.0291071370800364,1.3822582133892367,1.652279433952795];
pred_f{255}	=[-7.752757509569505];
obs{255}	=[-8.182897483426853];
sqrt_r{255}	=[1.0];
hpht_plus_r{255}	=[2.075171756980303];
xi{255}	=[1.2628996324855581,0.6005976968094284,-0.1353863825396946,-1.146508276771958,-0.2541157329511803,-0.28037078442512087,-0.6388953558595132,-1.1056180295892704,-0.5128590297670632,-0.12676529011125037,1.4164186928030063,0.6390674034377737,2.2386449199196985,-1.2970506795468806,-0.155347481055375,1.621364190451442,-1.3494134324693734,-0.7537768070221871,-0.13012152895221973,1.6313315171062648,-1.2150520351946428,0.24960693724147465,-0.06669461170694735,1.5645892423780694,-0.9921892677280182,-1.2037104173761888,0.5999958460385582,-0.5396533979094285,-0.7017650946233838,2.41458020101551,0.12188459750010061,1.2185290807685272,-1.4190439969320865,0.23198849967682555,-0.17786708735223655,-0.34354484469760127,1.5949573978356897,-0.7055214355133517,0.9275089951235502,0.2716300963850502,-0.5703621190226871,0.3891049772405575,-0.7043263031173614,-0.974680019760302,0.49266592991504776,-0.21139322550076667,3.985359523861229,-0.9690031075490007,1.2347130654233966,-0.8526574853222302,-0.28003749188952387,1.0988264777118673,0.5968689503179139,0.7176851008106215,-0.6773937502801521,-0.18417654455786092,-0.9783136068469647,-1.1156017377069185,0.98917104008813,-1.4329090044020516,-1.1021994512990227,-0.32788606513964336,-0.3962919808883951,-0.3941788956942913,-0.9436835979371656,-0.1425275840805993,-0.9151554475377841,0.1598599445500435,-0.31063755962162976,1.0517411269311339,-0.958701128270488,1.2723586621656953,-0.7560204439938891,0.28330526725140004,1.4389422801870797,-0.4283035466159637,1.2768295291116116,-0.014507034138766528,-0.8142597512954355,-1.557416953707567,0.9716891101410914,0.4607194028862729,-0.31743146930165356,-0.05616457358871774,1.2376884187035273,-0.030505090666266277,1.3531243982126044,0.2638554290117163,-1.6995658676436678,0.7997366708973992,-1.9971355611892436,1.202106832164259,-1.3202854493577716,-0.27580104900068303,0.36236936505789075,-0.8316257080869667,0.3750492466541058,-1.579071246344733,0.2637296475630402,0.48838550761688904;1.5606962807106672,0.661038299207064,-0.23454777738452037,-1.3551227615833064,-0.4596227758498763,-0.5025993490707936,-0.7413598186819375,-1.365720917322287,-0.6668137837533816,-0.2722626896618987,1.8473774311973497,0.7175921571708326,3.069363965510105,-1.6570298064934654,-0.23303989246498347,2.1465678772474543,-1.6165104966963924,-0.948343016436608,-0.2593963727129136,2.222857032124603,-1.5720890035024784,0.22301675037872393,-0.2250126884020549,2.108513094035228,-1.3660776763876825,-1.705892121044787,0.7722448524306564,-0.7343950671365729,-1.3119555455042384,3.5503207966236356,0.11180070214710014,1.7337551033016307,-1.7587486552366052,0.20671635202937644,-0.3934681562278417,-0.3581635715121756,2.15841565350725,-0.9712567354865911,1.0885468973302945,0.38779679507223186,-0.7298110438586942,0.45006441102901285,-0.4929207907923132,-1.3311475539172744,0.5125335645643698,-0.40595623041246043,6.105086513263396,-1.1106972864326146,1.6546546839409437,-1.1494479325587132,-0.5215570011690254,1.484570275566476,0.8933847332525762,0.782190158774835,-0.9488092387036655,-0.27121277542086375,-1.3017059558208874,-1.4181808231457023,1.2106736477397941,-1.7171373139543338,-1.3811757064952808,-0.38541833228921796,-0.6309252170105282,-0.5028432102504823,-1.2482086280692943,-0.23024852147174535,-1.128065806617089,0.19007760868123924,-0.44173852792167345,1.3225837776499354,-1.3351381541094405,1.6337848990146053,-1.0798844674815875,0.2581673547783616,1.962515878501888,-0.6590023271887588,1.5977515110232563,-0.0727884372878389,-0.984937916374454,-1.892120156163065,1.279726710352497,0.5653245960390354,-0.5183074119689017,-0.25993499338428094,1.5274221182830292,-0.14991352572442018,1.9253831694276133,0.22703231530920043,-2.0973578429095667,1.0426808271284322,-2.280095546230923,1.8073838048598105,-1.637565934258875,-0.3166430655472272,0.2362822587604949,-1.1200783447321498,0.33560559050327043,-1.821216011320054,0.27019090796246736,0.4399293531166073;-2.4588620167141304,-1.2945263338545878,0.15470610235180615,2.1656070986827665,0.14353569533864174,0.18367431095402154,1.3263830234289777,1.973178911684844,0.9100309891993916,0.004735296337635475,-2.4119591130267093,-1.3284828509876156,-3.7256495610612586,2.163457250727159,0.26305168400242707,-2.728884813217494,2.4668145607091425,1.3367541359730026,0.06366320706818485,-2.5038127620399955,1.975328948263531,-0.6162722099931628,-0.17871097663406132,-2.4873962265320824,1.4574899156159375,1.6141278555854903,-0.9196520935727595,0.8548418655064154,0.1749176821673437,-2.9492640479680663,-0.23901761776486907,-1.5495670060951134,2.437292415435426,-0.5700507082244677,-0.05602955863255232,0.8791011151351711,-2.491301948332513,1.063727400437969,-1.8989093993768424,-0.26810930036771197,1.0276508117756897,-0.7122604146028628,2.230967047241812,1.444156230023271,-1.1071546897710345,0.08920181423267692,-4.487272732411009,1.9375366390786795,-1.914157498989054,1.3235677326864987,0.12461617378543366,-1.6569040320379216,-0.5396511651985527,-1.5986786197491352,0.9849376244635017,0.32555418005227565,1.539252608544281,1.8707323580239645,-1.835009719904182,2.594496728550041,1.9314149743373612,0.7065367809419243,0.4267085189849631,0.7555099725729235,1.5054259402953214,0.2069883096833962,1.629466760458108,-0.20412337151499926,0.49457732938494914,-1.9007905047610265,1.360075539876231,-2.222544352511635,1.0370514697922673,-0.6988510181108882,-2.1501454661393886,0.5011802186590018,-2.3773693880304876,-0.02481239467579499,1.519115992599943,2.768483384525176,-1.527396164034391,-0.7622581496192176,0.3147338685776333,-0.33073426523272076,-2.4175182413323295,-0.1594181848764329,-1.7028666860740849,-0.6645691419748552,2.929462657561597,-1.2626353145170963,3.77573695669793,-1.1968255484443606,2.2897231899698838,0.6172168932032704,-1.2217552954932867,1.2922300542284262,-0.9861426338871517,3.0059431509905004,-0.5289457166876304,-1.3054221214269504];
k{255}	=[0.5181121771553236;0.690878269621406;-0.8151630951105763];
x_a{255}	=[-8.04257260408351,-13.112818347148734,17.150018025105222];
std_x_a{255}	=[0.7210354769149735,0.9639910610058724,1.211787803575892];
pred_a{255}	=[-8.04257260408351];
% Application starting next step
% ========================================================================
%
%  forecast from 25.5 to 25.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.6
%
% ========================================================================
%
x_f{256}	=[-13.298399632808094,-17.22459666084995,28.69499862180706];
std_x_f{256}	=[0.45922981721036804,0.7975536870567023,2.0691270217235127];
pred_f{256}	=[-13.298399632808094];
obs{256}	=[-13.457936647685191];
sqrt_r{256}	=[1.0];
hpht_plus_r{256}	=[1.2114859990909943];
xi{256}	=[0.24249419274841344,0.06798208357214008,-0.12701718599056022,-0.13709871569240306,-0.21522915859459246,0.04478565661215406,-0.23716674246598402,-0.25762300319218845,-0.14097168429554152,-0.21881522847018786,0.4759825650609528,0.6505265073494861,0.6164983605778112,-0.25110922502634914,-0.3081790451941373,0.47651089563590787,-0.15423945560773866,0.15027007045127405,0.07307279060133176,0.7383744941116657,-0.1569856733504693,0.5032027702315798,-0.6394576116053177,0.1541775602983968,-0.2527498420861214,-0.4652452693537281,-0.4681781437047423,-0.1926222804780373,-0.7857750855705987,1.0362261495821539,-0.342065490275667,0.2481149043160471,-0.4117289732871665,0.07031657238301747,-0.21713779990090032,-0.03544756799501769,0.7039085179121312,-0.10610301862062954,0.05457398023526849,0.1067367548200906,-0.021546929488424738,0.03639810026589707,0.33259525746997554,-0.16894481203577172,-0.27927284975282873,-0.21412269922765148,2.1321395670713947,-0.1904079752057939,0.31387867274629855,0.5441252215587973,-0.25884667288295127,0.8289986300055023,-0.21220517409834372,0.04819245196671851,-0.5048230111290035,-0.3358362585422068,0.05197555415832866,-0.2893532984373568,0.38326636450232243,0.5823210808347579,-0.21030262144290646,0.03242474926336314,-0.8801705434232598,0.1613845538503842,-0.47639741064245733,-0.4618347863656247,-0.23698115472190118,-0.5284926765964482,-0.3116833706405675,0.2119729228085987,-0.5123628258341579,0.5183836611344326,-0.4462900826647047,0.15036046879101583,0.6953195256060063,-0.2533602730556339,0.4741626022967136,-0.06498863564229218,-0.045924655289738325,-0.22546579614378182,0.4241550115663326,0.7503782762291156,-0.18597070530413795,-0.25923201223110226,0.11585152229148932,0.01809979664446537,0.341422201805317,0.033730425925337926,-0.17064948115381107,0.2245785454112479,-0.25609486218241173,0.9743746315326867,-0.24648243142801363,-0.22867051005104244,-0.7601879775226283,-0.2470673971424251,-0.547377393319163,-0.9112576217234825,-0.31729261577375567,0.5865990996174162;-1.0020412763671764,-0.7553526034192686,-0.11919300012412748,0.6784492552378509,-0.27638009908681127,-0.6216608167539022,0.7511646335781172,0.6683755285983715,0.17394497536347586,-0.18792387056780058,-0.8332898171385601,-1.1101879308644058,-0.8249106171994818,0.46615311390856107,0.3313788051669597,-0.805327587396139,0.693610329660796,-0.14291690707121418,-0.4896313400122949,-0.6940253339610152,0.19118106301361237,-0.936348233130456,0.5330013545485706,-0.36808486487491976,0.05310579236299873,0.1650073409871915,0.6997374528902647,0.1193646529165413,-0.3756200855204668,0.03808005835224293,0.28000489095704495,0.017661147607750394,1.0366523209950351,-0.5797597170194457,-0.4087153189617716,0.37410322356338455,-0.7276924531847335,-0.11090767864681794,-0.8389062251378228,-0.10743400338759557,0.03456396715114707,-0.38937484002427425,1.0978729316456892,-0.06298145906584196,-0.29807902802426156,-0.2752855228607167,0.8570301791624466,0.8682269306423045,-0.4802462047880205,-0.7044698232519551,-0.30244798685604124,-0.7417793952503224,0.7803076143473149,-0.8838663804814608,0.5966757942866607,0.41237717929517714,-0.234724613692034,0.5421550247394968,-0.9141296203242355,-0.2450460795657925,0.4997570575665726,0.043216782735687076,1.518400918572235,-0.21065061902931959,0.7509818473849492,0.5999554282899062,0.5636303204132389,0.9030786061936489,0.3203045645936946,-0.7294609602144995,0.5084600997300583,-0.9117974186878115,0.35218996858393226,-0.7093071970149794,-0.6315834310152191,-0.08868165586370935,-1.0471507470196286,-0.19532107370850227,0.27126483922521416,0.8250100717602002,-0.6113550114919803,-0.8518369605800622,-0.21579867527863428,-0.46693637645375574,-0.9009212923613248,-0.5223206194840735,-0.01254263549180834,-0.601520370265483,0.6002074091740717,-0.4653085222622906,1.6284215094913534,-0.16410031831120975,0.6271066993617431,0.4856467458294489,0.13513398819258526,0.18654367733244825,0.09454575140144073,5.016470761915828,0.1118406297055401,-1.3170186198877865;-2.0474838012675747,-1.1428737873604788,0.3012050459599287,1.3418065292914356,0.36039955625565057,-0.8886490800264575,1.7192275378764883,1.658597456884003,0.7286342771758854,0.49148527110982343,-2.5479393185118724,-3.5539885841097067,-3.052674242535346,1.3885393376783988,1.4040759977002146,-2.529279655734946,1.4027107984609444,-0.561193487878338,-0.7842020239642125,-3.220109511936016,0.7647128401916738,-2.792397246634163,2.5880898741944094,-0.8839878624814652,0.8870577458752678,1.632607169962771,2.3073409135146115,0.8025027264210287,1.8766779556093383,-3.0948791057892535,1.4357029983213359,-0.6372497290656867,2.5255194081147536,-0.9203264494601271,0.18716976258869167,0.6749024300179052,-3.1534410029864937,0.24146709221946594,-1.2308305629898904,-0.3921629756112388,0.2016122147137871,-0.5364119643214238,0.536721857872088,0.4948357404312631,0.5286917682104288,0.361395502203969,-5.557989361210478,1.731313890253812,-1.531654640208643,-2.588906120515208,0.4674821058015013,-3.5887478259631074,1.6940316980202645,-1.27458613722942,2.2758718780082816,1.5909279616223415,-0.3867463696075113,1.5953421043366056,-2.378200422087147,-2.0591724206346633,1.3244220562192197,0.0462692673911107,4.35133078734367,-0.6812443331397624,2.378707023203887,2.166740255271602,1.4846974390440586,2.7173304415874995,1.4049906101802776,-1.5735291005175362,2.1878589654758365,-2.8174920422372054,1.8311633321714744,-1.3354735184678894,-2.9767508445060926,0.7062257868507125,-2.881543841663845,0.01452880736264106,0.5640699212864959,1.7628007938663366,-2.0601919001273963,-3.4843786785670474,0.35177354575442266,0.22980119200785154,-1.5141828386099938,-0.661611447210916,-0.9524616499690808,-0.8238310216202827,1.3242792402919399,-1.2317944955367075,2.7892158217959313,-3.1757274221725815,1.5537256864368416,1.3804394354689435,2.435595199178657,1.0498398174867525,1.7770306666238085,7.955088368738664,1.160517552123764,-3.640804635593568];
k{256}	=[0.17456743144343156;-0.15356825721315986;-0.7257373198602429];
x_a{256}	=[-13.327116589683158,-17.199334142043874,28.814384965208728];
std_x_a{256}	=[0.4291119991553334,0.7925186217006419,1.9744581051417063];
pred_a{256}	=[-13.327116589683158];
% Application starting next step
% ========================================================================
%
%  forecast from 25.6 to 25.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.7
%
% ========================================================================
%
x_f{257}	=[-12.474523555396695,-6.846689085475049,37.43182211186129];
std_x_f{257}	=[0.8363808420310626,1.5214253175301236,0.6223282476547791];
pred_f{257}	=[-12.474523555396695];
obs{257}	=[-12.374999882485742];
sqrt_r{257}	=[1.0];
hpht_plus_r{257}	=[1.7076493476452832];
xi{257}	=[-0.8963966968595525,-0.7183613295378777,-0.04724297015201451,0.7088954700459027,-0.2015805018108363,-1.5306932554451045,0.599367798796683,0.44331377402369654,0.13550909648354903,0.4075230323230645,-1.110311838084213,-1.2630310743246778,-1.2437568702611514,0.5228656957983393,0.37234414565932816,-0.891555825577802,0.33017837990975707,0.20929091064099659,-1.3049335958091,-1.0813209941771458,0.15052450072641577,-1.0998438870012315,0.7388391426529637,-0.2968248704634586,0.3678461018790955,0.4568460559443839,0.9062284488801318,0.33189295521198403,0.23918370892554464,-0.6090126795784734,0.25970729897933964,-0.16828435328720204,0.9143808254996397,-0.3701242681277268,-0.16070449031154688,0.46401238607183615,-1.1655862394332726,0.46278484666039255,-1.3170196731963095,0.0662072492917769,0.0455438282666929,-0.2963521332553434,0.6382656104825006,0.04368596719605833,0.9016718957191525,-0.3516084537201589,-0.7149059955689392,0.6090584270114725,-0.5242854023213095,-0.8884760971979286,-0.42971124352590273,-1.1396529912879725,0.741015312775076,-0.8711863082881237,0.7205573466409252,0.4779677892665646,-0.21321037897234518,0.610811426799339,-0.9334623374156585,-0.6444843017564654,0.7994041895928881,-0.13470941606547981,1.596654072954177,-0.12435763360015528,1.306372328212138,0.7845020958270208,0.6419021358136305,0.9432767510275308,0.6144977215374965,-0.6987743545705261,0.821274640856986,-0.5241679676850648,0.6297885178070626,-0.6427602181205465,-0.943857840904414,1.0758033259355742,-1.0863235670348903,-0.3465340294239816,0.2872589637968712,0.7500522681038504,-0.7627860366751111,-1.4674932083995742,0.02687031491523051,-0.19372038134311254,-0.5940853464166533,-0.5912664476719396,-0.13112595875363553,-0.4813373722522538,0.5798616474524998,0.3946423597376363,1.4422066395708448,-0.8038243469600346,0.6545305161393244,0.4431616108835037,0.7902203835529189,0.42417146902040237,0.3174620005780451,3.9307967665069405,0.3533934399988343,-1.4733784057571775;-1.2202778766102842,-0.9302279254712031,0.08773951943983693,1.0403652370366174,-0.049778947782478156,-2.7458733316275197,0.8099764536886518,0.5736123198910148,0.22944578957069517,1.154574484287755,-1.9875357314093787,-2.212613198273891,-2.3917156878118178,0.896497203293757,0.7250247859602243,-1.55722110886094,0.23617925310337373,0.4339190931983641,-2.418152898340349,-2.267759599404135,0.26530508043181467,-1.904449785499736,1.5841383548502241,-0.43805359777332686,0.9094844446843586,1.1363779757072852,1.67196021063726,0.7257658226386097,1.3693726546298635,-2.134366919806105,0.5565543649223619,-0.5655111345870623,1.3755998874975246,-0.3551195171966004,0.16072673414018102,0.6929125031077241,-2.388908551546246,1.1326190800666858,-2.1004186846445947,0.13957434539753777,0.07520025115161566,-0.3287602744066316,0.19960734658991797,0.2613674072911074,2.3254964884619493,-0.358912135078981,-3.9660348148420255,0.7090920208464535,-0.941712408281079,-1.7037456854096575,-0.4653653249551839,-2.4213919236861052,1.0848250915940048,-1.1246075758086214,1.39692432854722,0.9119820459753694,-0.29576266539977425,1.047085835038521,-1.4844102965890205,-1.598990823215713,1.4257358607766548,-0.3580363059312326,2.789087963871168,-0.2203625787624146,2.4865121152549,1.4937366750746763,1.059991822003627,1.6461999875825146,1.2504129333925817,-1.0177464952182724,1.6848180352059874,-0.7150496542864495,1.3539807675748623,-0.8701576648070022,-1.9985280496322968,2.504285321541622,-1.755961541772832,-0.5245394635017231,0.40578781143209763,1.0758656350113291,-1.4177313665099511,-2.954458882760443,0.36797761100823756,0.16775529609107487,-0.5829115996830296,-0.8240625695718977,-0.5265115041181838,-0.5300760202629204,0.8611307131530426,1.0499517538453906,1.9411523983437924,-2.3229223615684607,1.0390021931907585,0.6926509651669273,2.089071710658108,0.9086738860356363,0.9708382028298965,5.329162366600298,0.8719903288059321,-2.408344285423631;0.8415102956871934,0.7119503976291739,0.14323723861124904,-0.602214886187042,0.361251686695077,0.98888590827071,-0.5744383866903107,-0.45761842204403536,-0.10071244623304665,0.09785401260022297,0.6660520238617096,0.8140145631304065,0.6177574165105426,-0.34946988574414206,-0.18248128267727282,0.5544699070060446,-0.5102368552334156,-0.08833533104623115,0.7678873855749728,0.37338387963980324,-0.11625080930195253,0.7164713369522246,-0.2409501787867967,0.23011400132227777,-0.028508744264833297,-0.013968159663200197,-0.48277820532346283,-0.09751810594008248,0.5760598905659506,-0.5263728442897389,-0.1028394976981275,-0.132998596930328,-0.7397449114070511,0.4508941015262735,0.4319738923402099,-0.3898656348847567,0.45766937124150076,-0.03426938687183423,1.0379925391964022,-0.03947661370342104,-0.05092898605816032,0.319132304676657,-1.1435361663548917,0.10132191960260428,0.053573801155856415,0.408821316680708,-1.9571568007888303,-0.6751972500090133,0.28701400064167615,0.43422536540919765,0.4882562264291579,0.3748278418131932,-0.6326548143433683,0.8734803099536848,-0.3459144582355833,-0.248709092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k{257}	=[0.4143996825935472;0.7180181988619856;-0.2520846853057213];
x_a{257}	=[-12.397446360787736,-6.713139686739786,37.38493505773606];
std_x_a{257}	=[0.5609988352162291,1.1123923633491362,0.47081990083231506];
pred_a{257}	=[-12.397446360787736];
% Application starting next step
% ========================================================================
%
%  forecast from 25.7 to 25.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.8
%
% ========================================================================
%
x_f{258}	=[-5.775169541094784,-0.05871558985367476,30.784047036674092];
std_x_f{258}	=[0.5193197828978,0.3519554329465526,0.7757572884880981];
pred_f{258}	=[-5.775169541094784];
obs{258}	=[-5.66748062818171];
sqrt_r{258}	=[1.0];
hpht_plus_r{258}	=[1.2697841220817168];
xi{258}	=[-0.09496016057883594,-0.15053853824517383,-0.03338297254352973,-0.08522928912047778,0.0657328648073161,-0.647902534887721,0.11858484929855972,0.09667478119199746,0.008094115145033776,0.2895161184938768,0.1893229455502814,-0.6125922034112286,-0.4013676452859798,0.0767054165574752,0.023989811641950354,-0.343289020348184,0.09748276817538848,0.24378417432413801,-0.970453456425048,-1.0735682896549106,0.03286834322028209,-0.22196714050459132,0.48252344379827417,0.07183250798427299,0.404153414056065,0.38244049070848174,0.5803470388289833,0.03472649686331586,0.6989344085192366,-1.0093156364881573,0.2645937592309604,-0.5015113834496168,0.2970021960719329,-0.023831969737076797,0.014599303501296568,0.08633636001635558,-0.6270019766839372,0.42922183241840095,-0.36422099039057,0.9150017468420817,-0.04450472688586604,-0.029449335073110205,-0.6942467044334624,-0.06148494093232415,0.9020488896826162,0.06154196688893254,-2.634907589672431,-0.06695638574076312,-0.2521491284395072,-0.5478400098777803,-0.08721550362051111,-0.7986768072684516,0.5736877538405771,-0.09978564950615088,0.582797533961215,-0.23039618850441457,0.05763588756524296,0.41831792554952596,-0.32084736185864493,-0.2742239001578346,0.20853671031681653,-0.13600790425293408,0.8291240983716186,0.4098262825914185,0.785518533812378,0.15247665797085652,-0.021365777427725163,0.3206129319024784,-0.19015076965693112,-0.21443692819881743,0.016496501262934338,0.011883985980054135,0.11322458417079684,-0.13448036317255063,-0.6616647684717689,0.8716152554585674,-0.24848208406674388,-0.290380596718788,0.015511553091045016,0.16215738434861304,-0.6613082641606116,-0.755836732687964,-0.03883174713958759,0.3052439488262042,0.15819712015562803,-0.29571432916552265,-0.07955110825171197,0.012881930674240039,0.20936268837417593,0.6514480162264595,0.26331160491652383,-0.6795963800480758,0.12977330714518764,0.770951408271296,0.9070486134471745,0.4108010604929948,0.6921814599417644,0.8511131071288824,0.3910638292634605,-0.43923652572967864;0.3170690380156065,0.31112083230662846,0.10341117416337345,-0.23010454248528006,0.23586037481730476,0.1434008311493614,-0.28427944019455087,-0.25623725546984316,-0.06261874246819918,0.33850378972752126,-0.09309374301859735,0.14847535627761754,-0.17545374865370034,-0.07480423002823108,0.010148020548572521,0.020141232244868842,-0.3891972688651778,-6.790329580513774E-4,0.24420156471985083,-0.02964222558125732,-0.06726576864343384,0.01745101041595056,0.21241093033476793,0.009344436467141636,0.18084554722654406,0.24683048747655642,0.053901132466624306,0.08215506018665503,0.7799617316883866,-0.9130811676537386,0.022317014219963426,-0.23175705599422958,-0.24967858909936402,0.2280617511177097,0.37296952919766746,-0.1699964309149561,-0.23523898650489794,0.2360756392560624,0.28902234774279384,0.05242754791958665,-0.06213090059235681,0.12172362712886406,-0.8392247247634327,0.12419834203045071,0.656798698574556,0.18302026266307517,-1.8468531905700003,-0.3867756675794671,-0.04257992348182669,-0.06936926401237872,0.23948336808546763,-0.2505994375923703,-0.20710655321218768,0.37432187841475784,0.08350074413016217,0.05668249199562551,0.010026888538151792,-0.07771169668348424,0.17006762614605597,-0.49351855150895974,-0.0300451356011601,-0.15720073157831457,0.04769201351853417,-0.06566650316409595,0.20463729599877675,0.056832627755742826,-0.10630706936914386,-0.06061616658202023,0.15869261886243866,0.19103147431323841,0.18442672189493955,0.12663821056099214,0.17780141364994606,0.22504651841970702,-0.23634252604023448,0.5584287760491189,0.1622529380521405,0.07184430050376996,-0.14647615381016518,-0.2762229346848941,0.056503251114567665,-0.2093754764913381,0.2513481049396927,0.3919947225628909,0.36328680360923843,0.2210368729603356,-0.3362720459710009,0.24185300967479506,-0.2128516372501681,0.27681741390542686,-0.5380995817943398,-0.8557619629403477,-0.15712644276303073,-0.06448055459278976,0.6057365858557772,0.09324977063706591,0.3289777136313158,-0.9139558208155478,0.16590901764588903,0.26783039846794315;0.4575254550944159,0.5497335147440978,0.1468819800947685,-0.08672459862042814,0.11419621901394805,1.2495965582488218,-0.4757825996416045,-0.41925611699736365,-0.07692089543217406,-0.16195060680079365,-0.3941049324435255,1.1748522710197165,0.5227202129105599,-0.2101106089575424,-0.03509518746258422,0.6032232410942875,-0.5554672893454402,-0.4252563605132522,1.849461917394354,1.7723226599702961,-0.1159986355423861,0.4149908278845942,-0.6331022903587105,-0.12052513354999306,-0.5211237905014343,-0.4099752604747735,-0.9437069758609269,0.013565524568871723,-0.4211812146354035,0.8922665632439823,-0.4390988204085957,0.6162507911807396,-0.7539137486512253,0.25892331124704526,0.30978073108027715,-0.31179001210978896,0.8536895872171719,-0.5001947991961302,0.9012572606544893,-1.5231843116081834,0.01298816483945231,0.17717266622289785,0.40474038076448693,0.20588682510637213,-0.8716272215962348,0.06334382134142658,2.9097510527932577,-0.25922032399461514,0.38420183396594254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k{258}	=[0.21246455786470675;0.0732239252899243;-0.29558050549438264];
x_a{258}	=[-5.740119071240829,-0.04663577281615643,30.735284853929965];
std_x_a{258}	=[0.4666650779324036,0.34196301334716916,0.7109886732178928];
pred_a{258}	=[-5.740119071240829];
% Application starting next step
% ========================================================================
%
%  forecast from 25.8 to 25.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 25.9
%
% ========================================================================
%
x_f{259}	=[-2.078701859596757,-0.1906688335409524,23.517626989816577];
std_x_f{259}	=[0.26799338577868087,0.3595915667166321,0.5232978722726486];
pred_f{259}	=[-2.078701859596757];
obs{259}	=[-2.018950572255178];
sqrt_r{259}	=[1.0];
hpht_plus_r{259}	=[1.0724789299836424];
xi{259}	=[0.2553214465916249,0.225184931872223,0.0655851741092901,-0.17756395945147663,0.16894391968459188,0.12489997156548815,-0.25800805213955824,-0.4929481889083829,-0.043064147238727646,0.09502577372720111,-0.04008564044559604,0.0705978241170011,-0.1340059640735345,-0.06753357285489248,-0.011937342771435322,-0.028524645998481812,-0.23419908217008611,0.10433466860853335,0.12632683885865137,-0.07960318139335243,-0.0627247383299907,0.037510018480719776,0.16898654540301616,-0.01698677836582352,0.1333301799356461,0.17640592184188164,0.09933400343654553,0.34658649480900006,0.6282783607547413,-0.6995527404710145,0.034746455481175165,0.09914474449811772,-0.17403507509816096,0.2043841364525132,0.18635948258927515,-0.04888087924077311,-0.21213629569033365,0.18044701613224867,0.23318808092207055,0.01969550077693949,-0.08553629137194818,0.08530803892923933,-0.6609480923615405,0.11821291986227922,0.445365239908593,0.15336259226818516,-1.3138918743348817,-0.3031145218659339,0.05583905145172885,-0.1065477853316219,0.11018589338972529,-0.061869258832462304,-0.15695934579351478,0.11947937343305615,-0.04314004017625006,0.04230124724241602,-0.025773978885403892,-0.06650519528133314,-0.04708713701096334,-0.07332081480985408,-0.09163388546140183,-0.27038204144005107,0.0713033351585528,-0.026644407207538467,0.18045737890382818,0.29065808344300903,-0.12560504708680842,-0.1665516056990599,0.010431497822850133,0.07251398711459789,0.12426543384842881,0.1703933198964489,0.18558056123849487,0.12441655778515681,-0.22238739488624315,0.3223793453726098,0.10167060230434433,0.016839478576548217,-0.1835428066989544,-0.15151900031830712,0.0015053156339805973,-0.21802687805189702,0.15607233096033912,0.36362990873677203,0.35602985254732333,0.1635847940663897,-0.11354469502226339,0.14393238381701345,-0.17344012433626688,0.42792255199626283,-0.41357113216535524,-0.7561611158644745,-0.18108274402929148,0.08324572191300073,0.48198183207877077,0.04644616136491475,0.23330916950158453,-0.5456492729613842,0.21652638889710585,0.10645893181454436;0.39835482574374936,0.43275597600695204,0.12959927920152772,-0.2603300679885051,0.24208087460424266,0.4659643399411527,-0.41419935978479405,-0.2477226582247243,-0.10148447081277193,0.29284867907193324,-0.22113220395058206,0.4747709741568682,-0.03201636208996661,-0.14887613995185503,-0.01552299947263433,0.18220427911800346,-0.5444140234135529,-0.13417192586426932,0.7690578029251062,0.51487037427259,-0.10855332594984865,0.10509763371915648,0.019546155434800788,-0.035928550965110134,0.016409914050215607,0.11137444510449318,-0.22052168741898195,0.053491961100829405,0.631788672043994,-0.5656969161963583,-0.11836117554653128,-0.11925315343254447,-0.45771209335299257,0.25734769478627495,0.43438383078351617,-0.2773089135333847,0.03643592494078293,0.07916189803366815,0.49855752639076134,-0.3595376922105684,-0.06431976973057477,0.1450593775838231,-0.6523828124192027,0.15137090231390551,0.39637913024519966,0.17473676890370682,-0.5008226839112367,-0.44759554558658954,0.026626635235256435,0.18370274867696348,0.3261748717651153,0.029768876614379908,-0.533961474353872,0.5289629520210932,-0.1657093232529854,0.1529441706428739,-0.024634923188481844,-0.3080949402894144,0.4110683993755767,-0.531047039117376,-0.1372444821296164,-0.08943373809931879,-0.33195925842310325,-0.28847543226645056,-0.10449570336361322,-0.026727512375053303,-0.13294661816855166,-0.21888104616494544,0.2845012084374359,0.33750470105200214,0.2007182502067068,0.11965525962378634,0.1399807609670873,0.32591814455643425,0.052606099998133066,0.2893619055614443,0.30795403375937,0.2157244513145991,-0.1827946554927998,-0.4449193880509955,0.380757047707081,0.15454396643676152,0.30754273151600203,0.31124931734927563,0.3400914795028324,0.38528151670879884,-0.4214467962334574,0.27507862514377796,-0.3777278007359902,0.05388920470682057,-0.808377520940349,-0.6275421729600997,-0.25990100300288055,-0.4402672284738379,0.333165215438579,-0.09026346491017548,0.08403117716858165,-1.532577093516357,0.0029333445616767095,0.5519068107916033;0.09146876776138413,0.22249246032882297,0.07549763042472435,-0.010555492847501569,0.025126152673571767,0.5304395605878014,-0.07167016549574257,0.7365750728170646,-0.06805123930770662,0.3083490606549262,-0.2547649211572356,0.6430963889715322,0.283895121881681,-0.08423007947316208,0.011146452709944299,0.39837911463163067,-0.3833761585192157,-0.5133223404711593,1.0080724570640527,1.047756120945781,-0.024561329858503456,0.11765763825088627,-0.3854944997528058,-0.015880123842801908,-0.30263405865684945,-0.2295865335291012,-0.6514895368019928,-0.7906396013701418,-0.4159541682275787,0.7358527516857833,-0.2940696119337858,-0.4666921501813661,-0.3755693733522705,-0.03832593836699871,0.31815087365413675,-0.3671996747308697,0.5613190025880286,-0.29788235749996517,0.32462707022839865,-0.6993998161953101,0.09999204640344317,0.06861490916553592,0.4943608792034624,-0.020400711858304277,-0.3684466565225506,-0.06159682937401101,2.185102854188422,-0.037666904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k{259}	=[0.06758074956749774;0.06077131233829161;-0.05685811892004304];
x_a{259}	=[-2.073322105573143,-0.18583114360462286,23.513100808973753];
std_x_a{259}	=[0.26614091286898445,0.3597111016158001,0.5211365939597704];
pred_a{259}	=[-2.073322105573143];
% Application starting next step
% ========================================================================
%
%  forecast from 25.9 to 26.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.0
%
% ========================================================================
%
x_f{260}	=[-1.2379441716279538,-1.182103742037025,18.10404163353867];
std_x_f{260}	=[0.3537909776434226,0.5356351576881,0.38476801555922047];
pred_f{260}	=[-1.2379441716279538];
obs{260}	=[-1.1873085158862493];
sqrt_r{260}	=[1.0];
hpht_plus_r{260}	=[1.126623866277897];
xi{260}	=[0.37963828993503657,0.3995390880514691,0.0892170564171717,-0.2488623364320659,0.2146885235899798,0.3344646354175269,-0.3632521471534558,-0.31939623843117837,-0.09182449193466558,0.31568201118606076,-0.14224586713631493,0.3704881941883672,-0.08977133687283145,-0.1299099014724665,-0.007023026174561853,0.31267960415033313,-0.5423626892668789,-0.04303824356884123,0.6061201928146317,0.5300533908462604,-0.17381846792244637,0.12485493461138208,0.0069605753037351725,-0.06035777887688121,0.05624592839412945,0.12484385470564585,-0.1078395026801322,0.18794883022180087,0.7122802627895332,-0.6228346291293589,-0.08742159424209683,-0.08706484790297542,-0.4303419297680333,0.25871384992095825,0.4689045301498489,-0.22480935447515638,-0.07141451012793443,0.11354975616085916,0.46533840832170714,-0.036339927583185494,-0.11848032922004759,0.2947670022466695,-0.6522349093829591,0.14588140282058415,0.3480863928258412,0.14664145232192127,-0.8719095729164317,-0.460085628030791,-0.07036725951439537,-0.12180348642209649,0.21787951601971223,-0.045635327241431156,-0.47618336462024535,0.4207075835928378,-0.11852549976701465,0.1352755229512701,-0.05080587875480247,-0.2699005574530704,0.4618607653201725,-0.44590855115713524,-0.13111732649831542,-0.4086014809359211,-0.19909032565676865,-0.2001031115695493,0.003973862695271224,0.0716335298397035,-0.19906201201445128,-0.18564266810227648,0.24674923208984456,0.24402316763521315,0.20705566121750052,0.13018719897683528,0.15205486786278377,0.35063043304835173,-0.03018475287157485,0.3681578736450567,0.2806679453816149,0.18633193460413833,-0.18775687608504366,-0.39444795401385546,0.2850640280365,0.10813479190936182,0.30779277924523074,0.322220840223712,0.38640478428666314,0.4657163051888876,-0.3505506409415238,0.27417224590886136,-0.4294539825439374,0.2256136484789124,-0.7951114826529397,-0.7068944272948325,-0.28337205876604243,-0.43417937695343944,0.4990295032903793,-0.04373252535006755,0.07008820096971835,-1.391401581779847,0.07817239444067536,0.4452849854116151;0.5641070887952929,0.6124276597622962,0.14699859510115387,-0.366836924341605,0.31305377030406256,0.5794641239458638,-0.5464867652450023,-0.31524457047278776,-0.14710846788732002,0.5011360917307405,-0.26732375894321314,0.6537758280918369,-0.07568230789536035,-0.20911239367976275,-0.010963907112573112,0.494256653622952,-0.8566218322384962,-0.16278820309740194,1.0539493964746414,0.9301148859195105,-0.24430250994474512,0.19519519781542372,-0.05067364633665017,-0.09111040310373175,0.01980149000498055,0.13909521681032588,-0.2816188071385297,0.12244127088008794,0.9581279035108827,-0.7525456421995989,-0.18523432563634112,-0.21154904512325312,-0.696300714970365,0.36895353195182656,0.722736140795334,-0.3937446593207097,0.010060173922716187,0.10977343590143618,0.7270218456390254,-0.21314514454329636,-0.14403018722108119,0.4101470923460182,-0.8524206268916188,0.21112934884024837,0.4519021371736994,0.20455096479623724,-0.7065664501197142,-0.6692320279919015,-0.10237715603218489,-0.02275461025191916,0.38069360168210964,-0.020998531131308118,-0.795763319539402,0.7262766165524517,-0.2119853192840555,0.22539730523395873,-0.06681712564275633,-0.459161577660667,0.791103625356893,-0.7994726216322747,-0.19118563046332926,-0.4426407614345982,-0.4402992483554453,-0.3806858332170737,-0.11832359865798381,-0.035246604824819006,-0.2710062722804776,-0.2689098857823726,0.43557924330568876,0.43353465743712094,0.3079944717687888,0.1553181005886386,0.18349474513461572,0.5468455936232486,0.07806699904707837,0.48116756234731406,0.46018133435450825,0.3340762137199397,-0.24726838213427893,-0.6504069574533871,0.5319474035448057,0.2998949296734945,0.4733146568561868,0.4128399835198133,0.5175001767613223,0.7033327467154715,-0.6032532866166169,0.42265360141886277,-0.6541156154256533,0.1522064265170151,-1.222950531432469,-0.8645890594942689,-0.4123838048604418,-0.815382728447076,0.6085730074695959,-0.116134763485642,0.03370728955893476,-2.3106350443694676,0.011792107991263512,0.767679347049296;0.009764595477872007,0.1011822946898846,0.05150658314755319,0.024870543417659263,-0.002293031689795555,0.37523879239178015,-0.01894973089510188,0.5736083406925765,-0.039299995495042594,0.14010998822024945,-0.19848562211595322,0.4212191776452201,0.22599632930275249,-0.048734212745525696,-0.006429857825008156,0.1296341264357821,-0.14599268625486772,-0.39042526531023114,0.6637646970246998,0.5881679407474252,0.0426593383102869,0.03682083352104115,-0.2571786380397185,0.005478618133981428,-0.2487187330366325,-0.18560247112127826,-0.4901014151461105,-0.642368069865352,-0.40562179399782394,0.6447436319888169,-0.20890157122918396,-0.32831535348727314,-0.18506573681809613,-0.07151488960643348,0.11708722589309417,-0.2427777494382184,0.42858434582955596,-0.2389301160751316,0.16290022463737586,-0.6604432485322249,0.1111768311827177,-0.09896767662880279,0.4735925238485166,-0.04885848736279996,-0.2671656787966903,-0.05811065121168113,1.8767330542818215,0.06551303947566822,0.005191612378194321,0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k{260}	=[0.11239231660894297;0.16684800660036908;-0.002127005774839374];
x_a{260}	=[-1.2298913397737792,-1.1701491976082279,18.103889235044058];
std_x_a{260}	=[0.3495613471551711,0.5318824104344471,0.3845994731467387];
pred_a{260}	=[-1.2298913397737792];
% Application starting next step
% ========================================================================
%
%  forecast from 26.0 to 26.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.1
%
% ========================================================================
%
x_f{261}	=[-1.685948322760466,-2.6488006315044204,14.129589672058655];
std_x_f{261}	=[0.6183579989755307,1.014924349110186,0.33370666078223454];
pred_f{261}	=[-1.685948322760466];
obs{261}	=[-1.6216659300679854];
sqrt_r{261}	=[1.0];
hpht_plus_r{261}	=[1.3882734215305428];
xi{261}	=[0.7647050782612295,0.6439144519146116,-0.07836721580683914,-0.26505133993419694,0.12687740081021737,0.47980783036175945,-0.7618967670246126,-0.34851318185806135,0.06638681318395134,1.0626788508489722,-0.25070830328769755,0.6973715684244783,-0.11361200693455986,-0.7115858233493617,-0.0017954704621732098,0.4571197204173436,-0.858504408880939,-0.14921806378819724,1.9735813985937045,0.46625871554011056,-0.061810213543250114,0.19479869700707653,0.25529595061389787,-0.27933448428376084,0.5461761451591622,0.172984795253039,0.3387243728287124,0.1714218670498764,0.8114291040039137,-0.8356679419024668,-0.25864718417278443,-0.1839069158854445,-0.7329368381695482,0.366342180562933,0.8264855743381702,-0.3814416655414019,-0.04621868447271593,0.18194101181822897,0.7632418427715465,-0.23270510999374094,-0.17782623728068048,0.3852724956334985,-0.7991224973830817,0.21730480907535576,0.4103029933300659,0.25961143276573373,-0.8301470198855394,-0.9092768145874179,0.14158044241633383,0.21619970011058953,0.23342728023477166,-0.020812008325352682,-0.8556482251136208,0.7098635139024643,-0.059188577189527525,0.2607059146479769,-0.09732857421355456,-0.4929098633315918,0.7902545686887087,-0.39017844373075694,-0.08150281257073155,-0.3710589326374054,-0.5789690762207294,-0.37044976224093884,-0.2176733093448382,0.0728671534968044,-0.2670611837517296,0.14391959122586528,0.40591202566230855,0.4156450599383037,0.09411315776837337,0.17423380202794347,0.42497487577062576,0.6176627422955356,-0.30146345470054214,0.574080820255567,0.6715015288086827,0.3324053988809139,-0.3849363065171041,-0.8239891598468307,0.6481576618285441,0.29622275913697393,0.6339580868413222,-1.3262320455607843,0.4672342517311614,0.734358443716445,-0.528615368466627,0.529918880573409,-0.6288811893405579,0.176903576139684,-1.5568644787787276,-0.9181592495311481,-0.5085152054335687,-0.936691683876463,0.6574762921267989,0.09988949743012587,0.05525437475684836,-2.4878814003267706,-0.4959663461330821,0.7505143446307608;1.2527879134301994,1.0718319764121038,-0.12509671620734686,-0.4372397914936821,0.2005724511397946,0.809931861594996,-1.2401602022702312,-0.49769262043774587,0.10077945456724535,1.7554823160513056,-0.42489532652949036,1.1807143214745626,-0.16351982973703638,-1.1816361861711426,-0.015426960559920211,0.7647214607885611,-1.4241086889812569,-0.2930524527990426,3.2719883081887318,0.8241944727924193,-0.09978035043224631,0.3169177746639389,0.3929933374977086,-0.4624179339505323,0.8722599170221919,0.26624907961759225,0.5089140840709052,0.2123402608665126,1.3010141421320576,-1.2728508678246637,-0.45462637038323184,-0.3340194436362687,-1.2219552776997622,0.5894332183328497,1.3649402181224792,-0.6556271518992141,-0.03787859094380419,0.27040080192479055,1.2635772025540986,-0.4592549624679241,-0.27658659179177825,0.6197872972608138,-1.2426049175293152,0.34893434915287136,0.643715370101873,0.4161539439734172,-1.0725634095052192,-1.4734260593579438,0.22849534349714107,0.4103650554195628,0.40223134290249973,-0.014194575592595182,-1.4403622074657583,1.1955650844504182,-0.10821314946925353,0.43262780452008265,-0.15951681332853784,-0.8284367866114883,1.3292032661921196,-0.700336957173552,-0.1431182126061068,-0.5397779431147294,-1.020824750642578,-0.6420238175928539,-0.4164422633169811,0.05224241119638817,-0.4229326820031547,0.24113665117565208,0.6891270717278153,0.6959383554186729,0.1500965380226238,0.26593825823415695,0.6725469988469599,1.020742109003541,-0.44218645340739116,0.9195101963033949,1.111869315256324,0.5641623406619334,-0.6185983775150619,-1.3695112289833147,1.0989179894858878,0.5215214751243082,1.039046722048169,-2.189247015205965,0.7424345576380578,1.2049892786193548,-0.8977128121758393,0.8748058535531571,-1.0315161340233008,0.2160983353230863,-2.5368718218663475,-1.3955827028619914,-0.828483105194699,-1.6161904494553796,1.0298472914766075,0.1351468416907151,0.06226108352050064,-4.107139968751641,-0.8639715936453478,1.272109419569469;-0.1892305467314408,-0.09916277223151582,0.028281028995644775,0.0685685668136422,-0.06831303200274519,0.14117238748907823,0.21712539862470237,0.5179460209914613,-0.08666739085683872,-0.13245127104943322,-0.11029754803783298,0.13139375520706587,0.1709904217743201,0.18172677477523003,-0.03740058351539588,-0.04364803438453535,0.16031274854404387,-0.2858508475734247,0.24395285902381758,0.31351992105615345,0.018319000831052534,-0.052715871547871274,-0.2961066720229102,0.05131451382034413,-0.35126578203595393,-0.22028508849385453,-0.5004249368956444,-0.5683419587991541,-0.5105743387800068,0.7509471723849082,-0.11283309598567293,-0.23527181121363228,0.07299160322766873,-0.17440886808201128,-0.11582275624003202,-0.10188708350620956,0.30764848667611666,-0.26123256303675824,-0.06878668590522352,-0.46755924470386745,0.10581224306744552,-0.20207742098348547,0.608164050266863,-0.12289763727786251,-0.3386574951451742,-0.14608393130163932,1.6874905987416575,0.34331758889025643,-0.06801949548632891,0.35734188079644014,0.08827547513140743,0.11542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k{261}	=[0.27968080027238384;0.45856351134747303;-0.06543694345846889];
x_a{261}	=[-1.6427829373740435,-2.578026839838396,14.119490262731514];
std_x_a{261}	=[0.5163403473074871,0.8490969350423271,0.3186678381647751];
pred_a{261}	=[-1.6427829373740435];
% Application starting next step
% ========================================================================
%
%  forecast from 26.1 to 26.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.2
%
% ========================================================================
%
x_f{262}	=[-3.2562561355751956,-5.729705948894166,11.771270906349557];
std_x_f{262}	=[1.029499973081275,1.7677594488793666,0.6908912687386707];
pred_f{262}	=[-3.2562561355751956];
obs{262}	=[-3.2465200599588355];
sqrt_r{262}	=[1.0];
hpht_plus_r{262}	=[2.1062700075604477];
xi{262}	=[2.14326421274282,0.7428546767090762,0.5177737019728368,-0.43268671030642203,-0.02209083791609112,0.7504278327025515,-1.0793595823598001,-0.5456441039370001,-0.3448891410444892,1.4535026641550406,-0.8474912541567554,1.3713093863623222,-0.3448782281609768,-0.5970943291094102,-0.13480369843932127,1.1366542902625367,-2.7725532648075037,-0.3338601697400483,3.5812312353670497,0.8400750521301652,-1.1590868016696079,-0.37732707500528795,0.3233114518810809,1.2965970948836807,0.7308169894042984,-0.9526802609159417,-0.8524006056249562,0.11360789204255095,2.6035717768774767,-0.5487853943475205,-0.9167934201362153,0.09261093495610018,-0.3290539521488385,0.9187137926563298,1.1622704624234244,-1.0590813987769798,1.0585892922804128,-0.25470768639745023,1.1372845380379188,-0.512399386693088,0.7371530269348825,0.42618011537408806,-1.0577824386952002,-0.43253445104293275,0.818418493118295,0.6070438265324469,-0.8926755556082369,-1.1108543214127935,-0.7493505858932932,0.26345337129637825,0.610420753659501,0.05418815346469996,-1.3921653102544167,1.3132792884995343,-0.7546301296391351,1.1924358020097925,-0.1382863638222771,-0.90450428819925,1.2309913128699548,-0.6977683950769458,-0.4323673450838581,-0.42856298077670196,0.3983595928399679,-0.9910569733667001,-0.9454624919883572,-0.040671458361727364,-1.2092571757916626,0.17308900772885005,-0.009037325232809756,0.6518879202725909,0.07295889580346371,-0.1593001701819552,0.9045079217503349,0.27647758468419203,-0.4951887592459516,0.7500282430531695,1.138823089177254,0.11101324320527084,-0.7868743426242957,-1.0849058719400841,0.9227281415479953,0.617146509161175,0.9880750689392053,-1.853872161409479,0.8860006932139903,1.197752507517686,-0.2385526902543278,0.7075608737622754,-0.31919125578808183,0.21287586050825436,-2.1700424889768004,-1.2311622882996596,-0.9765765701520945,-2.060254000056823,0.5796488076538373,0.2501234806931669,0.1320974298285309,-3.0158214410524535,-0.2398649742367498,1.0370556132103692;3.7490517377815507,1.2772642999965589,0.8758509617389754,-0.7631415675290842,-0.06933936241883032,1.3024307344108186,-1.8508975606034364,-0.8919306495164605,-0.6246629722914578,2.5248506986253196,-1.4928671042644455,2.402958896376743,-0.5953328429961768,-1.046554595082533,-0.26201644916932665,1.9684987679275423,-4.607363857786952,-0.6369402513485127,6.331366300532737,1.4752937493310414,-1.9965640539028104,-0.6660437745680126,0.5114755274161045,2.2418898285731768,1.2270208693585092,-1.669309606711841,-1.5328472643250244,0.111802076317991,4.560704045520014,-0.8810518385139865,-1.6145294939953256,0.10345201639325552,-0.5968821556890767,1.5673303548103021,2.0180564571181314,-1.8523289486644456,1.859929208283602,-0.4870668836166896,1.9731823158395034,-0.9697708531426539,1.2674829112577175,0.6994852649462722,-1.751221636815635,-0.7754684570002812,1.3762075410494097,1.0238469806615473,-1.302917233863595,-1.8873145099238382,-1.3086604039795189,0.47400990110727115,1.0541661529744077,0.08546654407214671,-2.4112629920526683,2.2923851209495028,-1.317055506402376,2.059126734503379,-0.2622552804908862,-1.5875023434611153,2.15744469343353,-1.2682690650540724,-0.7661302787536295,-0.6925439176204398,0.6231845300549805,-1.7435579478368597,-1.694279852587381,-0.14752046966907084,-2.05449005624462,0.28062323858071725,-0.013608153713344784,1.1273939162793658,0.1006154199093281,-0.312858308819572,1.539092969503094,0.46308976952294145,-0.8248814619563003,1.2660227869788034,1.9751370551766771,0.17841676587912758,-1.3501326723657963,-1.8810076559507127,1.6125174549268335,1.0800455939927351,1.7006947897636477,-3.1455591487362415,1.5034768839608015,2.0726717081711428,-0.45332608016913145,1.213917348615456,-0.5706727005698387,0.2757384129396181,-3.618077909165665,-2.0021792296114906,-1.6730566480597107,-3.552293664542713,0.9361306908717939,0.38586196928729244,0.17874947168259325,-4.955178170504091,-0.4743130840936205,1.8196254587468874;-1.0540927032394176,-0.47322213485896114,-0.3857602027508502,0.19903692654630945,-0.10821505624970484,-0.3141746519957671,0.7112347838932003,0.61972839510093,0.07877531125043191,-0.7313309980598302,0.3667399602326409,-0.556958743403273,0.24696883999358832,0.32534639953309075,-0.03501148493511508,-0.6418288911701566,2.2514493066641705,-0.12346403941781503,-0.7185952158343447,-0.2259395882044899,0.7498467548174599,0.1448761994192722,-0.4752802242070171,-0.7745203875846727,-0.6759566544817694,0.43873798109210504,0.1673897923367651,-0.5788178572238589,-1.4028332328558495,0.7165459212908303,0.41242824367514785,-0.36816711939420443,0.0415795368017875,-0.6642385126664578,-0.6450657899074219,0.5102603683311138,-0.43228359020199747,-0.09751392061361841,-0.6056397659062682,-0.16022411827736427,-0.4554194536619409,-0.42836704922440916,0.9932101148446737,0.1321627547351234,-0.7312766648957325,-0.5016605457735288,1.719613458352475,0.8083577339168428,0.39742048633163485,0.07251481738987664,-0.32920940373634444,-0.036096415324072595,0.7954457498742507,-0.5371081824286179,0.32122411486658287,-0.7034353035670282,-3.914167458773932E-5,0.40729590040472097,-0.4857459070735768,0.08123024271830737,0.1676856891083034,0.5561954259361617,-0.6520793408799612,0.4099314553988762,0.26429875601036024,-0.4622301831118225,0.8417207618503735,-0.20998945527129464,0.0581941684369216,-0.3268256390451345,-0.16002248405981945,-0.13031101620842556,-0.7290105164781338,-0.21861901007921425,0.5055696084749854,-0.6889525394903764,-0.5998690495684951,-0.06701223778710386,0.5232133089914157,0.5931175741143129,-0.3666808871605838,-0.16724478809770105,-0.6120112874798185,1.345890206682805,-0.7574829780894241,-0.7016119932831906,-0.09526491323454067,-0.4909546549482542,0.11926527123877584,-0.7342090178933383,1.8027899584521965,1.299897165513043,0.6447858041161201,1.2353092693903047,-0.7750438430246493,-0.4093710521477103,-0.36119781468079815,2.6675818092583334,-0.1853224202193715,-0.38605625434712465];
k{262}	=[0.5252270618626749;0.9021315417877654;-0.31316783474675614];
x_a{262}	=[-3.2444395336438885,-5.709409718762431,11.764225230470313];
std_x_a{262}	=[0.6389569673424041,1.1025099141891666,0.4754126633690953];
pred_a{262}	=[-3.2444395336438885];
% Application starting next step
% ========================================================================
%
%  forecast from 26.2 to 26.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.3
%
% ========================================================================
%
x_f{263}	=[-7.097565500320407,-12.581185605577161,13.264088511035778];
std_x_f{263}	=[1.244357022175481,1.9088217391828137,1.7770598969302935];
pred_f{263}	=[-7.097565500320407];
obs{263}	=[-7.187322689776245];
sqrt_r{263}	=[1.0];
hpht_plus_r{263}	=[2.658931272433918];
xi{263}	=[3.307594368397106,0.7347818910149568,-0.417581062055131,-2.481386404486294,-0.6664430566447841,0.5870034721455184,-1.061085738556546,0.5741465879038143,-1.0053736555945108,1.5176162021094903,0.5466678514196648,0.42178744707444515,-0.2553886021058318,-0.30336650017816336,-0.2147526861179898,1.0840417181036468,-2.3076808011907985,-1.5148877764599504,3.722682598156063,0.32653452504288705,0.730424235409445,-0.3163798010707648,0.3554267618803504,2.725697846747943,1.214268972648192,-0.8127171073710189,-0.7342883698416447,-0.09726467737759759,2.7918678613771126,0.2530138999325411,-0.5082233282265873,-0.5539859754934406,-1.397436690501717,0.4418822114893528,1.3882433019360922,-1.480587359056031,1.6857964947503081,-3.2443528797345724,0.9197499915796907,-0.8487995364306276,1.0694949256255564,-0.32129090818402517,-1.8610916558419692,-0.45853879434265554,0.8624909201606563,0.42064637861814536,-0.9905567282505316,-0.8646714106093567,-0.6313888518907946,0.21691518038921398,-0.5324449295438356,-0.2190808514156597,-1.4647249207173445,1.2600251248638754,-0.8403701740736693,0.7398218279683348,0.27739320174895266,0.9903148075780956,2.09542309805083,-2.5752894933738286,0.5351667607538948,-0.3792470521549749,0.7300931262429398,-0.8137694117407461,-0.5060942030548166,0.5677199048515069,-1.2024804666590843,0.34279856866226766,-0.1864906255529899,1.0384102751563473,0.1712932444183135,-1.752227553313233,0.8256941883687592,0.43804453150422873,-0.8670634389614813,1.2937860268251589,1.9257207602918527,-1.5888469027209524,-0.4503916498859084,-1.8923793643654303,0.8731310939621331,0.8764095762418798,0.8620803096753695,-0.43158416138134914,1.2296514095910842,0.7067128286397857,-0.4784798595893065,0.6574735973796253,-0.6324313664494783,-0.26310014162229667,-0.29323562059293273,-0.343708657624088,-0.7101296902375207,-3.094766377812112,-0.03394082470309989,0.7175354292894234,-0.2439625121670579,-2.508129271592912,-0.12790685279929281,2.728321395741764;5.512489983389473,1.0729602677092398,-0.7383292197948084,-3.5776672256083053,-1.1223901896080104,0.8734973955485437,-1.6383558528319693,0.8892728942369619,-1.6200416864596079,2.3999984111898076,0.7460291892108941,0.6404854328966927,-0.4604252773616846,-0.5578725372233091,-0.44321500958272964,1.660809811254845,-3.102675805948623,-2.3980944059020217,6.396527168971806,0.4934277312998141,1.0853386680902481,-0.5918847033596855,0.4021004357637761,4.449777115240181,1.8142971812138864,-1.339161311001691,-1.287479531519372,-0.3656299570885597,4.599405997784696,0.4093793678281319,-0.8958106482730237,-1.0064404537801224,-2.1835042505177302,0.579768967766011,2.160479351612402,-2.2869261647026313,2.6910998133834454,-4.55243115661284,1.4015193613987105,-1.492003635343842,1.6190928615296425,-0.6176849942446498,-2.6337203222879317,-0.8160633138408304,1.237459847376515,0.5429642717387448,-1.1888109843044923,-1.334788849823676,-1.0479837697564776,0.30739303667305506,-0.879456512253368,-0.4178081176092636,-2.236978940554751,1.989853735685827,-1.3781961996614633,1.0918748899744593,0.33057895879554344,1.4680440121717862,3.394853926774159,-3.7910412181453133,0.7340178694918347,-0.5756523830767772,0.9749277277989421,-1.357158771097593,-0.9385196609860262,0.6991751325279001,-1.8238418830067875,0.42535695807973717,-0.3584942045670765,1.580261805432519,0.16014638813558335,-2.6893289256947543,1.1879026232323344,0.5921211632875565,-1.3193696377991682,1.947757019713677,3.067377066662342,-2.393183030947924,-0.7495017847721357,-2.816449625842555,1.3428386057931174,1.339140078932699,1.281516440528728,-0.6715749659332193,1.8412980925562135,1.0448685358215837,-0.8746188000120352,0.9380886236730053,-1.0611824156127039,-0.643266775433041,-0.38897326465207627,-0.44434934275196447,-1.1361410145835542,-4.279294201394329,-0.2434676684196866,0.9912068132814102,-0.531115981206213,-3.229621709235616,-0.37076006296890895,4.489957323538581;-3.642474805431526,-1.166942447942688,0.38225065217269183,3.8909447486957394,0.7214928265589826,-0.8397533381587543,1.5087050356035157,-0.6838146853307361,1.2450200528250956,-1.9705561026221687,-1.017322427810294,-0.5094592451377036,0.24445276844069674,0.2542171229779182,0.057192721382667955,-1.5407169813306076,4.156544951417223,1.9161688881007084,-3.0158170632685994,-0.3762712604699576,-1.091616041962972,0.23191326059835937,-0.8782668559231706,-3.322689010679852,-1.9236535764151697,0.9451252640040266,0.6398216511184813,-0.449712335254274,-3.246908630534202,-0.1728603567518281,0.4727782595132872,0.3860635988156531,1.866554055102844,-0.8556746479325685,-1.8908366560334056,2.0312571122942273,-2.102174392592259,5.22686246117374,-1.3125947926058679,0.7069503112620765,-1.5660464616153824,0.1591822400434193,3.119239481075242,0.3974192658622151,-1.502925798238774,-0.84772750377115,2.369618054479705,1.2606762599554902,0.7240403855257131,-0.2635938906000401,0.6485335297123527,0.15282338456488453,2.083244759279225,-1.5717432198869545,0.9880932085887082,-1.139005582089709,-0.6096253512211831,-1.57257605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k{263}	=[0.6239090455750572;0.9591972144318969;-0.8554891198203656];
x_a{263}	=[-7.162507205681127,-12.681026925917438,13.353135019902256];
std_x_a{263}	=[0.7824934744323985,1.2227918777935696,1.127980402005633];
pred_a{263}	=[-7.162507205681127];
% Application starting next step
% ========================================================================
%
%  forecast from 26.3 to 26.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.4
%
% ========================================================================
%
x_f{264}	=[-13.744140088301004,-19.78490161980271,26.506976467668448];
std_x_f{264}	=[0.8547399751126266,0.6051566487899861,2.8316697890517473];
pred_f{264}	=[-13.744140088301004];
obs{264}	=[-13.982064750692455];
sqrt_r{264}	=[1.0];
hpht_plus_r{264}	=[1.7683425356456164];
xi{264}	=[1.9335069041558164,0.035979992224284274,-1.679378179368225,-1.0037403305063641,-0.06949396629239324,0.35273468269319785,-0.3475511262039248,0.5325474815672351,-0.7946585777560795,-0.34038222115246697,0.18846889107236997,0.06933337747640778,-0.9533114754732868,-0.30488119329526775,-0.700273497396001,0.29301735667810824,-0.0816832328973156,-0.7390630796851347,2.809480208216666,-0.6336457530619715,-0.7427439979829362,-0.3429185125058858,-0.13137106482980343,1.4530741368590316,0.46649694394545627,-0.4871426768389888,-0.7664083817200975,-0.5455986677478339,2.255608547824215,0.13024854732120694,-0.5721537703265476,-0.959755929226457,-0.38743652603221435,3.3919429588596692,0.10447426936107718,-0.027203473222002117,0.9352847082165479,-0.8130577970893622,0.37848062532075133,-0.33615245556890905,0.46116959225824417,-0.7088033399497906,0.005108683364259292,-0.5270713572366876,0.12364559681422627,-0.10559557890326055,-0.24356067135060222,0.6257354556084191,0.16225083559251097,0.3143691705739009,-0.7018044281301421,-0.33467475348696674,-0.6348511887283674,0.5318921058867385,-0.033706737650854635,0.10243407262189841,0.06464122624902302,0.31631830703909714,0.5060338082179463,-0.4698012713538695,-0.1175792275270151,0.3062478548544618,-0.4315340428871668,-0.8140929788270537,-0.30376621483063104,-0.3651369532425903,-0.5228311361441165,-0.08614502426847359,-0.27400108630057396,1.1405656245133873,-0.11783550399270482,0.22901765719635847,-0.4573481308980547,-0.024969459300427488,-0.3128180687998743,1.3045428715401286,4.008623568167852,-0.9043073124187782,-0.6190313625416888,-0.31828649279873034,0.7963312231211397,0.21463798184928962,0.03241194398409242,-0.10369815571451646,0.34081419380736655,0.13084852178882755,-0.7944302791401956,0.5227919974733428,-0.8727398395350203,-0.8654362367928012,-0.04583985779820843,-0.10098194958176343,-0.5119461094551809,-0.7154072856742246,-0.3161671139626865,0.16689955957281732,-0.02806038887738893,0.0145500967844292,-1.2998809426899225,1.0915847862977834;0.9103408559326489,-0.3861351687095045,1.4989200514931298,1.3427765329902357,-0.4128530562549564,-0.3204430758167156,-0.02456585710420356,-0.20733100234579283,0.09821163532648569,0.07799240855719702,-0.5212345839136496,-0.1869809497162258,0.3099522503957779,-0.2960930002973221,-0.11997999362400691,-0.3176452318107863,0.9730803794840526,0.02797381176078062,2.1770074918256483,0.1983021870399675,0.11811728917439979,-0.32160458339346576,-0.5832019118719707,0.3367044660884986,-0.4928252049835464,-0.1974238678683662,-0.2235432632192058,-0.617216282504419,0.8951546041813323,-0.11144580220029354,-0.2091543067208299,-0.039167253201423335,-0.10617514822139995,1.3986256214112025,-0.2223265578428446,-0.21690424553044352,-0.03449086449109373,1.5613029972145682,-0.3242091322243894,-0.5980357553820888,-0.3674250808222368,-0.1675853612600875,0.39629728788256813,-0.24494004083335952,-0.5459116087034133,-0.4707699452653493,1.0434473771491355,-0.23277579230865442,-0.40987563494713086,-0.2765486988266552,0.06667415616150407,-0.2574141852125891,0.2224379874415625,-0.14334691727371052,-0.3971606614867653,-0.3737521356019755,-0.4807319754321071,-0.46960751038776394,0.08331437448031664,0.40971052320013257,-0.4177951085438991,-0.17865027095490404,-0.5362668486850559,-0.0047004513602182385,-0.5141403312139268,-0.6557182598471307,0.20265817813406173,-0.46873849840990545,-0.24198755355054047,-0.19066094645522114,-0.44995941500280523,-0.25897058163917563,-0.3028410413524796,-0.4240633596597725,0.02461201856626616,-0.24908779711886098,2.332861554297317,0.6232467868168925,0.014194380522415173,0.1673129467441683,-0.22634652479402817,-0.22752262804925039,-0.3636403778689541,-0.11615020241285379,-0.48464498057755634,-0.3734480528624218,-0.13429355602428217,-0.4489939720637466,0.14274234312562228,-0.4764086448854705,0.0882755104393631,0.16927284582664726,-0.017355420385690934,1.5994638923785587,-0.6589916927668966,-0.5889535899120517,-0.6120322450321538,1.3615198418566692,0.326306263647993,0.3523831474927128;-5.384127396948724,-0.5433873242919915,7.039127897571436,4.957599299654905,-0.23547613019905,-1.5296188648768272,1.2186609955307404,-1.9701757985700858,2.7888924213848583,1.3351103407156195,-1.2867962552227077,-0.384203707805824,3.5376083959046767,0.6969310069178221,2.2077176079095437,-1.346949361614822,1.7165910280758183,2.5187007071578122,-6.512867058055345,2.4272558548734295,2.6503047689954613,0.781640785799425,-0.2790656399879694,-4.531751028006088,-2.2437497832611975,1.4282201885224168,2.2639452746856605,1.0371061306533385,-6.714994043923053,-0.4567984969981893,1.6899373858754991,3.1255532528604526,1.2321026540068907,-10.732903973220802,-0.5552547832219403,-0.1002060995850158,-3.1957587660351265,4.634324159996936,-1.6464036858977913,0.3634417371896639,-1.9968086125624076,2.178013663036218,0.6518829758088955,1.495297809679748,-1.1102411933224623,-0.20476874482911356,2.332899886317385,-2.3534126872682926,-1.0186919058464525,-1.3414331681273879,2.4572584257291936,0.8556805754239143,2.4415236452100935,-1.9016122329127718,-0.3322159091178811,-0.7624120582807201,-0.79697983827473,-1.662234264943386,-1.46449781196322,2.1735142433222627,-0.08407805157273884,-1.1701388533807204,0.7737845797387379,2.706933560310432,0.3984655851271235,0.3897441520567071,2.077007449322661,-0.25505416045423246,0.6900218807555589,-4.187044552741067,-0.13700811876573837,-1.0348897849179721,1.1833836310243981,-0.42233323016792923,1.1802529808217557,-4.965127841412372,-11.675789540584407,3.79406283964833,2.1324527300221305,1.385086288299135,-2.979327782094405,-0.9166368808790821,-0.5200550481551218,0.303324518303949,-1.7724789955413272,-0.8710812434832853,2.4764331060438423,-2.3542486265197375,3.0805204862279503,2.254478274610779,0.40546942642052386,0.6817358720156363,1.7579318458344098,4.404275809381183,0.2308885056130343,-1.3157019279886768,-0.6654741658725918,1.9209716832652468,4.599021770946997,-3.1408246648985276];
k{264}	=[0.4344987015567643;0.09375583724351927;-1.3861918224676875];
x_a{264}	=[-13.789059831848489,-19.794594371817777,26.650285022906385];
std_x_a{264}	=[0.6734809353205632,0.6145371747242875,2.182299979024203];
pred_a{264}	=[-13.789059831848489];
% Application starting next step
% ========================================================================
%
%  forecast from 26.4 to 26.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.5
%
% ========================================================================
%
x_f{265}	=[-13.956992240253774,-7.3341890019405955,40.03578627798857];
std_x_f{265}	=[0.7145079909593873,1.9367129876573312,0.6711579868371823];
pred_f{265}	=[-13.956992240253774];
obs{265}	=[-14.053106344225592];
sqrt_r{265}	=[1.0];
hpht_plus_r{265}	=[1.5175348474062536];
xi{265}	=[-0.8332494511740887,-0.1463697827858308,2.1980899412879573,1.7488990053561704,-0.4783785624854566,-0.4170533167870296,0.24224688430180308,-0.581937904335657,0.517692648881388,-0.43869345041320784,-0.0021187533171609374,-0.0965136921643257,0.7754242440128767,0.003857025617342913,0.5084310092740694,-0.3366386081453552,0.3449683478230181,1.2265050319115165,-0.13465519414066662,0.7154216258066484,0.6576875583308635,0.07216375488223825,-0.2617144122094075,-0.4242423531856314,-0.6184649889551412,-0.19114397652216653,0.47772426785865996,0.0744595046770904,-1.019379023700644,-0.3294064912078749,0.47913935062319624,0.6088113698328321,0.010974405096376927,-2.017669869237393,0.04806580748970113,-0.33764985474824627,-0.5600282477004654,0.3844483396632956,-0.19319772347997066,-0.10464404318824982,-0.5665489078257266,0.40945630376428,0.3415719854011332,0.2637984626255747,-0.39347863991527277,-0.7665428024035972,0.9849726192793042,-0.4730280197648504,-0.05322117808165494,-0.30765328199833597,0.7382851531176211,0.04066484970791784,0.6998249747994567,-0.12021341509745476,-0.16110600890437432,-0.21460310407452887,-0.3245822661476456,-0.48653995041149933,-0.027483728212642333,0.7578561936925929,-0.15899949146402825,-0.4222482604319673,0.4401035067209893,1.7691133696618717,-0.2841800183305452,0.43463293466466446,0.4879079664992112,-0.2859604060533716,-0.3248198143135692,-0.5508310670373806,-0.6908328163717172,-0.1319945205659323,0.07036214930453077,-0.2732093216284195,-1.3377582508094754,-1.6201893072225957,-1.3817477473074735,1.071161542670989,0.5812782021379217,-0.19089519751777217,0.009031234471963856,0.4245762110869027,-0.1857966488578846,0.16962397133103302,-0.9423648096826778,0.1542892501573938,1.150455319599656,-0.1629174959138524,-1.6642394594841612,0.3186599599942319,-0.5739360144844134,0.040427901243623054,-0.8377185256133615,1.609849741638918,0.5531142139303977,-0.6187083145670105,-0.39520664014481355,1.1428532436886982,1.1723120842560366,-0.4784883376499689;-3.408544646838788,0.18735632142031466,3.920077870978509,2.9055401051901253,-0.775575066317689,-0.6016187165620792,0.6448665614416234,-1.2359834976876716,1.1680019634361658,-1.53188531819635,0.8669754004894399,0.02870617001365794,1.572488298946726,0.398903690533972,1.4825723656178527,-0.40803075267145683,-0.5392659591359319,3.265369627549049,-3.137479685919219,1.617282881872474,1.553567073192994,0.626991544456101,0.1201568701800051,-1.282128709871598,-0.856773580719274,-0.3696588899860913,1.5417238088762195,1.0385384089671117,-3.751409441720348,-0.7765078137853489,1.5556376403510548,1.5898932190508086,0.08972542318488674,-7.263234425484903,0.5122195450043909,-0.6606453879496614,-1.3004805656043263,-1.4796318866664038,0.056130607850716885,0.5517013991668662,-0.9328654169603521,1.2582997259062454,0.36669436619584506,0.9902323201840719,-0.2336016445428335,-1.5400248920360458,1.2145789831076144,-0.8250872063084049,0.5402326324698095,-0.3761577341828062,1.8689947681186307,0.4296985617232796,1.538784701692359,0.025945068792489145,0.14358215709035527,8.813489255183882E-4,-0.16977940315371765,-0.5683332756988166,-0.07365472497328174,1.4644679663609725,0.1696648544489534,-0.8766670223967719,1.971881441346321,4.787147997103457,-0.11666078202987773,2.132174604858907,0.9804402601463975,-0.1239081001800777,-0.6588545811071134,-0.9029475090126997,-1.3502811300842144,0.0865991354452138,0.5617888166896243,-0.14003045002160608,-4.2773590476562156,-3.950352855421462,-6.624627422736408,1.9848071893954593,1.5191367295588005,-0.9225168960478509,0.6509743617524988,1.6116566741193683,0.03912547017235468,0.6375471320292947,-1.8884951721167642,1.058945436278453,3.2754662371463885,0.39905453288041315,-5.692756872868038,1.4392003374816156,-1.9061340250689902,-0.187414305372827,-2.6389333526984675,2.1875080602123154,2.4811721803289446,-0.8197792215925634,-0.1856115258131119,1.2701277250490612,2.6345694986477337,-1.654119158231337;-0.8947334470903741,0.4508746980067784,-1.4713059003293907,-1.3202739651899265,0.41830406753602034,0.4173765601637527,-0.0026585976234656528,0.2934946059159742,-0.19181451849348718,-0.2697106042272708,0.6598420658416586,0.23100988201014871,-0.4186436993003113,0.29268376761292814,0.06827787953493214,0.4145551830715988,-1.143642995963532,-9.50991710162441E-4,-2.2383139258660805,-0.23286328268952872,-0.17974639750199373,0.32138513639571187,0.6393833431752185,-0.09759544231016548,0.6427666884515517,0.09642242948069679,0.16893446097528653,0.6131048906326697,-0.8026806170803269,0.10817636695367838,0.18685586515374553,-0.05937456796102225,0.04740144419749015,-1.5446939177788437,0.3060476804974215,0.2027336343117483,0.19657946134807958,-2.0715073497972725,0.4604905757084552,0.6238520772911826,0.4767722322517116,0.09886320639364499,-0.4104634469076771,0.20906869167401965,0.6380589657137037,0.43777605445048096,-1.0633976701467844,0.37326446445700157,0.5203364060171083,0.36552035596282195,-0.10549857417947095,0.23934058949914316,-0.2654700450454044,0.2903994169186035,0.44908048166424663,0.44909207994731304,0.546628961733397,0.5846727879609901,0.022575055312110237,-0.4296286072053448,0.45500794632007313,0.22968681227697374,0.5668268352702128,0.06381791441388174,0.508064374988848,0.7066467832493686,-0.26247456414593984,0.5075670967479198,0.17686790302870747,0.4609598754255373,0.4186409968199811,0.3525894241048704,0.2709915707651973,0.4715976796451926,-0.47607634154562106,0.4031718722610407,-2.57298743422907,-0.6958702277274753,-0.04595940297603818,-0.3195059552313708,0.4749505979205324,0.36928717065993766,0.4162524137511028,0.14429559797952862,0.5514670892074705,0.4949900782085095,0.1386278897009916,0.6444628029399126,-0.9432129335144879,0.4127756709182506,-0.24690305055088402,-0.21933980840221068,-0.2851180566630802,-1.6003438766881928,0.7323439249473651,0.6782742420093086,0.6830494785828094,-1.3301528391973108,-0.4240622114469801,-0.2582412896514441];
k{265}	=[0.34103654903926317;0.842930730829929;-0.05388063216639228];
x_a{265}	=[-13.94489771517302,-7.304295294377356,40.03387545447437];
std_x_a{265}	=[0.5902877585142777,1.6564809963213283,0.6685416197068553];
pred_a{265}	=[-13.94489771517302];
% Application starting next step
% ========================================================================
%
%  forecast from 26.5 to 26.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.6
%
% ========================================================================
%
x_f{266}	=[-5.450081927599263,2.0629750859400198,32.1803544116127];
std_x_f{266}	=[0.7810557392649726,0.6215788056682711,0.8782001697802903];
pred_f{266}	=[-5.450081927599263];
obs{266}	=[-5.210993248840703];
sqrt_r{266}	=[1.0];
hpht_plus_r{266}	=[1.6296977879552312];
xi{266}	=[-1.3947481104240067,0.6986132695211005,0.7037855916097149,0.014107726568068024,-0.3885102021348228,0.3447204375337467,0.2606400843295953,-0.303965232497446,0.1784912905722189,-0.6420092625200002,0.01717571047102595,-0.019275018690264822,0.22305137079051018,0.1953991697608357,0.1675102173928309,-0.001689425683597534,-0.550670333936842,0.8813850012377298,-1.720223724167032,0.2633516028115137,2.441523383192344,-0.029819644863942507,0.3005597433141647,-1.5937283419376742,0.00791603988588907,-0.45511232487080466,0.7503398827928649,0.3215059787117953,-1.3170525948048288,-0.21174775151735492,0.5382656124446612,0.6965733635749114,-0.026420649410485275,-2.632878162913406,0.12445953952365585,-0.3640924664530054,-0.3470455670200767,-1.263763174556531,0.7738589590799698,0.5016387105537978,-0.1514394614339034,0.36651523222159366,-0.021083635187675753,0.8546498827986806,-0.0985147273212208,-0.7401655479578224,0.0489362921732841,-0.2308383122483857,-0.01905565164968781,-0.04786548373208088,0.7735834939621338,0.27048271386238465,-0.1561372197436679,0.2192015622802499,0.4166788725091779,-0.2101551032465796,0.07074240841330681,0.8817456990746741,-0.4430392501305489,0.09360836418446805,0.2065462443998234,-0.21790348055187359,0.613705316590222,1.5984958318033011,0.10043804719908245,1.0759383952887944,0.30145992728041104,0.07403164533171847,-0.09559449776271656,-0.12943937633235603,-0.28299081743776533,0.07289129186727461,0.4499245855569498,0.05059666196366841,-1.349446519128568,0.3071951910017825,-3.033107975974697,0.2005574022050869,0.12740930364497327,-0.5551058307520531,-0.2644169613321541,0.6905393694301987,-8.954266583227621E-5,0.9942887755925272,-0.9690781370987436,1.498175625119567,0.7873614432671685,0.2927567265098059,-2.04587703892775,0.6449124183476407,-0.5517637226899081,-0.10735083523778144,-0.9322901151718526,-0.006562138890501501,1.0118763288063768,0.15372533289274415,0.16195334184199517,0.13932000132541322,0.6168224968207596,-0.6498755402318714;-1.0825974044418594,0.4819523384823312,-0.7012581592548657,-0.9428484473334595,0.18598006599960382,0.3125691006983171,0.023374293582965056,0.05621530866645852,-0.11074878736513205,-0.4531975145952005,0.5210104257661734,0.10974808315112927,-0.2542877795555758,0.22779463884511486,0.10311917500600387,0.23454120531919065,-1.1132485366934581,0.36999359729397696,-2.253367686476551,-0.09681420324855727,1.1257078770003695,0.22398168240957217,0.5060599675100264,-0.08273486080096437,0.3966774633693251,-0.0603443426169199,0.3642371351168232,0.5414288051086986,-1.0274604956700357,-0.0685089355632833,0.3097231003126475,0.18263453039262556,-0.030253515480913595,-1.4877341939062387,0.2254158196725804,0.009274559541260885,-0.032201455506993604,-2.0015304962098384,0.5067136460897776,0.5707531974476274,0.2375076291989573,0.16455292990682535,-0.3809832582023618,0.40340657167070804,0.4322867821792795,0.17374631973620414,-0.8203520012964951,0.1515598657002002,0.3827015105902296,0.1908656355260825,0.1951921680886799,0.20245538158005472,-0.23406012220442562,0.20623315991981972,0.3883774544870171,0.26830702162183506,0.37510977699977666,0.607148375421612,-0.11891913804457888,-0.30832353997079154,0.34515070890718613,0.027237684298470732,0.640642224507904,0.8285375491500191,0.35101767322732247,0.9020847577906905,-0.14004583298470075,0.33352918638559625,0.018887614886692106,0.23909243581093298,0.15555205538489858,0.22755063862285407,0.29155597797696586,0.30904631895440593,-0.7729501109382628,0.0995054624811309,-2.2751086233470663,-0.4481225116220535,0.004298443581066014,-0.4563505381942381,0.3293831899801303,0.4887875805641744,0.2727362070915955,0.4016630407322812,0.30131951206077856,0.9105789069203105,0.4293251577463071,0.5308497364077018,-1.0714728452469102,0.49911964806796894,-0.4609316688739822,-0.2765304608138539,-0.5330809652668589,-1.1939154610549911,0.9231072846459956,0.4568921637930923,0.49921480952913155,-0.979183311974815,-0.058375939244901254,-0.45717942491440944;1.270840297197097,-0.6371586913573033,-1.7510170334932198,-0.8611171990007875,0.7235250566438012,-0.2654911286316626,-0.3916832353269655,0.5027312566731368,-0.3941712556056487,0.5875375142440049,0.3817894920712135,0.11288314149000911,-0.595783862514768,-0.11828466450709385,-0.18147904388017722,0.19756191207666518,-0.1300396091774516,-1.0110696138779396,0.817596635754839,-0.5002644975598507,-2.622341792926047,0.2089555512940251,-0.03225590332444739,2.3239246310995014,0.3160632095843354,0.6093617807923764,-0.8333419011067953,-0.05619334287971611,1.1700962096793504,0.2542917607056836,-0.5740616756906505,-0.9226599255438721,-0.01219678914868183,2.9352411686594237,-0.008949171471655859,0.5363190746874409,0.4982150485310939,0.24650160316965497,-0.713063917609535,-0.2776852377933352,0.41606839855047895,-0.4346657920651644,-0.3077495009775255,-0.9466925649962867,0.4891170100564892,1.2405450209337872,-0.8093244125733641,0.46817067401767076,0.3221419107175052,0.21985948286967982,-1.0256346095016653,-0.2525442365353179,0.01609449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k{266}	=[0.38638930027959845;0.23293139189140297;-0.3974636970772027];
x_a{266}	=[-5.37613706903694,2.1075520936772207,32.104290201649434];
std_x_a{266}	=[0.6383689861189034,0.5614799322816175,0.7453439091622296];
pred_a{266}	=[-5.37613706903694];
% Application starting next step
% ========================================================================
%
%  forecast from 26.6 to 26.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.7
%
% ========================================================================
%
x_f{267}	=[-0.5139891921612173,2.1816826781254277,24.107958669327346];
std_x_f{267}	=[0.45946480060700984,0.4949195625897406,0.5049818763609513];
pred_f{267}	=[-0.5139891921612173];
obs{267}	=[-0.2669918186368502];
sqrt_r{267}	=[1.0];
hpht_plus_r{267}	=[1.2143786316269485];
xi{267}	=[-0.5690361450565408,0.1409948174748692,-0.5385505817306308,-0.7623105993634222,0.00259885873703114,0.5227926856638115,0.1519296523767919,-0.49544889894008437,-0.15176234899189323,-0.6277648514774011,0.21365289653482455,0.024941094365489525,0.5258749212788846,0.11037222851652989,0.19778408030165473,0.1590181577951234,-0.8470729678578418,0.2199864406516851,-1.3976941106906224,-0.5581578414021425,0.5411655379842155,0.220195802233211,0.32409008175011195,-0.021472312622020095,0.47929261018763986,-0.0113880224892845,0.7577186292377709,0.42077663480033156,-0.4323501276039602,-0.27533153308271086,0.22483500660669797,0.2553904559758145,-0.031933179979774295,-1.0633302579606054,0.08233213342752177,0.023499018194132748,-0.009022613678108748,-1.4073947065817367,-0.015260547780211575,0.27714755085892695,0.16537876365210336,0.3474268018143387,0.02308680023018178,0.2681523551373738,0.7785578245097295,0.05318192395962762,-0.15636730860688197,-0.21485360708718615,0.3143199800440818,0.2212779389851124,-0.08611671719445957,0.04796013098917917,0.029110822639679235,-0.05967894711179533,-0.04049057828721969,0.1157204100835244,-0.042611265807975585,0.2171711460563065,-0.021943054784015814,-0.3539424700153142,0.08901149653800444,0.12555890170509165,0.995281552679937,0.47262699302834965,0.7188161717243685,0.6576274663148504,-0.29521884505057827,0.1628093262312033,-0.1750669665051099,0.24322271735159928,0.24876221340764754,0.15499120147495155,0.27922120343707796,0.2063337806514277,-0.844999787772802,0.1276886739992934,-1.2840538860553172,-0.6947405010351385,-0.15794443742053021,-0.32045871137114856,0.08968661919784066,0.3597255089656559,0.1992654192821916,0.19431349943550758,0.2653020429728868,0.773461711116764,0.28894907147740345,0.29446650718053125,-0.4560005343984582,0.3254310966565817,0.23202050050409573,-0.2799900556597803,-0.19024810899533473,-0.8267702026536975,0.7588809002589133,0.3218496104883215,0.07182924620720749,-0.7869965750146396,-0.12148116139070675,-0.48961225583492174;-0.4759723767052999,0.11032072964522266,-1.1839996738029896,-1.16224479857842,0.29887483302472617,0.36692785002707184,-0.03021035446002651,-0.03669869777802548,-0.2649342873641598,-0.35509525747740245,0.46830132338935515,0.08524032472810505,0.06331613537822456,0.11923136642901166,0.09313315407647549,0.24009156219515537,-1.065051482041056,0.0049738433609261,-1.627115634766311,-0.4945407708102547,0.11791791521248385,0.2740845831715988,0.3914617808262384,0.6714904798075052,0.5321973832017872,0.13001305027278365,0.42018175196093877,0.471172256298515,-0.41354094680696596,-0.10904936102114027,0.0959199868888394,-0.03569095834378144,-0.056386192442341,-0.21811193906275705,0.13438620424626713,0.16283920722973955,0.11000600461365329,-1.6814489667538473,0.008264077878405551,0.3296125866382451,0.30943460795352173,0.148658815956205,-0.27246807284105756,0.06357825068863443,0.7981219586038248,0.4768509106387109,-0.7282551881647579,0.11184528736343413,0.4344678449331729,0.259614065799302,-0.26991182393394864,0.03850185811557516,-0.10869204115609454,0.005777791061359228,0.06497453619450377,0.33575812224646784,0.21336903733246215,0.16636970676115448,0.07992725560371206,-0.4880429935786528,0.19539288637254915,0.16549390063722802,0.8120482753693614,0.20341444704965772,0.6211492686346989,0.5661480230104772,-0.4310653542240088,0.28316533573524616,-0.05135319010140327,0.3423353842923418,0.35125263811149177,0.19898738662672244,0.15448297071908534,0.29593881248872167,-0.2978193336494612,-0.001258859019523051,-0.7977457104632395,-0.8192900610451899,-0.1579359258459414,-0.2759350028120946,0.3936659272597969,0.24793936074254175,0.28292509542861044,-0.039517165596747894,0.7851257659299913,0.4988457860032547,0.12195404987382386,0.4009839788500815,-0.07305372202573945,0.2515482142633827,0.025023166688637577,-0.3321080794002069,-0.09267740760249499,-1.3929843547361633,0.6752516432787004,0.4246333839597982,0.3212093189888878,-1.2715375353259204,-0.4131041752924365,-0.3012757650385953;0.4306900251467134,-0.09086481995593942,-0.9130256910639041,-0.35472081301639236,0.5072978264787373,-0.48930308975258185,-0.3929673789203463,0.9443144869827265,-0.15646141894803378,0.6998424800288099,0.36873511577153195,0.09277625204131468,-1.1605507691456118,-0.019893855735464427,-0.26964039150713504,0.08738985761920759,0.0034272635581125144,-0.4639012421029456,0.32060127910215286,0.3452460145076408,-0.9395213627590984,0.00972273001228885,0.019720619237727277,1.1327144870310022,-0.08429000359237193,0.24996033092045167,-0.9653721108972455,-0.08430360556177519,0.22310615659149846,0.38639447547106087,-0.31974068608771944,-0.6464771530267015,-0.033594927773904715,1.7588946969776842,0.06873690532658827,0.22434225086990622,0.22064763965897782,0.2283881003741186,0.08648588144252756,0.004880615299210689,0.19460852442360022,-0.5152939052463985,-0.5632724919288243,-0.46624173271792557,-0.281952841138704,0.699575432186105,-1.005460759688443,0.6241727061751732,0.09560441316660118,-0.01408198007603545,-0.2783745776564359,-0.04370591679171554,-0.27825969010949336,0.13656285705330973,0.21204598879051062,0.33572786675337696,0.4516283291515748,-0.13686395199072976,0.1720708685379364,-0.08771402866350186,0.15784640750604595,0.0232114815384179,-0.7580208039977343,-0.6465116892425868,-0.46457483797543375,-0.3792250488964619,-0.11366759796150916,0.16165036116209208,0.2876846747003903,0.08072949343238989,0.09530078510612583,0.027587190295999875,-0.34255387660632763,0.0784858399419548,1.2185580521386328,-0.2729927077073775,1.3926085380274138,0.07574600849800817,0.05280751345061674,0.18904280665816486,0.4793619808711824,-0.33344880476865413,0.07204501994990764,-0.48114277562914154,0.7835040946531784,-0.7654124329431333,-0.39959632822489155,0.0821634340059596,0.8521697491060038,-0.24911527918264653,-0.4718769676800534,0.021489615671111295,0.2494364559492901,-0.6117073427499626,-0.42293160524195983,0.07601430505330242,0.4134068508744484,-0.4797820090186171,-0.4735722985122415,0.5148204669155589];
k{267}	=[0.17653360001874985;0.16264544476962592;-0.09843319970298238];
x_a{267}	=[-0.4424128828284301,2.247627975027337,24.068048504068116];
std_x_a{267}	=[0.4260102602105662,0.46129553518555355,0.5035033862385561];
pred_a{267}	=[-0.4424128828284301];
% Application starting next step
% ========================================================================
%
%  forecast from 26.7 to 26.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.8
%
% ========================================================================
%
x_f{268}	=[1.2679598676795016,2.4685175295828676,18.57079439897533];
std_x_f{268}	=[0.5088505741044739,0.7042495848532647,0.3691307639615041];
pred_f{268}	=[1.2679598676795016];
obs{268}	=[1.5021047911105931];
sqrt_r{268}	=[1.0];
hpht_plus_r{268}	=[1.2600516571319784];
xi{268}	=[-0.3333950902263647,0.2982993359650694,-0.37754515315341897,-1.0662186277934138,0.4301690620288947,0.5809873960395207,0.3328274196603156,0.016793358307648054,-0.12708938731422093,-0.5136283270624669,0.5955509110166854,-0.00841857108020938,0.20007042008884013,-0.012513060573424717,-0.06295176467696129,0.1833088247910475,-1.050452368555181,0.23347752809794264,-1.4919491781143905,-0.48535668622465045,0.2041865482509997,0.1641049617840058,0.3272689879596562,0.36700485058892207,0.47759218330284625,-0.1953658452976086,0.5362697869713491,0.4585420149099195,-0.4846069156889906,-1.0677220444988893,0.2626911571852293,0.16587709384257088,-0.08817138373083666,-0.44062716700852234,0.28512339431900147,-0.01937168320506122,0.10323137728470289,-1.706478063455056,-0.011954702833207875,0.5149430397939014,0.15150655833580684,0.025457578842386974,-0.07655334933098246,0.09003911203223636,1.1343248533027992,0.2916530315002328,-0.45441388435713737,0.00874815266209339,0.30844450512336663,0.19781290499839366,-0.036760753053878936,-0.01661220875714431,-0.1531991131826851,-0.06367773513833175,-0.0975475767418772,0.04187118466287165,0.6006610980603921,-0.1489273523778989,0.11422478686387438,-0.39333487353721996,0.11462854661986421,0.05619965957737438,0.8497421951751731,0.27850485840596595,0.3543196708822318,0.3813790604877325,-0.47198637067127847,0.2861865996488211,-0.17182252774885054,0.2599693073547258,0.32592584505185695,0.1839107743346775,0.18487177169056168,0.36465922993588107,-0.48881794728277195,0.006940744522542008,-0.946950717271391,-0.8785464625363624,-0.22392846475320516,-0.6705246971275143,0.2942266218388341,0.23382106118778911,0.07541127065924891,0.29365035962238806,0.4150143624785676,0.06963270900655627,-0.04100752004242847,0.20709630575728877,-0.18904156730989485,0.18722914114280687,0.6615393758759709,-0.3464185235268389,-0.12497819302668378,-1.190053487302143,1.504637323560077,0.6983709233228446,0.20409888706724244,-1.1290351898648354,-0.38995404429165725,0.05287855594535329;-0.4385949362626178,0.39549940690705565,-0.6722467936083976,-1.560433617412529,0.6308811078613838,0.7632766088257612,0.41249989890936023,0.12509357360550277,-0.20157768380620844,-0.6207302037566642,0.8518079567225181,0.001515975262925906,0.18688767291811414,-0.010878716669963762,-0.10407451929019951,0.269407208402733,-1.487364876506819,0.2694830271341151,-2.088131664893742,-0.6391076317331799,0.19311274655100874,0.23412787634349508,0.4605048716730722,0.6399403004927282,0.6599671071656745,-0.22784421229312235,0.6753042975230104,0.6379526962561215,-0.6463003257612072,-1.3736011375108537,0.32894773954061085,0.15553688629810436,-0.12243827657817441,-0.372599872872323,0.3931050955049611,-0.0029230222164269293,0.16469301640267275,-2.3838884413666364,-0.015380992714092212,0.7057467038761587,0.2376335223176036,-0.004893952508167931,-0.1693737774220927,0.07469988553319462,1.5429900895813242,0.4829345145444033,-0.7586426640610306,0.08115415361382938,0.43967871491452426,0.2781764759708407,-0.09300640800370896,-0.019998644620256467,-0.2400869110638344,-0.07134153730865433,-0.10931422609987917,0.10340027423399745,0.8489143009499753,-0.20778648606624373,0.17388763682858643,-0.5708401768113256,0.17752174585402658,0.08769233295372292,1.134167468960229,0.3282398873921344,0.463054019916767,0.5041170220600213,-0.6720388843603247,0.40343258112625824,-0.2029995155701414,0.375037528803154,0.46056667991419387,0.2585073423130235,0.22754167499105682,0.5024895208504354,-0.5199149819771824,-0.018621234320654878,-1.1328597684242931,-1.2216532102569782,-0.3039587553940435,-0.8880576043850548,0.46000021876650976,0.3037902233673768,0.12163576483804972,0.3501233703629616,0.6682669722462102,0.04293605485820651,-0.08679929793509844,0.3054682525123442,-0.16501564867656793,0.24010743613432117,0.8608783462403666,-0.48291969648293787,-0.15110596726236514,-1.786289387815712,2.0270074548769497,0.9593971394521921,0.334089489136689,-1.6706855988698266,-0.6022605719455909,0.10375196230259576;0.1311502116528125,-0.07127133498899951,-1.0413888718763857,-0.48150661617084367,0.38621144049337985,-0.24719413759964937,-0.32886862243159243,0.5787779998055917,-0.21195925265307025,0.3890754135317671,0.35315723202896265,0.07339535242185491,-0.8046814359010028,0.015616068488057522,-0.15243120703696533,0.10592797605988125,-0.2051679621916236,-0.3546865433662383,-0.05071273492008643,0.0945645411861058,-0.6167873194675977,0.07347217432110398,0.11640281973483368,0.9411641605630408,0.09569614352907507,0.2230439267654063,-0.5485131615923926,0.0648522227568904,0.04834129386635766,0.4385665051661789,-0.22764341185662573,-0.481357480799538,-0.05718165641599171,1.1140631211686838,0.04513511916264079,0.19602197094785723,0.15655263616032755,-0.049458893165848394,0.04104563302873743,0.06965271186155775,0.2104660292113465,-0.30852953631365665,-0.49769721210952866,-0.3186377275605068,0.06866184202240788,0.5936469177800063,-0.9092136825546824,0.4280550475380416,0.1822542440895525,0.053734983058163266,-0.3058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k{268}	=[0.2063817428913079;0.2845159399160537;0.011671876973384794];
x_a{268}	=[1.3301269913353668,2.5542205446414297,18.57431024785292];
std_x_a{268}	=[0.44895150520588717,0.6239000488725474,0.3696312164583089];
pred_a{268}	=[1.3301269913353668];
% Application starting next step
% ========================================================================
%
%  forecast from 26.8 to 26.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 26.9
%
% ========================================================================
%
x_f{269}	=[2.713780241667578,4.505394951423973,14.889692771808011];
std_x_f{269}	=[0.7378620513570138,1.1692057628184207,0.4444667998371479];
pred_f{269}	=[2.713780241667578];
obs{269}	=[2.9980196574029194];
sqrt_r{269}	=[1.0];
hpht_plus_r{269}	=[1.5469809465877358];
xi{269}	=[-0.5015111521597242,0.18002711268114835,-0.30084248556697935,-1.7624028941773617,0.4942330938304922,0.5477520901677111,0.34925563868341536,0.20422198246870016,-0.26931875542577277,-0.6753390587394672,0.7989066369441096,0.05048879871678924,-0.21567065033080546,-0.36291307458704436,-0.1146044380016793,0.16130488793725783,-0.17193499616603036,-0.1177131738350008,-1.775330745238104,-0.3148543075424306,0.3171112161932297,0.505567279326526,-0.04213024895223594,0.5581228354841907,0.8752034996656981,0.4050329420202896,0.5021966727383407,0.4983554191140027,-0.501830583002175,-1.3265785516459967,0.30642246582623844,0.19573660160093587,-0.33483583996657806,-0.46427338984430966,1.6446002567444338,0.029943168980230528,0.18432964597577906,-2.315067039925519,0.041494128095054705,1.2280228282752654,0.3816630993762655,-0.06534862305033151,0.15005182354860258,0.08700119173095855,1.4076012757980663,-0.3496527325246377,-0.7467327781204245,0.03830469107785994,0.4566064974036257,0.25292255891977033,-0.057766527569199866,-0.027898340234101315,-0.47260187892816363,-0.0994149735681229,-1.0091401043030288,0.16808072608614744,0.4436698311970342,-0.10750035569769878,0.10916994344182518,-0.0713329649579375,0.2392475835873853,0.047920672341567716,0.2343052083433954,0.42226176514684033,0.4641264780658978,0.41055482736987026,-0.6560470326526833,-0.06204154311225185,-0.30829470779783463,0.44972735327805013,1.502215769426169,0.021169700593275387,0.21235818914431137,0.42970118114463984,-0.1238437938254946,-0.15153847722815073,-1.187597803999087,-1.4596416257559073,0.3279443684398635,-0.8706864190206316,0.4320431546021406,0.046026589723432654,0.04719231996278239,0.33097307193460734,0.3847606961237138,0.4286300138975965,-0.050527451365570464,0.1713474223349567,-0.35877004837961746,0.8737428098696953,1.386825960314137,-0.5395786605866819,-0.30347646220736646,-1.6835072140156793,1.9631431759243525,0.6432959478767253,0.5557847370235547,-2.557215775850383,-0.543334653103249,-0.16805750355762505;-0.7985389896037205,0.3032987750154792,-0.42137176794128806,-2.829294792518618,0.7504942864575552,0.8864965137365193,0.5838544591208432,0.2983862427008308,-0.40423201609930626,-1.0729826132804279,1.2281202926750483,0.08567369830132332,-0.28119158168853264,-0.5600465668994246,-0.16276565157796874,0.25640497669772433,-0.2575918369006098,-0.159144651330978,-2.8446975159930474,-0.49277076334600345,0.5535683855775364,0.7993771002859038,-0.05678474646625098,0.8072305528388046,1.3731219591470278,0.6313149471915827,0.8528182004786826,0.7872510379851478,-0.7852357961872531,-2.1169682101517178,0.5068122150587833,0.34819031034381354,-0.5219849920472122,-0.7613832924215123,2.544560522120559,0.03734032347491656,0.29098606572771146,-3.7214698609270993,0.06514719068509311,1.9090970623079855,0.594990926665016,-0.0739867273637218,0.2787587982557609,0.16493355197411574,2.189756248706849,-0.5706006469479306,-1.1522760202093276,0.05029733195343056,0.7096501749238335,0.40163561408956383,-0.06018070100861994,-0.02813443584381048,-0.727194748021454,-0.15614504424745324,-1.5998258321704801,0.2511928408924282,0.6793514130280496,-0.15874292717179372,0.1797430801483717,-0.09378396442631054,0.37891058118554,0.08260602960291408,0.397416054258354,0.7043635975904783,0.7458581119861547,0.664262098813893,-1.0287006542318546,-0.0970004717215911,-0.4836368729280176,0.7101204851676082,2.3195242390807005,0.03830551939941085,0.35597280971843404,0.6701721431147076,-0.2183405589766254,-0.2207462142541292,-1.8922928823828835,-2.326955010883485,0.5372530877124602,-1.3836162896940731,0.6599232637273218,0.09058156228891345,0.07704782406057209,0.5623081950655289,0.5637112850114221,0.7111624793276992,-0.06101215578358765,0.26806714197402215,-0.5828751336503011,1.3800297393333176,2.2081891988475713,-0.8433102767995764,-0.48167879395893554,-2.6917818117530583,3.0344779248923546,1.0128285947515634,0.8499613353626474,-4.1304369582297555,-0.8436564067910366,-0.2675412160092483;-0.15158572928268832,-0.021353908938209543,-0.966413531453048,-0.9543097513056367,0.4886997439382892,0.025019528548071435,-0.132177960978062,0.5005309225417136,-0.326941545750012,-0.011858834505698468,0.6402956416707397,0.037401297256044685,-0.7699727747667744,-0.19680181950671383,-0.20368844200134006,0.1083728583787309,-0.24184188555405584,-0.3829899466473208,-0.6090602257752096,-0.0934996967422741,-0.37140803154668234,0.266717466877207,0.013005550458542459,0.9549934155334157,0.49566433093496265,0.34100891744284745,-0.22968378290410385,0.24453041379766027,-0.2052279520924145,-0.1576638051979824,-0.08021682382936923,-0.3278362578778484,-0.23675772667195716,0.6178591897416261,0.9984928034411062,0.12617699840531316,0.15873003440315792,-0.6755292320021322,-0.0032323624235441883,0.7001850610539027,0.30119415534307237,-0.31569013101565524,-0.349374280975681,-0.25403956355831525,0.8021011809135423,0.2397942157173496,-1.037556330775768,0.30123068498901695,0.3172914040383805,0.11341200986207234,-0.30666702353290987,-0.08484134375130381,-0.42718026472240567,-0.026765779302781567,-0.32284594630943,0.28665433754159153,0.39763014005214004,-0.09947220227119402,0.0886647480174414,-0.21903675026811342,0.18162982383763193,0.016928084257807896,-0.15888091873290833,-0.14546283522429704,0.09205822030238231,0.0934254762704061,-0.4400750244119429,0.03637541504175701,-0.038647202817273296,0.2800787311212307,0.9717143868916409,-0.002904747978808686,-0.10843648293775843,0.2488172663908763,0.4895902522033655,-0.27177281650956076,0.15431417498803413,-0.6167803096020705,0.11984519694509288,-0.28275326422562586,0.48396102504624317,-0.16245018474304196,0.0754197928160778,-0.18660631898879387,0.7214049733650256,-0.0900404139851787,-0.2437555019269837,0.16483161241014876,0.22151217024951997,0.3471337970361894,0.46416453437013416,-0.32809634555983,-0.08079779748113225,-1.102234810021912,1.1343463597470098,0.38800547713514355,0.515049351696554,-1.1268635331708392,-0.5996642248772055,0.013481204411275982];
k{269}	=[0.35357962733428805;0.5601310603493947;0.16228541516709866];
x_a{269}	=[2.7699536144659205,4.5943832540197835,14.915475137140096];
std_x_a{269}	=[0.6180053408320035,0.980442779961105,0.3876690671288631];
pred_a{269}	=[2.7699536144659205];
% Application starting next step
% ========================================================================
%
%  forecast from 26.9 to 27.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.0
%
% ========================================================================
%
x_f{270}	=[5.5042284848100955,9.390472291893813,14.031801984253446];
std_x_f{270}	=[1.132975241406868,1.7954344356671041,1.1815708715060045];
pred_f{270}	=[5.5042284848100955];
obs{270}	=[5.934176637408637];
sqrt_r{270}	=[1.0];
hpht_plus_r{270}	=[2.2866415041411714];
xi{270}	=[-0.5457582280844395,0.24901291822383342,0.472213233064414,-2.2075626334755616,-0.5962853550214318,0.7160840733127829,0.34219781168375896,0.3070389166324681,-0.2378408102847791,-1.322830936650325,1.4381225314383554,0.23034156745993606,-0.01673650537281457,-0.5036606954876559,-0.09669035651471258,0.1979206687433761,0.12460978954004265,-0.8611390410579141,-2.30122556290474,-1.15827903165885,0.49685946924538804,0.6280092553671786,0.1744465112721718,0.31341992311313227,1.2586796255487682,-4.931608351939098,0.2044802373582968,0.5839375912318703,-1.8988132003052254,-1.6392255490267642,1.0360865106834813,0.6070383627921245,-0.2721033612321273,-0.5660976708796586,2.257724682434467,-0.23462471665527218,0.18465319678312309,-2.4468371321805926,-0.4500886501985599,0.8336900578440334,0.10794724396249489,0.034595783360857446,0.6693815249141606,0.7327538637194424,1.6133203659373585,0.6749097753130275,-0.575980543056037,-0.10548701948582373,0.3270864123816448,0.3530682442886146,0.019822011234791326,-0.18838392884444932,1.3495593869144855,-0.03634998010021828,-1.0255960284952863,0.3354624482683999,0.02992827014301014,-0.44216015572547906,0.5618081948803484,0.024713766691276007,0.20622676944081597,-0.5950340766884343,-1.1362923226721033,1.5242706299617916,0.28903848284689637,0.43981302537078193,0.7430323385294191,0.3185421480370465,-0.3210411161632063,1.964804403379076,1.8961256901954524,0.6848238195277174,1.8008064603488023,0.3494159854340415,-0.40580593246954244,-0.1740158330403867,-1.4992689398379078,-1.6398886605953593,1.3293508706172217,-0.5205027688153097,-0.26871364775704887,0.0053286422904852415,0.1409207934121488,0.23211575304036725,0.9273622979763063,-0.37630727291447386,0.07498633798933607,0.38984502508598595,-0.7784456168472937,1.3273874169661601,2.5686208673819593,-1.0047038566594937,-1.2751032008822785,-1.672814850372243,2.3419411020120284,-0.07081423842116674,0.22725037885742694,-2.995401849838948,0.23816028457040694,-0.11557412044180104;-0.8245437881856148,0.45652208919203296,0.9498058024113405,-3.550838389430554,-0.9398408350569145,1.185014712246799,0.6383434188673096,0.4369777459657769,-0.2876662476693017,-2.1133750186380578,2.1173461842430505,0.4004518563496351,0.1511844334553416,-0.7382172644845664,-0.06862025881563483,0.35137373584331044,0.27381149658242165,-1.2629195300319562,-3.7479281939677245,-1.8096864403118342,0.9159024273910052,1.001142722156354,0.31911050065492574,0.37933186946643715,1.912038105156352,-8.329345475604393,0.4661548233768631,0.9412200001565729,-3.0401349615490245,-2.6586348799090533,1.6679129855135209,1.0715224686340132,-0.3726469651638631,-0.9822787419557706,3.233349879321043,-0.3393539028656747,0.32697684191957066,-4.010523605691514,-0.654702672467959,1.2832755226701469,0.19271743058891566,0.15955512780548453,1.1657316256323416,1.2382515516119366,2.38696150498248,0.9909712745986283,-0.7464567719486279,-0.16723824927361264,0.5236794831432139,0.5841162697137339,0.13493436228215927,-0.22689805947743125,2.122148875996791,-0.012444577690496672,-1.607871507496502,0.5207458801433056,0.0509984617599919,-0.6383444160804732,0.9023374100257922,0.1260011222371613,0.351701088944564,-0.9028361246657131,-1.7308750255803318,2.4037544272718065,0.5163226246215196,0.7431306782699725,1.2130860880059764,0.5297819181958427,-0.4691773624732072,2.908445878671147,2.7454598975714415,1.0955831046362814,2.7521985107531464,0.5766176302309205,-0.6779541782134917,-0.18463120308560121,-2.4577280532057335,-2.6112708843454584,2.042331615043052,-0.790585324121226,-0.4244436385806427,0.09410733490314804,0.2505087091275975,0.4737954241301239,1.3251154851879399,-0.4918602511167247,0.21024003892497767,0.6282951975472386,-1.2473737602914792,2.040668635707311,3.778816772731357,-1.534974253900634,-2.003326311308439,-2.617789801065639,3.345116684442221,-0.08234190434502686,0.35101773394370106,-4.9270447944087365,0.4793823292415347,-0.14867418572383428;-0.6288423646415193,0.08370236471421677,-0.24609307254469748,-2.2487922516119063,-0.5285981776066677,0.5387520790968878,0.0376798079480718,0.5745146993865937,-0.5437789306263134,-1.1906992180595513,1.9080537133530235,0.15729147748200667,-0.6783916625992035,-0.6754251776403422,-0.3458600535979901,0.1342933705648761,-0.10598860530808274,-1.2734652307057246,-2.04349807316577,-1.242366194492714,0.0328389155084956,0.6447707062149917,0.10885239303918048,0.8218682337869616,1.5061982413969002,-3.363120257077373,-0.24917577061033747,0.5810248216552232,-1.891553720783314,-1.3459869022916031,0.9525982944985074,0.25097177005183724,-0.47770143602171977,-0.04879905307058152,3.0747887715089295,-0.28009857617769995,0.15634380137129433,-1.9923967717394966,-0.6198655670517379,0.9936210230462326,0.10865520231472736,-0.3068605363190038,0.3236674764750074,0.512359096261342,2.0527451609925844,1.0068270184604007,-1.2793164508074089,0.00204383787277429,0.35785492131650365,0.27905445548760355,-0.3195439529366553,-0.3756246417996678,1.371984073769223,-0.13810872562248555,-1.0533727005391444,0.43958498983836414,0.08072920895953217,-0.6287447429153463,0.5647313209322622,-0.23985907313272037,0.1769570308696924,-0.7563864362401098,-1.4775860932644722,1.5116482961261486,0.12148388329194937,0.3093596430985226,0.6507336110496755,0.29472953554000725,-0.37812304943242125,2.4870749950222777,2.5648637497511313,0.6711899843345552,2.0181625468112383,0.33440337188558544,-0.10613001448951209,-0.46708295688994106,-1.0281260480440864,-1.6538631736790812,1.499764517375091,-0.5721452884015346,-0.16965907333364605,-0.2522900607851142,0.08396838639023585,-0.1257299596980488,1.4464438629601641,-0.7502644681844401,-0.21001100647762527,0.40686226143638216,-0.6160640172295242,1.4713872007144584,3.214583218223952,-1.2092895008979436,-1.3384839254344456,-1.9804786118169169,3.1943011267576598,-0.12488505610658862,0.3635563848907992,-2.6076670773825956,-0.12732498814264837,-0.16635615640634605];
k{270}	=[0.5626774034368868;0.8898037564579011;0.5616392683435008];
x_a{270}	=[5.784321227407397,9.83340384201005,14.311377958088201];
std_x_a{270}	=[0.6947061170419108,1.111651550795425,0.756203537504659];
pred_a{270}	=[5.784321227407397];
% Application starting next step
% ========================================================================
%
%  forecast from 27.0 to 27.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.1
%
% ========================================================================
%
x_f{271}	=[11.118830671324725,17.188547920976358,21.484756312987425];
std_x_f{271}	=[0.9683328671519694,0.9067668805637241,2.3083608325291674];
pred_f{271}	=[11.118830671324725];
obs{271}	=[11.391309167596063];
sqrt_r{271}	=[1.0];
hpht_plus_r{271}	=[1.950099318735575];
xi{271}	=[1.1093452734623614,0.2811351028100155,0.5567523127663367,-1.594367136557656,-0.35607417259848617,0.09089737806840681,0.3103316178165194,0.26117125774065286,0.05013464971258408,-0.6761464600316032,-0.4660487440415313,0.16008938397190597,0.473451949614331,-0.3405606493657345,0.7772595407777043,-0.1035921364073289,-0.06379447787209713,-0.21759340612669575,-1.8392682556297224,-1.7710087721976713,0.8213799539186812,0.1261193401671079,0.12729849100559498,0.1587398752651179,0.2004082111469252,-4.189991209814955,0.5816299740564919,0.1171334044549166,-1.1741994378359273,-0.6675773696487859,0.925900864091675,0.26448101078833375,0.10779773213142363,-0.3239351596545035,0.8333175136149418,-0.04726790183804397,1.0603588472314982,-1.1859237794724464,0.013161020953955216,0.297143156495002,0.5218516335656833,1.265992363091632,0.6707379506709401,2.1983828277552853,1.0774239725058514,0.23414232268704183,-0.34971789315114243,0.45041884795825027,0.24705607718174605,0.21284460412338824,0.14948304961432335,0.10314100024474548,0.938479224055996,0.08505473246991002,-0.9536972646391959,0.3647781480249872,1.2153818146940516,-0.028627402441493643,-0.2601379428841639,-0.27791062871378713,0.10765804447798821,-0.32460655019061413,-0.00694135094572168,1.1008877867261564,-0.17927384270618418,0.34572887092575577,0.44867310603014765,0.41782553948316803,-0.15699891551592593,0.64063198050086,0.7693213972057844,-0.3549732930620877,1.7971943441693625,0.3666649361243781,0.035627098264205515,1.0460881264100585,-1.574058397330326,-1.4801490034151321,-0.2916869810576479,-0.8375828213629752,-0.3281785616416002,0.42023107124675185,0.7030964321892998,0.2311810396493872,-0.017562469281701354,-0.8170227417556664,0.498604593792896,1.4688349456245575,-1.280744734464072,0.788549789209581,1.0361244371141538,-0.8315720236201418,-3.333630105380352,-1.0103751095648885,1.1258278017998382,-0.5000148150589876,0.1016600678193349,-2.7130068280805517,1.0743014139908862,-1.0395005081041582;0.7781447136094606,0.4166282348849677,0.9287019154702492,-1.3390506818406855,-0.1794378983420124,0.2896924751662091,0.5168340569015548,0.14783110302007785,0.34468023156044936,-0.48052745798602103,-0.5086206155484447,0.2849334270786308,0.8400012509992045,-0.04035418357038267,0.7574797416102648,0.09620509457778326,0.21536884457499994,0.19077745207343355,-1.7280368942052533,-1.4940745384636926,0.9123403733865665,0.20801511541514017,0.2571319865240014,-0.06887741593115848,0.10754894436210094,-5.248397392147044,0.7830859121304314,0.21398423426954594,-0.9038644251555397,-0.5601974140515438,0.7017103218057947,0.5208068728115904,0.31984385891051303,-0.37783313478998437,-0.01602130186110884,0.11978887025257023,0.7266813158942611,-1.1255088639732769,0.23720599411270626,0.22122513275079214,0.46374085622605676,1.0010715817828668,0.7607793117871218,0.9915144827554272,0.35846603768116836,0.0841800577236036,0.23123133032909848,0.35904500732886646,0.27758235128787945,0.31264821292306877,0.4341007225022544,0.3160518361845668,0.6311734876951149,0.25113636544335805,-0.6606741801686766,0.30717632486417656,0.7114163611341482,0.21235016253664085,-0.06646275244686706,0.06392015193954492,0.22495919854732094,-0.032157163353577545,0.3067420252641675,0.7134540975538428,0.09325491124359431,0.4326806137653918,0.4725148958666985,0.41381113911204537,0.04159169271388308,0.1480612927174576,0.09023345135918959,-0.13606396243990915,0.6235953255383642,0.38918364595832955,-0.009903708830837132,0.9017159242132706,-1.5121445254280097,-1.2088860282150122,-0.19495676040017784,-0.5323576671128549,-0.16679798934619328,0.5617103788357056,0.5871264868752739,0.4929686940218794,-0.1931290735653839,-0.35612590114138243,0.6243469256509577,0.7907785403708729,-1.0685292912717017,0.47887634503270604,0.16773079275431613,-0.4609531294700382,-3.4871615795449102,-0.6005833765781681,0.02179279850131266,-0.23816124960378815,0.1253970602996155,-2.843035682493376,0.9562892418143072,-0.7241613550120576;2.813371448994644,0.41751263325320664,0.5428219459041834,-3.9015875366736736,-0.9686575015233494,-0.09332598834232897,0.3350458371245999,0.8234697692102486,-0.3352466069128468,-1.6774801576455651,-0.7956435107724289,0.20100796075855953,0.3857605993747697,-1.1905447263206987,1.6629024220628992,-0.4733328108569985,-0.5454456160102374,-1.1213853956367252,-4.114961868506342,-4.339781242583033,1.5503408469064368,0.21037306542859113,0.11414922342117251,0.8392916448210315,0.6683115102865429,-7.182560363987802,0.9014829494203944,0.16106656877908776,-2.9375502662829973,-1.4818735729538517,2.29094858714528,0.16170216484154665,-0.08100137266331231,-0.4203898361775984,3.1067436451832116,-0.3176665863163457,2.7370065465049365,-2.5140324530872533,-0.28686113178819994,0.8116725665139413,1.2474141735037279,2.978013379131813,1.26385784982255,6.065573972162621,3.357954700198693,0.8398660674561214,-1.7548007525589,1.1737971809919507,0.5415760425033085,0.34315400348968694,-0.11873786979024104,-0.07763571600667518,2.449399525969259,-0.032107018919838026,-2.4937218716492318,0.9362839904236182,3.283342510157148,-0.40937389730941476,-0.7952179718158234,-1.1305068227760096,0.11402896324839773,-1.1267303143009428,-0.511332340758436,2.8910302709394777,-0.7677267969457269,0.6312153394355207,0.9447381799386356,0.9298852421022943,-0.6165188875313383,2.1844375712470097,2.7277664757918423,-1.0393419411512816,5.319120667608935,0.8114526943263307,0.2653378129178918,2.3984584503209945,-3.367071425429291,-3.639506256437251,-0.6746590379659807,-2.2511023482382555,-0.8697340085251284,0.6873009742546436,1.6726789736844196,0.08000426922642134,0.3862710177000892,-2.5254045932132385,0.865762461540708,4.014217772935922,-3.038930345552494,2.1502042907103878,3.494964980264541,-2.3812405745353544,-7.31043313340791,-2.8861984117442283,4.0292834966072775,-1.4498305121947404,0.27355878424656765,-5.7235614542181565,2.3907216819132344,-2.7069028546904157];
k{271}	=[0.48720560517482253;0.42190660545758724;1.1344861191648443];
x_a{271}	=[11.266303734213698,17.31625552265223,21.82815577518827];
std_x_a{271}	=[0.7339144951451271,0.7193295963110626,1.7863577221267566];
pred_a{271}	=[11.266303734213698];
% Application starting next step
% ========================================================================
%
%  forecast from 27.1 to 27.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.2
%
% ========================================================================
%
x_f{272}	=[14.538243553219036,12.91659499266306,36.65738678685998];
std_x_f{272}	=[0.36472237265871227,1.7213662103372795,1.2497196182432344];
pred_f{272}	=[14.538243553219036];
obs{272}	=[14.59689302739395];
sqrt_r{272}	=[1.0];
hpht_plus_r{272}	=[1.1346275725548522];
xi{272}	=[-0.39863665193772313,0.30444535770606684,0.4373461136180996,0.3643786881790856,0.32133238331503833,0.4745784002507012,-0.024067739685854406,-0.10847777063750819,0.32658706237687163,0.19111093379014932,-0.05662541611676808,0.04254717903368466,0.34905645100792526,0.16770270925574948,0.08030177034225261,-0.016000183642441712,0.23381955810422816,0.32488516954765423,0.07972862223679833,0.34384456214737646,0.10289331688587389,0.13635821316455576,0.18134233693362312,-0.7116147157117165,0.20287968806128553,-1.1321970602884797,0.1874661968060849,0.13783352059754606,0.2823611138398583,0.16307694862801547,-0.10275690871444176,0.24031000249271983,-0.22440878283509313,-0.17382445133801028,-0.7376735187090855,-0.36640532231477785,-0.21445871293619767,0.07561252942754138,0.05472443454184628,0.09900203253396,-0.054129323637448934,-0.3517787734356066,-0.007261537114993999,-0.9438299024338583,-0.5727426794245059,-0.2579185953737344,0.8509912999044822,-0.0356311487767087,-0.04094727203594317,0.3064953927669851,0.2540105019311749,0.20917947868301923,-0.25984001900005005,0.12573076416357232,0.24697305323029362,-0.37225933676696066,-0.5271755788559123,0.518818900939575,0.34130919819044436,0.3154463291494505,0.16031796480245397,0.19596878875159973,0.24514184227941271,-0.4301618221955259,0.24587055525816837,0.08050163903662622,0.13848880733802638,-0.0883359150397105,0.11359630186752234,-0.42472720646542506,-0.5899282530260717,-0.13743882179299405,-1.0109027681698084,0.01214840816244056,-0.05286180299568066,-0.5034655969493667,0.18085042280264396,0.3203773260162883,0.17226132611387435,0.11669464725669876,0.2186936547025642,0.1344515254031844,-0.09104265849341076,0.35012416572656946,-0.15153302487453502,0.4599244350371059,0.10574753835209094,-0.5304119026342526,0.1586129973328152,-0.29255516953108796,-0.7351527149026733,0.3491274267718758,-0.026872590474466662,0.41472919306777456,-1.0638386487988143,0.2627051483000393,0.3266956847285485,-0.02478553254697502,-0.21172577488860433,0.21889159261098534;-2.2049542496048424,1.3824888888794167,0.52758046524165,2.786999828211508,2.002542658415896,2.9640961909465933,-1.6561122105832737,-0.41467854531926385,0.6814618987994869,0.890459230690416,0.25683187984463807,-0.6040147138505301,-0.045238685697777115,-0.3560823459817186,-0.08941815935284758,-1.2082467854290275,0.10276716989750412,0.08967328595167601,1.333599532847824,2.438765470112088,-0.5782632097146934,0.4759815215462009,0.47662248964698506,-3.7333580723695317,2.6160628845112512,3.145459393229773,-0.37417126368089804,0.3671449497954473,1.4889022811513275,1.3262847780669773,-0.49814212012443804,-0.00740013062101319,-2.79293772146913,-0.627513869176795,-1.7072038376788576,-3.323855646584711,-0.8312355181463928,1.361573495061661,-0.9663023897679395,1.023908121700142,-0.6234672681734477,-2.391531119782355,-1.2575914380965258,-3.0495057585484737,-1.4717604784235832,-1.274732966113035,4.152539895416295,-0.173277535671426,-0.7291575942605117,1.7853968149691806,0.04368201555056217,0.2025195528212791,-1.2050065089424127,-0.12551319643454129,0.8275107859243978,-2.620464094240951,-2.3397218757346057,3.324590210453854,1.979823038024069,0.5047251919253828,0.43334691338958464,-0.08494191869444023,-0.09502515149378787,-2.1422763938508798,0.37598533741309303,-0.2790218189356306,0.48521161837217974,-1.0997922170498047,-0.29098814919662885,-1.075107950567741,-1.4126097563697702,-1.958908405997132,-3.17096195019122,-0.37837695128313875,-0.1404564078832351,-3.5690328889768654,3.233186437813851,2.0067148722403942,1.1196232356997005,-0.39984860588650584,1.1147682291082397,-0.25468925940333165,-0.7756850042015397,0.8842041935612865,-0.048549719323126794,1.3077848576273698,-0.4921247056811282,-1.8126123874113507,0.8964009785560467,-1.3032012169005842,-1.838838858460429,0.9714852096310569,3.896858526260777,1.3881137087359718,-3.050424142874803,0.8282102599618337,3.128991274012554,3.7924265489380122,-1.953479866660798,0.4845069159141655;1.0794713391537982,-0.5316209182168024,0.5891658627223464,-1.783697289430883,-1.0823103456876382,-1.657826438569991,1.4657186416055694,0.17133684470910993,0.18803308488406145,-0.3305003175711789,-0.32194584792573977,0.6899948978702284,0.8955715106082849,0.751153948158354,0.30642580884151727,1.1016465376117708,0.49577251947455636,0.7126977142017168,-1.0465015096207395,-1.4938814802253262,0.809194987232793,-0.06380623703027766,0.028807588311444476,1.731320779548163,-1.994244206144927,-6.229308965404574,0.8096865019362838,0.02841710290585553,-0.6916555068727988,-0.8181733693535236,0.24170888664293955,0.6089797624629512,1.9815446583032426,0.23108962250591247,-0.12345420895381665,2.113914303106732,0.2920211760741722,-1.0737193056873977,1.0424682489411978,-0.6915079594625624,0.4802707213706512,1.3385353530562014,1.1560583899584387,0.5523087068599821,0.03390087256941854,0.6056067625541104,-1.8801817913863843,0.1127643200399504,0.6179418537862134,-0.9105122299356907,0.6060952652653029,0.34954034191442673,0.5178176130456364,0.457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k{272}	=[0.11865353514343918;0.38338873052694084;-0.0663689499476];
x_a{272}	=[14.536519668599292,12.9110248431084,36.65835104310322];
std_x_a{272}	=[0.32899861850879675,1.6082899040379415,1.238765343568395];
pred_a{272}	=[14.536519668599292];
% Application starting next step
% ========================================================================
%
%  forecast from 27.2 to 27.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.3
%
% ========================================================================
%
x_f{273}	=[8.604030377437876,0.9201127074282465,34.87698258408489];
std_x_f{273}	=[0.9060669392864319,0.8677567145331104,1.018497898649383];
pred_f{273}	=[8.604030377437876];
obs{273}	=[8.440262857763365];
sqrt_r{273}	=[1.0];
hpht_plus_r{273}	=[1.8318985872757825];
xi{273}	=[-1.0407629854976959,0.45623659888834567,-0.010586180723183958,1.449486721233253,0.978036950503105,1.384875836409778,-1.101040564247942,-0.1986645327829759,0.167514367253899,0.5631682605667514,0.26279837522462124,-0.4827554255333659,-0.29434618855812467,-0.2831108838216423,-0.14148492675499824,-0.761386278300618,-0.16174901144516696,-0.17775462934069353,0.6773078883958075,1.3573072693745818,-0.42599176259021654,0.3630857063002537,0.1703095307297655,-1.938517701258811,0.9190471973532564,3.1143602053720816,-0.34401143760857167,0.3201133038147521,0.6774692681575765,0.6616085811876946,-0.1785570371655858,-0.21979817014238812,-1.6561120758512793,-0.22324613485382727,-0.4681615031763986,-1.6953648151539706,-0.3195399644148864,0.7482283122555202,-0.7534693561133263,0.4974265963917688,-0.13636623317995245,-1.1163661484604885,-0.7309790777111234,-1.0887474574916398,-0.3333452914088131,-0.49581496816719195,1.7025445762215288,0.03456704523734011,0.23689273853242554,0.7760939654680872,-0.40859629360817706,-0.24095285449029724,-0.5287803236483004,-0.17301603056069226,0.31863374007951784,-1.1709714772014008,-1.0895712748718607,1.6377179152002324,0.7519605731542889,0.04634008549614066,0.15545257901605325,-0.23311972518199653,-0.25261855703506164,-1.04871379263977,-0.030980902519598175,-0.3762716013729879,0.266252618103465,-0.45145757339910375,-0.8460870965940774,-0.3096316283936673,-0.49910136773123526,-0.8111456100955561,-1.280180463879824,-0.23710959091861916,-0.03889614631325067,-1.8514680252601972,1.724536711379777,1.029213617541707,0.5631285868843801,-0.4076059710348918,0.39185021175253887,-0.27387067632266593,-0.42946583844754294,0.26181001088448674,0.13062628715572977,0.47881379909878596,-0.10188370530077506,-0.7910128699099701,0.5142527660942999,-0.6990133468065745,-0.44990997492470086,0.41387501925201775,2.590350487058048,0.5778465996872182,-1.0252025010543466,-0.022865893588116748,1.647281015939953,2.6630103193433516,-1.0316044642141655,0.20770408107973815;-0.6667160441765922,0.3121559114206949,-0.5506949331593876,1.045414711210472,0.6416776226943008,0.9150774050178923,-1.0792074651405958,-0.020419675734035914,-0.2122855204791343,0.1964467224421933,0.33176087241853636,-0.47352533523891993,-0.7316328751870309,-0.5538872056297582,-0.18943517064386073,-0.7689701410115324,-0.39246763319635314,-0.5911240112117782,0.7834891141127414,0.842084071558657,-0.5741337911464091,0.039619145802685996,-0.029251712457898593,-1.294981725517754,1.432173314631967,4.880747125557422,-0.6057415324614985,-0.027881914400717522,0.40847659744326936,0.567772174538264,-0.07356713348434407,-0.4765557518490768,-1.501190592148494,-0.03287988818994969,0.38933511386316777,-1.5476118297188242,-0.07096326220911675,0.7946058679211334,-0.7502693507603752,0.5250622432660854,-0.25393498099641987,-0.8786482587439748,-0.808484649998485,-0.15816356797262865,0.24330982745329588,-0.2926010681585919,0.7631801636987599,2.3292059524537834E-4,-0.3964280273250328,0.5574870191358954,-0.48070712966824114,-0.2753512707462008,-0.2418625888266157,-0.3201152383250484,0.05600957418628549,-0.998638033478716,-0.5284330566033199,0.9845574544897324,0.6259207600141143,-0.29850537108463626,-0.014443882654944673,-0.4345546437599926,-0.5489061395872462,-0.5848486709010978,-0.23620477280929342,-0.3303739946345815,0.07027668379322582,-0.5079801103610366,-0.48157696739460903,0.19674674781932389,0.27374092899122937,-0.9892920373602095,-0.1887787702855963,-0.24466319779020063,0.05157789351390529,-1.5030532282366775,1.8010995505392227,0.6605661083185412,0.4120396720021051,-0.48161427567975007,0.3178212457274059,-0.41754338906653854,-0.29810238406045764,-0.13483989807359353,0.3245853809061514,-0.11202649323721248,-0.5095211163804747,-0.13210243479582118,0.29295269662345413,-0.27306580916033796,0.3106511438841806,-0.06645942952614814,2.660301825068749,0.03852757758865066,0.04046215647329565,0.03976088593966709,1.3447288202000787,2.455757652876577,-0.8797676741981905,-0.11120564670322008;-1.2500851996301208,0.5135555719982037,0.3943775929337363,1.7076449231314612,1.1832290069020814,1.6923681106375525,-1.0157399803820581,-0.3547657534298807,0.4255953253089615,0.7991430239495259,0.17085610893349212,-0.47215760118508854,0.04904369794835617,-0.07579349701304494,-0.11801210503711701,-0.7069793875533463,0.005173333901282717,0.12468534194941583,0.5394215270872635,1.6829232835804149,-0.2990014373534464,0.5727276071281437,0.29444580421932187,-2.2068285667288663,0.44471443421279133,1.8501042518711799,-0.14276771492095008,0.5495694440568712,0.8294997338736607,0.6797675481950591,-0.2777916866935328,-0.030988534598670014,-1.5832805754172412,-0.3666923188771207,-1.1530068992266322,-1.6049417096804675,-0.5141493983999155,0.659281175224848,-0.6976699072194776,0.4290128647868414,-0.048829124613327224,-1.2119881211900108,-0.6159585996193826,-1.7790812096404238,-0.7946516696920654,-0.6354701280233144,2.368478293110435,0.036761473424306246,0.6934134519722619,0.8871424388539921,-0.3452910889905283,-0.22148488333112937,-0.7389659031876761,-0.06910386335699314,0.48031307064717055,-1.1962210030670377,-1.4563893149130038,2.0893220586711863,0.7889437680703892,0.28479451251507726,0.26131893912558013,-0.07730922464315881,-0.03162344828376007,-1.3354896282613566,0.11139595674413272,-0.40672982602197294,0.3739957015669191,-0.39826450186221507,-1.0828407687730461,-0.7101318522104378,-1.1035346002149566,-0.6142066312565788,-2.0709357202830674,-0.24244020789692655,-0.126847101332622,-1.8999135493502806,1.6281546153212503,1.250582775032946,0.6368360240095612,-0.33837791907101433,0.4051115162574348,-0.16235748876735556,-0.5255993431654744,0.5253450444260039,-0.05823826100662899,0.8858855448546166,0.18963915069964798,-1.2841933320873622,0.6328578938843847,-1.0067308269542394,-1.0541793018094126,0.7407586692983301,2.5586993512719047,0.941197867930974,-1.8141301562323235,-0.08958833121265286,1.8373419697171514,2.8658272032162344,-1.0700058693350627,0.41649807054998433];
k{273}	=[0.4541182536271832;0.38459736650245135;0.4892130395312455];
x_a{273}	=[8.49267245052897,0.8258025468340506,34.757018787289944];
std_x_a{273}	=[0.6386781865080525,0.6765570305727778,0.7478181060305851];
pred_a{273}	=[8.49267245052897];
% Application starting next step
% ========================================================================
%
%  forecast from 27.3 to 27.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.4
%
% ========================================================================
%
x_f{274}	=[2.7189510433113013,-0.8553757628814256,26.4474577623577];
std_x_f{274}	=[0.418722810519852,0.4051448566516497,0.6234443272520142];
pred_f{274}	=[2.7189510433113013];
obs{274}	=[2.646945115765724];
sqrt_r{274}	=[1.0];
hpht_plus_r{274}	=[1.1753826168056243];
xi{274}	=[0.07299760846817893,0.10339762732860214,-0.3318158409064087,0.342611422619159,0.16359353279437006,0.22940354752069503,-0.4037510180195367,0.5566806515831275,-0.18957011522260814,-0.1918018573713236,0.3654823271901262,0.15416815334770417,-0.07785488601412593,-0.026154482304288962,0.16813676217804474,-0.30429909843837155,-0.1655781714289466,-0.17224672374433947,0.43442528786988355,-0.20856636378683824,-0.7133597714881321,-0.6156007821433107,-0.03348559340758328,-0.3675748729157955,0.793843551653509,2.3309780952203085,-0.11397178500101468,0.19510067723243285,0.16575590927555384,-0.9195874108348996,-0.2223989437774283,-0.2281094626301523,-0.5835064555011944,0.16623507255948544,0.4344077463773406,-0.4603640874801824,0.05523687525516019,0.35729858673437853,-0.16594085101210032,0.060024228337545615,-0.11281047462640581,0.16820586936108128,-0.11302144806702419,0.2452228855759131,0.3626402542496905,-0.18477097022095723,0.013109347340451993,-0.24147757660612523,-0.3280602399944681,-0.020391749902457068,-0.15210830656822116,0.0406882793514578,-0.04267984984398687,-0.10031360437280057,0.0032067253290515296,-0.3049999567901982,-6.751800135700314E-4,-0.14684034806140867,0.23133405944814855,-0.033193971625694374,-1.1081074334863414,-0.37834079893556183,0.22689449037224163,-0.12229117286592128,-0.2950270404226316,-0.08159863671458867,-0.034695808855617294,-0.17912939211176848,-0.09795977909030196,0.45298850424415527,0.23286637505407537,-0.2647474796487308,0.16044482537033167,-0.02941836111431595,0.41332609137013376,-0.4310689101195564,0.5851413877126936,-0.27638924925467734,-0.11823753710365237,-0.33996468789964407,-0.32977379778268645,-0.5994609088310683,-0.32425391055479924,-0.11423188787129934,0.2604754409338699,-0.0988957568354123,-0.23178546955239243,0.1122396404963455,0.09191706892136242,0.05848535708951719,0.29854434882886327,-0.4155447289676877,0.8698731565185831,-0.18367357017327945,0.4069321759419986,0.03478135472114996,0.5154933901746017,0.6517588335949105,-0.10682621977970008,0.8519572625472462;0.24669484098464,-0.032502000911549644,-0.5393523067290966,-0.21709304506420968,-0.17499666522899382,-0.27212721498623926,-0.18238434341141452,0.14756995901672976,-0.3321898499119458,-0.25680456411590225,0.14249749444752946,-0.04210653746725834,-0.48113628445216894,-0.29841049807037456,-0.035678810992445964,-0.13197033192004226,-0.23486242986706096,-0.42616031291241097,0.2537223077104871,-0.2927108740804829,-0.31052347792837254,-0.3165864716969151,-0.14291424495581972,0.2492664024779715,0.7171605691766764,1.8814980891169588,-0.294597820154358,-0.3071838529222939,-0.14522470357439565,-0.20384315804576136,0.09423534076169948,-0.2732352473559112,-0.20843572351506556,0.20595157289682242,0.8963467352990605,-0.1906153456667543,0.24736963294995895,0.21239364177180187,-0.10132899467657774,0.15969087693320927,-0.1152341418314139,0.08878175988231785,-0.1861685266839055,0.8456266589494326,0.6131582754282908,0.14263812184223623,-0.7402312134012794,-0.0212001221886029,-0.5987239038663754,-0.06345027520893953,-0.1165809131198915,-0.03261825368671478,0.24553919620390197,-0.14728116255960422,-0.18474854110677508,-0.034653962846727504,0.423194432591455,-0.4052759740980594,0.02558612871020538,-0.315068411941299,-0.41858100327180736,-0.2420017559600951,-0.3622449464113566,0.30943033618803506,-0.20480431436350144,0.021654815673005645,-0.11567075064288579,-0.1135919122383865,0.257119983642228,0.5362903744712688,0.783464144881582,-0.30684931386278147,0.9507875660719449,-0.004923392156259365,0.11108909314074333,-0.02084304682774263,0.3443078871991946,-0.198089245186299,-0.03583455855302842,-0.1438500881458571,-0.011908194357820201,-0.24963978259723518,0.057783007208933146,-0.3282541927166349,0.2826910249103275,-0.509971876559933,-0.41065992796459505,0.5954244614818109,-0.11040010179332782,0.37029163563771844,0.7835724598709614,-0.42059295438932054,0.36602247219133344,-0.4346931428148335,1.0063183150192503,0.10543815008040036,-0.11874578525053359,0.08370744553987808,0.006275909528065338,-0.6422303206703921;-0.15551718232187994,0.22882675296973787,0.10656043680952365,0.8999835545011159,0.5154145750232892,0.7752390444389228,-0.4879342781286802,0.8230712374191249,0.08058422287420797,-0.01589180393819234,0.4952269798034372,0.34438500525592275,0.49111556332176676,0.34478861778478276,0.3598745634413554,-0.3834845878044213,0.002247054035606766,0.2408309607835406,0.47932560443203087,-0.0033395915099383444,-0.9450877257416757,-0.752193508850084,0.12916656384485492,-0.9970288531735179,0.5628135306990565,2.1498990516069902,0.18923634073131979,0.7450847509128842,0.4829424042288579,-1.5616702726842036,-0.5580878184549434,-0.058434671936442584,-0.7728534277917021,0.05367409568539472,-0.35764925888078025,-0.5420538374607453,-0.22422189466238152,0.3936219549023683,-0.15217076543778418,-0.08928328514133099,-0.05031005236991959,0.23947892844880414,0.047716723677240225,-0.6555044956115452,-0.12100876831764751,-0.5430600248901669,0.9764948269172073,-0.44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k{274}	=[0.14921321304059051;0.08869486401272884;0.16752387719630038];
x_a{274}	=[2.7136246726936153,-0.8585418478948789,26.44147776742912];
std_x_a{274}	=[0.36173678136297055,0.3999989734366515,0.5517839542320347];
pred_a{274}	=[2.7136246726936153];
% Application starting next step
% ========================================================================
%
%  forecast from 27.4 to 27.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.5
%
% ========================================================================
%
x_f{275}	=[0.7010298281490003,-0.19645179473462215,20.188624801535074];
std_x_f{275}	=[0.3735515673258047,0.5058198649535356,0.41469197582996203];
pred_f{275}	=[0.7010298281490003];
obs{275}	=[0.64658677754954];
sqrt_r{275}	=[1.0];
hpht_plus_r{275}	=[1.1398767612540102];
xi{275}	=[-0.18238089933448376,0.14235017332001787,-0.4614346016301327,-0.06439080154708743,-0.09145190024220551,-0.009434254418435373,-0.270941849911695,0.20418129298074483,-0.30517053458430066,-0.2616566894790038,0.12248124359356583,-0.06652305240795475,-0.16914331756081746,-0.13500353859835157,-0.018205739868944026,-0.15363073066853283,-0.15398099937243503,-0.3288403624215713,0.29296555001127467,-0.24999007518839117,-0.4079304466468097,-0.25376628832050835,-0.12236914999518655,0.16232477892847452,0.6847649996404502,1.7382498268999504,-0.21518933981601396,-0.10687517858705975,-0.0035107695729894584,-0.11981244123032064,0.15168329673125547,-0.3213350679169772,-0.31602722231631597,0.21233884622636023,0.8249537473133269,-0.46190142567768333,0.1939346249455306,0.28403586944762926,-0.018846421456454543,0.12890390102895122,-0.09141906361999452,0.09418757854118331,-0.10752842876548019,0.8347593518056523,0.5168895318458039,0.05345790415189533,-0.7359387948727433,0.06174572796092703,-0.2528388303314044,-0.01154229177655497,-0.12153135492332945,-0.21427108176956627,0.3240418910567896,-0.22651901474746194,-0.085386866921906,-0.08164706165500923,0.31862313593736846,-0.3527837577983219,0.105331932801219,-0.37064868531424644,-0.46588669396848803,-0.28081475727036276,-0.765690227370414,0.1714968572050597,-0.37582293412996104,0.023514568909131173,-0.14539905868571368,-0.37321364099675397,0.10336438997963537,0.5144840769454181,0.5368216403648022,-0.33778365421456824,0.5384414113177928,-0.12265078861821788,0.3383393190055851,-0.018262093299957427,0.3217240944669987,-0.1790904659535103,0.011804943768138454,-0.2078074790158032,0.036611053584980846,-0.2558455588928683,0.15252748519034642,0.0021716669901927776,0.25446037192284077,-0.3866714543051762,-0.5005897927537746,0.6983095917121979,-0.14411560882307928,0.30044211426044487,0.6500462798434471,-0.47507081547286684,0.3795982350467403,-0.30406263486913643,0.7476311943833763,0.4979927802725038,-0.03673999142832829,0.14563541566000615,-0.1325058615474176,-0.44780085311492407;-0.07229533155157863,0.09258488158796582,-0.6482990314901781,-0.29881251908842865,-0.2378463312665205,-0.24222872249316407,-0.24822511833069655,0.10256105694091658,-0.42595294563451835,-0.3386385666642733,0.08378082531432787,-0.13550908644589083,-0.40338836008511947,-0.2837322363047698,-0.09179267314803585,-0.1273575335824385,-0.22736889354880968,-0.5022242831392977,0.28903825793363064,-0.34120130599126575,-0.36532903968904185,-0.23518889673579174,-0.1861580302623796,0.43039037463155394,0.81680133270173,1.7963417665660342,-0.3416417926357125,-0.3443075636458993,-0.13967143457773407,0.07030472034053456,0.2900052023213741,-0.3970627324165741,-0.25700756565314314,0.27411805566266007,1.1968502920881199,-0.4417027593128049,0.3215920450598646,0.2795777050030974,-0.021063158809645655,0.19565218351122976,-0.11526088988733252,0.08681262812180021,-0.16909193125589606,1.2476519733165499,0.7506226615491252,0.19875775594616082,-1.1344076790173063,0.13405651460411022,-0.4706329117647874,-0.039864847218900906,-0.13493417453697737,-0.24613618597287906,0.4826693830542875,-0.26977165205176434,-0.18422730869158038,-0.0010508506001679352,0.5666300836565543,-0.5269006226175027,0.048839104396787764,-0.5310640332313211,-0.3635677629493872,-0.29138626166219184,-1.0434081979961327,0.38785565356862334,-0.40830955503214195,0.06721973489223146,-0.19532854757737694,-0.38829204180538557,0.28663236010568793,0.6657565442237487,0.9215427080646628,-0.4198929271266135,1.0464084097745723,-0.11228842200228162,0.25696112956524647,0.10867350299902985,0.3175003181436532,-0.1972853390351677,0.03765633098964269,-0.17636241672064584,0.14342680520472037,-0.20902074426520328,0.299984773091972,-0.1418947741583667,0.3284582004373061,-0.6296791303707624,-0.6545464017168748,1.0043375698336903,-0.2311885555461955,0.4981049082499007,1.0090875444988874,-0.5687599955836001,0.2723990248858035,-0.47706399481695083,1.1968298242771462,0.5347134026632956,-0.26560621766566517,-0.03784937507304503,-0.09475937974881221,-1.0553485095753135;-0.5437724334630865,0.30842371592113693,0.08228317228905979,0.6094198294422633,0.32342671290001945,0.6591786984809467,-0.3883170966390139,0.5102769414627133,0.023369408369276812,-0.05056636432887629,0.250492311161441,0.13639456230040992,0.5511584732986812,0.3222899977580873,0.18741472584150642,-0.2525623377805566,0.05051536805601842,0.1789058585820733,0.32921613794269433,-0.007844702862616515,-0.6476684155595365,-0.37993137111419273,0.06044610652475768,-0.6064213041709685,0.4126807474507572,1.6738002165234427,0.14360020526596173,0.5562423707114554,0.37848434924126195,-0.7997518012552121,-0.24346698561798163,-0.12039143720123135,-0.5478442366213301,0.05279270987906415,-0.10735319675355015,-0.5921906074185479,-0.16533954176879462,0.31473591039781823,-0.006168142444476388,-0.07150685723601669,-0.029440842733535533,0.14224683602972021,0.08437776160936394,-0.2086362941726243,-0.08453844017416401,-0.38840300152466156,0.4447000704092794,-0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k{275}	=[0.12271217907813811;0.159659596955732;0.02929676344073331];
x_a{275}	=[0.6969127656182984,-0.20180846388703688,20.18764187866679];
std_x_a{275}	=[0.3395823829739637,0.4598249156519032,0.4151555388922663];
pred_a{275}	=[0.6969127656182984];
% Application starting next step
% ========================================================================
%
%  forecast from 27.5 to 27.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.6
%
% ========================================================================
%
x_f{276}	=[0.2952840063593761,0.21891828687973874,15.48604330433112];
std_x_f{276}	=[0.5272365037167919,0.8230057442923571,0.3285875814711402];
pred_f{276}	=[0.2952840063593761];
obs{276}	=[0.22781301630980216];
sqrt_r{276}	=[1.0];
hpht_plus_r{276}	=[1.2782338525855301];
xi{276}	=[-0.1590492114671788,0.20963447071240315,-0.6985399225396571,-0.33307287696088955,0.2777748381407372,-0.19400893644639128,-0.2969660507315926,0.20334620371528733,-0.4699016733182969,-0.2030936165561465,0.10608805611092165,0.3041182616163457,-0.3007217868455514,-0.26736141126727625,0.27872337734595454,-0.11633356861398833,-0.25925888234720684,-0.16926449232912014,0.029898784678170365,-0.41094583601357915,-0.44285863195238134,-0.4540508972124747,-0.18400137656073803,0.46505239051809266,0.8193170574426526,1.9214684488720701,-0.3170366893232301,-0.18089235524260594,-0.36678501166923005,0.7327269545823353,0.26765197691900555,-0.6153281589184507,-0.32784722250177456,0.4609444837114385,0.7999732812104444,-0.8700137175993519,0.22383513084067175,0.4620672574767585,-0.06674591769464078,0.18470119820405217,-0.1472491576976206,0.05608313609099791,-0.17967043588362913,1.3862843137722067,0.7048402010460498,0.15364875444226,-1.0737392390395926,0.32575189507348823,-0.24950020910015397,-0.0939084350911352,-0.3850919133299684,-0.28695313213398427,0.4937026830250433,-0.3832211704101045,-0.06998336510268557,-0.14509169213520107,0.5672550017399072,-0.5447164559150791,0.030939616656655455,-0.3915872541204598,-0.49408262103616335,-0.34960072492135646,-0.5454963670697619,0.3934593188562724,-0.3035148019772172,-0.008065500554684801,-0.5000456568934131,-0.40777234506466287,0.30713344944221377,0.8847329517452983,0.7673106575127556,-0.38471032162780183,0.8384210469552947,-0.19415213954379845,0.33700103471591825,-0.0945016523677317,0.42869378752296716,-0.2563197664548907,0.009351117171687517,-0.3581773227887323,0.29415384970747394,-0.7433261868674423,-0.18294901786000176,-0.431789140251163,0.2614513938679921,-0.6939498532705904,-0.6104263587109986,1.0496139584566002,-0.26647251576475356,0.47091045306392043,1.0491806989055075,-0.6900818161797592,0.3382752124885636,-0.5226128421086839,1.201059890696261,0.6089815505447491,-0.21588654575860636,-0.13720942156860547,0.29870628688082035,-0.9583308097660667;-0.1990925153167234,0.29929979163970194,-1.0895305660845902,-0.5682304575201799,0.3998172830757561,-0.3598065256657774,-0.4353658487553865,0.27151106517018997,-0.7363473311025519,-0.31735827528049826,0.14083402405134743,0.4445819384712802,-0.5057725863930376,-0.4469189372971989,0.4167485448118419,-0.15926136281413872,-0.41264837083352646,-0.2778486784623639,0.023502981306611437,-0.6425059792589332,-0.6565450066705483,-0.685031887080165,-0.2929337463066722,0.7896993830122552,1.2453315233547806,2.724967881514438,-0.5109152458728163,-0.32882564794851704,-0.60858624155668,1.2196050605537059,0.450879841189541,-0.9514857868158342,-0.4695613402475141,0.7171206115279207,1.283666772904544,-1.3282766901587166,0.369732700210429,0.6968064586116884,-0.09853901822040385,0.2964843107049345,-0.22797190048156066,0.07737533683038433,-0.28559921977090375,2.203905886338165,1.1168875577211057,0.2805636874298256,-1.6997238289746435,0.5177156055176186,-0.4233147382669633,-0.15411574848353254,-0.6023160560561965,-0.43740111915233204,0.7843483369954447,-0.5892369701920853,-0.12388690195977947,-0.19722676950530058,0.928289166170361,-0.8632936945973964,0.02600485962354296,-0.6178002648880782,-0.7088556226814343,-0.5220567858349179,-0.8593109483169681,0.6716643100008497,-0.45180208974676084,-0.007287859530477059,-0.7779088717922427,-0.6128144626746125,0.5197959037321325,1.3683385953137355,1.263768066309044,-0.5926070393831651,1.4229701943544186,-0.292819917808314,0.47481041182726785,-0.10842836532895701,0.629071490738851,-0.3863713842283465,0.020127580241528553,-0.5324519036987734,0.47495024587580453,-1.1377634308280289,-0.26486054935456743,-0.7053384078713867,0.411423019443206,-1.1083492696222503,-0.952196871355729,1.6559683505346667,-0.4250187330951137,0.7609962314115002,1.6855252923444684,-1.0613710921087884,0.4642333713099856,-0.827765807733762,1.9381385757558391,0.9059623134375021,-0.3886131397401914,-0.2707878273335346,0.4810147982483067,-1.5763837215566507;-0.4407995722485385,0.22763053159441782,0.06248029084576423,0.429535459388358,0.3033290236471835,0.4730035393648109,-0.31998124952663787,0.38083581856955107,-0.010395979115267906,-0.047204550150482305,0.1694570699000142,0.15210838448206943,0.4002355956720258,0.21729225997687074,0.18217634141673855,-0.21342861758331289,0.008293030964363624,0.1570634577895511,0.1889700569184889,-0.03459936209831049,-0.5144439513934227,-0.3292097988961338,0.021090313441334274,-0.43976928391246695,0.36455445912416806,1.6083899901836727,0.08387228922666345,0.40636674530882466,0.22909042271905733,-0.46472433432361626,-0.192662058405352,-0.12636070771106844,-0.43860982545481164,0.0700764159900853,-0.08125534567769499,-0.4813089156648598,-0.14848232593940303,0.26945366762315714,-0.03263780904236668,-0.07088707838630093,-0.0561840046506763,0.08050642417483367,0.032702506217635374,0.03959768457009716,-0.031263955703092705,-0.3136596089154384,0.3854285411682632,-0.09943835950501345,0.3028381938539333,0.0025077701069147196,-0.12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k{276}	=[0.21767053972380437;0.3392434281290973;0.020291338813113676];
x_a{276}	=[0.2616221565377304,0.16645569205569,15.482905332602494];
std_x_a{276}	=[0.4836478881008629,0.7551481714217464,0.329237100708884];
pred_a{276}	=[0.2616221565377304];
% Application starting next step
% ========================================================================
%
%  forecast from 27.6 to 27.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.7
%
% ========================================================================
%
x_f{277}	=[0.32176660330536266,0.5156293650464696,11.937193479225849];
std_x_f{277}	=[0.9288963194567291,1.6092794040795835,0.3106245002949555];
pred_f{277}	=[0.32176660330536266];
obs{277}	=[0.2601824126934827];
sqrt_r{277}	=[1.0];
hpht_plus_r{277}	=[1.8629183069882749];
xi{277}	=[-0.08320777676207489,0.20867163647118425,-1.0961664511191942,0.3409665735456284,0.03490941373703382,-0.7731176190192042,-0.3350421102144585,0.3425310989405367,-0.6192789248576931,-0.44348366962478175,0.09764526761418085,0.5450811707705888,-1.3396788578536714,-2.0118390018004417,0.6194844910136164,-0.3475281293685775,-0.3618497143803966,-0.5468250946542972,-0.12485350910169252,-0.07245493336615283,-1.3416199976890626,-0.9015760834088231,-0.328548855238052,1.264322094862528,1.431137163095375,2.487408011322342,-0.2659287056284359,-0.2828963780087167,-0.3899272726866476,0.9671179239417492,1.1719595214097343,-0.8051026790931364,-0.25266317781299164,1.4269659163617439,1.2386599142808694,-1.5994019115733837,0.29128623697517664,0.7072156815401075,-0.07421776032250718,0.26810996577867385,-0.05847858589506383,0.08276016421010307,-0.18186444347896893,3.0938555165558146,0.8145991368598545,0.34878576613017964,-1.5333970348778236,0.8223111883959499,-0.33009255477480454,-0.0398346884998102,-0.67489046592017,-0.385201725216074,0.39967839703787,-0.6158991432711666,-0.2581534956627305,0.2004102259523276,1.1238112053416023,-0.8144820145888956,-0.02794631602903458,-0.6512904499112429,-1.1141962021536544,-0.7135380336204539,-0.7881391723619549,0.5254409145607115,-0.599067684696608,-0.0016279470207349322,-1.1616570082979651,-1.0720567196116586,0.65043235632124,2.3330835087403283,1.2918989230711597,-0.17049386324219198,1.0736142096047443,-0.22875524189238922,0.3937574077160684,0.3189454902379907,0.7249176682636959,-0.45767945602444604,-0.3135632229721501,-0.6716738534895186,-0.11150135836341726,-1.0630329444230626,-0.226464997942998,0.30793824088966093,0.17200482133762784,-1.0247528036015334,-0.994716293568005,1.9917433585659041,-0.4168883157858374,0.7418080244835211,1.625885640875044,-1.39562713151896,0.40332428570130374,-1.5205404739919137,1.6577830337876085,0.7930557960164234,-0.32012080835341744,-0.3742906825233117,0.3912360720679896,-1.0174296872194444;-0.1220558197778589,0.3590085698899478,-1.8995516721584298,0.5868220171459024,0.05740895878502794,-1.350932405541812,-0.5714779271439486,0.5858818200916227,-1.0749482594528526,-0.7741013539073526,0.16488254434635874,0.9400725772934844,-2.3296942598423156,-3.4917302590312254,1.0719490241338134,-0.6019053298360482,-0.6227602138382964,-0.9468154418162484,-0.2276470600828136,-0.1261340549919276,-2.3371975210921687,-1.5677728256605248,-0.571520493432016,2.2345176597776546,2.4627068707312256,4.111441838473953,-0.4646059313460164,-0.4978827536876044,-0.6792405751727416,1.7216686750468617,2.053174040715449,-1.3959986575086791,-0.4301737978949436,2.4751353668045257,2.166246022912949,-2.793452768335597,0.52203943038138,1.2253187455707633,-0.11716791257101022,0.4704997454714649,-0.09275392125830284,0.14880760155376893,-0.3139179594558912,5.321862763464205,1.4200699512483783,0.6192746800844033,-2.6680973454451906,1.4381288688190619,-0.5797886535968002,-0.06736342191589001,-1.1755045722045447,-0.6660822153444294,0.7044484734697469,-1.0604433269672362,-0.44821680017568805,0.36515218337442845,1.9781131549606452,-1.4148068914041396,-0.046231525707310483,-1.1249280481667743,-1.9443453643173656,-1.2429103602172007,-1.3695043267804108,0.9287795480800944,-1.0348987894952888,0.003624492357608644,-2.01034165722341,-1.870586801253501,1.150995170656487,4.020962285467956,2.275024689721026,-0.2930114369439705,1.9157246920904787,-0.39039292756820176,0.6750852470488193,0.5741363821971832,1.2497011156057558,-0.7949937393744306,-0.5383612204192189,-1.1635019613397763,-0.1919005494327038,-1.851104815315306,-0.3987471497958144,0.525117498384422,0.3021573040657053,-1.7835417956468442,-1.7246251948884612,3.4523477216844514,-0.7242465617945476,1.3041014408634193,2.8364822398220895,-2.4288429630986874,0.6826233694600581,-2.6452841851905,2.908047367039041,1.3597503711914771,-0.5687332099512886,-0.6632349102943268,0.6854065550757742,-1.768687179252988;-0.4034562088360243,0.11134417053190404,0.026637049457342243,0.3248898789254149,0.15320711411884247,0.2926768903313821,-0.3137376311174549,0.24896171227135966,-0.06974824181425099,-0.11596968966240162,0.061429189548626084,0.10047471144036102,0.2812719715632266,0.270845784229218,0.13454125003950423,-0.24394851507065596,-0.07027600056502692,0.03825238126611019,0.05922122365685745,-0.0712421281736546,-0.407923446788951,-0.30590183286838446,-0.058052501374493914,-0.19458637959974645,0.4513903470447058,1.766476895742116,0.002279245056538315,0.23770713955675404,0.10956994177371193,-0.3181856828561802,-0.02108834054064168,-0.13943896617445972,-0.39752371431739064,0.24033550138609883,0.045283680769275136,-0.306646952002108,-0.16798650719507613,0.2047742783893156,-0.09571138927873157,-0.10677286317405432,-0.10458495481994667,-0.00414862513281733,-0.047741169946270645,0.9238976015202596,-0.017531671310811348,-0.2793435506607036,0.3623909033349282,-0.040478132109788234,0.1597398945450923,-0.06783807494554495,-0.16517030764099871,-0.1840714487492896,-0.10571572899952741,-0.15939559265898318,0.016460841237160295,-0.26341726116588404,-0.10019624230577406,0.022892621191864748,0.07496576352172113,-0.019838544325233798,-0.6217332135843812,-0.2474815416521956,-0.023577652131891114,-0.29450944466493034,-0.2969291157559333,-0.15837105467695167,-0.08229787831543689,-0.2971136922941522,-0.2545614153379532,0.6825502588668027,-0.1404748256688233,-0.1332927511706199,-0.4119039255267243,-0.1792161790456639,0.3063810732967358,-0.28797792573862147,0.24456177752353625,-0.19788990577799126,-0.14155268833989076,-0.29345765222308096,-0.2645180403328151,-0.35075310228119605,-0.3016533709189133,0.19828521474760308,-0.045814752580541906,0.15363238329283035,-0.08659891185882351,0.3792998649999646,-0.045666154753885024,-0.12522304773452397,0.12767731311031127,-0.12993527389446413,0.37413677407572443,0.1239234101682225,0.0752719188906763,0.28634673031612756,0.27949530063275674,0.27334254947600733,-0.16002923469442898,0.7133784952884223];
k{277}	=[0.4632078088186966;0.8023858412591641;0.06318000420064081];
x_a{277}	=[0.25692848421893666,0.4033143570989531,11.928349775475056];
std_x_a{277}	=[0.7199528545347459,1.2505807594557243,0.2895207555680406];
pred_a{277}	=[0.25692848421893666];
% Application starting next step
% ========================================================================
%
%  forecast from 27.7 to 27.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.8
%
% ========================================================================
%
x_f{278}	=[0.5345943243979803,0.9750900089961535,9.362942353106122];
std_x_f{278}	=[1.5938559644317378,2.933038298271345,0.4853210083447036];
pred_f{278}	=[0.5345943243979803];
obs{278}	=[0.5486032416372789];
sqrt_r{278}	=[1.0];
hpht_plus_r{278}	=[3.5403960484300647];
xi{278}	=[-0.04361300801911683,2.521054738196156,-1.9778093509502785,0.8063794393779145,-0.13198149025157413,-0.06468831603816694,-0.1697098477313228,1.2031428586848465,-1.621509229119783,-0.6386735651371855,0.14569324455411015,-0.8898724347158028,-2.5028535461041628,-2.3269043818713806,0.9158457615082014,-0.23599017091561947,-1.76868226513567,-0.16305041142736632,-0.07124648172237663,-1.7327907313185407,-3.3162120766129934,-1.200285734214503,-3.082876187864631,2.214753663899976,2.1624164672486037,2.2284810821071503,-0.8788944464455282,-1.278634512099393,0.94399187921493,2.1181175875854814,1.4927387294411205,-0.5748967959391028,-0.21060126808939855,1.8901620516856807,1.5611128189767909,-1.2140565377343027,0.42981321743652234,0.7825803791721908,-0.5089007711480583,0.2059547200268972,0.8614391062751627,0.32914526036196445,-0.5801145604543557,3.517275452693666,1.2196302577775064,-0.033822705431593936,-4.031289151398238,1.099544225559959,1.222797529737522,-1.1174711954649061,-0.620792928787693,-0.5858922101994765,-0.23102975536616394,-0.699056198012446,0.25958102373573844,1.2540316737116302,1.3214231080572987,-0.540230663831081,-0.35737838285247053,-0.7220542683729334,-0.9634072029591091,-1.1596083655876144,-0.7889665347564733,1.2484160131424702,-1.1388140771456965,-0.02864449883602893,-1.5037808773290944,-1.1423359426218895,2.7700280593439226,3.26806601434055,2.3353122544415608,-0.14288736710044853,4.944517335726951,-0.1118488360524093,3.5739476270603645,0.7335420351071551,2.3408685391468325,-0.6629956822709377,-0.7542517844199744,-0.6288201709935588,-0.3302321789494089,-1.5422703035701875,-0.5935178607389953,0.4139244358063723,0.5088692551645078,-2.289544874702945,-2.1244961553422805,2.985721576168455,-0.7963585858213572,0.8658795437794686,0.5123915701385147,-1.1511992687872827,-1.7328286680718348,-1.7243163335821767,1.9886206941806188,-1.2535948074011602,-1.9786863309744784,-0.48583352349105896,0.9319142149216775,-0.976019633212426;-0.06832600403748712,4.62889036412909,-3.655706455643588,1.4924112457117702,-0.23654384695578756,-0.11062941125715331,-0.2974853606762097,2.2253875874472793,-2.9993963182676384,-1.1743129935617127,0.28112974782446465,-1.638915208253933,-4.607048965868671,-4.289617942983617,1.7094982447898723,-0.4224121633467709,-3.286846409099219,-0.28959172129131483,-0.12167433135963512,-3.208459977854881,-6.157752732193695,-2.227519046953405,-5.709672500281128,4.1186876651333675,3.9702628792361705,3.966409548502058,-1.6244119717025287,-2.3647328600114847,1.7506776417389474,3.953735251418912,2.787781411547007,-1.0589375524860212,-0.37395649812965903,3.4919737642995767,2.9061421141650228,-2.256149243067356,0.8258929403174743,1.4534884726427029,-0.9315523808047345,0.40127049099997614,1.6109204932523613,0.6268276853589748,-1.0686236438898968,6.355235877265323,2.2770815535854454,-0.04732808622699647,-7.395692857169211,2.055853980801492,2.2679054227270368,-2.0640525003852415,-1.1463498571125041,-1.0752646708742397,-0.4261975500069437,-1.2918426403842143,0.5018149044688486,2.3484054548028164,2.477451207255907,-0.9903388759496161,-0.6595175053692237,-1.3352027377564841,-1.7830309457647837,-2.1537688360737834,-1.4552102471241681,2.34213455326441,-2.1133921592326033,-0.03598409670394087,-2.7827905546335248,-2.107094851268183,5.124544423271912,5.934653429703264,4.349689302508076,-0.25991530516712,8.99357385865694,-0.18952306784600292,6.487573812971259,1.3876237403613554,4.313038072851855,-1.220920104588104,-1.4009417178937547,-1.1608536522050195,-0.5987364612527748,-2.8636828507520256,-1.0903224274691299,0.7759468548306839,0.9538223714448323,-4.224217929737662,-3.942319867038315,5.463750119451772,-1.469849828474228,1.628103341637694,0.9677164873564342,-2.1314558829905317,-3.1997945465793,-3.183968524711219,3.6947721032795093,-2.3218650219739008,-3.659801836154788,-0.8906149630031515,1.7489475132152759,-1.798907434376945;-0.5104209057755273,0.7059122558527502,-0.016525562391624504,0.1714368785725391,-0.10833267486597542,0.09553759228981029,-0.42894977821264746,0.23471203836560584,-0.1944218807665532,-0.29907533803932296,-0.14508888099332573,-0.23915557218050942,0.32192185218134384,0.3423905866721526,0.026390762294642656,-0.3817893115650115,-0.20112679221123209,-0.13287004607872532,-0.15537875262408996,-0.23808460276388566,0.07235632272691994,-0.3891830027115457,0.1433365250364691,0.21025256681199345,0.6641983787537775,1.6042262837063515,-0.23500309841967137,-0.02968375558870129,0.12439251381515959,0.09149048614206379,0.03320351753862916,-0.27648746428941706,-0.5095111458223869,0.3708556784937258,0.11323628536571917,-0.3071533674667357,-0.2955102804008778,0.029766743991064715,-0.31621864336284844,-0.2815963766361005,-0.10439102742807549,-0.15943743485257933,-0.274214889993349,1.660647363646813,-0.01766183019729972,-0.46012142653290233,1.0145681473300119,-0.08099864781553379,0.24039186676762014,-0.29928210529243593,-0.3151909469490821,-0.35481320476294975,-0.35356232883478533,-0.31394204153346195,-0.122452178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k{278}	=[0.717545724737933;1.3203575243233134;0.12144961325821253];
x_a{278}	=[0.60399343361553,1.1027914681194637,9.374688635864636];
std_x_a{278}	=[0.6903061938215924,1.267431565631788,0.4228807661604281];
pred_a{278}	=[0.60399343361553];
% Application starting next step
% ========================================================================
%
%  forecast from 27.8 to 27.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 27.9
%
% ========================================================================
%
x_f{279}	=[1.4570809336405923,2.792319867784182,7.572932354150891];
std_x_f{279}	=[1.665585198050953,3.1794437455211364,0.6724175022136124];
pred_f{279}	=[1.4570809336405923];
obs{279}	=[1.3485115871741276];
sqrt_r{279}	=[1.0];
hpht_plus_r{279}	=[3.8058858050178364];
xi{279}	=[1.7718531406662805,3.48258356925172,1.0118993808186896,0.4273855320646236,3.3127067505505905,-1.18371238103952,-1.767491547655519,0.9360109163313326,-0.7951590863931088,0.1778622888985899,0.5250231582924636,-2.748220997751118,-2.899582166885401,-1.2790281084238735,0.46519232252062026,-0.02943441878709674,0.33995151227451625,-1.4099292150352323,0.06166653288445989,4.391240469084686,-2.7322718115543982,-1.3385105536611028,-0.8643674021631708,-5.270116344298942,2.386416313381142,1.7500348932829137,-1.9766434383249027,-1.1253551270712339,0.3664432687371546,1.546927484724506,3.1876043212158183,-2.53735435687256,0.08221291588998092,2.9197255642133935,0.76057343978679,-1.5928638434682958,-0.09513273663187505,-1.1119946496505615,-0.5334236163193282,1.0333558476370879,0.13617002683522217,0.08679353853128857,0.34767379144082966,1.5621248072423661,0.9813585946689272,-0.5396784467757061,-2.150724723990389,1.9441189009484132,1.6853817278785908,-0.6413534002652926,1.2734173658240162,0.1321725347370577,3.3536625820013186,-0.5839053033739378,-1.7918543604372008,0.09582231393362117,-0.008095801663007052,-0.3496026529089291,2.1372449306364483,0.06557897712322669,-1.7713057136618615,-0.55592365416994,-0.46974428050648764,-0.7261039219745622,-0.02712855567624506,-3.6947350032482182,-0.46382924802443715,-2.3211444608797587,2.253208628470899,0.18342879226353714,1.1974608525693342,-0.362628168438192,1.737795318155276,-0.28259062824810655,-0.038879206605652916,1.2140024972751342,1.7578970491023211,-0.3483576584889658,0.6041515525861696,0.29609442169830236,1.4185223792744264,-0.35300603067559866,1.6624977771079381,0.972201360238703,-0.1566968321673634,-2.133949245115832,1.8662216030604903,2.594953819340375,-2.033695143018341,0.8118472935096435,-0.8515200883483356,0.4841712618150784,-1.6588043084728445,-0.321776024601917,-0.7674675543460002,-1.1582181914342562,-1.3343984372946354,-1.090220005865889,-3.236832277908772,-0.27788319020238794;3.4475778367812073,6.517181881621179,1.941954839014301,0.8424417714520112,6.25955269763219,-2.265422155824089,-3.3883186512209345,1.81573995327502,-1.5163019233608042,0.3770506000471041,1.041789707025298,-5.300081324289289,-5.560400906230257,-2.4550261253608583,0.9276935801098278,-0.02016399245216327,0.6761026096400053,-2.695602236165023,0.15057167427338447,8.16483078100954,-5.2551083504556875,-2.566655694517904,-1.6612339151577014,-10.145012735736636,4.5176289994895065,3.2259571083896934,-3.8039083778004126,-2.1576907639809737,0.7327412912512599,3.00183206077781,6.057221468407667,-4.891719152171155,0.18916482849905458,5.530827955114077,1.4939502923624564,-3.0633098965003356,-0.13922833795770417,-2.1251238406447093,-1.000424860896418,2.026995784007689,0.29512729829719175,0.20222088086697054,0.7052271028385575,2.8978679950216715,1.9205445157986731,-0.9982587432792993,-4.106869858875852,3.7494320702458572,3.2385608333074027,-1.2107651973859048,2.4676535776246724,0.2887319787854148,6.354178640932421,-1.1064172919711739,-3.4453088998256076,0.2219285210792128,0.02060778098509175,-0.6583864015820504,4.0940228636018094,0.15838276985326738,-3.407646226677444,-1.0423546503713015,-0.8837590747613886,-1.3623340031066518,-0.02551970808921533,-7.1357938483801675,-0.8772381939999072,-4.470676166482352,4.292285964719177,0.32748945141037433,2.3227105860151815,-0.6725078425179651,3.2145223855531015,-0.5110697775162354,-0.10204729752214448,2.384838258933294,3.3497721966733187,-0.6439034888940269,1.186459438139564,0.6080183405556512,2.76575544002748,-0.6517921543819689,3.221510470577478,1.8891750687985671,-0.262337088496281,-4.098854627489598,3.546967052665265,4.8778130570490355,-3.91392629577693,1.6031440919126312,-1.6087926356861904,0.9435607421910746,-3.1818367448503206,-0.6046292098778352,-1.449274534950517,-2.218444229831249,-2.5596623015280624,-2.085080441917317,-6.253083822156819,-0.5280130957349845;0.14734706055162494,1.973574615947105,0.39303288168353134,-0.05906783468465804,1.5484561442901574,-0.3706955587223204,-0.7849365293405803,0.13787850051145956,-0.33643937440346416,-0.31864776382703486,-0.18203097871388163,-0.46743143205781035,0.1911998717798653,0.10492544775956159,-0.17195957916841653,-0.49368370810566997,-0.040948493143202036,-0.5470997590213011,-0.3242213831984717,2.6446859124000257,0.07617668750202355,-0.6030126627265293,0.09761132157919761,0.36143980264000675,1.1539467413928035,1.475620409084125,-0.541272695463701,-0.29970988550509414,-0.13351391587516748,0.20205461542191827,1.333156424699653,-0.5718500708322134,-0.5650211180626332,1.3423239658013175,-0.07962354414027484,-0.5547976377912862,-0.5312906779885473,-0.5227593919841791,-0.5262414450166863,-0.08556859264735639,-0.3701137389909883,-0.36574546155788745,-0.24979258881112454,1.2504919318242669,-0.0375040188244018,-0.7035704062438075,0.8362590733058726,0.42936384073759637,0.5160005761186879,-0.46195247009348783,0.10727023772831235,-0.38108964565785275,1.3966158674196576,-0.5129922999487428,-0.6098446314120123,-0.4628940250125142,-0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k{279}	=[0.7372490791285542;1.407499800130025;0.2048114671327041];
x_a{279}	=[1.326512450356405,2.543048462327831,7.536659779006634];
std_x_a{279}	=[0.8276037987592837,1.5826817520005267,0.5098775366355603];
pred_a{279}	=[1.326512450356405];
% Application starting next step
% ========================================================================
%
%  forecast from 27.9 to 28.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.0
%
% ========================================================================
%
x_f{280}	=[3.4091345044736756,6.658892864638816,7.043789390483327];
std_x_f{280}	=[2.0903386825947767,4.010651186532538,1.2970388980137957];
pred_f{280}	=[3.4091345044736756];
obs{280}	=[3.555190040636174];
sqrt_r{280}	=[1.0];
hpht_plus_r{280}	=[5.3857873829152965];
xi{280}	=[-1.2692068079552037,0.24552117799235829,1.8023477630068467,0.022250610557238648,1.1830884552549068,-4.240506823925315,1.8900908871322843,3.0162543644936,-0.7296849899328,-5.9423648812150915,4.114838769699523,-1.3390568495785016,-1.9323635916570872,-0.6338491950786049,-0.42222068300053817,-0.41298166806459014,-0.4872848276686099,-1.877973541499863,-0.9627667551905952,2.644559729892023,-3.531229201785559,1.0496720112572988,-1.484991829275974,-8.818526051039724,2.5743772241305956,-0.3054445371790382,0.2949448770902374,1.210855345442543,1.5009330556349032,2.750711862219497,2.2888861345132034,-2.734056761910667,2.7240945522665574,1.6282529640277175,2.090312513578209,-1.006142863647594,1.9698898299325127,-2.51433127125522,2.031962391878872,0.29259346008453635,-1.2923665586336863,-2.65097999222641,0.8825023087370227,2.9262461384386156,3.978700194680117,-0.5220919767810939,-1.884763188160718,0.33014070598687706,1.02116351441506,-1.7993178940499854,0.025682111840251043,0.19416172886394545,2.3681585311786155,-0.41727452792517417,0.33850796121551907,0.36625868341894074,-0.2589614449778259,0.488212152287379,3.349668383472133,-0.23699996580425875,0.8083129093120696,0.8113703107993149,0.3038417812954455,1.9481474623216672,0.21043283794367484,-2.4725541418571737,2.5616355353615767,-2.723052534863948,3.143046568283441,1.2827336026360734,0.7485133106255515,-1.9392485206220038,1.6399358869526144,-0.3018852782294621,-1.8254326543671797,-1.613416581982318,0.9078190172245955,-0.037624344742564375,-1.975835925857106,-1.9603620966553226,2.0784572545743276,-0.9011150215139754,1.2937005585477386,0.8865730619326952,-0.6599925808056,-1.510224070924775,-1.190108539825852,3.3841250284080444,-0.8995002436553707,0.5476265721309588,-0.180736729005464,-0.6769218039556404,-1.4294616274075538,2.144176395608054,-0.4924869787037065,-1.2463421275217774,-2.414456465079925,-0.03962375053900935,-3.580237514187116,1.482069723144647;-2.373953368110125,0.414557615010418,3.461513090682373,0.1365936412359492,2.230117009343366,-8.320091049110594,3.674925770810332,5.6929204503246345,-1.347234193769295,-11.730361726513134,7.652988706521895,-2.56956668841626,-3.7618431206649054,-1.198061024221162,-0.7236303198593674,-0.684269013142301,-0.8691740049283645,-3.60415229916827,-1.7894918488910374,4.737712326849818,-6.906478249076532,2.088655242588854,-2.8494966667254586,-17.06408679415825,4.78673031144831,-0.626313584653615,0.6296224276869884,2.366736298923853,2.947385146955484,5.239468372370937,4.289296351785244,-5.319370857549777,5.255884711275315,3.0698077304165166,4.04739512025428,-1.8873213860344995,3.861006605161159,-4.873370883626861,3.95370039669423,0.6737414160906816,-2.4331280227613608,-5.1360771085638595,1.8016490342517253,5.351640836527484,7.4254381661875035,-0.9054758626189487,-3.6754520948573925,0.7248696334369082,2.0107899368966455,-3.4410512294298248,0.1405913195760018,0.4811592267179332,4.427909930647506,-0.7198184843984938,0.7295832458541733,0.8235638768472429,-0.3915456175493164,1.032304933746369,6.237245063805841,-0.3673892897624169,1.6492005798434706,1.6508708139730528,0.6756473068979476,3.8172876785766165,0.5075630684526864,-4.819896145205568,4.883522564489872,-5.308096645001937,5.8490911614575,2.4515469440048845,1.5241257600217368,-3.71453153886533,3.0214571246907314,-0.4797028835878896,-3.5261676256224237,-3.055231900984777,1.7660246921610687,0.036506145661956424,-3.786416109023289,-3.7527691000861516,4.035746236204909,-1.660584784095092,2.564144308760434,1.7854108743997417,-1.1778514495088332,-2.912041489487233,-2.2867352294780767,6.170104197374619,-1.6925063238036975,1.167910772116799,-0.24850992392154136,-1.2360139493628752,-2.736002365183702,4.084201601437727,-0.8703077811385347,-2.357669765238601,-4.684977958783718,-0.009154442053483258,-7.007391336195535,2.852897757738096;-1.2848101551961015,0.5993889593318285,1.1262381817487386,-0.4796882100002362,1.0016050856837362,-1.6001899305340013,0.8939200894946069,2.1821894761982135,-0.8545698392413481,-1.5402571113863566,3.3587794415168135,-0.8119350540567938,-0.49341878039413434,-0.35720619334874293,-0.8385296959676163,-0.9745518602975602,-0.7496083674487384,-1.366113953096404,-1.1431027375858536,3.028643967560641,-0.9201004825206685,0.22256503177145603,-0.8423615833420275,1.7333036068062375,2.1917416468908426,0.23901159641230407,-0.1484509262877456,0.5265253415954625,0.5859612725223178,1.814075167231148,1.8639924847525284,-1.3548710919623392,1.4981483188365887,1.294873049168344,1.082895882401659,-0.9863347287413866,0.801561094989081,-1.5845870151705865,0.9624774513148333,-0.4511781925431162,-1.3433662430127606,-1.748041371155975,-0.002648266583105574,2.8386636294760583,3.2012892245771,-1.0905012253999624,-0.1434418964787092,-0.22224158238334102,0.4093244208099964,-1.433691338726339,-0.532119349923514,-0.5462352971355005,1.966993770898024,-0.8711283950523399,-0.21483549408372937,-0.49340372217776896,-0.880637650906186,-0.2289438383983473,2.7217107675489194,-0.7263646424376242,-0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k{280}	=[0.8143261274716891;1.5617266160014933;0.37875529827451804];
x_a{280}	=[3.571159670888971,6.969627110190386,7.119149726058143];
std_x_a{280}	=[0.8935202414795821,1.7228878855130116,0.9462498967098701];
pred_a{280}	=[3.571159670888971];
% Application starting next step
% ========================================================================
%
%  forecast from 28.0 to 28.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.1
%
% ========================================================================
%
x_f{281}	=[9.034509600704201,16.766706627515163,12.361147284729654];
std_x_f{281}	=[1.9863173860306629,3.1219734278837805,3.2740390779256012];
pred_f{281}	=[9.034509600704201];
obs{281}	=[9.280220087005521];
sqrt_r{281}	=[1.0];
hpht_plus_r{281}	=[5.048411318148281];
xi{281}	=[-3.192569725152291,-1.1288693978575646,-0.3399257988866644,-0.15948257092069618,0.928497448945004,-5.675157583213176,0.6310188492864466,0.9032919814140232,0.09419720230273221,-4.349435327056065,1.2816996930616114,-0.3513828418059113,-0.8253294051532691,-1.04851727279563,-0.08232388267287227,-0.3046117466263816,-0.5386712625160168,-1.1381003610896192,-0.9320280389727724,1.4993397155580173,-1.2499531012169793,1.3964819163850546,-1.4986940280547199,-5.662527513098603,3.4593846249008013,1.0680556198331814,0.2884945896469642,0.5717445110508095,-2.054220518123353,0.7764025284340068,-0.01067886226021919,-2.1216974268023954,0.35095846932711083,1.953612012601985,2.292996261631977,-0.5306753312053729,1.6188596313787524,2.15305672295111,0.19961801225565168,0.9896063124818539,-2.954154868627519,-1.629005061360429,0.7779223118991023,0.3428327161803377,1.6284998711370324,-0.5245049045860846,-1.0115763128401536,1.2578450043402434,-0.2524935195673912,-1.8217612843737667,-0.4979599675365751,3.5385725156970107,1.5802520901763089,-0.3657666372190409,1.1569134224348065,0.4293170324397444,1.594210916632539,-0.03533252749204685,1.524906864671065,-7.104337120602377,0.5095787597916797,0.13429671301814494,0.5447790158889401,-0.2838949275169451,0.3293218844396151,-3.3113647431179176,0.8663924327290697,-1.2782401324669372,-0.44605312167816,0.8049657066213491,6.898515148282131,-1.5519331737763453,0.6688615425231532,-0.3819357061854287,-2.658529314827585,-0.6450530962557472,3.985742076796413,-0.3512696015155541,-0.9186246419424986,-0.7973960349909017,1.524314928028712,0.722843795465602,0.44403849345902024,0.05526571095317401,0.5934417032430161,-2.506659357933543,3.9761499480041866,0.9151205929893553,-0.5675645729021479,0.3053154321163518,0.5222779783628013,-1.4281428231312683,3.4529415706570834,0.942534328051547,1.699020270651543,1.7391664563775677,-2.9288268970066484,1.7208055170595795,-1.8395504088429373,1.6425038992112686;-5.139590286125568,-1.7403668504575585,-0.3978728118152297,0.10598456818899749,1.4777602671611625,-10.04512992637239,1.187648471563648,1.3278853144839609,0.519520562716064,-7.625285027260967,1.61515731065915,-0.2924423155976399,-1.2168338002773336,-1.4598138303734185,0.26457624923749634,-0.048993127895219146,-0.5068164455526194,-1.5230748817112882,-1.1213988392379424,1.7651860132670336,-2.00716501497976,2.3884979170090332,-2.2148901987749827,-10.523580465130056,4.380423534574451,1.6892640792327533,0.7471100224213423,1.1078500366325308,-3.176620220015799,1.231274203590523,-0.03581062338033192,-3.3293862084751353,0.6965989337513676,2.847184073353887,3.444741770310891,-0.508897197687407,2.6524749397741054,3.4384562952879456,0.5295762854507728,1.9013769592716052,-4.685304646680663,-2.3721783337795745,1.5435097894906917,0.2703619054830888,2.1070936530057978,-0.39133019804497593,-1.6012643274127019,2.223115187848663,-0.1576373141543428,-2.6796311715619563,-0.43192211413920134,5.219518786026718,2.2318575709406865,-0.18439361348076844,2.0827048860499318,1.0888965545560723,2.828107423110062,0.2984476692302991,2.0442183431640686,-12.79264967239212,1.1362871273371589,0.5628104686995457,1.2142705942407446,-0.19598659707165567,0.9166778146638137,-5.520589876619271,1.3693603335560027,-1.8536381233203283,-0.8220114900474034,1.344706164340355,7.276707077905996,-2.1832998246042123,0.9573803895545403,-0.1907305884351871,-4.287956696999579,-0.6331143153324845,5.355941078928648,-0.1499332584102433,-1.1271982724370275,-0.9006342098991222,2.451645544262739,1.5243444083571234,0.9726194391597396,0.3978996899229976,1.3528898359245645,-4.015195689063761,5.458918726074749,1.0125322735619484,-0.5852183349865072,0.8700234163233027,1.223103505145307,-1.9990335349876407,4.931534665986707,1.5134523215970965,2.918301301730761,2.92069168227723,-4.771440432400633,2.887100016417783,-2.92819570090586,2.54887895547326;-5.253227200208373,-1.6924148943753003,-0.6789117479393809,-1.0477191287624645,1.617563539016798,-6.542927507981374,0.7030380226546029,1.8570166911736141,-0.6384355527565813,-4.824656317089662,3.1362821735303505,-1.0858514598503692,-1.3234604214316494,-2.035480681524241,-1.0435725319438554,-1.5074521309772777,-1.6673114680644758,-2.5127946917882547,-2.3963120677550194,3.8695222093208166,-1.6697474149288514,1.864190417615898,-2.744994514469738,-2.2778864698752983,7.356345859330503,1.8097762808986921,-0.1393193975660285,0.5601291499672527,-3.453128717555087,1.4151792433107797,0.2821851464993781,-3.4975212019120807,0.40296069113589006,3.6560311082677543,3.9782557508399705,-1.660368215185704,2.4166453615832033,3.2451082860397698,-0.03203129820191464,0.8287600975072831,-5.028026500024304,-3.205948246534117,0.6054292007697963,1.4630662581920486,3.7198667716759353,-1.9045541892364053,-1.3242623581499497,1.5035641941090834,-0.8319976779761458,-3.5384822167957815,-1.620260873816628,6.061976013747408,3.210991552025865,-1.5211476516983566,1.3220974049446372,-0.2159873303415889,1.8188642021495305,-0.8112789770515985,3.3605969968181313,-8.131353083199219,0.11723792998673943,-0.5072312469288445,0.13025438437994374,-0.9388840405512475,-0.3460754335353968,-4.648946176813351,1.5261993388889952,-2.4240207838563474,-0.10915463896434296,1.2850877351085206,15.581799834689566,-3.258315433994577,1.511170422581971,-1.595953277982387,-4.094186210109456,-1.9979753408404637,7.753351834699753,-1.494402248456682,-2.309826629602414,-2.1937970966981855,2.3954657550623644,0.29948799563251427,0.1839022840086848,-0.543227075318125,-0.0017508358408484526,-3.912538061676104,7.49052968305552,2.6942916074157566,-1.6252800752363914,-0.36637787749574,-0.06264088768896414,-3.0128098094149003,6.238759452283006,1.6090966021620048,2.1712462145767386,2.365313792826491,-4.465692639589542,2.3580750653791025,-2.7732231572289994,2.764420558927778];
k{281}	=[0.801917883274457;1.2423984961604266;1.2390893738866662];
x_a{281}	=[9.122405117704556,16.90288174022692,12.496959695699589];
std_x_a{281}	=[0.8750198828002774,1.4779245109228245,1.7579781646132218];
pred_a{281}	=[9.122405117704556];
% Application starting next step
% ========================================================================
%
%  forecast from 28.1 to 28.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.2
%
% ========================================================================
%
x_f{282}	=[16.83303475121711,20.612241788180622,34.78643822510233];
std_x_f{282}	=[0.7588243113031166,1.6942894838975626,3.006563018899655];
pred_f{282}	=[16.83303475121711];
obs{282}	=[17.449959661175306];
sqrt_r{282}	=[1.0];
hpht_plus_r{282}	=[1.5761250492230114];
xi{282}	=[-0.17538718892178196,0.045758132680333574,-0.455865441763315,0.5017696087370389,0.1478031318662758,-2.5228871815850695,0.39460496002472567,0.14845690068062467,0.605147410025122,-1.4182275117403247,-0.28646180996273785,0.3761063452510669,0.35233747066360976,-0.4448214866764353,0.6799890603892678,0.7145405616615328,0.7444915110785573,0.44622801886511354,-1.0200746547985275,-0.4741193022832455,-0.1431720448013749,0.33778876125052903,0.22634049110859422,-3.3017823578293015,-0.7962479065637531,-0.42500633001542454,0.4005213163897423,0.38867255338547224,-0.1037595924292205,-0.3711338539270912,0.11873577281046366,0.18169500591593035,0.2102607571158437,-0.00237758039705227,0.17972172809320952,0.5709917910110818,-0.077285506943646,0.0976196305436332,0.5205476155670574,0.9319071025522199,-0.423339902885818,-0.9941491411755798,0.42976803160349775,-0.41536753403480375,-0.34559768675244484,0.6014893633631289,0.20159940318834302,0.14389133821126876,-0.5662929398074716,-0.30504088270027196,0.5499594435402706,0.26635013390057694,-1.327102029393414,1.0715226256105659,0.5691471943954518,-0.8949344817180194,0.4099470556187512,0.3939879630969898,-0.05975388736976939,-2.531486784828493,0.8687279274467272,0.3883941255871406,0.5289751598681427,0.24708446278691198,0.35775006073708226,-1.1930309229307205,0.15462423794087243,-0.172998600141284,-0.014842060090369813,0.20401559846050077,-2.3160826707315127,0.3447627591396838,0.27193382427078916,0.38225802495888317,-0.5878680762904729,1.1456539139241109,-0.3493594469391077,0.10183112993781407,0.3402152539347867,0.6047995422904897,0.106764865942381,0.6303154794629258,0.07876991577197856,-0.3537964714438573,1.1096745165137243,-0.8344602669353716,-0.061834424598973925,-0.4049265262157071,0.48524345140459957,0.7359135753305033,0.9911523665336404,0.19788454488605112,-0.05969703318831421,0.46486731495315325,0.5538457111571269,0.31957877447136696,-0.13384445393687727,0.7040954838472544,-0.0694621659863337,0.15504792897815278;1.2390110418175233,0.20811654553611802,1.9552453195432342,0.6240412803155309,-0.4229291182274828,0.4917173328822564,-0.24863431306082973,-1.228711535047271,0.16919844263668438,0.018684273823790676,-1.2297771832562319,0.44976199461167,-0.813320950475859,2.2967150398841305,0.16851884040750065,0.3088365846685761,-0.5418301514999477,0.603878168379115,3.6344779805190726,-1.5677604805463012,0.37045867619041317,0.0706423582083886,0.613126351103503,-3.317906574466175,-1.8386954062541676,1.3721727313765975,0.5256718743878075,-0.09359649873788456,1.2253000828066227,1.1752158995312705,-0.6035015043384213,0.14477046962214501,0.22645445738331205,-1.0833711411459745,-1.3944059587877469,0.3682142477918191,1.01259377872978,0.3966470293377107,-0.7372983870021805,-2.3898213313573997,2.0476174167353562,3.235403355234375,0.4920948576426447,-0.17833544525252165,-1.159523424576438,0.9419773105977427,-0.9062587598131913,1.1289463887804523,2.5777398607698956,2.4256725852323235,0.5211330180387606,-2.8609736454771273,1.7869566926304614,-2.955692571724402,-0.552837182115983,3.55494925324059,0.7035248787244086,0.9493762086463633,-1.924469056122259,-0.46381297099985375,-1.9141571730311924,0.8909975394557108,0.36377261217548806,0.8605268637493069,1.3321321085058138,1.8174748396000986,-0.4554360097491994,1.7881892538681363,-0.8050114267954029,-0.26269657018301373,-5.473118056008968,1.133209910521174,-2.0465635059130776,1.5112116367339112,1.6624319895927968,-4.252223474681713,-2.799700837640458,2.182544697842008,1.3067277176207277,0.4928815789998957,0.12736106573738226,0.19305973063850246,1.4285487092109967,2.55980189562759,-3.645759268720905,2.1565118222428517,-3.9925723072582784,-1.051864160297793,0.507002267998196,-0.34731592013309154,-2.1736353366048213,1.490403861861477,-1.8428034800942257,-2.1330638816515837,-0.4818561937171282,0.22147190702941089,0.4491897782311405,-2.1713059095608713,0.44560769482817264,-0.5933750075100761;-1.8482225846831213,0.024886208501335716,-3.4437988141755937,0.8873009804477334,1.0063283428535783,-8.311037854801064,1.4969954367720106,1.8349573040560188,1.6500042918311095,-4.099871098255353,0.630096731719199,0.712719537874726,1.9356536269350002,-3.848930215746286,1.8482319399313312,1.7969907972624384,2.728278509018658,0.7225651638015052,-7.483751421030981,0.465463302867839,-0.6953707045477202,1.018948502183889,0.07487841461379219,-5.302156873819936,-0.18601188155517434,-2.6494066573723387,0.6978724300445194,1.3185663661808107,-1.5578483348402798,-2.256397215335525,1.0895400664110326,0.43477407763563747,0.45210616936275727,1.246527915527821,2.050512399527449,1.3201568762672053,-1.1994716057111887,-0.02440188716349212,2.331676673728701,4.975462255334456,-3.5324830001709593,-6.85630240234552,0.8370722198213656,-0.8500770553999573,0.3913909257830426,0.816016017497148,1.6321023702637802,-0.6871060352631204,-4.556987804001523,-3.5828746183119975,1.1142750007740574,3.6828675206177763,-6.004815684077478,5.823785967386769,2.287812607356649,-6.903508156963603,0.5479265750905,0.23593490528953254,1.9470867948037665,-7.088393728312862,4.370677457289119,0.28068735862251515,1.2408311826962688,-0.10092084510307586,-0.28625966554994875,-5.676394221256473,1.0420176427849626,-2.3975192937106584,0.9413319828968909,0.9844648371184377,-0.6324270680339552,-0.15246667067155073,2.9588058460992173,-0.4183435507428399,-3.545636467297129,7.099546997649078,1.9978305380244734,-2.0109627803270556,-0.3349940689487667,1.277490544379738,0.31611579504043164,1.6938692998924623,-1.215289019544052,-3.868917157888344,6.528694279474962,-4.939123077985638,3.8762416508247597,0.11771942755974862,0.944797418249621,2.513033879481668,4.929699059698358,-0.9847050304225391,1.8333947206894479,3.5410342115968447,2.1758981409544447,0.7988925690322475,-0.7946547669225339,4.194670057388073,-0.5878859448168399,1.1902151402887284];
k{282}	=[0.3655325759253849;-0.08916645816519538;1.1520792778783282];
x_a{282}	=[17.0798731858812,20.552029072795914,35.56441935261335];
std_x_a{282}	=[0.5595294990270061,1.6892812504604278,2.527659593906211];
pred_a{282}	=[17.0798731858812];
% Application starting next step
% ========================================================================
%
%  forecast from 28.2 to 28.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.3
%
% ========================================================================
%
x_f{283}	=[11.037335829597565,-1.139133374583874,40.42128540470637];
std_x_f{283}	=[1.1828283677181204,1.5537675825616637,1.2920605223034587];
pred_f{283}	=[11.037335829597565];
obs{283}	=[10.950560772126076];
sqrt_r{283}	=[1.0];
hpht_plus_r{283}	=[2.406831029214253];
xi{283}	=[0.8758196685496813,-0.17748458757761476,1.3670663294840306,0.023341974070202554,-0.32931183358409655,2.0842812029057285,0.13259779716943498,-0.9686072702964079,-0.536866304147555,1.011030424813777,-0.4489764740677966,-0.010865990841958606,-0.6767446115127225,1.4084072676448685,-0.11379578944909774,-0.3975303204643179,-0.8027380517274878,0.47361269174597176,2.9669647407109867,0.8135888951229866,-0.03319416812414211,-0.20190065465631868,0.8557536224016982,-0.3775221265095414,-0.5418531258417723,1.1136004846515224,0.010630866333121602,-0.1237579764597605,0.8137136784103394,0.6592871123077355,0.11397345060536779,-0.016577692575353353,-1.2891590999458362,-0.6662690817313752,-1.8091201861389958,0.15007981424531103,0.45564846072821474,0.7531039439742724,-0.629783393247191,-1.8305431712608105,0.5121832964278603,2.584648397205653,0.10633915063880295,-0.506131709837959,-0.04051871027646037,0.3657962493447897,-0.5552319560045262,0.5766013935341903,2.152915889352938,2.036461831829053,-0.18527655345570615,-1.968655497307486,2.1544556921634683,-2.130650781664759,0.11489860225466408,2.6628240364633182,0.14515185198696123,0.21469980654068266,-1.3436988593780512,0.8242162690427257,-0.8177098128153304,-0.23294834526878283,-0.15330837159930333,0.21872123629147744,0.39185691457993777,1.8517848883460015,-0.43836147730374364,1.1604771634244457,-0.536027871897172,-0.9415737562445532,-1.934938028112672,0.5443686705659747,-1.378318755535986,0.6021463549080739,1.894639687583485,-3.2014853916596815,-1.4871106748039704,0.9450040060886362,0.6632535385190277,0.21468496072549925,0.3439069462175066,-0.8866742231980709,0.9253311117786271,1.5242631874917958,-2.591045183905056,1.7019829119649579,-2.48957459789103,-0.3300459447917685,-0.22121571812428797,-0.8284227978762377,-1.75049039297501,0.7473937119981162,-1.6150879521352284,-1.4294554098991092,-0.09485797693930031,-0.04509501632987245,-0.14773854579832602,-1.8794864575888788,0.34056726818636207,-0.4603387705518678;0.8128536319860087,-0.5254197751070022,1.2541322141601938,-0.5749588466790563,-0.3021124392661816,4.7452435979070176,0.5048832265479593,-0.9982620722318807,-1.3948072578850599,2.6131804131116776,0.2673854585226695,-0.4642504253867008,-0.7784824133754238,0.9779642123489621,-0.5018852260303308,-1.2539355154191025,-1.3871204076614825,0.4177607524936615,2.9645392506580537,3.556344460719682,-0.3176137035673663,-0.5240060747809865,1.2990760257075484,3.2520225284758872,0.7407148149762777,1.265463623915118,-0.49455426435235883,-0.21875871604631802,0.6913492164661056,0.473178508732892,0.8464535233818178,-0.15721244733161854,-2.9709118287941747,-0.42039592464094255,-2.712587885514691,-0.09656996791700245,0.11815901912298354,1.315155591014647,-0.7891202638327448,-2.1300743726429223,-0.6787206257367349,2.591804486054114,-0.26406519305161624,-0.7819508420954402,1.1354381185859115,-0.16272358698699074,-0.3854870807133859,0.22989967507171505,2.3135829054825368,2.1603627431210857,-0.952437211027336,-1.8657113679336772,3.3014869929872095,-2.355115201530851,0.6810691413907919,2.4009033938550526,-0.36883333954241704,-0.44312074758757647,-1.1813231417277852,2.8859165389244237,-0.25516040951836305,-1.3443130748924805,-0.7321189804290165,-0.31746304196149344,-0.3983846664974946,2.562224803691993,-0.5256866504632489,0.8972776189463647,-0.3730887264823284,-1.790028059791507,1.199327851895629,0.10383076692554405,-1.2352230716358845,-0.16534490793746381,2.711288475054646,-3.751194329117542,-0.6657751927920705,-1.474521746289703E-4,0.19893010114828646,-0.08108355300011838,0.6717879430828526,-2.1715137244354086,0.7032398834755653,0.9569477070400334,-2.8520944424379495,1.816726555230808,-2.01612781303706,0.404018264319001,-1.0035738762367148,-1.6134927276050341,-2.1414865411729425,0.22846451687768954,-1.8573586101127482,-1.321817981720787,0.1535666402600162,-0.3172025058858372,-0.6561350180862038,-2.3446965829272655,0.40306802704754296,-0.4439831139692503;0.9347763991281965,0.0036922075682213062,1.5349627035629894,0.3590783455861484,-0.38490092133915255,0.5084223140706499,-0.12212019287021292,-0.9864706704208288,-0.0528689884217286,0.02701662132837157,-0.9492813096212558,0.23650492943345824,-0.6680129799314258,1.749835309954328,0.08341940344205057,0.07158310577477067,-0.5051025244748999,0.49793692958230196,3.339226980927748,-0.9462783740481626,0.11032034589212003,-0.04338836078813557,0.6149140942423799,-2.797489084553206,-1.416788908334702,1.0782754140121398,0.2840156954549684,-0.10883704891620027,0.9115285699818756,0.7854676292556206,-0.3827861361005489,0.027155946475758697,-0.27904696853046573,-0.8659436519138879,-1.207603335686052,0.2658716355279367,0.6598141984242929,0.42931694827417743,-0.5983041252169627,-1.6835545188484318,1.190087533382112,2.8599135120611336,0.3086464067028629,-0.3656726458983144,-0.8267981683888479,0.6736882162135558,-0.7114364304931229,0.8030017198349384,2.295277427130735,2.1782064619417483,0.23988874116339076,-2.0213165929642827,1.6580957153224176,-2.015822374462907,-0.2916056401303848,3.120033065324712,0.43179656828682056,0.5946332648095947,-1.4631886619315964,-0.5591556160274962,-1.2919787137713215,0.4031776926328092,0.16556991181983705,0.5295343941869106,0.8726762291656911,1.542657004217979,-0.43212755373982503,1.3861689758043667,-0.6757868502773832,-0.4411221772611498,-4.050875611450785,0.8154453280650387,-1.5070727868833416,1.0531268531680809,1.5836586815341533,-2.7102218893303913,-2.0333732126979953,1.5428964171429485,0.9657746533763287,0.3669653719857564,0.13224991793136098,-0.1384970850458629,1.108653781366563,1.980766229912689,-2.401339841972458,1.748551408365337,-2.71123310843182,-0.8346502816551222,0.20648365888347797,-0.3997682217673102,-1.550524976237341,1.0768578331739675,-1.4620157252022281,-1.5378360210421178,-0.3101458047951624,0.0885779014414183,0.11650528335749044,-1.580514503902286,0.28592909704017444,-0.5157723888698058];
k{283}	=[0.5845159099820708;0.6382034551892951;0.5772265860600878];
x_a{283}	=[10.914634487040685,-1.2731047848378183,40.30011423406832];
std_x_a{283}	=[0.7593514136922528,1.0882423237396013,1.0073240327995578];
pred_a{283}	=[10.914634487040685];
% Application starting next step
% ========================================================================
%
%  forecast from 28.3 to 28.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.4
%
% ========================================================================
%
x_f{284}	=[1.0837102637944565,-5.252872180861009,29.103806886167096];
std_x_f{284}	=[0.611042154588228,0.7963727234122074,0.5578740835747198];
pred_f{284}	=[1.0837102637944565];
obs{284}	=[0.7354943067594247];
sqrt_r{284}	=[1.0];
hpht_plus_r{284}	=[1.3734950151992442];
xi{284}	=[0.11012516073369927,-0.08613793661926739,0.3449189601442786,0.30826815185058143,-1.0713937368731572,2.0518969956019695,0.4378500399150085,-0.26194128344348977,-0.7272083413569868,1.4970255119041522,0.42680764503311974,-0.10071359757767362,-0.17460947550257966,0.4084611969068028,0.02426748313733107,-0.6403114672118659,-0.47259276904052927,-0.8233400930156595,0.0659508309713921,1.7491930170397696,-0.06285456452375371,-0.046211993689395214,0.8145658249763379,1.4401946619167876,0.8174834042671555,0.5288911980884705,0.3645510491609689,0.049496349894798675,0.11018293115240385,-0.10433767881008194,0.4809558491226775,-0.8769781108298517,-1.111765342845881,0.3563126411768671,-0.828492934722521,-0.059524995222375754,0.08418686683919274,-0.42950581720974224,-0.6685295418937768,-0.4526716828711067,-0.48744351088057225,0.18776217946757834,-0.10254296654325512,-0.299616775437058,0.6421511176855146,-0.19908048231167752,-0.02046509556523568,0.04036532614807031,0.3291524423903063,0.35009091866581454,-0.3971095138604833,0.026192846257355296,1.0789651781885081,-0.18665137491830786,0.20613707903203915,0.33120477789732594,-0.6465002242834097,-0.2431956425338122,-0.12782633659018328,0.7189310683828838,0.2760666201479627,-1.0580886418936328,-0.5214266564289701,0.031047035231661635,-0.3369350574167467,0.7542788565942109,0.00444607995456292,-0.030324505962220805,-0.36479334774527494,-0.5683569071367426,1.7029984408212937,-0.9273761848453411,-0.044727144369649974,-0.5024761891789445,0.24996715930067537,-0.907262410962268,0.1924077537861446,-0.6731799028970666,-0.11471542008517122,0.259309421757272,-0.10872405921201367,-1.234920250962281,0.029746760713145637,0.3387557476767975,-0.8016569546581805,0.22534963706799238,-0.2835449599019202,0.5499237451839145,-0.5460758740492079,-0.5706094412440134,0.4270293927558546,0.2340100088939363,-0.07260261033241933,0.0995257691167113,0.4245322434717038,-0.11799532314130201,6.38449570669275E-4,-0.49812240899794114,0.15009105804313005,-0.3391953464317582;-0.10134577163745462,-0.2548091846821352,-0.2889720276712895,-0.6394953101351781,-0.12878678971450608,2.084572124385732,0.3496775708261213,0.08010164684092036,-0.6986472145169031,1.24132080540799,0.7457058403109622,-0.3692019890840603,0.009178580713384399,-0.671090425426585,-0.31302957443034707,-0.6894933918690374,-0.42179712225315225,-0.14588854404437335,-0.34835068039987505,2.4952007967792365,-0.21043282541700847,-0.22378454550964744,0.21668170185881497,3.4762142043288398,1.2803418739962282,-0.021597224246582947,-0.5576549501624868,-0.032365218815288976,-0.16122317780090611,-0.18578850074804,0.7166348872255259,-0.1826586799369352,-1.3934416801241394,0.3093082616107887,-0.6958824207190437,-0.18761819292787774,-0.3358857660615424,0.4104079255260329,-0.10486565750810328,-0.11777956297014924,-1.0644762953403895,-0.2956782303268364,-0.30221529437081607,-0.16452955407106895,1.1431596306286247,-0.465294246129484,0.24952666309118943,-0.3372182361694671,-0.12516555027683207,-0.14969774951372639,-0.6243373108407795,0.255693411409732,0.6965721585093414,-0.01411937337388558,0.5695338210489567,-0.6717206799527045,-0.442907361169814,-0.5654045834940522,0.2765851462099409,1.9135664179004683,0.6602911241359868,-0.9651726864952792,-0.4666640846291772,-0.49457668296960744,-0.7104783970751782,0.41403165328568114,0.008583896808620928,-0.31774413870394547,0.1967823351667226,-0.6606188109073026,3.156257269967044,-0.4742163637915864,0.272803483343802,-0.6879917759222263,0.585386584305569,-0.3831580476606389,0.8947435252004912,-0.8860327252372793,-0.4422203808746179,-0.2964973391534036,0.31106563107625274,-1.1005739388531488,-0.2654232005196402,-0.8268950622909834,-0.13457861748659017,-0.052454482050674045,0.5521056934573112,0.740782230953676,-0.6311051358617732,-0.5968602923799349,-0.3115634902324791,-0.5885202754006107,-0.08009110542064501,0.25184653058105333,0.2574302758710916,-0.19378855169647302,-0.42692576914950564,-0.2743235150094492,0.06891061958740519,0.08212144126482812;0.215812094103768,0.1409388948688992,0.7032315825773381,0.9488897270014256,-1.2957194090049704,0.6491938865149152,0.16389901721974098,-0.4189840918761121,-0.1589379208828916,0.6597033135408807,-0.2652756060023229,0.2316668600028251,-0.2502697519906114,1.107613874400304,0.3222244104105947,-0.07167761661810346,-0.15496748321960396,-0.9191967927067353,0.549072705958654,-0.2343959936918587,0.12265885463109427,0.15587692210037218,0.7702188199697595,-1.829509359586904,-0.3041814247253143,0.6535000453784789,0.9392295178273145,0.05747563565006786,0.28133250936349086,0.05038128191740299,-0.15001628224031904,-0.9486276142275472,0.18456182618267292,0.10479898433292334,-0.20280912630635584,0.09116530330392081,0.42154041814228194,-1.03619931707399,-0.7708993785509541,-0.4357470574581441,0.468006304207087,0.6056483423244856,0.16235633559341522,-0.20686538517771424,-0.39667637483342233,0.21728382975980054,-0.314317960560647,0.37208898769500465,0.5875718599087421,0.6278112566258578,0.1445461536539412,-0.19465128132124576,0.7090587051171653,-0.18527644095076212,-0.37733478081434413,1.120473288798756,-0.3434384233254768,0.2714430150511795,-0.44687389840002467,-1.1766636747436792,-0.3914545775479077,-0.25821063617306805,-0.17136260568324246,0.5150591686222938,0.3120271761731246,0.5349435015998587,-0.022572696845042373,0.2926373389530923,-0.7020321396055387,0.009711363390703553,-0.9815576536835451,-0.6657841613640265,-0.3530541571057455,0.08897097396087261,-0.2460045309559007,-0.5711569542417152,-0.7103885111719244,0.1048123822032494,0.3039595640331214,0.5908198441840113,-0.49246174608446225,-0.29333309481803127,0.29905554782567734,1.191995981348672,-0.8168390964084011,0.33766260756333466,-0.8917610620858092,-0.09247045009989563,-0.030758167147190818,-0.07420119342361176,0.8204578343997007,0.8336492209656896,0.02212862488099887,-0.1352261044198606,0.22610484424191668,0.029052994449425995,0.3945292921002874,-0.2821809748283215,0.08993695913055078,-0.5364668241787989];
k{284}	=[0.27193037547723736;0.26622039563702943;0.06732547934526412];
x_a{284}	=[0.9439352750291516,-5.389712181702976,29.06920090254872];
std_x_a{284}	=[0.4889574760948918,0.7135956226899673,0.5499126516186041];
pred_a{284}	=[0.9439352750291516];
% Application starting next step
% ========================================================================
%
%  forecast from 28.4 to 28.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.5
%
% ========================================================================
%
x_f{285}	=[-2.9649522276527245,-5.357957337867963,22.945558864259688];
std_x_f{285}	=[0.5900301464091956,0.7387369561649316,0.5514441535635712];
pred_f{285}	=[-2.9649522276527245];
obs{285}	=[-3.286974950931536];
sqrt_r{285}	=[1.0];
hpht_plus_r{285}	=[1.3481370779556485];
xi{285}	=[-0.012203446856876798,-0.033974428792373335,-0.04160484130736153,-0.3749857093609128,-0.4592964830939321,1.4779457524108526,0.049696005662560605,0.013411583288873707,-0.4534153495344184,0.9955353735599379,0.37077084790272696,-0.3156502055938306,-0.20921055993078586,-0.1861272221706729,-0.0012294086802908666,-0.5230667522190262,0.7992376959891816,-0.038363592371037036,-0.1475773803746816,1.8273900900800828,0.016917054215305427,-0.06712176954175897,0.18132579471413734,2.0831633827226477,1.085563645960843,0.10432551216652985,-0.22492884232708965,-0.25208834756907184,0.2236738429481746,-0.11486678751231993,0.5398361639298326,-0.16183717233804495,-0.6475115068372732,0.36230680370894053,-0.6291129155747228,-0.11542024583034438,-0.1110271902027713,-0.1182160995990107,-0.12676943398393803,-0.38743241904990544,-1.140709037872841,-0.2808486745357226,-0.0388473124195996,-0.1729948130317207,0.711556854021913,-0.44588933364350103,-0.08052963646394495,-0.16590925578068383,0.03415575280199823,-0.39108411364358053,-0.40928254199302927,0.17970468522280036,0.5102271683198909,-0.21547944613945846,0.41198796315155883,-0.07634270672536836,-0.2582234170850586,0.10726187049902336,-0.25221357459484217,1.4947376828099435,0.6929891175284184,-0.678347124024608,-0.28844369116350377,-0.4058099640996713,-0.4257530012146491,0.17046499492595668,-0.1073073098903996,-0.3157693074818817,0.03970657732653349,-0.5480812596377103,2.3537060972557358,-0.4007914279494602,-0.01969428729227074,-0.619512962260448,0.2805644814965125,-0.43175342746599377,0.625665675878559,-0.6543457601946989,-0.162411057305345,-0.6970828614559776,0.1538710472365845,-0.6420378573938064,-0.5239613891840595,-0.5757097711440888,-0.14454063096198677,-0.4475971743675897,0.3937182670536541,1.2339319968118247,-0.41030449759458554,-0.5996925978012753,-0.1554106817660288,-0.41779189874914646,0.0975543078951473,0.3342986031781918,0.10675499984717529,-0.1488478330127494,-0.20783346025033245,-0.40444851084186073,0.1601252164849818,-0.10941118992103416;-0.07471447958773236,-0.08489849695351026,-0.21037719764201412,-0.6429744510171744,-0.3212614802138356,1.6316869942772136,0.023442145227430267,0.0867401138297863,-0.4936167434896044,1.0133339064836955,0.4817695043881143,-0.41755872339244515,-0.19681963675481118,-0.4771317335639047,-0.09955784865752815,-0.578961264735657,0.8734162008036357,0.09679359115387243,-0.26141466562057847,2.2609458222508407,-0.029893798224460255,-0.12117268581786611,0.03220308114042503,2.9651633044354995,1.3173829127774903,-0.036032185475217915,-0.4783668526816296,-0.3037793322195297,0.16093500169300157,-0.15786651332763846,0.6454712395496474,-0.033018933266039774,-0.7520398353153386,0.3731875574087793,-0.6467660627955789,-0.1667933850174661,-0.23239641877358252,0.04394941490823001,-0.023172306164480183,-0.351814360872039,-1.3352243725787103,-0.4156458157031979,-0.10470646337177136,-0.16714551934122124,0.9095594762904344,-0.5526488416766684,-0.03771418281246053,-0.2810085037028607,-0.08211323098277568,-0.5412451090169004,-0.5018418471006614,0.24764977486106154,0.4500290755327807,-0.20119715744267097,0.5320378441157754,-0.34014711971702916,-0.2468502249594513,0.018573835546723316,-0.19225017552846246,2.0030012674383157,0.8492568017066509,-0.714180451340555,-0.3085946501853627,-0.5716635383684334,-0.5523013213007824,0.08889767124541148,-0.12699381119400943,-0.41867037341393853,0.16436082402394714,-0.6182940556436929,3.0968191351624816,-0.3459240936843706,0.043641748136286296,-0.711845706006696,0.3906546956407544,-0.34761409954239664,0.8600340373479298,-0.7522751480037035,-0.26245352408076794,-0.8757081568546861,0.25744455582496695,-0.6642444970805812,-0.6385854096620358,-0.8937578002488413,-0.015069291075092472,-0.557857215671409,0.636070440941034,1.406417794958474,-0.4728414277328161,-0.6553674129233844,-0.3568212152293446,-0.6507058807439643,0.09661480855603788,0.39607381107718354,0.063296404474114,-0.19350061398031215,-0.3432875310213799,-0.3869181696342885,0.14329240455090986,-0.03253384762161815;0.12943269181861794,0.11296199614362123,0.48589903568186443,0.8407161962216136,-0.6795584977055249,-0.3101841215917176,-0.0018885080580730573,-0.32912237157552227,0.1823681651389144,-0.10612565795975115,-0.4567623064522479,0.3129891287996571,-0.10829774504393441,0.8655058411297212,0.23141833088081043,0.26756631073729054,-0.323552457222398,-0.6017832350625376,0.4637105690008809,-0.996855538015339,0.0763928173137991,0.1386157548605098,0.3653618751693948,-2.24278395276259,-0.7652737024720686,0.3561690364489465,0.753871640991516,0.11715960474650444,0.09283235288445368,0.07909520163029526,-0.4331434970122423,-0.5575980394312516,0.6242475228110607,-0.14432500194106268,0.24274712923796216,0.1049831843345359,0.34829146525741805,-0.7422630241044992,-0.47624750067732435,-0.12905089506687517,1.018538340478763,0.5424877505776209,0.14263488831769422,-0.06756485323970907,-0.7186141068664647,0.37225237284132007,-0.2445615682977298,0.3340063321338782,0.3622518904809162,0.5756045475138194,0.34454105249790956,-0.2666660997997852,0.14526324702682203,-0.05659796271307016,-0.5220090756145765,0.8386448669404452,-0.07493319144458255,0.19704694869250972,-0.26502955271761763,-1.5212556743050314,-0.6289949336592073,0.2769997574941385,0.05854552143157221,0.5661135277606206,0.4785497884484293,0.1855600144469669,-0.006731294368236718,0.3535931041111482,-0.545543651311398,0.33143087638330826,-1.6090910391371303,-0.21495247652637417,-0.30030427144455274,0.42062182527430636,-0.38476838005359326,-0.13989708256542244,-0.8599328412871863,0.4840599455604959,0.30606323559032234,0.719525317050902,-0.46558146371068077,0.2653218667074526,0.44050519105520536,1.1335431713290305,-0.48199976406642264,0.39200611346917213,-0.8422060790770374,-0.5623731209272762,0.23093590821330068,0.2882705870509774,0.6158473184992097,0.7838389645142954,-0.03662720654014606,-0.2783924355915133,0.029466092160120638,0.08178697430549775,0.37960080791287965,0.011965412302625822,-0.0467451780683632,-0.353570054325008];
k{285}	=[0.2582356673132773;0.3193274997172264;-0.18137133570792677];
x_a{285}	=[-3.0940853320553323,-5.51763997113327,23.03625525749338];
std_x_a{285}	=[0.5192792079130706,0.6631497060470519,0.5456934832704544];
pred_a{285}	=[-3.0940853320553323];
% Application starting next step
% ========================================================================
%
%  forecast from 28.5 to 28.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.6
%
% ========================================================================
%
x_f{286}	=[-5.303791880927977,-7.698540420903663,20.12115248827038];
std_x_f{286}	=[0.6382551215128155,0.7413331415922964,0.9250566064367931];
pred_f{286}	=[-5.303791880927977];
obs{286}	=[-5.549519231697652];
sqrt_r{286}	=[1.0];
hpht_plus_r{286}	=[1.4074219912318071];
xi{286}	=[0.0720188749728683,0.10716023115377649,-0.06712172275742123,-0.7191627975756383,0.17844761379217822,0.8460718199245187,0.06309705732202708,0.297348371619786,-0.4740786269249728,-0.5240301696296497,0.3008493916525534,-1.311883888238107,-0.24486473266353403,-0.17520930652898592,0.3840345533962113,-0.241672598364417,0.953114308907459,0.17270644510463207,-0.8221418143869048,1.9743111797984438,-0.0695278928953087,-0.005420763566416298,0.11851080323623808,2.0881474112679195,0.7236548437820396,-0.7103998900480519,-0.20726667423062128,-0.2319014322502042,0.14749285155851943,-0.27606700398377004,0.7849134518631136,0.27721567410436077,-0.70293299224066,0.3379721494234955,-0.6995443601926095,-0.16779782990629943,-0.14540428123000115,-0.12096260828994954,-0.24440569932885214,-0.7504283278600887,-0.8990962318796392,-0.26774564230369613,-0.26653708366862894,0.5881201614379901,0.6979216167370179,0.3239664941502376,-0.27005152361668827,-1.0708150247485602,-0.07456355061678188,-0.15981016648476398,-0.20250249605367454,0.2056787642062794,0.5876924545424007,-0.139389232502511,0.4679865431947041,-0.2029455115123575,-0.20117921155253615,0.32242229105158415,0.2657986045044769,1.4928518910820796,0.7163800042610697,-0.4605881381201664,-0.2182171281221006,-0.19562400497859933,-0.37325556656434067,0.13741996936116774,0.09079146770940749,-0.5167846444374486,0.06591593525378947,-0.41128532410659613,2.4197779043346395,-0.3196749383961235,0.5131901123226257,-0.3063661977548069,0.2992809197172237,-0.7212502326481394,0.5935669552733778,-0.4967787985959964,0.00645855348707336,-0.536056168140882,0.2040343639558797,-0.8126373478225464,-1.5701589537586491,-0.6276437021655736,-0.09571445423142055,-0.39199355283688053,0.30314618308860375,1.58389701946835,-0.3012835138252665,-0.3443687434090563,-0.22878582171668427,-0.3748737699735152,-0.0538631500450375,0.3405929590157397,0.26805673296985244,-0.27571154862976854,0.01881076526061065,-0.3110628182860369,0.3681197067571258,-0.09810579942525521;0.05790739635943254,0.09115504773466654,-0.056767342066335935,-0.7047515246406562,0.043755786417974285,1.0362973517677423,0.038776949043977105,0.26442202239527646,-0.5604755774085284,-0.5272839695209068,0.28388626383406823,-1.353248720531246,-0.3359355941508806,-0.13648660735178897,0.4291591385898794,-0.30005759849762725,1.1065294360496551,0.0787992288792303,-0.8282397916152142,2.474791256511365,-0.10424445237927227,-0.025676209936699834,0.1474212310667955,2.607136105159155,0.8103699317486663,-0.7377476473717302,-0.1849999381512868,-0.2977653327454499,0.15949622387948548,-0.33912449383329957,0.8800952093544279,0.20734164209202444,-0.7206017067995596,0.35647496711824633,-0.7889987638500706,-0.21679110578365002,-0.16506543013474406,-0.28564531671200477,-0.3912056977592684,-0.8944771354990753,-0.9006684137685905,-0.262073606258026,-0.3165801102591832,0.6355137030064748,0.7506197480798527,0.3551573537321673,-0.3799075268517882,-1.111282487938345,-0.06662834350088431,-0.1579211146698496,-0.23828490945609193,0.18566749404896488,0.6975603352401372,-0.21339787437411584,0.47395796070704144,-0.15206936746132094,-0.2884985686981292,0.35959555238540286,0.21748030473332935,1.7690217426906596,0.7807021765399504,-0.5398730220285497,-0.28330822528455446,-0.2041520733388884,-0.40431896078307616,0.15786169314854792,0.057242597698357045,-0.5681482428243516,-0.03092686514901377,-0.47655949511675466,3.1028310345688768,-0.4547593365094844,0.525968632037161,-0.35709809336980847,0.2919371897819003,-0.8534140011703535,0.610782134528363,-0.5437251233881089,0.0016499039704429563,-0.5644727308784585,0.15018550678703502,-0.8948356756309881,-1.5672100671177542,-0.5765150418570943,-0.2150417868709793,-0.437280755234001,0.24876312825412317,1.9214854043024525,-0.3606133448027613,-0.41182269644149905,-0.21895118706286443,-0.3672140479819692,-0.08754681416965138,0.3507143180280359,0.2754812707288927,-0.3437668877697799,0.014384047323544813,-0.3969613845337854,0.39413242109311764,-0.20109270212636954;-0.06376702335116491,-0.12637793196649838,0.3861726268746928,1.4475671197880438,-1.052378092116811,-0.5913932811048923,-0.11882416205326507,-0.6898399053223336,0.5433405061782253,1.154101844834205,-0.6071436328667943,2.0373462950633012,0.10022039053654197,0.7537012751448273,-0.38778973308005504,0.22982056535241924,-1.1030247265702613,-0.762362218644359,1.4549789462299927,-2.1381432347782017,0.11095497643798069,0.022715761291813408,0.15370230119615869,-3.001283479787695,-0.9955500612096984,1.317100782760189,0.6945576263561613,0.23876698778497385,-0.07675756294044334,0.3447198194670449,-1.1153074943728285,-0.9296308844481587,1.1457481984330613,-0.42295647222212907,0.8403060132982567,0.1997499138148946,0.36066803057374486,-0.5195601372519008,-0.13873350467470758,0.741386299871305,1.5058021793340934,0.606749494979379,0.41617297801799324,-0.9590550495171968,-1.1251421092249316,-0.4301811353363334,0.09893282683499294,1.7370274827485908,0.3515714896327786,0.4191374988521268,0.29050329878526426,-0.44050683598986495,-0.45389698104096965,-0.002718474841543639,-0.854551207765514,0.8313583921103174,0.03418310205140074,-0.2922883690803708,-0.7370051202363115,-2.209677998809994,-1.0999305043714607,0.47851065795320835,0.14495152616069973,0.4533337357917482,0.6312006719617074,-0.013410088215390914,-0.2277484362623703,0.8012488143639125,-0.5356381510067543,0.5147534813319226,-2.7038007045824237,0.04419525589646511,-0.9646198859999764,0.39464984427275596,-0.5915810185616195,0.6882834587993507,-1.1499411773408141,0.70041612559017,0.09195591308130346,0.9206469275089617,-0.6039415625290481,1.0266494707599811,2.471274645191251,1.4433106857901734,-0.35828307837459406,0.5735297123398908,-0.8818338902021203,-1.7579030401377835,0.3435323607072327,0.35449512388873217,0.6609030346878413,0.8664193045684314,0.04906104125735311,-0.538865905038854,-0.3348260715351259,0.3240709246692788,0.10044640093051527,0.19264510338565444,-0.4899508395182579,-0.24142807124177068];
k{286}	=[0.2894810467436439;0.33425194414166776;-0.39803222046980846];
x_a{286}	=[-5.383550777860652,-7.790634762354452,20.23081980917257];
std_x_a{286}	=[0.5289375748511302,0.6144250617528428,0.7772688058876462];
pred_a{286}	=[-5.383550777860652];
% Application starting next step
% ========================================================================
%
%  forecast from 28.6 to 28.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.7
%
% ========================================================================
%
x_f{287}	=[-8.358688338243242,-11.86169294015578,21.5208355666705];
std_x_f{287}	=[0.5232992239752517,0.42824384585248493,1.2900686709723062];
pred_f{287}	=[-8.358688338243242];
obs{287}	=[-8.538506863858068];
sqrt_r{287}	=[1.0];
hpht_plus_r{287}	=[1.273910182726542];
xi{287}	=[0.08211203584547988,-0.022943298858175254,-0.41475832038966054,-0.25358207562963564,-0.04989225534862207,1.9123158385357781,-0.18851153686914657,0.14793198864667545,0.05332410238529839,-0.07396862019007244,0.13480022778979084,-0.6373522692107265,-0.1754670540042067,0.07491027363526293,-0.4841456147553469,-0.12277210536716865,0.11866767132027967,0.146129244976553,-0.1770847049725326,1.7338432136481572,-0.15822505036541124,0.3114728325619698,0.284131012050139,1.538464245447856,0.36680353630821383,-0.32778796543558997,0.025993194659909236,1.0916590698178048,-0.2112681857906864,-0.38731144379082316,-0.05948507974441597,-0.09150144636398316,-0.5818896468769239,0.23953924248879055,-0.48561141832793453,-0.08096609809863331,-0.04823767409517288,-0.34972544328385524,-0.2898087948911794,-0.9705638426143608,-0.6716380591340734,-0.04035623238813102,-0.030263214688840634,0.6029066362394939,0.2605882931159389,0.2574518188601882,-0.18758346310075247,-0.545871737679974,-0.5590413716146827,-0.07099289990906321,-0.1287939542353289,-0.3472004959485755,0.4394384799049398,-0.16954421165879197,0.34238697553348985,0.047333399663008535,-0.169140230493662,0.06686700355563957,0.013003005241905896,0.9941800072039753,0.4959925681017445,-0.6443925620662565,-0.3716213097896901,-0.04486825293419017,0.1379418181148626,0.10617439362430936,0.20633281418894,-0.3253203792515258,-0.048735608511334405,-0.28119801702315783,1.8490578433308844,-0.4335288312791743,0.4240808715037181,-0.47274461545292823,0.09459813473148593,-0.5095742443938835,-0.2190696867471047,-0.36335099816669647,0.03836137593874156,-0.1312755272944397,-0.4504136116811033,-0.48866151555300164,-1.0269236159298263,-0.17981084314817686,-0.17283592309665252,-0.06861133813431941,-0.19923181486500852,1.3062529587383276,-0.35624100430185557,-0.34955009054129427,-0.04160153377405429,-0.04921279345727747,0.5854174288404019,0.04740549027265217,0.7378501871318282,-0.26738096268832834,0.05336893718936864,-0.436015567364489,0.06388722572109096,0.06248106670704878;-0.004194911113531319,-0.07106964461177157,-0.0736763933719935,0.1267910382416897,-0.515775051690488,1.761024081122672,-0.1769478989622666,-0.12668511176246788,-0.07602320666963536,0.15510966477464727,-0.09449459320021703,-0.06923233625562908,-0.27652381365297174,0.2520879310659492,-0.1912648073092882,-0.16932074909381534,0.1045585890574241,-0.24823039400944502,0.093088373781967,1.6284836492469434,-0.13426449671204388,0.1342953222686063,0.2615088358531228,1.2264965198281992,0.15729045038037803,0.017451484142501528,0.1789677618497798,0.7180999213493617,-0.09784396234574366,-0.2587484557762316,-0.11341834730416345,-0.40487340183237563,-0.13632181727997938,0.0934130558525812,-0.3086332928769693,-0.12100785494274646,7.233576555645271E-4,-0.6251884394719696,-0.4796166580048489,-0.5347219520561843,-0.06560117210222316,0.05775567874929166,-0.05167406259799634,0.26047508384215945,0.007317805663465293,0.09781742117497316,-0.3055280673630687,-0.05625120723849264,-0.13136849601416145,0.019514941521979523,-0.11416218068474748,-0.3138716037975531,0.3727184582170828,-0.25133710784699304,0.038712547983628554,0.27043237073498183,-0.2861704197710111,0.045144492250621227,-0.25895917812569813,0.6316711240763606,0.1967868399166406,-0.38851910459666783,-0.3126440713880836,0.01983504910374556,0.09299013685983226,0.08655425577864939,0.007026585510065075,-0.13814593810030118,-0.3291041979391931,-0.21071624569469627,1.8127838938259941,-0.48797695433375843,0.08037858480671467,-0.27076400700082814,-0.09957793100407208,-0.42725781260302576,-0.353938315428433,-0.19125038753605317,0.016040881059542045,0.003202348693180923,-0.4597585218326383,-0.27496293666051663,0.030630968434600447,0.22961913130237477,-0.41996934940105746,-0.06030060856511987,-0.4222439408337255,1.1268473999512025,-0.2563839041457605,-0.27088757924810203,0.11107523806709452,0.12242752075304075,0.31472491869446984,-0.07307086971273336,0.4405663353460554,-0.21535045067514602,0.03396041386066351,-0.38391946670182797,-0.022685057646260276,-0.22397172575316304;-0.24672387107774085,0.004840313173019695,1.4176315759080467,1.2147956855123105,-0.8781411390542146,-3.8810123564752352,0.39472164621929906,-0.7835192230709538,-0.3182213979636117,0.6557052426886152,-0.6271990755562271,2.1129576473109957,0.13337127734976661,0.33010968185615397,1.4235496925159516,0.1433782680747484,-0.14135277806414237,-1.0486542231077358,0.8555298521761365,-3.4308877569353875,0.3702872286770642,-0.8552082604658544,-0.4505495240153401,-3.683856292373715,-0.9971085453140454,1.260061510141071,0.33969130958347904,-2.8155794035721833,0.6390449924479853,0.9596110737047567,0.05251424041134101,-0.4656291270510202,1.8164304278510883,-0.6548205228614172,1.1639778349383079,0.11573954670791764,0.246652700636794,0.05553489716845661,0.14455934471410004,2.3936467247455298,2.2497470301878373,0.3447077475243674,0.07444915967557364,-1.7517533948659505,-0.9310098107328102,-0.7161162898061519,0.11330100757635364,1.8475598459697196,1.794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k{287}	=[0.21501530205237374;0.15427582072362175;-0.5066405750399973];
x_a{287}	=[-8.372273724762758,-11.871440602927407,21.552846814115153];
std_x_a{287}	=[0.4528715400430906,0.366151657837853,1.1625666887250126];
pred_a{287}	=[-8.372273724762758];
% Application starting next step
% ========================================================================
%
%  forecast from 28.7 to 28.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.8
%
% ========================================================================
%
x_f{288}	=[-11.585793042603088,-13.70662312777656,28.461914749468583];
std_x_f{288}	=[0.2181572174021163,0.7855201149338998,0.9820889941866069];
pred_f{288}	=[-11.585793042603088];
obs{288}	=[-11.620452879969605];
sqrt_r{288}	=[1.0];
hpht_plus_r{288}	=[1.0476231454675236];
xi{288}	=[-0.055016564106031396,-0.03202620217817653,0.2117041036369134,0.3085966724453346,-0.5323095171151326,0.5910604264364157,-0.05377586612594776,-0.24464319977711213,-0.12265348579872537,0.2200025624421844,-0.13932048297117205,0.34722750070601194,-0.16335546138883927,0.23775716150148085,0.13605538845211385,-0.098066312402322,0.040511410996748154,-0.34262328717764845,0.2093477857503956,0.48431671585703917,-0.025065395646411304,-0.06795765592516112,0.08052752927485862,0.15414109468360238,-0.08233325038894357,0.2343650606859029,0.1841617185613469,-0.029279187471955126,0.045104724193233636,0.002945247185351718,-0.07061890918448377,-0.3748687612380568,0.24022237094456322,-0.011184040088458858,0.012047325157096722,-0.0712366881221218,0.03966741723688649,-0.4200883295057807,-0.3065707834241973,0.10941077094297924,0.3715755320116809,0.09120446449406927,-0.030394227051370848,-0.09066167169050665,-0.17557301596808195,-0.08482943126378828,-0.19678766564309313,0.2979060588858111,0.2442810355110936,0.10329592901892326,-0.02495344485559059,-0.09500352844621851,0.08240143698480473,-0.14760775305369656,-0.20721353801340037,0.2581045974049161,-0.17995098109088303,0.03060427031543611,-0.28703156841373634,-0.09493121747076039,-0.16314753835343687,0.029930624608455858,-0.07645786745981908,0.056471686899881135,0.011886421433592531,0.032237647139616854,-0.12802555586617537,0.08178911154965007,-0.32676052429123814,-0.03044179770885158,0.6592360049092552,-0.20369974405363678,-0.22479613051880598,0.045142029849735366,-0.16655277107196298,-0.11062050378848376,-0.22315691854127273,0.04724281105735173,-0.005417797534484237,0.09494079378460363,-0.13339081241714723,0.039233757394752544,0.672427790162704,0.3646099931456934,-0.3277382125336068,-0.01866921331100002,-0.3108026452616883,0.29362847272122394,-0.006446205997985288,-0.050259251817674766,0.158492226183105,0.16144188031064388,-0.09039752301899995,-0.11277589033885249,-0.05181930930510248,-0.042991983360401775,0.0018595466789381732,-0.09926213740832068,-0.06404360683956156,-0.29351174574987837;-0.19393999801020811,-0.5450353819859046,0.8942688274210759,0.6961558289539305,-0.6756149417380026,-1.3949751208198489,0.19394653727115063,-0.5717933328577871,-0.1676117891329998,0.5426950009783109,-1.248407843467957,1.8225372393914565,-0.37975822696304107,0.10298452894084242,1.150694287140329,0.030389472926957595,-0.03715135500663891,-1.4485873955841555,0.7270933662363266,-0.8343497625899126,-0.0922241824358423,-0.653605854080018,0.0020615455656098902,-1.4197851570425737,-0.5339328583506138,1.024655889750676,0.1805240646538735,-1.407822122356011,0.3609903366245071,0.9760262810552813,-0.2140656921224604,-0.5332195368339967,1.1577383820280005,-1.1794266964367104,1.2522579698791674,0.5791373044168999,0.31944067234093865,-0.16910000106980405,0.023429261564688275,1.867781403276668,1.4987220797496423,0.4944921803365325,0.03920844457694628,-1.6604743850331012,-0.6951265761208507,-0.24151787617423182,-0.015907286913144247,0.8577619580223352,1.0726388975614363,-0.4089233279710509,0.14894715193331898,0.3862489967978622,-0.025628003126499266,0.1737979009153925,-0.7131527449294346,0.48603673722665874,-0.15432253757932735,-0.4957940171127255,-0.4974866450642832,-0.9761121011465317,-0.5970036153044713,0.7134989427150078,0.3599170252060713,0.31522619531167173,-0.3525541211144443,-0.2905240634803956,-0.7762326453472355,0.6598882285034495,-0.31743663243250886,0.35138954165026526,-1.089297308546044,-0.3647420100750409,-0.9396446709103117,0.0977027589873316,-0.6809188128959054,0.5082746293944282,-0.05977028269951923,0.5491387825917045,-0.03750202379125511,0.34889430778313546,-0.86997854298275,0.7085072994621253,2.7908646869578533,0.8842355655675416,-0.3963797848349202,0.5981517314387261,-0.29484451040746684,-1.1123289784680725,-0.19619799282617656,0.8914741585126844,0.4074473661282809,0.5295589596728032,-0.8908511464914959,-0.27925761415347594,-0.9728789352329716,0.46384378042587393,-0.04385313740009522,0.17264616346682082,-0.243714329116834,-0.02255876274580615;-0.07254263214056422,-0.6073051629142512,0.5955497683927327,0.08629392632929367,0.6145023880172786,-3.7417825403074687,0.42246238376147005,-0.04207129781917729,0.14568145484174622,0.12761701462021335,-1.2399356670614665,1.3800080140128692,-0.01742233921331504,-0.5019020923352997,1.1121900757349543,0.33614394807878156,-0.12526491929586925,-0.9258775649721116,0.37911126597318656,-2.5621720728697213,-0.03279839249390548,-0.64139296925946,-0.19168947095804256,-2.421476891629812,-0.437631255815802,0.6851560058675084,-0.23714290941219573,-1.8231176632939885,0.36502065225198166,1.242496475991441,-0.054503650546667615,0.36935484259372586,0.8253118809043407,-1.5370037681214868,1.5473001408424665,0.9720571058370773,0.33086286418699373,0.9395194270080296,0.8801504866223802,2.009869753973966,0.9104742078224355,0.4134715621652987,0.15789675043821916,-1.962453623489612,-0.39498607027063315,-0.05399127023083494,0.5391020706285481,0.29029814651326546,0.728057766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k{288}	=[0.0454582792233658;0.06597924900642291;-0.04556891107300264];
x_a{288}	=[-11.581774665386149,-13.700790757622478,28.45788659272387];
std_x_a{288}	=[0.21094531635466987,0.7825306535673688,0.9797083615918684];
pred_a{288}	=[-11.581774665386149];
% Application starting next step
% ========================================================================
%
%  forecast from 28.8 to 28.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 28.9
%
% ========================================================================
%
x_f{289}	=[-11.164477467549876,-8.193861242598748,33.52838779559192];
std_x_f{289}	=[0.5842148842500225,0.771593266510629,0.6633083652572481];
pred_f{289}	=[-11.164477467549876];
obs{289}	=[-10.966539041552492];
sqrt_r{289}	=[1.0];
hpht_plus_r{289}	=[1.3414643177690138];
xi{289}	=[-0.1247853845003668,-0.381686751311328,0.5616450878601515,0.28871733664102095,-0.13774550347402936,-1.623686804374623,0.19317640877532583,-0.2771329477487843,-0.04463220610404228,0.27781994934574605,-0.8954912184145254,1.172965928083359,-0.1789766503434116,-0.04260634314024614,0.8175894731237143,0.09866296644412031,-0.03735578428256403,-0.8846107054864181,0.4384082042543316,-1.053094078464671,-0.06043980359324941,-0.4768045940643564,-0.06013703016824401,-1.2945095346878635,-0.3656917557928132,0.6462045430733259,0.007387352184673901,-1.1134404958453779,0.2546226368691311,0.7437415436789134,-0.13302873876502197,-0.13944840544142423,0.7393460507229079,-0.9506463114937347,0.9858516500134762,0.5361607011113261,0.23053061329693314,0.1620891277138412,0.19294059001025055,1.3701198304568347,0.9330439838304923,0.32478638359664913,0.051216532971372075,-1.2635092139737782,-0.3879542621303713,-0.13399712774870842,0.14920713312559997,0.46765322500177753,0.6902075811686696,-0.40141213746143833,0.13990490514303922,0.3658287375102134,-0.06434097926020854,0.24851957579133632,-0.4149577649537193,0.24772697081694872,0.017182896643783252,-0.3729794879224091,-0.16859776361405032,-0.6769557793443131,-0.3252740503578746,0.5286244759219905,0.3137382563298363,0.23170726203676573,-0.31565428149902885,-0.23299436021892284,-0.5272074984366828,0.4686897028512327,-0.019875988699615377,0.29561392518539265,-1.4042806602970845,-0.14441115432159535,-0.5668881378023212,0.08133631329730129,-0.4054134151803357,0.474668925943627,0.11460014801692431,0.37122185734822466,-0.03125359403473382,0.21541393719853907,-0.5962842830293891,0.5194996452171274,1.7459178103018438,0.4568362092691416,-0.08480926663756172,0.5100921340475608,0.009740037656305489,-1.1080115309593115,-0.15664199518196398,0.782647337485578,0.1965518315249053,0.2845464557596671,-0.6451257891554221,-0.1501577592454577,-0.7691921645812414,0.4326212180129705,-0.04483364617695962,0.20164965412293512,-0.14383685868213902,0.24382694161604057;-0.01976535450597261,-0.5419355558531507,0.4281891322899902,0.11284732709759382,0.5948335604457817,-2.978062799721201,0.3191616319988828,0.035413989380435495,0.12882668993243485,0.05143783324893292,-0.856831261742764,1.1302282048394652,0.008352155538190686,-0.5625887464836268,0.8379033631830319,0.263079337475018,-0.1553218381962882,-0.5725454138184141,0.23133652457489529,-2.085514271880342,-0.01757731959970954,-0.4686843376614238,-0.1671269922382681,-1.8090949995388232,-0.29765445492542675,0.4971099045072336,-0.2223055173735453,-1.3625473765044411,0.2582499729671355,0.9995267405216008,0.014980362778922895,0.35976089838806224,0.6150134287623503,-1.1183681701514239,1.1951151804417801,0.6934531367470198,0.23530903160247263,0.8099002205173758,0.8516218167132381,1.611776501365945,0.6739576099680189,0.2924333871400764,0.12147744482141931,-1.4123588383038292,-0.3459089154901367,-0.022636270007193815,0.3892226060592705,0.16036626176933133,0.5077366783076549,-0.6603959755104363,0.2231962608326583,0.6067084955786521,-0.2312844060749164,0.5264422779734224,-0.1852189518418843,-0.1677297990982094,0.2521438144795285,-0.6533986047805964,0.15795117832408678,-0.8498965301988601,-0.25856178579600986,0.6665615900720914,0.5791516517460487,0.13396836994680328,-0.31017732588153635,-0.40265596985684304,-0.43910519348563426,0.46583200454316653,0.47000557358818185,0.4130262828120159,-2.85525920091613,0.11759667408189145,-0.4032768069266872,-0.09238959434751592,-0.3063378216537611,0.7556143418054564,0.46866973799371703,0.506269619666007,-0.023240017925513,0.14042940736309362,-0.5577027705007662,0.6155959206290129,1.4214277448614645,0.06457309974175729,0.4113161914222889,0.5876833282357898,0.3899676285287814,-1.9421293367004466,-0.16599852202853072,0.8873397609308187,0.08415190022393837,0.21081382234294388,-0.6748895745971772,0.02777520051907878,-0.7342994651024259,0.47101073294468776,-0.005535827064131027,0.4034336629027919,-0.09824648353854037,0.5472811903488726;0.249882020580813,0.29424411292040276,-0.7971339863095608,-0.5194542521392478,0.8311153308013743,0.7501469887009335,-0.12187588253640058,0.6197278694866881,0.20578784356700908,-0.5627362147468986,1.134833311553244,-1.4165780602489448,0.3879860826314072,-0.4640485856046084,-0.9561903991691381,0.029077756840074187,-0.07844993960058844,1.3733069153554496,-0.7284759922582538,0.3122006153400676,0.09906413616366194,0.5793817906181431,-0.0344686702739736,1.1189793204546135,0.5145795249286209,-0.9118381065434917,-0.23243788797154963,1.1261562170528947,-0.3098753058290882,-0.6390564687840197,0.3002907514803894,0.6209414413197862,-1.0163582572538132,1.0077472787747297,-0.965583360029882,-0.4903916889571107,-0.2671167938296293,0.39709649985287143,0.37186767618108263,-1.3755299836089208,-1.3625576545996907,-0.4337950488688236,-0.0025966807976516293,1.431069250816421,0.4932835297094229,0.25215785498564713,0.03447174987812218,-0.8663959860722272,-1.0069971022840818,0.22926943798892552,-0.0981935028724834,-0.2128130311904286,-0.0866267683488573,-0.03833236471533752,0.715490999845386,-0.6976196800937728,0.1898641944405739,0.1878754520945165,0.49735894959389526,0.6520205087673219,0.4632293899340709,-0.49902455924650724,-0.1349853279975335,-0.3835267069153261,0.37902258139013156,0.11167411331272348,0.7155401162937665,-0.568892534349736,0.4750511427833999,-0.2499347790615758,0.366358739360507,0.40645258840132215,0.8396375959429889,-0.272799739739078,0.5743113648825684,-0.2975614317218245,0.182635831668982,-0.3238360741965991,0.031820745451675236,-0.3345257718017436,0.7506247838243922,-0.5466917061479606,-2.3576369478560366,-0.9348467314484026,0.5567344525973965,-0.5414086006574408,0.3370295159120502,0.5768748124418934,0.1732666046904896,-0.8386386373668913,-0.35041046431241085,-0.4216083607881629,0.7563786578368905,0.35539253939329285,0.96461389519758,-0.4899218058441548,0.08775882235330812,-0.0595485219606573,0.20135194367424702,-0.013709293117997845];
k{289}	=[0.2545459564194017;0.3061025895153761;-0.2594347497831722];
x_a{289}	=[-11.163580260389017,-8.192782311944589,33.52747335672768];
std_x_a{289}	=[0.5397854961083622,0.7366347554894185,0.6100011413553642];
pred_a{289}	=[-11.163580260389017];
% Application starting next step
% ========================================================================
%
%  forecast from 28.9 to 29.0
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.0
%
% ========================================================================
%
x_f{290}	=[-7.281716566423008,-3.5181913179080584,30.10219972204837];
std_x_f{290}	=[0.3255744706184299,0.4031057787339609,0.7805184822217563];
pred_f{290}	=[-7.281716566423008];
obs{290}	=[-7.16035818300523];
sqrt_r{290}	=[1.0];
hpht_plus_r{290}	=[1.108601229283501];
xi{290}	=[0.5075892464759066,-0.33484666238726746,0.031047163402711853,0.1318308894755944,0.4940718551896319,-1.1254303706091973,0.02912315998420212,0.28932892555260636,0.17468114958596725,-0.16858730972573,-0.11244455018943089,0.2557268767149905,0.048295698498995954,-0.47949065615678066,0.3196858954756081,0.12231822409910453,-0.15519102378928284,-0.14715205055917124,-0.16459567622678684,-0.9360758383125853,0.017347333462464753,-0.05295588301759935,-0.08686879552714899,-0.5332489611479758,-0.013386103910081104,0.04702900849289371,-0.13391503868946053,-0.6709174375394653,0.03969055192874826,0.3538608882843368,-0.034186094636591946,0.32622452512690003,0.04068083666949818,-0.19951421459347518,0.393939622891482,0.13049351793734232,0.0600111491563462,0.4861600931042167,0.46991842766662195,0.5254031547324081,-0.005883430586099081,0.07086822426134365,0.06266459119068202,-0.2832396888989006,-0.040030761074130616,0.04889952736971459,0.1521854505965683,-0.09543407910003232,0.05510143966157166,-0.27025452976556874,0.1360429420356173,0.47068366706666964,-0.14462633773310785,0.4373607017902277,0.2153629496270133,-0.6842149800933024,0.16492326158180504,-0.2925204209249106,-0.03770030371644406,-0.22982393872007112,0.16894736271140953,0.26914930258237835,0.24279039259837987,0.04201940310527785,-0.05813723313727692,-0.26758620961221435,0.2056223872311298,0.09721063830322674,0.13902516079967508,0.27236212673657434,-1.1867495316663677,0.0746078853455332,0.050616952175119856,-0.22702422898738117,-0.03347233038324493,0.26668060175039443,0.27302737032063806,0.17941327393935946,-0.21351435642183691,-0.011477389639273916,-0.06428538373086212,0.3072168869866223,0.29188081918816255,-0.12833575755503013,0.6270869725188284,0.16777588406705402,0.2909406720701746,-0.9347916163320198,-0.05264263661131707,-0.45707643334281656,-0.10227516396765512,-0.1804709350261895,-0.12679399289905202,-0.04161306910388518,-0.09953776220030974,0.12348148353627586,-0.005723197435067107,0.1760096181955202,-0.0025931853296565777,0.2522194077603581;-0.25339524004901604,0.2385059262973379,-0.49780241533730907,-0.5735095744035434,0.7422113509629922,-0.2422760677440543,0.06550685670836254,0.28689174376643534,0.07199642306677045,-0.3766919260799271,0.5312642326553307,-0.6867179427046541,0.292058035669323,-0.42641028021837446,-0.543318853006832,0.06703859332385909,-0.07617137177673072,1.1807040032992413,-0.3979439980188464,-0.23737220153703165,0.015042826276724153,0.19375428807078343,-0.13546519614989005,0.28525272372280197,0.23073842500674013,-0.5611223821801699,-0.31235825673978734,1.1676199138746832,-0.17991695302861066,-0.18502806027678487,0.3167090465552458,0.5072947444468268,-0.560203037969949,0.2665694709459445,-0.3442850409970437,-0.08844651874223786,-0.1807767399965452,0.4984945404858654,0.5282942570252747,-0.4693036748286432,-0.7903701939006766,-0.3095783356049986,-0.022412107622092226,0.6247977797815056,0.2054641037500331,0.11974664044916006,0.14744308558213826,-0.6582361442591478,-0.6453700272937959,-0.061925716919499774,-0.09624666540506022,-0.18249419634955988,-0.15820584831714335,-0.06325066352359965,0.267455624096943,0.042080245189080046,0.17413621167607252,-0.06145518361097713,0.6737623235268537,0.17673531312310953,0.02359048386391649,-0.24364875271177944,0.04984371373929264,-0.35392550864090255,0.14349061826062082,0.04474396887411203,0.08006073555361803,-0.3172399070516172,0.6813069642535816,-0.20513461644784048,-0.4807129695155665,0.38297064467566333,0.4052886713201165,-0.13351527311015277,0.3136798423082916,0.013094005958749655,0.23386009047563006,-0.1300038774853305,0.246056564270829,-0.25952282247159,0.31792050507554226,-0.3494317038057049,-1.2570455875738893,-0.7735421373258196,0.23034124150211932,-0.26580055855255846,0.2951306305634125,0.2887206462596663,0.04957721783506974,0.5538007325161662,-0.22561521964435904,-0.07299349648593179,0.30326950103061634,0.398548888255859,0.4446916064509119,-0.2609188024248916,0.03608382713388014,0.04981916489233251,0.07969248659712003,0.12396056683798484;-1.2913011379197599,0.9106582055418393,-0.5719732760714926,-0.8662513749798606,-0.18516356065974193,1.9769273652802823,0.02014871070239721,-0.2544620799925674,-0.2610380486660091,-0.049750303565968323,0.7748021259406599,-1.2417703616599098,0.21737664621057462,0.512922641420996,-1.2221603866870865,-0.15169959022067658,0.2285437640681387,1.4473918919571744,-0.07972756992257857,1.6044727090320627,-0.014690172525341438,0.3020851829230331,0.03260484512603412,1.3279338843172752,0.27973008248748243,-0.6626148921574888,-0.043551736987510026,2.3802992678848085,-0.25687288195722147,-0.8878910543951051,0.3998260434061116,-0.10622439329397793,-0.67012273382079,0.6795304331749747,-1.1473991956582132,-0.33153954720004464,-0.29855544841913684,-0.41748918300805116,-0.3550228028168654,-1.5570404769258133,-0.8266262228417354,-0.4623378967962992,-0.14381008971759712,1.1868381279225844,0.29595279884936687,0.029375150611439693,-0.13576507808351224,-0.4939151966960118,-0.790415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k{290}	=[0.09796239298209235;-0.007546139888471746;-0.19978204175879527];
x_a{290}	=[-7.274714676292937,-3.518730680420516,30.08792024332417];
std_x_a{290}	=[0.30772253897935775,0.40289119403289697,0.7482283442146653];
pred_a{290}	=[-7.274714676292937];
% Application starting next step
% ========================================================================
%
%  forecast from 29.0 to 29.1
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.1
%
% ========================================================================
%
x_f{291}	=[-4.723305504882282,-3.460444480527661,24.678723409975333];
std_x_f{291}	=[0.30605798946203155,0.6085575181025428,0.4133870039028703];
pred_f{291}	=[-4.723305504882282];
obs{291}	=[-4.775534764445264];
sqrt_r{291}	=[1.0];
hpht_plus_r{291}	=[1.09408852047559];
xi{291}	=[-0.20318889891636882,0.19683418286852028,-0.3678022042226905,-0.45666557852671374,0.5515452239467988,-0.09680275504638836,0.04781958705441092,0.2162931134174766,0.052993656458784955,-0.2799708161546173,0.4081268034762484,-0.5415651917536071,0.2171672487594254,-0.29924770168281434,-0.4417236327814491,0.045965511054840036,-0.013315207960797437,0.8781380600320063,-0.2970745032929738,-0.14157939154337296,0.009237617419762145,0.14524816688815623,-0.10403618646715884,0.2237392296523124,0.17470140171666593,-0.43996997168463636,-0.2369721061999881,0.8785662589807961,-0.14486527105094726,-0.15416233490948006,0.24697609790587016,0.3761553034210081,-0.4344135277467931,0.20706798667947446,-0.2762549442707982,-0.0668986602522752,-0.14925846661917852,0.367983254285142,0.3908993054315397,-0.36953039434883284,-0.5979756991195782,-0.25102913071889876,-0.015486182839376639,0.4677626362055376,0.15277599301112232,0.08758176309324295,0.1031663685725297,-0.4852356335984309,-0.4932519006677927,-0.049431515190602404,-0.07716669278034871,-0.1505059806229223,-0.11273341252824931,-0.062144986269621505,0.2112323991089804,0.07119053289776289,0.12082043841283419,-0.028730042431315717,0.5033033462849268,0.14812494879666627,0.023831534315966962,-0.1964330254427109,0.02590032561480271,-0.26966588874944364,0.11301368232470388,0.05315164969423769,0.04381798555048899,-0.2438615401345423,0.49302913857620734,-0.16216217760351181,-0.27687839149949056,0.27405961656542654,0.33767695704272693,-0.09082409165779293,0.2475609410923738,0.004843103980638475,0.17392772178657,-0.10192140737240507,0.19538753420926813,-0.1995235603854013,0.24753060202415966,-0.2823491405360201,-0.9943109647212696,-0.5878840179840932,0.1588529970891024,-0.20255602395142702,0.2138195335704518,0.23032613387404233,0.03914398056080426,0.4312095526884425,-0.16852711048559854,-0.0481874963404465,0.24326347047918606,0.2939144825672573,0.33217564537289945,-0.21277535146339854,0.008645538094375738,0.061900570841626035,0.05780733378950398,0.07064264298862089;-0.6263341201842518,0.6080384895402506,-0.5140184956041312,-0.9672452304673538,0.5192062854985093,0.8143330336377939,0.09266667831867936,0.1723938015217601,0.015479915974488279,-0.3549950486621922,0.796970641164437,-1.182757366693373,0.3234194138825468,-0.1127197664675812,-1.0849515988244613,-0.03950600949797778,0.3817513622103226,1.5713283987980562,-0.392733719037893,0.41398041122672957,0.019919929712775453,0.2714966304452786,-0.1106154255361731,0.7309082336473018,0.28870250182946533,-0.8329996996960638,-0.31701153835171114,1.9925530986372264,-0.30588242617732453,-0.5907167387786227,0.5320180786217081,0.3459814050497392,-0.7788165568517158,0.5344272923996098,-0.7630782414668316,-0.2395824185696216,-0.39516944717253066,0.2685165959703464,0.26071628986222173,-0.9596562404054518,-0.9329403532547529,-0.5659284124482431,-0.0013610181306029645,0.9748349294703584,0.27799536155822135,0.14124267343785357,0.01779446049277844,-0.6469105622257052,-0.8664791986248357,0.033424829990657656,-0.2247928190559363,-0.634564028682786,-0.0477214095763383,-0.5135833320035053,0.2978420572561098,0.6958902483577587,0.011455279624045467,0.22139662785081082,0.8692576607138016,0.4477113439848286,-0.04338473970568968,-0.5419411523888531,-0.15651649763164377,-0.44895865050003936,0.2692482665898548,0.37167203101898405,-0.34452703462661827,-0.48929895271277024,0.5946779303792895,-0.5213852548081501,0.5075740229955259,0.25909616913953704,0.8164532068394466,0.052074609966601404,0.4703520525867302,-0.2013326111651632,0.08833772390287375,-0.3191406830810255,0.5141792509733198,-0.34415633207210305,0.5322443304375422,-0.7409188730032366,-1.9500423954033304,-0.8830796644158356,-0.30641931766106323,-0.4933016937993795,0.1315220563595183,0.9675837083735881,0.10541069443354578,1.104381076827977,-0.2138917254995265,0.07317433905251391,0.5974585404265049,0.5660944102496956,0.6222654026378112,-0.5167809915068937,-0.12552803992165096,0.23691725051707113,0.11698388600017218,-0.2976790880436333;-0.474345289376231,0.4437689172847925,0.12616432079570217,-0.3399677391646385,-0.5654535603166195,1.3919371001724485,0.017527777076583817,-0.2677292142400205,-0.10892165218758976,0.1638446656638095,0.22838655374353678,-0.4385914980120269,-0.042152505227132764,0.5581939136664289,-0.5572327827672119,-0.165452709995499,0.5945461765922033,0.2688448780846677,0.1414291948528721,0.939458538814204,4.4165547462071686E-4,0.06203880988988075,0.08590133335042438,0.5458274022985421,0.014368407918546211,-0.1729552851337708,0.1016908717569045,0.8689453735946948,-0.1088321404168795,-0.5185004596923264,0.20663484163712909,-0.39693313626015936,-0.10494910028305782,0.3005508078944814,-0.4829792099226218,-0.19204016705368332,-0.2232266463083441,-0.492997514517878,-0.5650064787355085,-0.5576146574309604,0.07268230954203858,-0.23587178992218583,0.04537129418023156,0.3402933592611781,0.04595044104193846,-0.010504076487329428,-0.2329895038104226,0.22282681245584257,-0.08047022969376627,0.1714773232920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k{291}	=[0.08599717364248605;0.1532167626391309;0.020823209145134917];
x_a{291}	=[-4.734870720467395,-3.4810496331869967,24.67592302837282];
std_x_a{291}	=[0.2946916304442516,0.5852520231601244,0.4114473354175556];
pred_a{291}	=[-4.734870720467395];
% Application starting next step
% ========================================================================
%
%  forecast from 29.1 to 29.2
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.2
%
% ========================================================================
%
x_f{292}	=[-4.60673851430227,-5.506660260389581,20.660160527065027];
std_x_f{292}	=[0.5235086405792233,0.7587961246879374,0.35126746790149666];
pred_f{292}	=[-4.60673851430227];
obs{292}	=[-4.757898857619197];
sqrt_r{292}	=[1.0];
hpht_plus_r{292}	=[1.2804556496038497];
xi{292}	=[-0.7956386940261186,0.547530374831382,-0.400250005073965,-0.6945983160185882,0.2648727003367739,0.36479126075870827,0.1144900506254567,0.14949595153281514,-0.056720145270987565,0.22677498971884003,0.4787012708294025,-0.9245879366753336,0.13138072716159055,0.14816760963666997,-0.8993747387348998,0.020938124977181616,0.30439518919559294,1.4022193455530014,-0.2775540138548278,0.1612913569428116,-0.13302018847436514,0.20824524316279813,-0.23412347387245713,0.4161718369929739,1.21980071562365,-0.4662340727501739,-0.38158337546306154,1.691168793099021,-0.598959765013265,-0.5108013419052408,0.4353775527687773,0.1642109909886802,-0.639451243776028,0.5100806143493601,-0.6107304086398972,-0.12099205118991652,-0.553507865016539,0.15872280547925843,0.2672906464322402,-0.4918940183664038,-0.7495686133931487,-0.4658617615042111,0.056949309168726536,1.0464705886934826,-0.1517924612784034,-0.033773614214871905,0.1279049240419754,-0.5415145776519479,-0.6438650008578826,0.025967740830530772,-0.15709348367152298,-0.5127473188877074,-0.07457947198220793,-0.4745260906932458,0.24797077629051856,0.6298414488702933,0.014322073431456417,0.16536814577897285,0.7578264511790653,0.34516558710298817,0.024327407156571113,-0.390304787459975,-0.15992138529752786,-0.3896807695358433,0.22834350634112965,0.10036528895990848,-0.025606307126882832,-0.5045108757623895,0.5120531572845461,-0.3576512944694068,0.46165836043250064,0.2513382191763913,0.783687928917451,0.04102205770584533,0.18180175694395295,-0.11095883429098397,-9.368152322206669E-4,-0.31915079932379875,0.5591013583796443,-0.3156781986763191,0.47820439822864724,-0.3578493450694058,-1.604208269556156,-0.6797423571854475,-0.11835464393653528,-0.7019316243293208,-0.11065386097570418,1.0447871726148281,0.15650479576941567,1.0566265676261803,-0.21355905588651414,0.07652259890862645,0.40860510071133227,0.29764197251487,0.4807846873913837,-0.802901612194276,-0.10932702264959993,0.2134447875715173,-0.03706958177670039,-0.2553848300274826;-1.1861926524277617,0.8466549713734901,-0.4648097897019996,-0.9878605763691644,0.14851596088762875,0.9279457261682973,0.14738742371236757,0.10319168563633685,-0.12128336187929545,0.3635519926546742,0.6731888004161792,-1.3188401972344366,0.14018077539973728,0.38520220601059396,-1.3334066331801147,-0.035553326405941554,0.5830021278671706,1.9222157388898689,-0.3076162030624152,0.518829119950512,-0.17948456116138,0.2786483525418495,-0.2770732146975696,0.6986133573417872,1.6469573054745141,-0.6358057579316521,-0.4560814164684297,2.481955779093637,-0.8177490747973888,-0.8369374177443962,0.6210064517792864,0.06621100450941064,-0.8464362669964629,0.7585446143026333,-0.9444883165401201,-0.2254370214458099,-0.7995441554851572,0.031537999787107474,0.15188919345042606,-0.8021832777383535,-0.9158805155939564,-0.6758771710122025,0.08852379656619647,1.4782530011373272,-0.19641191419371395,-0.05401589805232643,0.08336636100683315,-0.5994212098600062,-0.8377933429014428,0.08368158971108475,-0.25518510317637944,-0.8678249540097838,-0.027986183494288497,-0.828750960860476,0.2998937049404953,1.0838425680867454,-0.08738963426472068,0.3420793576543284,1.006775252200364,0.5395967078231241,-0.014183391625013364,-0.6149336501686742,-0.31217691932137637,-0.5064520806893968,0.342056416923028,0.26053279562162324,-0.2302335347338218,-0.6956125348731934,0.5674432749836047,-0.5894315706643711,1.0581766004339777,0.2270130880673218,1.1458201502865313,0.14409238392315338,0.2526115429940585,-0.2547037633922349,-0.11473143316396861,-0.4951735820209864,0.8173767025971186,-0.4179456837564439,0.6776108648985595,-0.58822383860364,-2.1527024190412334,-0.8139349929320137,-0.44946984041662397,-0.9871977211341454,-0.2716458861116333,1.6423366975691605,0.21952909494687578,1.5705883580844855,-0.24536816029440978,0.1710522299438919,0.6200312098905192,0.40918262648732995,0.6532480343507521,-1.133973097607103,-0.21836849823094262,0.33517758170963763,-0.04940797658013096,-0.5359318960372095;0.28606306506112134,-0.10526293669224529,0.411871779680574,0.3406738598896446,-0.6844589800229635,0.6916805623929037,-0.09653982930530347,-0.3480184270311817,-0.06800849017210453,-0.018888253667221022,-0.24212385534472958,0.4766801259652098,-0.17681010233726013,0.30721069587751515,0.3631940749745972,-0.16192183124088189,0.18432589030085467,-0.7713685720979448,0.3220941168214182,0.5263599064999411,0.06568537773747707,-0.14340266255186407,0.2211913214391643,0.040585188654851834,-0.7572567865646072,0.27588497307516135,0.3599152569946078,-0.4833631283138331,0.37046936284563614,0.017262484105060594,-0.20820101952881487,-0.4702344727664354,0.4526910522185261,-0.18135138851739185,0.14335465843578277,-0.05623951007724415,0.2556295902318908,-0.5315940576994045,-0.6510072641952149,0.011353604871242595,0.6908705533963051,0.1954804408912807,-0.026294297902186514,-0.4911328247177913,0.09066556026907335,-0.02537423198117139,-0.29000690295984555,0.6114554916891031,0.48816196289728353,0.0852283241007008,-0.00719744002754652,-0.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k{292}	=[0.21902800748359982;0.3140836679623974;-0.09859328712699199];
x_a{292}	=[-4.622619028565281,-5.529432736960777,20.667308983193738];
std_x_a{292}	=[0.4473980750088391,0.6488165554660998,0.332410693608709];
pred_a{292}	=[-4.622619028565281];
% Application starting next step
% ========================================================================
%
%  forecast from 29.2 to 29.3
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.3
%
% ========================================================================
%
x_f{293}	=[-6.474527864782016,-9.258714526907191,19.411076997093055];
std_x_f{293}	=[0.6320973956339037,0.7911101656052708,0.8387929226731916];
pred_f{293}	=[-6.474527864782016];
obs{293}	=[-6.712183549088585];
sqrt_r{293}	=[1.0];
hpht_plus_r{293}	=[1.4103140957600209];
xi{293}	=[-1.0324392675081935,0.6406804743125152,-0.5216350892915402,-0.714864042317819,-0.21990348053731434,0.8984161483953299,0.17951930304812969,-0.9078766450236513,0.10889414590373825,-0.1031598578849433,0.5017380955900252,-0.9138710932128458,-0.13589258916301006,0.4363675192644294,-0.6144948718573957,-0.4766002489690635,0.6725804835563771,1.2695907069655048,-0.2529684667075234,0.5457399173005086,-0.1803434051521995,-0.04767215066157959,-0.4215527530523362,0.5237078928444978,1.2123454217806904,-0.4155995928298557,-0.4166187596483599,1.9549230927726962,-0.6452040780685326,-0.4749936270496251,0.6133895105863818,-0.5583098413711962,-0.615905312522143,0.5642313281744169,-0.5953435367660056,0.2603879843381156,-0.6728403561232472,-0.041036531487096184,-0.2785617173566548,-0.6081116493214731,-1.0493175440959774,-0.581258709863369,0.17126077975314757,0.8745841946418365,-0.1436791861867297,-0.023604947476087546,2.1516410087928106,-0.26243424002183513,-0.9481346366818091,0.0853277690266232,-0.20547926582782328,-0.5336506393547538,0.4089821531519018,-0.48918715610152663,0.10895217663463264,0.8027179114116034,-0.1678186806062758,0.3742109390515145,0.9060898315339712,0.6867338849986897,-0.10389571817398213,-0.5487733575504148,-0.24674698353604363,-0.42347153392890036,0.29154796329599986,0.09567306135578946,-0.30127916470786875,-0.3685977948594248,0.3787761227528659,-0.5294077303120472,0.7587959545406431,0.8329693997080287,0.7786901277782912,0.1287863465266259,0.363664351438584,-0.2898143196013514,0.3225702383909548,-0.4515713763224918,0.6770789820749314,-0.2068195107760893,0.4391948363878857,-0.22799699834824771,-1.6043820236858197,-0.5611606905441455,-0.523727684462056,-0.7223767865912851,-0.14791995130853497,0.5692945950435035,-0.1482575949648659,1.2815993123627107,0.0496270102676899,0.015491319941613568,0.5616612236638359,0.28949485430958166,0.4590410014367201,-0.855934793957454,-0.3349163131521413,0.01750665970219245,0.26137468447449574,-0.6584364223998813;-1.2203270137157087,0.8155052919412924,-0.5324209755120108,-0.835567756553198,-0.5021754275503856,1.392949797041119,0.17758644835740078,-1.171815362390939,0.07223855133651291,-0.12083439097711945,0.5803211861194324,-1.0405569819918092,-0.23159740318277677,0.6399239002875703,-0.7617018441373133,-0.6426134172383762,0.9209793269772728,1.5404873977687732,-0.24136356339481324,0.8644746504891128,-0.23594846078386844,-0.10021496597300406,-0.4716328203076454,0.6990056794427435,1.4462102432604755,-0.4782904128813996,-0.4344966013088385,2.589609938910251,-0.7207979335392007,-0.6660981529244498,0.7372971562751367,-0.8349478377808559,-0.6644511817538419,0.6924448121376692,-0.7735123069909733,0.25064991409601944,-0.8009156048974262,-0.24655083316686266,-0.5658799023646619,-0.8127113098627667,-1.0446725803894168,-0.7026079784765606,0.18450723381744893,1.0551911800113896,-0.18750133555975346,-0.06560157593661131,2.7448797708245323,-0.1818576486519774,-1.0144168847195285,0.11909717881956716,-0.2949176530119768,-0.7567192462189105,0.529116042999922,-0.7240342755028308,0.052998712794002145,1.116474347537256,-0.3150839544942752,0.514852475431697,1.055071051607145,0.862938444549119,-0.18992038524706345,-0.714117113788518,-0.39282233039462966,-0.467979833200884,0.332369476546722,0.18283020731620603,-0.5561594602157296,-0.4317715383725922,0.2961739481365253,-0.7106913372493366,1.2197121849332166,0.9129169147257432,0.9645708248111031,0.20109606216864684,0.4098544288449979,-0.44738919631584295,0.2749458914466558,-0.58610789206584,0.8234770218476228,-0.23802469566803452,0.5047462143665218,-0.3661306588497144,-1.5597185880718811,-0.5158849073268694,-0.887364725978534,-0.8240533508491374,-0.29614851095449524,0.8011454634322579,-0.20012178047544182,1.6490603344861583,0.09107826667990793,0.03960699915264598,0.6943476047284687,0.305169767881436,0.5078462909926742,-0.9735159719382267,-0.4743274322637756,0.018941707511093142,0.29295272876384004,-0.950567768236926;1.4152185087137816,-0.7566815761450876,0.9117429357387437,1.0194594112269826,-0.2392208718736839,-0.43841425013214064,-0.32260382149146594,1.0309438659119685,-0.2740357393762025,0.1851235951604373,-0.7207501804508389,1.3486943475751971,0.04361744077315777,-0.28908974119434916,0.8007028912467256,0.5007002442284829,-0.6327587885415298,-1.7463313438317591,0.4909187399594437,-0.2235788186611174,0.2149895339918082,-0.018912482075648995,0.6584548335882516,-0.5275524728016983,-1.7356969501276467,0.6004809170582774,0.716186886344282,-2.1165860800556935,0.9739319190336531,0.44088859869103203,-0.8619266345944041,0.4011345826987238,0.9909278392846659,-0.7404682600067254,0.6891742367739049,-0.4903020325156895,0.9332850839371112,-0.39307465890637516,-0.11957115839915033,0.63795407497215,1.8333879058436615,0.7843294072413052,-0.277478115874203,-1.1751344790598708,0.18230771560864412,-0.0425816885658179,-2.7400316592764753,0.6650511517013875,1.5289028989890099,-0.07070641848683223,0.17437889958742403,0.46807011241312324,-0.44681634285574745,0.3779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k{293}	=[0.2909380945660206;0.36025224626063074;-0.37050435859538683];
x_a{293}	=[-6.485032972441591,-9.271722409691389,19.42445506015211];
std_x_a{293}	=[0.6127408224614763,0.7592179063467146,0.8319453190109821];
pred_a{293}	=[-6.485032972441591];
% Application starting next step
% ========================================================================
%
%  forecast from 29.3 to 29.4
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.4
%
% ========================================================================
%
x_f{294}	=[-9.9536354753573,-13.702674128861005,23.458460955328892];
std_x_f{294}	=[0.5664494236062055,0.3393001275117648,1.6022464155637652];
pred_f{294}	=[-9.9536354753573];
obs{294}	=[-10.226372060031514];
sqrt_r{294}	=[1.0];
hpht_plus_r{294}	=[1.3252730660040397];
xi{294}	=[-0.6606084570481041,0.45865197650214995,0.6994670240080207,-0.4492904995895408,-1.0899943342784724,0.9420529454929998,0.20853655357528922,-0.6117980182780052,-0.07408565960543001,-0.12878510494727458,0.47467742228214505,-0.7510180489130835,-0.010458842401069646,0.4645642977625233,-0.5087663544485128,-0.5639504905297255,0.4424135158803715,0.7695161305304197,0.18124464540968965,1.0278107585494478,-0.42120686949289876,0.2320813106566817,-0.6377764880060273,0.12156726913860894,1.7920809561792943,-0.34436544018988613,-0.12876423099972456,1.6536440800679113,-0.4200636145675567,-0.19033027978108663,0.30522290056544854,-0.4321309407116871,-0.6558611273769657,0.3550101568130426,-0.4470037111273477,0.04553005399660748,0.1882669886225532,-0.4198142696005096,-0.8084167297411557,-0.06561627622116717,-0.5610505790384561,-0.31131541211256497,0.07249264374286746,0.2795083402738623,-0.2854931961281224,-0.06754370917032304,1.6946391657238404,-0.2425197247797577,-0.9442515478151225,-0.706862955473099,-0.1226355082068391,-0.18497838758707275,0.17915273549520982,-0.5372259086925055,-0.15430859215118709,0.5872241743053657,-0.13449317223949286,0.08651371795293628,0.4275573329288278,0.4272360268929898,-0.2158254130854349,0.28052195645914146,-0.1679899157232594,-0.0743253492370588,0.13371650834877968,0.02463660384680999,-0.12810120145201687,-0.23926697481886983,0.3192857777961411,-0.49138012100586437,0.5947580882009369,0.6992432329974623,0.27454807757773025,0.1264108597656577,-0.03760925364106882,0.0643868838663586,0.2160952452043734,-0.21055743809681715,0.0019585104233410533,-0.17824363894560946,-0.1551031351892842,-0.33173886484030035,-0.9562481305073565,-0.3409264741124378,-0.7646158203788396,-0.7720700336856936,-0.2883772710870378,0.9018669896033114,0.11308846751900425,0.866823978614244,0.049265759684171684,-0.3372662512489235,0.5995561137288732,-0.05502598198985886,1.7791612576826896,-0.2599996691404307,-0.4676375242698434,0.09558908339730898,-0.08588008448661455,-0.626603489872835;-0.00599266057240655,0.13246190546976955,0.38634784066801586,-0.026535459415693907,-0.5531682813594401,0.8216856366222771,-0.08999638583726899,-0.23640681639071381,-0.21221654502409137,-0.07132919198513044,0.032308733814584656,0.09964292774247951,-0.18787855504063877,0.27588943697132073,-0.1242405208191304,-0.23792238542760025,0.23828794526720465,0.17441777452451745,0.10692750578128063,0.7182088371361228,-0.14814885949287948,-0.07063656931687312,-0.003555099465453182,0.059045989136885524,0.929487336579399,-0.0635259174985876,0.055169573277952466,1.118165285421858,0.016984268047679052,-0.26173464866913143,-0.03272804989097189,-0.423924410903064,0.093934753448643,0.029222806365893916,-0.20134381064494278,-0.195931361916168,0.03758222807408629,-0.5333980393256539,-0.5772291933093445,-0.2102889930143359,0.3961342738601168,-0.09328531899996584,-0.10924168609178686,-0.03419737870201445,-0.13139745614545184,-0.1527686054344155,0.9687942185143221,0.17796246668229188,0.33021387090141374,-0.06901506606439867,-0.1804260974757348,-0.2992954237838106,0.030926752425292747,-0.3675249180884297,-0.2669275445290875,0.37460368214625106,-0.30097321504181984,0.045967653662545516,-0.0658864461730051,0.09626324787803853,-0.23234457461618518,-0.04485698098378066,-0.2721706416070351,0.020740566283464545,-0.09108801373700004,0.06816800109238308,-0.4500076995533835,-0.05103720596570582,-0.27937459351329785,-0.23979496755736562,0.6525201002646757,-8.127800435868693E-4,0.01146233505822103,0.037824056650535454,-0.15172412038718974,-0.22008746911073018,-0.22681664753349118,-0.1619495241584339,-0.09195567309657982,-0.07799180178004228,-0.18552474252451923,-0.28569531688263794,0.9520976539571926,0.22557863463469197,-0.6332725119901976,0.06538469749458997,-0.34979187326785066,0.4921063352599422,-0.08237188536000595,0.39811484291761445,-0.005051067454688862,-0.07580018940820565,0.155533126813987,-0.17925701380053738,0.9376370682005035,0.0450712439388159,-0.2610381847307863,-0.052812355905849984,-0.15274354054838568,-0.41443332561969193;2.1578958481473265,-1.3131754177606325,-1.6977062275250283,1.4717859028288665,2.645656828008498,-1.7544437477857358,-0.8057605677943798,1.6630995743703423,-0.04960124880915373,0.3734087350858779,-1.5199448546391672,2.5685762343924843,-0.23587699667120177,-1.058035752297993,1.5128090919972585,1.5123728469232383,-1.043550328484649,-2.3770734337169586,-0.4032831529479921,-2.2754509815157355,1.197170807747952,-0.8511526395244147,2.083407779867894,-0.2453750712927203,-4.9286914391659025,1.0849953872498723,0.5661751944694942,-3.9308636905095327,1.4483468789663227,0.25938753259269376,-1.062397190347692,0.7934666307736187,2.2859546078617328,-1.1108204093723302,1.190523633985606,-0.42560245722570755,-0.5174198425769347,0.5726595843415403,1.7494397478228194,-0.06630225767507625,2.4452781949121345,0.9307613435886992,-0.37153905878812665,-0.9747932754561077,0.7887967073597828,0.02994594006975504,-4.4427799710409275,1.1344637268737756,3.481949192887484,2.2071972980145524,0.1732979075191068,0.17278852101817677,-0.4986693352675573,1.2171221504293221,0.12595398058967078,-1.329982185087406,-0.004682939673724462,-0.1418962008050464,-1.54366589791033,-1.2481112105684957,0.3867711525064905,-0.9818863134585278,0.16232950859478734,0.33601487570062716,-0.5501757752538232,0.07214260853485399,-0.2645766438875512,0.7509118058396318,-1.552179983190907,1.2736408558495427,-0.8322781982268097,-2.455877638176368,-0.8676964938770908,-0.31798756951884855,-0.07454968858924005,-0.5256411969769559,-1.072798885769096,0.48740648503940065,-0.10591566924565754,0.5337115267909667,0.2679118183457767,0.687748298764987,4.3617468034678595,1.5282953861976019,1.5226627008255562,2.5755739146864443,0.441193000342178,-2.239520157558591,-0.46308843772641595,-2.3069978475788986,-0.09820354577809098,1.0468902551574466,-1.7649977541342814,-0.04863030304051463,-4.834961871261513,0.9791165749592068,1.1687379907004782,-0.34984186657065663,0.08718087629097937,1.421779372765453];
k{294}	=[0.2454385245938803;0.09629803299452325;-0.6773628074779389];
x_a{294}	=[-9.978249129265912,-13.712331318823862,23.52638987456199];
std_x_a{294}	=[0.4951456237249443,0.3208019812420856,1.417690690769291];
pred_a{294}	=[-9.978249129265912];
% Application starting next step
% ========================================================================
%
%  forecast from 29.4 to 29.5
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.5
%
% ========================================================================
%
x_f{295}	=[-12.342070921680588,-12.360806904035721,31.97563422558128];
std_x_f{295}	=[0.2972018219349816,1.1536602704315457,0.7826571697960184];
pred_f{295}	=[-12.342070921680588];
obs{295}	=[-12.329092768246571];
sqrt_r{295}	=[1.0];
hpht_plus_r{295}	=[1.090093837199319];
xi{295}	=[0.41800300183946604,-0.29742396401992544,-0.2659378913888659,-0.08000344626133504,0.054446388337684226,0.3501647814229578,-0.14611126879644765,0.2415922480328767,-0.032886527189043946,0.0510644041374988,-0.27195508945547964,0.5179939170053913,-0.21516474395673058,0.047500690332901385,0.13562903544337956,0.13804920425406486,0.030217475239986413,-0.34927142856981774,-0.007492448353492165,0.13406036755515593,0.16171360470344354,-0.293270175358721,0.4332212437286387,-0.008045022136400348,-0.43601316603143836,0.2269792284558374,0.1435434199848924,-0.035846572940348764,0.07826364219103255,-0.1594333677578117,-0.23762226960114674,0.02539345357060796,0.49323663890344704,-0.20656635800859924,0.17276277990833755,-0.1078434798652772,-0.08739166679598043,-0.15725472379113725,0.023948774334142442,-0.07907853806022835,0.7261575416148602,0.04245861216384661,-0.09741716070495876,-0.18398965408536583,0.08895592731503399,-0.11507978490660165,-0.24796222824900838,0.34129693151891516,0.8691352538854265,0.6911792548845952,-0.3400442400080763,-0.136244115733005,-0.22238879568083192,0.019306313660925056,-0.13878263675377056,-0.15057099308613253,-0.1622400224449887,-0.116691052290399,-0.3959319888951658,0.05692769465939307,-0.09855181168174987,-0.18766018238744486,-0.09187199889017705,0.07856763684891455,-0.29839660845078697,0.07670352227315647,-0.2504633842639574,0.11173987020331211,-0.4817275482298662,0.1320005536376847,0.2651900087027439,-0.474644259788116,-0.1858724584702216,-0.2967381089590351,-0.11367334029541354,-0.2319518355826986,-0.5647606281252973,0.039052730509641975,0.028532446136392053,0.06019414948985258,-0.13287371314734742,-0.03140023888799881,1.2773120548690873,0.459569965980247,-0.11204741045065347,0.49879605161460994,-0.05776416298600395,-0.15747418389382695,-0.2242958548341587,-0.1657997574391672,-0.00708780636983164,0.5889701108637464,-0.18377957294273806,-0.0274369459282493,-0.33723424952791525,0.4983720748453191,0.055081464608774056,-0.08956613184131612,-0.2808589230809577,-0.01739853203693187;1.4178975952122332,-1.5062852435697565,-2.092700785205629,-0.992457401651615,0.9197265118439599,0.1848464252896047,-0.12878680246033625,1.2949547030774387,0.5045350979900451,0.33306864674860037,-0.928943620084496,1.5236051946291251,-0.5011633451728645,-0.10658910992360049,0.5249038694016281,0.830632810640175,-0.13088929648381686,-1.4036507327919558,-0.1476736724246841,-0.47644230145184885,0.8399206165786826,-1.0326723285439652,1.5227295497089788,-0.08988472105321321,-3.4509351425963573,1.0000557778935697,0.4079557206431339,-2.0926542365332104,-0.17374069826110095,-0.1550617583270899,-0.7041118514958313,1.0511359970636,1.5153560904238361,-0.7317794619975029,1.0482337948107876,0.1871628486825081,-0.3390642348864574,0.5076667745061929,1.1161817140124892,0.22812762238936557,1.807576104840745,0.14386713410618057,-0.02801624479208442,-0.44817790043697414,0.5577440731482923,-0.16436636029483154,-2.5885294187545664,0.8710437208349298,2.3873803681658394,2.8720022229948867,-1.4530902949873195,0.12654695881412792,-1.1447954421135105,0.7122062960927504,0.03850507200893638,-1.4918063723887567,0.05142596984071268,-0.7299679383638811,-1.3148424948431838,0.5624056585997383,0.0358690973349578,-0.4501425515426778,0.2751128304469006,0.2401633583734597,-1.1319326781356924,0.1941320740899073,0.11206433641486235,0.48740809859100054,-1.0582989863041057,0.9059376896902425,-0.21153983180342273,-1.4900901807294389,-0.6450881506702117,-1.6916113362272949,-0.09543007607386755,-0.3481848766361608,-2.014843255789131,0.5064731658854473,0.5011385158708563,0.34953692059443675,-0.24726925677997258,0.41793264503113114,2.534718474004217,1.1985109014404287,0.6738305381379543,1.5110196451250317,0.5653801002259957,-1.4717037492858935,-0.7840836593065159,-1.1454943579311845,0.03372254571325328,2.749301032913385,-0.6535985060075191,0.4417973942841069,-2.785069366390845,2.066491596269442,0.6094916217308946,-0.16412414460907954,-1.1432875851426925,0.5814382380949432;0.5108676662222607,-0.9125043554624206,-1.6736566117701912,-0.8994151565848867,0.8298285929367637,-0.6501714959391478,0.23134317182705644,0.8110222890241658,0.639818709847745,0.26839920027641284,-0.3186066849400824,0.36671756787261955,0.015014411027362229,-0.21560757610487613,0.24382685656787118,0.5709863325154672,-0.1784128108214773,-0.6723788942411062,-0.13625781979309082,-0.85136899712667,0.5181923471766439,-0.3874447434448349,0.5867881352891899,-0.06384522251762803,-2.904754569936756,0.5270210790292751,0.10290218322086275,-2.3360112162390863,-0.38556686910541416,0.2399563743873685,-0.16927231426189238,1.0682644338717324,0.419622907945147,-0.2684417776923276,0.711193205811874,0.49589126528013594,-0.13927055468444394,0.9383537877581887,1.1236101928242803,0.46563960076326794,0.19526514795354188,0.06244151732548886,0.2295955841671642,-0.009751905330968924,0.40230987293668363,0.1319466649504406,-2.3586557119156915,0.126017133289956,0.44688808961629434,1.3815485140857575,-0.7248839137298404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k{295}	=[0.08264778143392602;0.2675861419051253;0.08824398653352296];
x_a{295}	=[-12.346260131607785,-12.374370178241017,31.971161357973862];
std_x_a{295}	=[0.28596593814386817,1.1366295450714086,0.7849238205478601];
pred_a{295}	=[-12.346260131607785];
% Application starting next step
% ========================================================================
%
%  forecast from 29.5 to 29.6
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.6
%
% ========================================================================
%
x_f{296}	=[-9.677461828022693,-5.214550280120715,33.210857658177986];
std_x_f{296}	=[0.681439700179651,0.5982245251633044,0.9000756360725735];
pred_f{296}	=[-9.677461828022693];
obs{296}	=[-9.367963807320303];
sqrt_r{296}	=[1.0];
hpht_plus_r{296}	=[1.4691849968242194];
xi{296}	=[0.6911354805574703,-0.8675671149359232,-1.2902858631412268,-0.6794477622240649,0.7862719782745131,-0.3703899026696327,-0.0261695973443139,0.7463480116269317,0.4046656109063118,-0.06905603393226123,-0.5338045792397192,0.7162195210745228,-0.08288731800751314,0.11717301926853096,0.4552410025247813,0.4957656778850481,0.10075412209109302,-0.6821405915234013,-0.11970829638099012,-0.11119415108523256,0.4044899130821733,-0.5291714295422096,0.9867758467481078,-0.3231146264925169,-2.2381838688529356,0.5520427026530133,0.44805616055403696,-1.586182257316933,-0.1971052052164346,0.06520899307663974,-0.3408410357065623,0.837063883840834,0.5248305174936903,-0.5030398005681747,0.5858256201183778,0.26490567280347044,-0.11381297641078092,0.670395677640732,0.7876939187561316,0.21912331693021692,0.7557681499786852,-0.15305305026159743,0.3134716184038506,-0.32917151162728686,0.4087549476636241,0.03645999340007755,-1.8137249192418583,0.3569671091090427,0.9811970543194803,1.6628535970285405,-0.9119260116610128,0.24049451067037886,-0.5761208359791326,0.12865769787130432,0.1680490813126383,-1.0008343344035673,0.16844853083444455,-0.3872663059348369,-1.0057583450522696,0.33922452407860604,0.062416582718030966,-0.27326373869437504,0.6060268476468789,0.11115778312945146,-0.5213974637261831,0.09218324861922866,0.23012240877234902,0.26802204333116464,-0.35119038414819315,0.47140651716568804,-0.23303853831198218,-0.7194447307235254,-0.2941424624381135,-0.9676843982460586,-0.19057198978084067,0.01653459468252727,-1.036705232089293,0.3640932323729782,0.20192984083791643,0.3377100223013514,0.015462706581875096,0.3165709652304667,0.9354153935291265,0.2501489155591585,0.285733674722799,0.6566207085747777,0.43951755857269426,-0.9397166152126122,-0.42216502079294216,-0.6736321739970972,0.02497550209327315,1.4719159458736826,-0.24672620458647643,0.3443346519934014,-1.7879807785564026,1.20708782136456,0.6541960332688852,7.503840954630192E-4,-0.7482327036219054,0.4631833140638264;0.3436189411133972,-0.672729100916178,-1.231885931507958,-0.7342072718615977,0.7524891567106105,-0.746528767328491,0.1617697726859868,0.6183053120988014,0.5103055652909845,0.05059635036302712,-0.2468151799449485,0.23765393709301463,0.06511651160581877,-0.12515400714490088,0.2311274691011631,0.4213923312148822,-0.10449026128928018,-0.44869467027618004,-0.15403184444774087,-0.6166995927341477,0.33258765431552106,-0.2697590821729037,0.5515052795960749,-0.19504472454699062,-1.9647344963078108,0.38042796810126145,0.1461768080369925,-1.8346424446101306,-0.37731403734251234,0.211644471962269,-0.1291538289078913,0.9224112625636822,0.1617023363023078,-0.24854010050801278,0.5215385733582529,0.4002218344419548,-0.11170231582473722,0.8597250997832777,0.9139288211874952,0.35468639825194703,0.06846888183543509,-0.1015867932427561,0.2783637959006615,-0.058329602968282934,0.3110683168576367,0.1203578795130289,-1.7388280943040222,0.009866699295073111,0.2569948048774817,1.250291584051093,-0.539551160536611,0.3982813165032839,-0.5031654191865078,0.4008263384451132,0.3247615468504961,-1.0039567986314353,0.37880014211499624,-0.3918604811984885,-0.35272225192581264,0.345402524343454,0.20250201095191134,-0.03806367391954968,0.58182549774605,0.009011735254877529,-0.32256918809833746,-0.013252657605697493,0.607304937617112,0.16393463991446477,0.14661420791696855,0.4546089086074643,-0.7514160323984056,-0.24366548106825725,-0.1720767206185112,-0.8118260251642528,0.05453959220148441,0.21890665867996173,-0.45867198361079176,0.3559150865145355,0.29720692749854916,0.21708601789753335,0.08955059047202862,0.4092881181492034,-0.36882094157425094,-0.07123595654164205,0.6775660403361385,0.22550187428263513,0.5971152691162764,-0.9636132493194358,-0.21843022181109095,-0.6554257278364002,0.019887442495029717,1.228051649302397,-0.17272449977739335,0.42327013436455996,-1.6684182144839852,0.8705167111572445,0.5326236190177882,0.044287903068220835,-0.4296564957849123,0.5424640709505049;-1.066939260217815,1.1225904948745793,1.4905543399159455,0.6774166889212339,-0.8748695718532531,0.052142854797814664,0.18102199522034823,-0.9034213094389614,-0.3423275526703975,0.17308358080960318,0.8275571559633619,-1.223628386629553,0.21460543416248612,-0.35904561261361323,-0.7006068167354158,-0.6053287431119756,-0.3091220173459419,0.9505143009028885,0.08525388782415888,-0.36385431503101273,-0.5050666199167821,0.8006344646735926,-1.4582976877104272,0.45573855949437814,2.7794738949293176,-0.7618215675192701,-0.7654804506586572,1.5507042575414829,0.03681277807257288,0.051519864314620634,0.5536979287850272,-0.8165329651415689,-0.9080739845663359,0.7688306915239096,-0.6905377512557038,-0.15754584747367772,0.12488612583911873,-0.5363301452776668,-0.7121750426933318,-0.1179936413570033,-1.4711479517797201,0.20669897920831204,-0.3742562690718714,0.5790597725265627,-0.5249628852784696,0.019101051179504225,2.1095291134746716,-0.7121601727120037,-1.7391711533309362,-2.0985547132452105,1.3257251971909625,-0.12810012099512136,0.7001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k{296}	=[0.31935052279897136;0.25326891910203414;-0.40861984742893476];
x_a{296}	=[-9.59881636835585,-5.152178531399199,33.1102281196747];
std_x_a{296}	=[0.5444213291170104,0.4956011930397376,0.7377236090601103];
pred_a{296}	=[-9.59881636835585];
% Application starting next step
% ========================================================================
%
%  forecast from 29.6 to 29.7
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.7
%
% ========================================================================
%
x_f{297}	=[-5.606245104534793,-2.69985954465243,27.646886143559378];
std_x_f{297}	=[0.25718591556426207,0.3807057537001863,0.6844829896387797];
pred_f{297}	=[-5.606245104534793];
obs{297}	=[-5.471843735701559];
sqrt_r{297}	=[1.0];
hpht_plus_r{297}	=[1.0662708417694289];
xi{297}	=[0.11179630528467754,-0.18731366532383387,-0.4287416764566476,-0.36987943220537467,0.2833728025099429,-0.401156473160758,0.07181644295911394,0.1929260829665198,0.23292116642156468,0.040833599249467056,-0.08911707831737825,-0.07526033629336126,-0.027009030831748326,-0.2945901519046332,-0.0583101378553863,0.12290743007768778,0.03127037190348503,-0.07568750745058939,-0.05935085074628166,-0.3563145905688092,0.08383768179893014,0.05254894792902931,0.12218584244899144,-0.10729549991122678,-0.5175364427802069,0.10121241129987357,-0.06967824042329251,-0.6607716808096908,-0.09420822889250591,0.10869588935604124,-0.16206399177072317,1.074070996046708,-0.12160329803690129,0.12957790164479466,0.12074639461825587,0.018686046240588894,-0.21804149403047024,0.3387185846529652,0.34339202546536196,0.2901042173876123,-0.1174194943194351,0.072333927919491,-0.06299651590585231,0.06943482837566783,0.03824840607510005,0.025184969904485932,-0.48198512715672504,-0.21504241850592987,-0.23144322719295474,0.346373292115274,-0.08718202617481374,0.07502126288373834,-0.13620149733860654,0.20625273174848147,0.18674763472352307,-0.48215728531782354,0.19177254393214227,-0.18551870407627202,0.055629207333608655,0.23106265213461263,0.09210808920849178,0.06436763570811888,0.2515706867526353,0.031837338120520364,-0.0663340894229707,0.04182600478314136,0.32573550021258413,-0.12643431560332186,0.23525934434277307,0.25735934418127915,-0.43506503013724185,-0.03404437894052492,0.009865391267055656,-0.2882967317661116,0.0950193188280144,0.037516763466793,0.04785103580119543,0.2204616879418948,0.14086520482004516,-0.021151963055167755,0.04366547226612738,-0.02888361724774846,-0.544521194910673,-0.1424503487471318,0.49070365231813273,-0.0437340785528626,0.2957217367653149,-0.3441524481963505,-0.08928190980908823,-0.27727705997894425,0.22540919701518014,0.43613817197190663,-0.016043523749009303,0.195892933668798,-0.6063946431638279,0.18526840118287868,0.13324686601731006,0.07310570011348716,-0.05048869701832448,0.18795205989615038;-0.5517798336825646,0.2909638164924968,0.2694108718825321,0.10992697263827855,-0.1023313050000847,-0.44363012624006526,0.22414215118095804,-0.18611089097471334,0.05145105615525569,0.10788129816240843,0.4765179555493968,-0.6163864501823793,0.2707108890342256,-0.08103248482094294,-0.22698220679689918,-0.1345345945715879,-0.45418094196528,0.2785023879527526,-0.10613458542240872,-0.680126760266289,-0.12118597107121287,0.1788299514100955,-0.6081344874758914,0.2381904238972723,0.6395676307486542,-0.26031043157397216,-0.37644316508488895,-0.16257028742256852,-0.3838720743704549,0.13371651349699842,0.5495201722693408,-0.24543057138072477,-0.4184604593083314,0.08593474611728746,-0.07862333163378254,0.33805849747056094,0.26723829564389234,0.2148382197751615,0.15096814222564037,-0.019493413957485828,-0.9441909940843396,-0.10187903739613846,0.11316875052610209,0.2585590603045973,-0.10385532491094462,0.09244460845258429,0.17989049279822567,-0.32464597358211567,-0.8079285143372665,-0.43371189621402495,0.5029313531513635,0.28190392560620703,0.06547063524083363,0.28350925865700694,0.10489321689331454,0.3535121697040817,0.20923963221832143,0.024544716147504975,0.8525601092284407,-0.1450405309635685,0.15375566412618458,0.23329450913238947,-0.12969622244125567,-0.23797111370315926,0.24190193765508416,-0.2647123936597433,0.3966408121753666,0.025416182064305737,0.499732533575159,-0.1767447752217377,-0.6444616151991083,0.7409451889408352,0.06428443849309762,0.34730054076944095,0.2307812448466664,0.33717003509179033,0.6761360739944364,-0.1549428407157185,0.04373035738937148,-0.11822605507629325,0.04314877879240031,0.33546137076026206,-1.635192197835834,-0.4180187413123271,0.2784270557072337,-0.5710070903050983,0.10227731511216565,0.021112295035761175,0.35165476155805964,0.140412840470447,-0.294676741513626,-0.27926371274647543,0.007014633720157981,0.01844005654974401,0.6781214739411374,-0.37661517991389504,-0.16383307802850755,-0.04434142362387661,0.3878688989627883,0.07468290609157258;-0.9166056080381928,0.7364006409341783,1.184573345462553,0.8766089279359086,-0.7036301547867012,0.3216343805616475,0.13193117353067763,-0.6124502035480575,-0.4055081882160536,0.05831877697155363,0.7391374837788547,-0.5874711405828812,0.38719707073503074,0.5142055954640306,-0.1421250448619773,-0.40823972303358147,-0.6136246985392404,0.49597735556553246,-0.006695054633336639,-0.06656922558667233,-0.30970529394753754,0.11043459624066543,-1.0017562455446232,0.5115195397717542,1.773521464383407,-0.4866529386592404,-0.29802356696939825,1.1662941364733967,-0.26084417030383733,-0.05007362351923561,0.9648521947378761,-2.7162897924799942,-0.238742396560351,-0.14787032740149897,-0.34185584290348814,0.3827677051821894,0.7721097855558412,-0.4186334547918733,-0.5037894860608105,-0.6094084767276833,-0.9144081415852341,-0.26057661296433565,0.2823275080127061,0.17201278706010115,-0.19757045222783276,0.07125182607797242,1.2037293514051015,0.0694704917154283,-0.48095745123173117,-1.2572552042772465,0.7693947503982024,0.20414830797462713,0.37391622811789915,-0.07800089358315887,-0.2459021613037038,1.370656595085336,-0.11804074388514252,0.3956561401266896,0.8931871286554838,-0.6279488308424668,0.008515015164121564,0.15239199171689322,-0.6648678211851689,-0.3424273026760041,0.4274835251967346,-0.3914759888332213,-0.1839749622404412,0.30487878625610065,0.12729799511147988,-0.7597196817833449,0.14906206032060965,0.9279956393371762,0.05932051084327128,0.9960019401260389,0.09423289529484791,0.3293399203996259,0.7103404568461151,-0.6333725324798714,-0.2348227531248206,-0.08434959184761226,-0.023195615140544135,0.46999030438120215,-0.8638739940933746,-0.20781055311616115,-0.6618833722193038,-0.5970321554807541,-0.47172618356902873,0.7313116684406573,0.6037178115182549,0.7447923593537205,-0.8265980888049853,-1.2478011120153987,0.046979134002093303,-0.3674850453013434,1.9637416823111806,-0.8315452448202123,-0.45942716553058816,-0.19142362668928214,0.5715028802429707,-0.28009392422926993];
k{297}	=[0.06215197787783006;0.0035249492824216216;-0.12426236870092021];
x_a{297}	=[-5.596027743916974,-2.699280067068484,27.62645825895148];
std_x_a{297}	=[0.24936203878136115,0.3803081233243894,0.6823776222132331];
pred_a{297}	=[-5.596027743916974];
% Application starting next step
% ========================================================================
%
%  forecast from 29.7 to 29.8
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.8
%
% ========================================================================
%
x_f{298}	=[-4.056137778535615,-3.755809418556745,22.39689943554025];
std_x_f{298}	=[0.30013601435993487,0.55719731773965,0.4068204837730494];
pred_f{298}	=[-4.056137778535615];
obs{298}	=[-4.0709139583421114];
sqrt_r{298}	=[1.0];
hpht_plus_r{298}	=[1.0919443989474535];
xi{298}	=[-0.4294349908042827,0.2109678019907575,0.1780187554589885,0.051489985141610184,-0.05882763343154984,-0.3734436836664923,0.17962052966637554,-0.1291562491645024,0.06453052762029499,0.08661088391737248,0.37639010633746395,-0.48908678294106966,0.22348062512252653,-0.08504413698456315,-0.18585210664609964,-0.10186220610709817,-0.35423668257145735,0.1923438980558143,-0.09330792173575286,-0.5631765460143043,-0.08955108683411073,0.14134673102494189,-0.472891407662571,0.16949395737705197,0.463441349474095,-0.1802980109763359,-0.30207523234130473,-0.17928254603620086,-0.3095780554052965,0.10821209048108793,0.4114365580882722,-0.09284859311673088,-0.33209100446267925,0.07770808479114644,-0.056894963986868774,0.2700587284627036,0.20832728513959164,0.20118349229530041,0.14898835963179602,0.010342024452731913,-0.7458561468523888,-0.07117316739662627,0.07578103916962142,0.21033075103121268,-0.08728669783740006,0.07670878464031894,0.11946390822136799,-0.2567197488112658,-0.6574477041948388,-0.31849508005129046,0.38204869091953286,0.2351587707424856,0.04436154303593476,0.2406888556654998,0.10088718911886296,0.24215229447530495,0.18556762445457364,0.0017025399411858544,0.6742404801727839,-0.09082512137327736,0.1332811731039918,0.18806863221846593,-0.0824105952419023,-0.18722562268557486,0.1823544778719568,-0.20624474870061338,0.3438324857383832,0.0172401743421986,0.3768605354700063,-0.13121995201538983,-0.5300350574646036,0.564597416558875,0.04868851694457188,0.2528768427266952,0.18275728096169974,0.2624729953033622,0.5285124546288564,-0.09923205005200408,0.04866915254024029,-0.1008003765843224,0.031000994058945963,0.2569730273525055,-1.3392851924391271,-0.34223104456205977,0.24739016056919283,-0.4578480008378669,0.10766392644123313,-0.010903208620145932,0.26724024421360326,0.0886096266582701,-0.22032413744574697,-0.1803621301829077,0.021787788166109934,0.034858535331401264,0.4857107468106756,-0.2707955972241658,-0.11609570374880018,-0.038795450570138,0.30164755008595545,0.08437339156577384;-0.8682118274381319,0.5378669657309021,0.6614417072112495,0.45728702562868584,-0.3414498619234285,-0.28592393195043186,0.27617793652269507,-0.38723246568625225,-0.08153920441234952,0.126059447475932,0.6480189827322538,-0.8647837125721765,0.3537253653809471,0.07846964349173291,-0.2736056510761147,-0.261409220089762,-0.6641979690422888,0.5552862726604939,-0.1158134930303012,-0.712396408918778,-0.24124624790394966,0.21534206770422015,-0.9577405455183543,0.43815873110457293,1.1900707891942193,-0.487393678227245,-0.4833325835678455,0.39310756744010344,-0.4814411873206046,0.12495861687358589,0.857205551321893,-1.0666381456910417,-0.544076660630469,0.0339516139468401,-0.1752092442296913,0.4383513010994733,0.44043371514667795,0.09394409962505446,0.016434624907937234,-0.21926185278443455,-1.3571834611204077,-0.19811304552376052,0.2300924907549069,0.32168216508538183,-0.16460611306242745,0.1295817109471784,0.509399574447476,-0.3881181479834446,-0.9836686319901276,-0.8403047697225299,0.7767160425565307,0.3462073612935148,0.18075669982046483,0.28083540862812306,0.02643855504454784,0.7850561347943295,0.17078641292638297,0.15224510616214015,1.101917085145189,-0.3205095969054037,0.13381365754049934,0.29744168751248656,-0.3480731987455554,-0.3393680564770287,0.3730098066686005,-0.35207725741881557,0.3423537375834349,0.09767365298492825,0.6985939443874574,-0.4006395594351382,-0.5921444143988985,1.0518894824659721,0.08096539007863734,0.6548661429480926,0.2688734424391579,0.4653216146686652,0.918148514865945,-0.3710300543469609,-0.05761487165828383,-0.11948190708500928,0.07415165268450163,0.4985992134016972,-1.9465396096819756,-0.5108926945701446,0.15191479389971896,-0.8005817187043593,-0.04089529887850185,0.2673219886923026,0.5490372602886775,0.3847571762947979,-0.5545149264410574,-0.687643152383715,-0.06332219842905884,-0.08223704186021497,1.3216613891837357,-0.7039541550144532,-0.31071903152697367,-0.05932828114444133,0.5666289319034403,-0.03856516677594524;-0.337941965005232,0.36685662283154485,0.6916598422562252,0.6759618373756275,-0.4771667051337687,0.5768391302993088,-0.01696972036190658,-0.3275287310584396,-0.34783648003770296,-0.024089174243314915,0.0985387575925536,-0.14471776514567125,0.010918812280706902,0.3845078417187082,0.04197090933690362,-0.19514075248606133,-0.17951860080925996,0.46875716081471097,0.04154207674937638,0.3525940130589156,-0.19430875376352574,-0.0167529107252804,-0.3813180789551005,0.32298747178826304,0.85922034461246,-0.38163316509827183,-0.002809315241467658,1.1980126527715775,0.02244343774950508,-0.09516319756078317,0.4033897821037691,-1.9084008541923687,-0.027784712887754637,-0.16706913478482477,-0.17150677798760583,0.02220558083386237,0.21924201634108798,-0.42107698852047903,-0.42039924591349376,-0.44626595711162764,-0.28527479521006427,-0.16795375409911273,0.2087064422517919,-0.0035078780018018563,-0.048010732568208425,0.02405652414902093,0.5877265360377137,0.04699409100049934,0.14158350077732607,-0.641981808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k{298}	=[0.0842024548466759;0.1453699244830428;0.02128783575717973];
x_a{298}	=[-4.061765724850269,-3.7655256926516665,22.395476593450727];
std_x_a{298}	=[0.279736307362666,0.5260421434164665,0.40635023510878937];
pred_a{298}	=[-4.061765724850269];
% Application starting next step
% ========================================================================
%
%  forecast from 29.8 to 29.9
%
% ========================================================================
%
% computation for member :
% ========================================================================
%
%  analysis at 29.9
%
% ========================================================================
%
x_f{299}	=[-4.778273185441253,-6.462853334087314,19.077841384543174];
std_x_f{299}	=[0.5044489599878392,0.7542061235089981,0.37322994244953406];
pred_f{299}	=[-4.778273185441253];
obs{299}	=[-4.88704689529565];
sqrt_r{299}	=[1.0];
hpht_plus_r{299}	=[1.258418552747492];
xi{299}	=[-0.6253240375623337,0.5611798128156433,0.5240924339471036,0.3817284745058078,-0.37083381150347616,-0.22913803758756313,0.37766859647627005,-0.2998561379917568,-0.11321535809863725,0.1058850959456814,0.5059050922421289,-0.794531967241733,0.2904168072746067,0.2458027402716345,-0.26063434003612773,-0.20823392895437287,-0.1592243488548153,0.4623361881470114,-0.06927182494669815,-0.49747970625428106,-0.035397688564077434,0.22778702921526062,-0.8494599401801493,0.48151377888457514,1.0189606008054906,-0.36231206306556807,-0.4962947941609084,0.3603555440657953,-0.0930432126627263,0.11279059528843316,0.6790509587408593,-0.8791454909831691,-0.5714280108409344,0.0326023886440554,-0.15535003064435404,0.43414068548686835,0.4855662251450017,0.058850964105325865,-0.034498023423494395,-0.16142516417896857,-0.8815558343348107,-0.3519684914913279,0.3061998453378658,0.4074132702183011,-0.1640165142145138,0.03009388614519093,0.5014088847384413,-0.29930939269507295,-0.8523298594072282,-0.7300488163078729,1.0441875637922764,0.2899887071808127,0.23336237517327252,0.3628416038380564,0.041910195211594115,0.6731638587506223,-0.022290592323455982,0.07870027062293872,0.8867656751418469,-0.31383708183416203,0.1261640801326065,0.05919671660535375,-0.45860426897860584,-0.3364910131549328,0.3090823523513011,-0.39628433403462004,0.2996702541927503,-0.4224867023046963,0.7192491621294339,-0.48195141020833177,-0.5267167447502876,0.959558097449476,-0.012548208842189545,0.32602318102570305,0.4188789266107955,0.20565493723587736,0.9449188353119822,-0.33094962540750394,-0.06673549348155117,-0.18107481377017187,0.10005426423992514,0.4466598089185929,-1.6557397102866611,-0.43619147526387536,0.12891661978824764,-1.1140949873252843,-0.11846686106971926,0.24726040642465907,0.5941135950025238,0.4146783647418877,-0.4560343540949159,-0.6319702313980651,-0.30417299771501227,-0.057079255610642754,1.2333532452151665,-0.6534545264506182,-0.2934572250055565,-0.12495938491456737,0.5004239784432878,-0.29560884956603406;-0.9438812534103436,0.8734685215176397,0.9087342753412422,0.7142865852575326,-0.6542939526804048,-0.1379086230016595,0.5106339632630021,-0.5087911490683474,-0.2656359172204388,0.1267760043278665,0.7210705860564381,-1.1106488991275345,0.39331949679035905,0.4573712585424943,-0.3480880798790027,-0.3453020332331729,-0.2592134745234249,0.7575232371398171,-0.08202642728761589,-0.5508323344596109,-0.1013429179510732,0.31047839105544206,-1.2566983663157885,0.7519099432701095,1.6340874818102016,-0.6091706577714664,-0.6757371529069163,0.8480897090621404,-0.11274918838629411,0.1221910882771784,1.0339402685086272,-1.7695789051745523,-0.7824286130262053,-0.012692106846381002,-0.2655717681288845,0.597663490022958,0.7250330700985703,-0.05486585782036002,-0.17875783616320007,-0.3570288396697805,-1.2535019617698566,-0.5395364681985741,0.48391884912653094,0.5566836764500582,-0.2377560849455147,0.03620591262808048,0.8523316800932443,-0.3887602097904077,-1.0883886897714792,-1.1862194345546406,1.5449224594577409,0.37579856566119574,0.3775013449501543,0.43669575279750017,-0.02330525540068873,1.1285036425713093,-0.11165926031832463,0.18310160035856526,1.242028448517524,-0.5249681942438782,0.12471755756037961,0.06492310483322772,-0.7548163925768456,-0.4881347694322882,0.4605797172465813,-0.5547408932307443,0.2966717748868817,-0.5559041381011482,1.0484668893008209,-0.7772852708177203,-0.5550677658885306,1.4053490670293343,-0.01756657851640231,0.5625091316972428,0.5671626825312259,0.2900802998978804,1.3556789779130591,-0.5797098844142674,-0.17299451733402726,-0.23705974460973422,0.1435700941687461,0.6589999309860008,-1.9872388946762856,-0.5645745430621734,0.04032386154805412,-1.542149348121879,-0.2883208742056036,0.48360042052246843,0.8867231987188724,0.7023267977347292,-0.7412125404193048,-1.0994214746926438,-0.4884511123471391,-0.16218991694024787,1.9867847207743727,-1.0402843187803583,-0.4720755050290437,-0.17315984760469494,0.7178488312508247,-0.5108881177070623;0.28924501688884874,-0.17197410250634348,0.0831376953333951,0.18584942160943285,-0.0764574375210536,0.6122760640879967,-0.3235778140999379,-0.010821777864531867,-0.20118091678537908,-0.12793602812498506,-0.35432723099662056,0.5748687767922469,-0.2505323838860285,0.09539789025086165,0.22564384493130873,0.013284898572173631,0.0353754980788743,-0.03287246550432599,0.07738728549340124,0.7003811003778608,-0.12891450576441343,-0.21263331654960993,0.45699329165367075,-0.142050403870833,-0.12859793741450787,0.007773939926572382,0.40353559542957385,0.5949775158536781,0.11702360558783553,-0.18714814762189746,-0.25167829755887183,-0.6777332996684642,0.4511384439530062,-0.17436370157259162,-0.021601334980118736,-0.34505492533282833,-0.22738314491409284,-0.39345596579968856,-0.3222315662084405,-0.21925869969376777,0.6027981395955315,0.13080954913695209,-0.09790084703597657,-0.33527503934879377,0.07248098687111337,-0.043109799878454425,0.03939205803793655,0.2746498796161525,0.8676086983129636,0.1466897696475904,-0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k{299}	=[0.20535183002768792;0.30386218567818635;-0.10309065876946123];
x_a{299}	=[-4.811404555016004,-6.5118783190223795,19.094473983896854];
std_x_a{299}	=[0.4504232759942681,0.6685715517279559,0.3658526634686255];
pred_a{299}	=[-4.811404555016004];
% Application starting next step
% ========================================================================
%
%  forecast from 29.9 to 30.0
%
% ========================================================================
%
% computation for member :
% Application Done
