SEIRS Model example

The following example illustrates how to run the SEIRS Model using the Fair Data Pipeline with the pyDataPipeline and [pySimpleModel]() package.

config.yaml

The user should supply a config.yaml file describing a code run with the following inputs:

SEIRS_model/parameters

and the following outputs:

SEIRS_model/results/model_output/python
SEIRS_model/results/figure/python

an example config is provided within the pyDataPipeline package located in data_pipeline_api/ext/SEIRSconfig.yaml and contains the following:

 1run_metadata:
 2  default_input_namespace: rfield
 3  description: SEIRS Model python
 4  script: python3 data_pipeline_api/ext/SEIRSModelRun.py
 5  remote_repo: https://github.com/FAIRDataPipeline/pyDataPipeline.git
 6
 7register:
 8- namespace: PSU
 9  full_name: Pennsylvania State University
10  website: https://ror.org/04p491231
11
12- external_object: SEIRS_model/parameters
13  namespace_name: PSU
14  root: https://raw.githubusercontent.com/
15  path: FAIRDataPipeline/pyDataPipeline/dev/data_pipeline_api/ext/static_params_SEIRS.csv
16  title: Static parameters of the model
17  description: Static parameters of the model
18  identifier: https://doi.org/10.1038/s41592-020-0856-2
19  file_type: csv
20  release_date: 2021-09-20T12:00
21  version: "1.0.0"
22  primary: True
23
24write:
25- data_product: SEIRS_model/results/model_output/python
26  description: SEIRS model results
27  file_type: csv
28
29- data_product: SEIRS_model/results/figure/python
30  description: SEIRS output plot
31  file_type: png

The script specified in run_metadata will be called by fair run

fair pull

Using the CLI tool, the command fair pull will indentify any data products listed in the register field of the config.yaml file and download them to the local data store as set by fair init and register the corresponding metadata to the local registry.

The following commands should be run after activating a poetry shell from the CLI tool:

fair init --ci
fair pull data_pipeline_api/ext/SEIRSconfig.yaml

The --ci flag can be used to use temporary directories. If using this flag the above code should be run from the local_repo directory

Once the fair pull command has been run the following data product should now be stored in the local registry

  1. SEIRS_model/parameters

fair run

In order to run the script specified in run_metadata['script'] field of the config.yaml the command fair run from the CLI Tools should be used, Once again if the --ci flag was used with the fair init command then this must be from the local_repo directory. This should also only be run after activating a poetry shell from the command line and installing the pyDataPipeline package within the poetry virtual environment following the Installation instructions.

fair run data_pipeline_api/ext/SEIRSconfig.yaml

This will call fair run which will produce a code run and the appropriate output using the script provided in the run_metadata field of the config.yaml file.

The following code will be executed when using the data_pipeline_api/ext/SEIRSconfig.yaml config file, which is located in the data_pipeline_api/ext/SEIRSModelRun.py Python script

 1import os
 2import platform
 3import sys
 4
 5sys.path.append(str(os.getcwd()))
 6import data_pipeline_api as pipeline  # noqa: E402
 7import simpleModel as simpleModel  # noqa: E402
 8
 9token = str(os.environ.get("FDP_LOCAL_TOKEN"))
10script = os.path.join(str(os.environ.get("FDP_CONFIG_DIR")), "script.sh")
11if platform.system() == "Windows":
12    script = os.path.join(str(os.environ.get("FDP_CONFIG_DIR")), "script.bat")
13config = os.path.join(str(os.environ.get("FDP_CONFIG_DIR")), "config.yaml")
14handle = pipeline.initialise(token, config, script)
15
16initial_parameters = pipeline.link_read(handle, "SEIRS_model/parameters")
17model_output = pipeline.link_write(
18    handle, "SEIRS_model/results/model_output/python"
19)
20model_plot = pipeline.link_write(handle, "SEIRS_model/results/figure/python")
21
22# Model Code
23states = {"s": 0.999, "e": 0.001, "i": 0, "r": 0}
24
25init_params = simpleModel.readInitialParameters(initial_parameters)
26
27alpha = init_params["alpha"]
28beta = init_params["beta"]
29inv_gamma = init_params["inv_gamma"]
30inv_omega = init_params["inv_omega"]
31inv_mu = init_params["inv_mu"]
32inv_sigma = init_params["inv_sigma"]
33R0 = init_params["R0"]
34
35sm = simpleModel.SEIRS_Model(
36    states, 1000, 5, alpha, beta, inv_gamma, inv_omega, inv_mu, inv_sigma
37)
38
39simpleModel.SEIRS_Plot(sm, model_plot)
40
41simpleModel.write_model_to_csv(sm, model_output)
42
43pipeline.finalise(token, handle)

Output

This code run should produce the following figure in the local data store, this will be a temporary directory if the --ci flag was used with fair init

../_images/SEIRS_figure.png

As well as the above figure a CSV file from the model output will also be generated which will also be located within the local data store an example of the CSV file is printed below:

Output

time

S

E

I

R

0

0.999

0.001

0

0

0.005

0.9990000657894736

0.0007390413533834586

0.00026089285714285716

0.0

0.01

0.9989001759518333

0.0006461377447965892

0.0004196537619159506

3.403254145408163e-05

0.015

0.9987396530164107

0.0006382879683618162

0.0005334565409851487

8.860247424232117e-05

0.02

0.9985358495455975

0.0006760506047355328

0.0006303587163363272

0.0001577411333305426

0.025

0.9982953380887801

0.0007410258420512711

0.0007244659759458126

0.00023917009322269386

0.03

0.9980192779567177

0.00082501687254008

0.000823242663676355

0.000332462507065672

0.035

0.997705972089054

0.0009248200769060355

0.0009310404467186331

0.0004381673873211943

0.04

0.9973520673181229

0.0010397268120294254

0.001050807245134764

0.0005573986247127841

0.045

0.9969530979145608

0.0011703317130944792

0.0011849213594727426

0.0006916490128718797

0.05

0.9965037090711092

0.001317971075753431

0.0013356058290730378

0.0008427140240642104

0.055

0.995997722005338

0.0014844657825766941

0.0015051421894716915

0.0010126700226135395

0.06

0.9954281180976015

0.001672012166619357

0.0016959892631977047

0.0012038804725814309

0.065

0.994786978902604

0.0018831455135563898

0.0019108579740040187

0.001419017609835483

0.07

0.9940653993333437

0.002120740028180476

0.002152766874895043

0.0016610937635806657

0.075

0.9932533819138043

0.0023880279032127086

0.002425090420327673

0.0019334997626552501

0.08

0.9923397154881937

0.002688629154384729

0.0027316059132167832

0.00224004944420475

0.085

0.9913118396411624

0.0030265881893412807

0.003076542108542731

0.0025850300609534904

0.09

0.9901556951195519

0.003406415092997762

0.0034646310141597044

0.0029732587732905665

0.095

0.988855560179588

0.0038331305059821495

0.0039011637020205706

0.0034101456124092317

0.1

0.9873938727486177

0.004312313302699146

0.004392050543819911

0.003901763404863235

0.105

0.9857510384718938

0.004850150303665517

0.0049438860240160615

0.004454925200424581

0.11

0.9839052250715687

0.005453487102540842

0.005564018063555084

0.005077269762335314

0.115

0.9818321439746163

0.006129878801456807

0.006260621556411039

0.005777355667515898

0.12

0.9795048208880165

0.00688763904412849

0.0070427755451942875

0.006564764522660785

0.125

0.9768933579455719

0.007735885212894296

0.007920543116788482

0.007450213724745465

0.13

0.9739646912624704

0.008684577002901036

0.008905052662215638

0.008445679072413021

0.135

0.9706823492585761

0.009744544790302324

0.01000857859482534

0.009564527356296398

0.14

0.9670062190001438

0.010927503257956505

0.011244618934834364

0.01082165880706552

0.145

0.9628923301126163

0.012246044621911992

0.01262796632298321

0.01223365894248869

0.15

0.9582926685789588

0.013713604513413613

0.014174767998881224

0.013818958908746622

0.155

0.9531550359894884

0.015344392126755825

0.01590256905030401

0.01559800283345205

0.16

0.9474229735561185

0.01715327467726822

0.01783033179400296

0.017593419972610547

0.165

0.9410357744114162

0.019155604591909556

0.019978422482996062

0.019830198513678468

0.17

0.9339286122846032

0.021366976287232223

0.022368554663980016

0.022335856764184776

0.175

0.9260328193989414

0.023802898044334466

0.025023676472400325

0.025140606084324016

0.18

0.9172763510653834

0.026478363610994746

0.0279677870314106

0.028277498292211514

0.185

0.9075844784995668

0.02940730808105124

0.031225665047067742

0.031782548372314534

0.19

0.896880754217123

0.032601933756409573

0.03482249086798687

0.03569482115848088

0.195

0.8850882951001002

0.0360718946299767

0.03878334199304207

0.04005646827688128

0.2

0.8721314257750903

0.03982333347342337

0.043132541658898696

0.04491269909258794

0.205

0.8579377179828731

0.043857773960318695

0.0478928412279068

0.050311666828901654

0.21

0.8424404486780589

0.04817088246574272

0.05308442024720341

0.05630424860899521

0.215

0.825581479187306

0.052751130664911286

0.05872369397468238

0.06294369617310058

0.22

0.8073145286051723

0.05757841096478791

0.06482192761892905

0.07028513281111094

0.225

0.7876087760083392

0.06262268170172404

0.071383670213772

0.07838487207616486

0.23

0.7664526783304236

0.06784274658248164

0.07840503943308226

0.08729953565401256

0.235

0.7438578357206489

0.07318530049498599

0.0858719118230786

0.09708495196128655

0.24

0.7198626778501723

0.07858439761404888

0.09375810029026972

0.10779482424550917

0.245

0.6945356893312739

0.08396151229462014

0.10202363068207003

0.11947916769203613

0.25

0.6679778490712172

0.08922636211308305

0.11061325918131622

0.13218252963438373

0.255

0.6403239378278067

0.09427863886767891

0.11945539792450911

0.1459420253800054

0.26

0.6117423818972231

0.09901074182023055

0.12846163244564823

0.16078524383689827

0.265

0.5824333585698038

0.103311525445276

0.13752701518278437

0.1767281008021359

0.27

0.552624996072795

0.1070709640757737

0.14653129843936033

0.1937727414120711

0.275

0.522567655006044

0.11018550753849071

0.15534122340177786

0.2119056140536876

0.28

0.4925264677905799

0.11256377192291894

0.16381390765922313

0.2310958526272782

0.285

0.46277251511868195

0.11413210069548806

0.17180127529172787

0.2512941088941023

0.29

0.4335732034447494

0.11483946829437272

0.17915535963258758

0.27243196862829044

0.295

0.4051825418632364

0.11466120241559048

0.18573419326835416

0.2944220624528191

0.3

0.3778320713509969

0.11360108376580524

0.19140790043972047

0.3171589444434775

0.305

0.351723157492491

0.11169153937340065

0.19606454212016042

0.340520761013948

0.31

0.32702122041074677

0.10899185709908407

0.19961524867386926

0.3643716738163

0.315

0.3038522627925505

0.10558458048527117

0.20199821681770186

0.3885649399044765

0.32

0.28230180401286387

0.10157045393070588

0.20318124437269833

0.41294649768373193

0.325

0.2624160779014281

0.09706244132315361

0.20316261543173017

0.43735886534368806

0.33

0.24420514314069763

0.09217941234364772

0.20197030950594727

0.46164513500970733

0.335

0.2276474164046702

0.08704007340946326

0.19965966668915197

0.4856528434967145

0.34

0.21269508034938797

0.08175762659386451

0.19630977417312173

0.5092375188836258

0.345

0.1992798361497636

0.07643549517768439

0.19201893091714456

0.5322657377554074

0.35

0.18731854580959506

0.07116428978974432

0.1868995890605319

0.5546175753401287

0.355

0.17671841928273876

0.06602003332748634

0.18107316403031043

0.5761883833594644

0.36

0.16738152204041198

0.061063537201779934

0.17466505888774264

0.5968898818700654

0.365

0.15920849127951553

0.056340736877676094

0.16780017532514463

0.6166505965176637

0.37

0.1521014414631738

0.05188375246246599

0.16059909807265205

0.6354157080017081

0.375

0.1459661070815326

0.0477124343600267

0.15317505398637113

0.6531464045720695

0.38

0.1407133125766642

0.043836175030705894

0.14563167126285834

0.6698188411297715

0.385

0.13625987989100874

0.04025580503206079

0.13806150377870122

0.6854228112982292

0.39

0.13252908825809018

0.03696543532974648

0.13054524268529935

0.699960233726864

0.395

0.12945079401544093

0.03395415122050798

0.12315151154591047

0.7134435432181406

0.4

0.12696130505405773

0.031207501522542667

0.11593713014222434

0.7258940632811752

0.405

0.12500308862798842

0.02870875765965789

0.10894773237008397

0.7373404213422696

0.41

0.12352437511807285

0.0264399403176527

0.102218631978329

0.7478170525859453

0.415

0.12247870549225268

0.02438262703454384

0.09577584316545923

0.7573628243077442

0.42

0.12182445740256138

0.02251856355799576

0.0896371786704851

0.7660198003689577

0.425

0.12152437436009787

0.020830106439210752

0.08381336404829255

0.7738321551523988

0.43

0.12154511416561695

0.019300525473253987

0.07830912198804289

0.7808452383730862

0.435

0.12185682650138079

0.0179141934074615

0.07312419401929383

0.7871047860718638

0.44

0.12243276499264164

0.016656687756925706

0.068254278366557

0.7926562688838756

0.445

0.12324893579775578

0.015514826288582936

0.06369187196530988

0.7975443659483514

0.45

0.12428378258338235

0.014476654253004715

0.05942701184217547

0.8018125513214375

0.455

0.12551790632662782

0.013531398074007304

0.05544791640479566

0.8055027791945693

0.46

0.12693381754726396

0.01266939713781042

0.051741530953490905

0.8086552543614347

0.465

0.12851571814278345

0.011882022648202662

0.048293984201261846

0.811308275007752

0.47

0.13024930984872476

0.011161590260185511

0.04509096404224526

0.8134981358488445

0.475

0.13212162638063135

0.010501271359278294

0.04211802148453709

0.8152590807755532

0.48

0.13412088646249892

0.0098950063810405

0.03936081176947301

0.8166232953869875

0.485

0.13623636516013413

0.009337422418035637

0.03680528140757937

0.8176209310142508

0.49

0.13845828118234277

0.008823756488724403

0.03443780930829272

0.81828015302064

0.495

0.14077769806547527

0.008349785195561673

0.03224530947192894

0.8186272072670341

0.5

0.14318643740300444

0.00791176103321708

0.030215301927395626

0.8186864996363828

0.505

0.1456770025127588

0.007506355283391544

0.02833595779493598

0.8184806844089136

0.51

0.14824251114550496

0.007130607217274168

0.026596123569299582

0.8180307580679212

0.515

0.15087663602781815

0.006781879193224905

0.024985328980946526

0.8173561557980104

0.52

0.15357355219944008

0.006457817164020869

0.023493782116574498

0.8164748485199644

0.525

0.1563278902515366

0.006156316077817406

0.022112354873099344

0.8154034387975465

0.53

0.15913469469900823

0.005875489656585025

0.02083256128342678

0.8141572543609799

0.535

0.16198938682915662

0.005613644055124703

0.019646530786385782

0.8127504383293328

0.54

0.16488773146254862

0.0053692549353493105

0.01854697811308748

0.8111960354890145

0.545

0.16782580714179077

0.005140947528898598

0.01752717112232594

0.8095060742069846

0.55

0.1707999793319538

0.004927479302464205

0.0165808976323308

0.8076916437332511

0.555

0.1738068762742366

0.004727724881784254

0.01570243205888853

0.8057629667850905

0.56

0.17684336718361468

0.004540662930377298

0.014886502474374369

0.8037294674116335

0.565

0.17990654252298505

0.004365364716644592

0.014128258542738501

0.8015998342176317

0.57

0.18299369612183156

0.004200984137382345

0.013423240656606912

0.799382079084179

0.575

0.18610230893765967

0.004046748996755088

0.01276735049957331

0.7970835915660117

0.58

0.18923003428422042

0.0039019533673621265

0.012156823175218044

0.7947111891731992

0.585

0.19237468437255836

0.0037659508843059077

0.011588200980687404

0.7922711637624481

0.59

0.195534218029772

0.0036381488443608606

0.011058308853611578

0.7897693242722553

0.595

0.1987067294765628

0.003518003000710181

0.010564231484015111

0.7872110360387117

0.6

0.20189043805858917

0.003405012959553545

0.010103292055386709

0.7846012569264703

0.605

0.20508367883868167

0.0032987180984789762

0.009673032559307003

0.781944570503532

0.61

0.20828489396740815

0.003198693938113789

0.009271195614390285

0.7792452164800875

0.615

0.21149262475854527

0.0031045489084801183

0.00889570771146613

0.7765071186215082

0.62

0.21470550440392

0.0030159214599143535

0.008544663801834787

0.7737339103343306

0.625

0.21792225126900103

0.002932477475576331

0.008216313143203056

0.7709289581122193

0.63

0.2211416627166893

0.002853907948658398

0.007909046317840595

0.7680953830168114

0.635

0.2243626094120982

0.0027799268925679053

0.007621383339025887

0.7652360803563076

0.64

0.22758403006582767

0.002710269456739102

0.007351962764527856

0.762353737712905

0.645

0.2308049265774099

0.002644690224451869

0.00709953173933993

0.759450851458798

0.65

0.23402435954430587

0.002582961672197889

0.00686293689387203

0.7565297418896239

0.655

0.2372414441051263

0.0025248727728269323

0.006641116028099354

0.7535925670939471

0.66

0.2404553460886867

0.002470227727000817

0.0064330905166021845

0.75064133566771

0.665

0.24366527844313113

0.0024188448094426564

0.0062379583738862016

0.7476779183735397

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1.49

0.3281543979820233

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0.6002625535721188

1.495

0.3251784180186591

0.023564088023903487

0.047794392730686266

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1.5

0.322279691535661

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0.04770434277580715

0.606640692038258

1.505

0.31946130665604344

0.02317146907641484

0.047576785118868266

0.6097904391486734

1.51

0.3167260469132618

0.022953658087098462

0.04741270413709228

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1.515

0.31407639188178144

0.022722847757339217

0.04721321239686704

0.6159875479640122

1.52

0.3115145198224017

0.022480060511675747

0.046979539999751296

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1.525

0.3090423121911364

0.022226326471667134

0.046713023247280064

0.6220183380899164

1.53

0.30666135984671233

0.021962676173856156

0.04641509278866778

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1.535

0.3043729707819374

0.021690133728398633

0.04608726141554972

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1.54

0.3021781791981727

0.021409710475971983

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1.545

0.30007775573967993

0.021122399187824343

0.04534828338443066

0.633451561688065

1.55

0.2980722187054191

0.02082916884124629

0.04494046140921373

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1.555

0.29616184605958273

0.020530959990639912

0.044509363481630176

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1.56

0.2943466880683951

0.02022868074297915

0.044056728541710215

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1.565

0.29262658039907197

0.019923203336006397

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0.6438659107697349

1.57

0.291001157526922

0.019615361308148383

0.04309384255482291

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1.575

0.28946986630797583

0.01930594724096524

0.04258707723447838

0.6486371092165806

1.58

0.2880319795868749

0.018995711048028833

0.04206572706009276

0.6509065823050035

1.585

0.286686609722683

0.01868535877847618

0.04153148104658011

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1.59

0.28543272192848357

0.01837555189907952

0.04098599197494839

0.6552057341974885

1.595

0.28426914733380804

0.018066907015462992

0.040430869490046394

0.6572330761606826

1.6

0.28319459569187033

0.017759995990998458

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1.605

0.28220766766604805

0.01745534642083164

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0.6610390743552624

1.61

0.2813068666418984

0.017153442418313288

0.038723029156050276

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1.615

0.28049061002209735

0.01685472567171929

0.03814441133381782

0.6645102529723654

1.62

0.27975723997195434

0.016559596730416664

0.03756337714147002

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1.625

0.2791050335925256

0.01626841648144811

0.0369811779776036

0.6676453719484227

1.63

0.27853221250679416

0.015981507779750236

0.03639899607086042

0.6690872836425951

1.635

0.2780369518519005

0.015699157197780783

0.035817943585146915

0.6704459473651716

1.64

0.27761738867700253

0.01542161686310852

0.035239062298098554

0.6717219321617902

1.645

0.27727162975205494

0.015149106355427003

0.03466332380092265

0.6729159400915953

1.65

0.2769977587976606

0.014881814637412338

0.03409163016707665

0.6740287963978503

1.655

0.2767938431502167

0.014619901996789291

0.033524815037422696

0.6750614398155711

1.66

0.2766579398799149

0.0143635019798447

0.03296364507042743

0.6760149130698128

1.665

0.2765881013818153

0.014112723299388048

0.03240882170753286

0.6768903536112636

1.67

0.27658238046227224

0.013867651702772339

0.031860983205898065

0.6776889846290571

1.675

0.27663883494449903

0.013628351788029066

0.03132070689319651

0.6784121063742752

1.68

0.2767555318180913

0.013394868758422558

0.030788511601951448

0.6790610878215344

1.685

0.2769305509579429

0.013167230107781203

0.03026486024391153

0.6796373586903641

1.69

0.2771619884382376

0.012945447230812753

0.029750162488129773

0.6801424018428196

1.695

0.2774479594671465

0.012729516954258767

0.02924477750964027

0.6805777460689542

1.7

0.27778660096754565

0.012519422986194817

0.0287490167788663

0.680944959267393

1.705

0.27817607382854354

0.01231513728204649

0.02826314686508862

0.681245642024321

1.71

0.27861456485191033

0.012116621326977032

0.027787392230410757

0.6814814215907016

1.715

0.2791002884166668

0.01192382733522287

0.027321937993643432

0.6816539462544666

1.72

0.2796314878841555

0.011736699367721619

0.026866932646366384

0.6817648801017563

1.725

0.2802064367649039

0.0115551743700069

0.02642249070609211

0.6818158981589969

1.73

0.2808234396675276

0.011379183132849609

0.025988695293938668

0.681808681905684

1.735

0.2814808330488263

0.01120865117851942

0.025565600626509092

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1.74

0.28217698578312217

0.011043499575836696

0.02515323441376945

0.6816262802272716

1.745

0.28291029956778235

0.01088364568739591

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0.6814544545882059

1.75

0.28367920918077943

0.010729003852478864

0.02436067933952528

0.6812311076272163

1.755

0.2844821826050746

0.010579486009250322

0.023980433515208014

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1.76

0.28531772103357295

0.010435002259849788

0.023610806279511055

0.680636470427066

1.765

0.2861843587674015

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0.023251725136002974

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1.77

0.2870806630193018

0.01016077129045552

0.022903103250674094

0.6798554624395684

1.775

0.2880052336330175

0.010030839452359438

0.02256484109805444

0.6793990858165685

1.78

0.2889567027286901

0.009905573258799337

0.022236828000779186

0.6789008960117312

1.785

0.28993373428345776

0.009784880356807225

0.021918943565235865

0.678362441794499

1.79

0.2909350236556817

0.00966866894424102

0.021611059016419736

0.6777852483836574

1.795

0.29195929706050217

0.009556848030667895

0.021313038435514416

0.6771708164733153

1.8

0.29300531100375077

0.009449327666976214

0.021024739904015724

0.6765206214252572

1.805

0.2940718516806151

0.00934601914631442

0.020746016558437514

0.6758361126146328

1.81

0.29515773434486825

0.009246835178796748

0.020476717559789012

0.6751187129165459

1.815

0.2962618026539316

0.009151690042258931

0.020216688982103007

0.6743698183217064

1.82

0.2973829279945386

0.009060499711193394

0.019965774624331318

0.6735907976699367

1.825

0.29852000879330365

0.008973181965844217

0.019723816749916287

0.6727829924909359

1.83

0.2996719698160752

0.008889656483298161

0.019490656758301222

0.6719477169423255

1.835

0.30083776145955965

0.008809844912269967

0.019266135792565545

0.6710862578356048

1.84

0.30201635903834495

0.00873367093314856

0.019050095287267053

0.6701998747412394

1.845

0.3032067620701243

0.008661060304745784

0.01884237746044973

0.6692898001646802

1.85

0.3044079935616217

0.008591940899071221

0.01864282575363491

0.6683572397856722

1.855

0.30561909929744735

0.008526242725345514

0.018451285223460727

0.6674033727537464

1.86

0.30683914713386473

0.008463897944360173

0.018267602888472744

0.6664293520333023

1.865

0.30806722629922495

0.008404840874194281

0.018091628034400536

0.6654363047921802

1.87

0.30930244670262225

0.00834900798820741

0.017923212481083393

0.6644253328280869

1.875

0.31054393825213994

0.008296337906143248

0.01776221081403532

0.6633975130276815

1.88

0.311790850183892

0.008246771379099722

0.017608480583466982

0.6623538978535413

1.885

0.31304235040291617

0.00820025126904843

0.017461882473411672

0.6612955158546237

1.89

0.3142976248368429

0.008156722523518687

0.01732228044343502

0.6602233721962033

1.895

0.31555587680314534

0.008116132145999187

0.017189541845245123

0.6591384492056103

1.9

0.3168163263906702

0.008078429162552825

0.017063537516361617

0.6580417069304153

1.905

0.3180782098560567

0.008043564585087367

0.016944141852849853

0.6569340837060059

1.91

0.3193407790355683

0.00801149137167603

0.016831232862979936

0.6558164967297756

1.915

0.3206033007727886

0.00798216438427748

0.016724692203530536

0.6546898426394032

1.92

0.3218650563625724

0.007955540344163852

0.016624405200324068

0.6535549980929395

1.925

0.32312534101158547

0.007931577785327996

0.016530260854453242

0.6524128203486331

1.93

0.3243834633157217

0.007910237006106945

0.016442151835539286

0.6512641478426319

1.935

0.32563874475464544

0.007891480019227438

0.01635997446324893

0.650109800762878

1.94

0.326890519203673

0.007875270500450796

0.016283628678190925

0.6489505816176852

1.945

0.3281381324631802

0.007861573735968654

0.016213018003212686

0.6477872757976383

1.95

0.32938094180569877

0.007850356568677453

0.01614804949602416

0.6466206521295994

1.955

0.33061831554084775

0.007841587343438322

0.01608863369398824

0.6454514634217254

1.96

0.3318496325982304

0.007835235851409654

0.01603468455183539

0.6442804469985243

1.965

0.33307428212841844

0.007831273273522283

0.01598611937298406

0.643108325225075

1.97

0.3342916631221372

0.00782967212315149

0.015942858735077687

0.6419358060196334

1.975

0.33550118404776236

0.007830406188026037

0.015904826410283568

0.6407635833539278

1.98

0.33670226250723634

0.007833450471401885

0.015871949280838193

0.6395923377405234

1.985

0.3378943249105146

0.007838781132517124

0.015844157250267568

0.6384227367067006

1.99

0.3390768061686529

0.007846375426334866

0.015821383150659507

0.6372554352543526

1.995

0.3402491494056535

0.00785621164257226

0.015803562646317368

0.6360910763054567

2.0

0.3414108056891912

0.007868269044006405

0.01579063413408125

0.634930291132721

2.005

0.3425612337803486

0.007882527804041672

0.015782538640562966

0.6337736997750466

2.01

0.34369989990249705

0.007898968943517666

0.01577921971650484

0.6326219114374803

2.015

0.3448262775294671

0.00791757426673287

0.015780623328439637

0.6314755248753602

2.02

0.3459398471931615

0.007938326296655734

0.01578669774779923

0.6303351287623833

2.025

0.3470400963107717

0.00796120820929264

0.015797393437592958

0.6292013020423425

2.03

0.3481265190317664

0.007986203767180766

0.01581266293675292

0.6280746142642997

2.035

0.3491986161048295

0.00801329725197332

0.015832460742222387

0.6269556259009745

2.04

0.35025589476493113

0.008042473396084963

0.015856743188845095

0.6258448886501385

2.045

0.3512978686407213

0.00807371731336643

0.01588546832709721

0.6247429457188147

2.05

0.35232405768244174

0.008107014428779395

0.015918595798690288

0.6236503320900882

2.055

0.353333988110554

0.008142350407045529

0.01595608671006223

0.6225675747723379

2.06

0.35432719238528526

0.008179711080247403

0.015997903503764274

0.6214951930307028

2.065

0.35530320919729214

0.008219082374363524

0.016044009827745148

0.6204336986005989

2.07

0.35626158347964254

0.008260450234725153

0.01609437040252874

0.6193835958831033

2.075

0.3572018664413103

0.008303800550388896

0.01614895088627893

0.6183453821220216

2.08

0.358123615622372

0.008349119077426154

0.016207717737744466

0.6173195475624571

2.085

0.35902639497108496

0.008396391361138544

0.016270638077077963

0.6163065755906982

2.09

0.3599097749430145

0.008445602657217268

0.016337679544526286

0.6153069428552417

2.095

0.3607733326223623

0.008496737851874138

0.01640881015699461

0.6143211193687688

2.1

0.36161665186562875

0.00854978138098257

0.016483998162493376

0.6133495685908951

2.105

0.36243932346772145

0.008604717148278358

0.01656321189248615

0.6123927474915138

2.11

0.363240945350593

0.008661528442682356

0.01664641961216707

0.6114511065945574

2.115

0.3640211227744637

0.008720197854820401

0.016733589368709

0.6105250900020067

2.12

0.36477946857164883

0.008780707192829858

0.01682468883753778

0.6096151353979834

2.125

0.3655156034029707

0.008843037397557

0.016919685166704092

0.6087216740327681

2.13

0.3662291560366934

0.008907168457265096

0.01701854481944233

0.607845130686599

2.135

0.3669197636498693

0.008973079321989529

0.017121233415025375

0.6069859236131157

2.14

0.36758707215193115

0.009040747817693304

0.017227715568045653

0.6061444644623297

2.145

0.3682307365303094

0.009110150560394189

0.01733795472627575

0.6053211581830205

2.15

0.3688504212177858

0.009181262870453089

0.017451913007286598

0.6045164029044744

2.155

0.369445800481229

0.009254058687232175

0.017569551034027405

0.6037305897975113

2.16

0.3700165588312836

0.009328510484350691

0.017690827769599363

0.6029641029147662

2.165

0.3705623914525019

0.009404589185786086

0.017815700351484224

0.6022173190102277

2.17

0.37108300465332716

0.009482264083088075

0.01794412392551947

0.6014906073380653

2.175

0.3715781163352438

0.009561502753993385

0.01807605147994349

0.6007843294308193

2.18

0.3720474564803178

0.009642270982748963

0.018211433679867054

0.6000988388570662

2.185

0.3724907676562494

0.009724532682471402

0.018350218702561177

0.599434480958718

2.19

0.3729078055379563

0.009808249819889888

0.018492352073986064

0.5987915925681677

2.195

0.3732983394445976

0.009893382342839145

0.01863777650702099

0.5981705017055422

2.2

0.373662152890835

0.009979888110887132

0.018786431741890583

0.5975715272563872

2.205

0.37399904415101237

0.01006772282949987

0.018938254389318707

0.5969949786301689

2.21

0.3743088268348154

0.010156839988162036

0.019093177776976722

0.5964411554000457

2.215

0.3745913304728505

0.010247190802887067

0.01925113179982825

0.5959103469244341

2.22

0.3748464011104587

0.010338724163563863

0.019412042775007077

0.5954028319509703

2.225

0.375073901907956

0.010431386586598807

0.019575833301898368

0.5949188782035468

2.23

0.3752737137453635

0.01052512217332127

0.019742422128125665

0.5944587419531896

2.235

0.3754457358295686

0.010619872574627844

0.019911724022176492

0.5940226675736271

2.24

0.37558988630173157

0.010715576962345008

0.020083649653427814

0.5936108870824957

2.245

0.37570610284263195

0.01081217200779149

0.020258105480358356

0.5932236196692182

2.25

0.3757943432735294

0.010909591868019887

0.020434993647757676

0.5928610712106931

2.255

0.3758545861500001

0.011007768180212095

0.020614211893761218

0.5925234337760267

2.26

0.3758868313461009

0.011106630064694254

0.02079565346755626

0.5922108851216487

2.265

0.3758911006261111

0.011206104137024253

0.02097920705861479

0.59192358817825

2.27

0.37586743820100826

0.011306114529587914

0.021164756738315936

0.591661690531088

2.275

0.37581591126674985

0.011406582923118823

0.021352181914821636

0.5914253238953098

2.28

0.37573661052135765

0.011507428588530965

0.021541357302064915

0.5912146035880466

2.285

0.3756296506577405

0.011608568439422937

0.021732152903699377

0.5910296279991373

2.29

0.3754951708291418

0.011709917095577308

0.02192443401284148

0.5908704780624395

2.295

0.3753333350840633

0.011811386957738665

0.022118061228412977

0.5907372167297852

2.3

0.37514433276749903

0.011912888293909012

0.022312890488859507

0.5906298884497326

2.305

0.37492837888531055

0.01201432933734945

0.022508773123982372

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2.31

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2.315

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2.325

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2.33

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2.335

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2.34

0.3726856360836282

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2.345

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2.35

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2.355

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2.36

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2.365

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2.37

0.3698143327329468

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2.375

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2.38

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2.385

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2.39

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2.395

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2.4

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2.405

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2.41

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2.415

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2.42

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2.425

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2.43

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2.435

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2.44

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2.445

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2.45

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0.027853039807605767

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2.455

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0.02799626247259999

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2.46

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2.465

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2.47

0.35561615780993905

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2.475

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2.48

0.3539635896899852

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0.028639889377829877

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2.485

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0.028753140371422483

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2.49

0.35229652124931177

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2.495

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2.5

0.350622122679556

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2.505

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0.014908569282780811

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2.51

0.3489474964921965

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0.02923565871200734

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2.515

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2.52

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2.525

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2.53

0.34562534813205087

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2.535

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0.029571304973671827

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2.54

0.34399127174995153

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2.545

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0.02966309403170271

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2.55

0.342383774494991

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2.555

0.341591908168121

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0.029730461321489883

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2.56

0.340808946226431

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2.565

0.34003559997218186

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0.029773526669307406

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2.57

0.3392725589491513

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2.575

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2.58

0.3377800370803601

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0.029793207395926034

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2.585

0.3370518194268376

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2.59

0.3363364320859022

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2.595

0.33563444479759447

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0.029760439322319632

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2.6

0.33494640163778266

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0.029738236240037994

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2.605

0.3342728206172904

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0.029710554229964204

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2.61

0.33361419335163367

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0.02967750144684473

0.6220089061723127

2.615

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2.62

0.3323436330744872

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2.625

0.33173254931101337

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2.63

0.3311381176117438

0.014531921523929752

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2.635

0.33056069504530994

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0.029435933988401965

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2.64

0.3300006117095725

0.0144369496077199

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2.645

0.3294581708521638

0.014386968256782982

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2.65

0.3289336490465579

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0.6274960505295475

2.655

0.32842729642095136

0.014282467991022152

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2.66

0.3279393369371259

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2.665

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0.02899664045393551

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2.67

0.3270193644095433

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0.02890973457347691

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2.675

0.32658767160805663

0.01405785521685512

0.028819355299867844

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2.68

0.326175013293048

0.013998973692175405

0.028725671329877866

0.6311003416848991

2.685

0.32578148831936043

0.013939177736787515

0.028628852493399935

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2.69

0.32540717193147095

0.01387855405582141

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0.6321852046523355

2.695

0.32505211630828046

0.013817188125981688

0.028426492860022298

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2.7

0.32471635113379227

0.013755164066628495

0.028321293913484948

0.6332071908860948

2.705

0.3243998841907522

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0.6336939082073787

2.71

0.3241027019743927

0.013629470548422444

0.028103710222669845

0.6341641172545155

2.715

0.32382477032350077

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0.02799166417893445

0.6346176039728929

2.72

0.3235660350661211

0.013502115054864636

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2.725

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0.027761900969384086

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2.73

0.3231058409463904

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0.02764451370963483

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2.735

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0.013309298865084666

0.02752567255031285

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2.74

0.32272131123900594

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0.027405536980068167

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2.745

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0.027284263889664713

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2.75

0.3224113602809997

0.013116054708564103

0.02716200737028387

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2.755

0.3222839421105284

0.013051856081522246

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2.76

0.32217464693315623

0.012987869559176192

0.0269151453225298

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2.765

0.3220832707562995

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0.02679083240497211

0.6382017425011369

2.77

0.3220095963240264

0.012860767442588036

0.026666120995813915

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2.775

0.3219533937778904

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0.026541148761137518

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2.78

0.32191442130902714

0.01273519589451699

0.02641604971153637

0.6389343330849199

2.785

0.3218924258003575

0.012673114476916507

0.026290954114888316

0.6391435056078381

2.79

0.32188714345785285

0.01261156788555557

0.026165988423613208

0.6393353002329787

2.795

0.3218983004299316

0.012550602415444896

0.026041275215818397

0.6395098219388055

2.8

0.3219256134141613

0.01249026227427153

0.02591693314970818

0.6396671911618593

2.805

0.3219687902505454

0.012430589611729404

0.025793076930611194

0.6398075432071143

2.81

0.32202753050077154

0.012371624552247213

0.0256698172899633

0.6399310276570183

2.815

0.32210152601289166

0.012313405230750507

0.0255472609755719

0.6400378077807862

2.82

0.32219046147099495

0.012255967831108413

0.02542551075248096

0.640128059945416

2.825

0.3222940149295168

0.012199346626929676

0.025304665413753626

0.6402019730298002

2.83

0.32241185833190855

0.01214357402438772

0.02518481980049095

0.640259747843213

2.835

0.3225436580134654

0.012088680606769943

0.025066064830410698

0.6403015965493543

2.84

0.3226890751881808

0.012034695180462338

0.024948487534318862

0.6403277420970384

2.845

0.3228477664195596

0.01198164482209659

0.02483217109981825

0.640338417658526

2.85

0.3230193840753828

0.011929554926602966

0.024717194921612923

0.6403338660764017

2.855

0.3232035767664714

0.011878449255928457

0.024603634657783917

0.6403143393198166

2.86

0.32339998976954887

0.011828349988195604

0.024491562291430548

0.6402800979508254

2.865

0.32360826543434684

0.011779277767093222

0.024381046197091933

0.6402314106014684

2.87

0.3238280435751422

0.011731251751305656

0.024272151211385387

0.6401685534621672

2.875

0.32405896184695093

0.011684289663802323

0.02416493870732139

0.6400918097819258

2.88

0.32430065610663916

0.011638407840823883

0.024059466671778815

0.6400014693807586

2.885

0.324552760759242

0.011593621280415597

0.023955789785648867

0.639897828174694

2.89

0.3248149090898082

0.011549943690371996

0.02385395950618123

0.639781187713639

2.895

0.32508673358111195

0.011507387535470119

0.023754024151091478

0.6396518547323269

2.9

0.3253678662175945

0.01146596408388105

0.02365602898401425

0.6395101407145106

2.905

0.32565793877591526

0.011425683452661395

0.023560016300912184

0.6393563614705116

2.91

0.3259565831025071

0.011386554652237648

0.023466025517075818

0.6391908367281799

2.915

0.3262634313785433

0.011348585629807097

0.02337409325437461

0.6390138897372755

2.92

0.3265781163727328

0.011311783311589

0.023284253428443615

0.6388258468872351

2.925

0.3269002716823682

0.011276153643869255

0.023196537335514262

0.6386270373382489

2.93

0.3272295319630567

0.011241701632790688

0.023110973738620914

0.6384177926655323

2.935

0.3275655331475681

0.011208431382849387

0.023027588952937432

0.6381984465166457

2.94

0.32790791265423397

0.011176346134065308

0.022946406930019675

0.6379693342816817

2.945

0.3282563095853353

0.011145448297802493

0.022867449340750884

0.637730792776112

2.95

0.3286103649159112

0.011115739491221039

0.02279073565680692

0.6374831599360615

2.955

0.3289697216734217

0.011087220570349011

0.022716283230477554

0.6372267745257525

2.96

0.32933402510869114

0.011059891661768278

0.02264410737269834

0.636961975856843

2.965

0.3297029228585556

0.011033752192913405

0.022574221429164976

0.6366891035193668

2.97

0.33007606510063053

0.011008800920987572

0.022506636854418584

0.6364084971239642

2.975

0.33045310470060774

0.010985035960503828

0.0224413632838059

0.6361204960550835

2.98

0.3308336973524845

0.010962454809464008

0.02237840860323311

0.6358254392348193

2.985

0.33121750171211706

0.010941054374191232

0.022317779016645844

0.6355236648970468

2.99

0.33160417952448296

0.0109208309928352

0.022259479111180824

0.6352155103715019

2.995

0.3319933957450268

0.010901780457572438

0.022203511919946798

0.6349013118774549

3.0

0.33238481865545294

0.01088389803552632

0.022149878982403677

0.634581404326618

3.005

0.33277811997431916

0.010867178488434078

0.02209858040231934

0.6342561211349285

3.01

0.3331729749627731

0.01085161609109014

0.022049614903293345

0.6339257940428444

3.015

0.3335690625257629

0.010837204648597018

0.022002979881845866

0.6335907529437953

3.02

0.33396606530904116

0.010823937512456664

0.021958671458078498

0.6332513257204248

3.025

0.33436366979226967

0.010811807595536724

0.021916684523921332

0.6329078380882733

3.03

0.33476156637852017

0.010800807385947351

0.021877012788987783

0.6325606134465458

3.035

0.33515944948045445

0.010790928959865479

0.021839648824065166

0.632209972735616

3.04

0.3355570176034545

0.01078216399334437

0.021804584102274985

0.6318562343009272

3.045

0.3359539734259606

0.010774503773147185

0.021771809037942323

0.6314997137629509

3.05

0.3363500238772636

0.010767939206644025

0.0217413130232187

0.6311407238928747

3.055

0.3367448802129841

0.010762460830812538

0.02171308446250728

0.630779574493697

3.06

0.33713825808845915

0.010758058820382763

0.02168711080474335

0.6304165722864157

3.065

0.3375298776302442

0.010754722995167292

0.02166337857358674

0.6300520208010026

3.07

0.33791946350592583

0.010752442826618273

0.021641873395586146

0.6296862202718707

3.075

0.3383067449924269

0.010751207443653028

0.021622580026378343

0.6293194675375428

3.08

0.33869145604297524

0.010751005637790384

0.021605482374987946

0.6289520559442475

3.085

0.3390733353528921

0.010751825867639973

0.021590563526295774

0.6285842752531733

3.09

0.3394521264243459

0.010753656262786944

0.021577805761746074

0.6282164115511222

3.095

0.3398275776302032

0.01075648462711463

0.021567190578364644

0.6278487471643186

3.1

0.3401994422770967

0.01076029844160781

0.021558698706161773

0.6274815605751348

3.105

0.340567478667818

0.010765084866679257

0.02155231012399519

0.6271151263415087

3.11

0.3409314501631304

0.010770830744062244

0.021548004073969725

0.6267497150188387

3.115

0.3412911252430844

0.01077752259831172

0.021545759074451335

0.6263855930841536

3.12

0.3416462775679069

0.010785146637956801

0.02154555293177433

0.6260230228623631

3.125

0.34199668603852307

0.010793688756347147

0.02154736275072131

0.6256622624544096

3.13

0.34234213485675796

0.010803134532235751

0.021551164943856168

0.6253035656671512

3.135

0.34268241358525237

0.010813469230140472

0.021556935239791068

0.6249471819448171

3.14

0.34301731720711687

0.010824677800526601

0.0215646486904688

0.6245933563018888

3.145

0.34334664618533545

0.010836744879852483

0.021574279677542323

0.6242423292572709

3.15

0.3436702065219196

0.010849654790520068

0.021585801917933616

0.6238943367696278

3.155

0.34398780981680116

0.010863391540772031

0.021599188468654117

0.6235496101737737

3.16

0.3442992733264424

0.0108779388245768

0.021614411730969205

0.6232083761180127

3.165

0.3446044200221298

0.010893280021542554

0.021631443453989162

0.6228708565023395

3.17

0.34490307864790815

0.010909398196900885

0.02165025473776904

0.622537268417423

3.175

0.34519508377809943

0.010926276101600426

0.0216708160359997

0.6222078240843015

3.18

0.3454802758743428

0.010943896172550328

0.021693097158372032

0.6218827307947359

3.185

0.34575850134207936

0.010962240533052931

0.0217170672726962

0.6215621908521726

3.19

0.34602961258639725

0.01098129099346447

0.021742694906857107

0.6212464015132823

3.195

0.34629346806714223

0.011001029052121986

0.02176994795068708

0.6209355549300498

3.2

0.34654993235318926

0.011021435896574016

0.021798793657835932

0.6206298380924019

3.205

0.346798876175762

0.011042492405151785

0.02182919864771807

0.6203294327713693

3.21

0.3470401764806782

0.011064179148916897

0.02186112890761536

0.6200345154627906

3.215

0.3472737164793905

0.011086476394020554

0.0218945497950137

0.6197452573315764

3.22

0.3474993856986834

0.011109364104508383

0.021929426040250156

0.6194618241565591

3.225

0.3477170800288813

0.011132821945603872

0.021965721749546346

0.6191843762759696

3.23

0.3479267017704131

0.011156829287502248

0.02200340040850257

0.6189130685335831

3.235

0.3481281596785736

0.011181365209705382

0.02204242488612573

0.6186480502255963

3.24

0.3483213690063143

0.011206408505926977

0.022082757439462447

0.6183894650482973

3.245

0.34850625154489245

0.011231937689595788

0.022124359718907294

0.6181374510466054

3.25

0.3486827356621993

0.011257930999983132

0.02216719277425394

0.6178921405635646

3.255

0.34885075633858526

0.011284366408979247

0.022211217061555204

0.6176536601908813

3.26

0.34901025519999557

0.01131122162854131

0.02225639245085566

0.6174221307206085

3.265

0.3491611805482262

0.011338474118834064

0.02230267823485821

0.6171976670980825

3.27

0.34930348738810607

0.011366101097081985

0.022350033138583362

0.6169803783762297

3.275

0.3494371374514109

0.011394079547149901

0.022398415330077356

0.616770367671363

3.28

0.349562099217311

0.011422386229866728

0.022447782432222233

0.6165677321206011

3.285

0.34967834792915536

0.0114509976941047

0.022498091535697953

0.616372562841043

3.29

0.3497858656073936

0.011479890288624136

0.02254929921314328

0.61618494489084

3.295

0.34988464105843875

0.011509040174691175

0.022601361534558724

0.6160049572323123

3.3

0.349974669879274

0.01153842333947345

0.02265423408399108

0.6158326726972624

3.305

0.35005595445761023

0.011568015610215901

0.022707871977535266

0.6156681579546396

3.31

0.3501285039674026

0.011597792669196194

0.022762229882685076

0.6155114734807171

3.315

0.35019233435953967

0.011627730069456377

0.022817262039060177

0.6153626735319447

3.32

0.3502474683475219

0.011657803251304503

0.022872922280532268

0.6152218061206423

3.325

0.3502939353879528

0.011687987559576925

0.022929164058768645

0.6150889129937026

3.33

0.3503317716556713

0.011718258261649017

0.02298594046820666

0.6149640296144739

3.335

0.35036102001336283

0.011748590566178949

0.023043204272467595

0.6148471851479915

3.34

0.35038172997549183

0.011778959642566061

0.023100907932213272

0.6147384024497298

3.345

0.35039395766640996

0.011809340641102263

0.023159003634443644

0.6146376980580451

3.35

0.35039776577250215

0.011839708713791749

0.023217443323228004

0.6145450821904791

3.355

0.35039322348824387

0.011870039035811193

0.023276178731857135

0.6144605587440888

3.36

0.3503804064560536

0.011900306827579487

0.023335161416398006

0.6143841252999699

3.365

0.35035939669983746

0.011930487377402968

0.02339434279062703

0.6143157731321335

3.37

0.35033028255213416

0.011960556064659128

0.023453674162312057

0.6142554872208956

3.375

0.3502931585747838

0.011990488383478725

0.023513106770807604

0.6142032462709308

3.38

0.3502481254730562

0.012020259966883405

0.023572591825921946

0.6141590227341394

3.385

0.3501952900031908

0.012049846611333105

0.023632080548008895

0.6141227828374681

3.39

0.35013476487331424

0.01207922430163479

0.02369152420923136

0.6140944866158206

3.395

0.35006666863771896

0.012108369236161548

0.023750874175938023

0.6140740879501824

3.4

0.3499911255845009

0.012137257852328593

0.02381008195208882

0.6140615346110826

3.405

0.3499082656165727

0.012165866852270458

0.023869099223659384

0.6140567683074984

3.41

0.3498182241260851

0.01219417322866154

0.023927877903949134

0.6140597247413052

3.415

0.34972114186230757

0.012222154290620239

0.023986370179712536

0.6140703336673606

3.42

0.3496171647930355

0.01224978768963517

0.024044528558027845

0.6140885189593025

3.425

0.3495064439596111

0.012277051445450434

0.02410230591381289

0.6141141986811266

3.43

0.34938913532566207

0.012303923971845605

0.02415965553789274

0.6141472851646006

3.435

0.3492653996196802

0.012330384102245026

0.024216531185519755

0.6141876850925561

3.44

0.3491354021715809

0.012356411115090204

0.024272887125242497

0.6142352995880874

3.445

0.34899931274340235

0.012381984758908489

0.024328678188016078

0.6142900243096742

3.45

0.3488573053543195

0.01240708527701093

0.024383859816443292

0.6143517495522273

3.455

0.3487095581001687

0.01243169343175218

0.02443838811403264

0.6144203603540476

3.46

0.34855625296769194

0.012455790528285516

0.024492219894356834

0.6144957366096668

3.465

0.3483975756437308

0.012479358437746592

0.02454531272999303

0.6145777531885307

3.47

0.34823371531961245

0.012502379619800318

0.024597625001124227

0.6146662800594641

3.475

0.34806486449098867

0.012524837144486331

0.024649115943679918

0.6147611824208462

3.48

0.34789121875340295

0.012546714713299911

0.02469974569689312

0.6148623208364051

3.485

0.34771297659387457

0.012567996679446785

0.02474947535015051

0.6149695513765292

3.49

0.3475303391788031

0.012588668067212205

0.024798266989012337

0.6150827257649735

3.495

0.34734351013850906

0.012608714590386868

0.024846083740279478

0.6152016915308257

3.5

0.3471526953487384

0.01262812266969464

0.02489288981598585

0.6153262921655822

3.505

0.3469581027094691

0.012646879449169812

0.024938650556196058

0.6154563672851661

3.51

0.34675994192136883

0.01266497281143446

0.02498333247049012

0.6155917527967076

3.515

0.34655842426026034

0.012682391391829698

0.025026903278019708

0.6157322810698913

3.52

0.3463537623499597

0.012699124591357991

0.025069331946023277

0.6158777811126601

3.525

0.3461461699338588

0.0127151625883972

0.025110588726691082

0.6160280787510539

3.53

0.3459358616456295

0.012730496349150851

0.02515064519227494

0.6161829968129457

3.535

0.3457230527794289

0.012745117636803024

0.02518947426834216

0.616342355315427

3.54

0.3455079590599914

0.012759019019350271

0.02522705026507789

0.6165059716555815

3.545

0.34529079641299193

0.012772193876087239

0.02526334890654537

0.6166736608043766

3.55

0.3450717807360666

0.012784636402726863

0.025298347357819464

0.6168452355033882

3.555

0.34485112767087606

0.012796341615140476

0.02533202424991472

0.6170205064640699

3.56

0.3446290523765947

0.012807305351707534

0.025364359702435807

0.6171992825692632

3.565

0.3444057693052051

0.012817524274269137

0.025395335343884818

0.6173813710766421

3.57

0.34418149197897324

0.012826995867684066

0.025424934329566964

0.6175665778237769

3.575

0.343956432770474

0.012835718437990463

0.025453141357043563

0.6177547074344931

3.58

0.3437308026855291

0.012843691109180783

0.0254799426790886

0.6179455635262027

3.585

0.3435048111494126

0.01285091381860202

0.0255053261141129

0.6181389489178736

3.59

0.343278665796669

0.012857387310997526

0.025529281054027794

0.6183346658383068

3.595

0.3430525722648789

0.012863113131211005

0.025551798469528014

0.6185325161343832

3.6

0.3428267339926971

0.012868093615577326

0.025572870912781636

0.6187323014789451

3.605

0.34260135202247427

0.012872331882028833

0.025592492517522884

0.6189338235779752

3.61

0.3423766248077613

0.012875831818949593

0.025610658996551613

0.6191368843767386

3.615

0.3421527480259819

0.01287859807281374

0.02562736763665131

0.6193412862645542

3.62

0.341929914396543

0.012880636034647463

0.025642617290945278

0.6195468322778653

3.625

0.3417083135046396

0.012881951825357549

0.025656408368718468

0.6197533263012855

3.63

0.3414881316309917

0.012882552279972318

0.025668742822740002

0.6199605732662972

3.635

0.34126955158773814

0.012882444930843721

0.02567962413412884

0.6201683793472904

3.64

0.3410527525606921

0.012881637989861873

0.025689057294812214

0.6203765521546348

3.645

0.3408379099581476

0.012880140329735664

0.025697048787633323

0.6205849009244845

3.65

0.340625195266408

0.01287796146439517

0.0257036065641715

0.6207932367050264

3.655

0.34041477591219044

0.012875111528573393

0.025708740020344227

0.621001372538893

3.66

0.34020681513204093

0.012871601256626439

0.025712459969866396

0.6212091236414673

3.665

0.3400014718488781

0.012867441960652494

0.02571477861564782

0.6214163075748227

3.67

0.3397989005557643

0.012862645507971058

0.025715709519215105

0.6216227444170507

3.675

0.33959925120698575

0.012857224298024569

0.025715267568248826

0.621828256926742

3.68

0.33940266911650485

0.012851191238765117

0.025713468942331313

0.6220326707023999

3.685

0.33920929486383034

0.012844559722589164

0.02571033107700422

0.6222358143365775

3.69

0.33901926420733336

0.012837343601883171

0.025705872626238555

0.6224375195645462

3.695

0.33883270800502074

0.012829557164242788

0.02570011342342289

0.6226376214073148

3.7

0.3386497521427596

0.012821215107427739

0.025693074440977907

0.622835958308836

3.705

0.33847051746993123

0.01281233251411386

0.02568477774870767

0.6230323722672485

3.71

0.33829511974247656

0.012802924826502757

0.025675246470999565

0.6232267089600224

3.715

0.33812366957327994

0.012793007820848423

0.02566450474298598

0.623418817862887

3.72

0.3379562723898234

0.012782597581958802

0.025652577665781624

0.6236085523624375

3.725

0.3377930283990292

0.012771710477728768

0.02563949126091055

0.6237957698623329

3.73

0.3376340325591956

0.012760363133759275

0.025625272424036852

0.6239803318830096

3.735

0.3374793745589172

0.012748572408115581

0.02560994887811238

0.6241621041548562

3.74

0.33732913880286947

0.012736355366275485

0.02559354912605385

0.6243409567048025

3.745

0.3371834044043261

0.012723729256316336

0.025576102403060377

0.6245167639362985

3.75

0.33704224518426634

0.0127107114843874

0.025557638628680556

0.6246894047026671

3.755

0.3369057296769204

0.012697319590511786

0.025538188358736356

0.6248587623738329

3.76

0.3367739211415915

0.012683571224759766

0.025517782737208387

0.6250247248964418

3.765

0.3366468775805846

0.012669484123832783

0.025496453448184533

0.6251871848473995

3.77

0.336524651763065

0.012655076088094956

0.02547423266797081

0.6253460394808706

3.775

0.33640729125466234

0.01264036495908629

0.025451153017460013

0.6255011907687927

3.78

0.33629483845263014

0.012625368597549166

0.025427247514850218

0.6256525454349718

3.785

0.33618733062636535

0.012610104861997103

0.025402549528801343

0.6258000149828375

3.79

0.33608479996308804

0.01259459158785217

0.025377092732114102

0.6259435157169471

3.795

0.3359872736184776

0.012578846567174755

0.025350911056011526

0.6260829687583375

3.8

0.33589477377205834

0.012562887529006863

0.02532403864509893

0.6262183000538372

3.805

0.33580731768712585

0.012546732120347555

0.025296509813073884

0.6263494403794541

3.81

0.3357249177750022

0.012530397887776585

0.02526835899925318

0.6264763253379694

3.815

0.3356475816634089

0.012513902259739878

0.02523962072597932

0.6265988953508732

3.82

0.33557531226874493

0.01249726252950804

0.025210329556964353

0.6267170956447841

3.825

0.33550810787205665

0.012480495838816826

0.02518052005662439

0.6268308762325036

3.83

0.3354459621984894

0.012463619162196134

0.025150226750453353

0.6269401918888625

3.835

0.33538886450000877

0.012446649291992023

0.02511948408647997

0.6270450021215206

3.84

0.33533679964118457

0.012429602824084084

0.025088326397847475

0.6271452711368852

3.845

0.3352897481878293

0.012412496144298511

0.02505678786655087

0.6272409678013227

3.85

0.3352476864982891

0.012395345415515352

0.025024902488362182

0.6273320655978347

3.855

0.3352105868171853

0.012378166565466558

0.024992704038969787

0.6274185425783797

3.86

0.3351784173714098

0.01236097527521979

0.024960226041353548

0.6275003813120181

3.865

0.3351511424681815

0.01234378696834132

0.024927501734413417

0.627577568829065

3.87

0.3351287225949736

0.012326616800729879

0.02489456404286506

0.6276500965614328

3.875

0.3351111145211278

0.012309479651111899

0.024861445548412194

0.6277179602793495

3.88

0.33509827140097526

0.012292390112187329

0.024828178462201568

0.6277811600246372

3.885

0.33509014287828903

0.012275362482414032

0.024794794598562903

0.6278397000407354

3.89

0.33508667519189833

0.012258410758417652

0.02476132535003271

0.6278935886996527

3.895

0.33508781128229975

0.01224154862801293

0.02472780166365758

0.6279428384260312

3.9

0.33509349089910645

0.012224789463821526

0.024694254018569516

0.6279874656185039

3.905

0.33510365070918174

0.01220814631747068

0.024660712404822864

0.6280274905685261

3.91

0.3351182244053093

0.012191631914356302

0.02462720630347978

0.628062937376856

3.915

0.3351371428152574

0.012175258648953595

0.024593764667928508

0.6280938338678619

3.92

0.3351603340111017

0.012159038580657722

0.024560415906416416

0.6281202115018256

3.925

0.33518772341867487

0.01214298343013673

0.024527187865777563

0.6281421052854123

3.93

0.33521923392701963

0.01212710457617852

0.0244941078163325

0.6281595536804707

3.935

0.3352547859977255

0.012111413053013522

0.02446120243793624

0.6281725985113261

3.94

0.3352942977740362

0.01209591954809447

0.024428497807148654

0.6281812848707221

3.945

0.33533768518962065

0.012080634400314665

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3.955

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3.96

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3.97

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3.98

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3.99

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3.995

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4.005

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4.03

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4.055

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4.06

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4.065

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4.07

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4.075

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4.085

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4.095

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4.1

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4.105

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4.13

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4.14

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4.155

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4.175

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4.205

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4.225

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4.255

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4.275

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4.3

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4.31

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4.32

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4.325

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4.355

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4.36

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4.37

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4.375

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4.38

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4.395

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4.41

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4.415

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4.435

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4.465

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4.6

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0.622824667901305

4.77

0.3401694196721925

0.012318956539073746

0.024629241723316195

0.6228823820654189

4.775

0.34011412971234545

0.012317330089683734

0.024628752525734595

0.6229397876722376

4.78

0.34005971647605865

0.01231554201829653

0.024627902845386074

0.6229968386602601

4.785

0.34000621684407806

0.012313595790050683

0.024626697563651483

0.6230534898022212

4.79

0.33995366646203495

0.0123114949723788

0.024625141828861732

0.6231096967367259

4.795

0.3399020997229268

0.012309243230242945

0.02462324104814533

0.6231654159986864

4.8

0.3398515497510336

0.012306844321330841

0.02462100087909687

0.6232206050485402

4.805

0.3398020483872678

0.012304302091219726

0.024618427221279614

0.6232752223002344

4.81

0.3397536261759523

0.01230162046851464

0.024615526207575376

0.6233292271479592

4.815

0.3397063123530208

0.012298803459967821

0.024612304195394948

0.6233825799916181

4.82

0.3396601348356321

0.012295855145585828

0.02460876775776238

0.6234352422610213

4.825

0.339615120213189

0.012292779673730807

0.024604923674286343

0.6234871764387955

4.83

0.33957129373974954

0.012289581256222308

0.024600778922031795

0.623538346081998

4.835

0.33952867932781905

0.012286264163445805

0.02459634066630511

0.6235887158424317

4.84

0.33948729954350737

0.012282832719474028

0.024591616251365696

0.6236382514856545

4.845

0.3394471756030361

0.01227929129720699

0.024586613191077068

0.6236869199086814

4.85

0.33940832737057836

0.012275644313536461

0.024581339159510125

0.6237346891563766

4.855

0.33937077335741217

0.012271896224540479

0.024575801981511262

0.6237815284365377

4.86

0.3393345307223686

0.012268051520713264

0.024570009623247756

0.623827408133672

4.865

0.3392996152735522

0.012264114722235778

0.024563970182742582

0.6238722998214711

4.87

0.33926604147131284

0.01226009037429193

0.024557691880410702

0.6239161762739861

4.875

0.3392338224324446

0.012255983042435277

0.024551183049608506

0.6239590114755131

4.88

0.33920296993558796

0.01225179730801081

0.02454445212720787

0.624000780629195

4.885

0.3391734944278098

0.01224753776363629

0.02453750764420599

0.6240414601643495

4.89

0.33914540503233515

0.01224320900874734

0.02453035821638187

0.6240810277425372

4.895

0.3391187095574035

0.012238815645210262

0.024523012535009978

0.6241194622623778

4.9

0.3390934145062217

0.012234362273006458

0.024515479357641326

0.624156743863132

4.905

0.3390695250879857

0.012229853485991968

0.024507767498961816

0.624192853927062

4.91

0.3390470452299407

0.01222529386773554

0.024499885821737358

0.6242277750805879

4.915

0.3390259775904514

0.012220687987438396

0.02449184322785498

0.6242614911942568

4.92

0.3390063235730507

0.012216040395938646

0.02448364864946865

0.6242939873815435

4.925

0.3389880833414376

0.012211355621803083

0.024475311040258258

0.6243252499965026

4.93

0.33897125583539117

0.012206638167508931

0.024466839366809812

0.6243552666302916

4.935

0.3389558387875715

0.012201892505717842

0.024458242600124434

0.6243840261065877

4.94

0.3389418287411735

0.012197123075644306

0.02444952970726347

0.6244115184759202

4.945

0.3389292210684033

0.012192334279520389

0.024440709643136556

0.6244377350089413

4.95

0.33891800998974364

0.012187530479158545

0.0244317913424391

0.6244626681886603

4.955

0.33890818859397726

0.012182715992614042

0.024422783711745315

0.6244863117016649

4.96

0.33889974885893437

0.012177895090948366

0.02441369562176244

0.6245086604283564

4.965

0.3388926816729327

0.012173071995094785

0.02440453589975146

0.6245297104322226

4.97

0.3388869768568774

0.012168250872827049

0.02439531332211929

0.6245494589481778

4.975

0.33888262318698814

0.012163435835832086

0.02438603660718693

0.6245679043699944

4.98

0.338879608418121

0.012158630936887327

0.024376714408137694

0.6245850462368555

4.985

0.3388779193076534

0.01215384016714316

0.024367355306149453

0.6246008852190555

4.99

0.33887754163989925

0.012149067453510885

0.024357967803714138

0.6246154231028772

4.995

0.33887846025102325

0.012144316656156305

0.02434856031814771

0.6246286627746742

5.0

0.33888065905442194

0.012139591566099069

0.024339141175293243

0.6246406082041872

Provenance Report

The following is the Provenance Report produced by the FAIR Data Pipeline Registry as a result of the above code run:

../_images/SEIRS_PR.jpeg