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Rt notebook example #1522

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23a69ac
#1294 functional test HaarioBardenet
DavAug Feb 16, 2021
b852dd3
@1294 add copyright notice
DavAug Feb 16, 2021
4e5bef1
#1294 exclude functional tests from coverage rep
DavAug Feb 16, 2021
6e36010
#1294 add copyright notice
DavAug Feb 16, 2021
5986250
#1294 flake8
DavAug Feb 16, 2021
3bc6fee
Make test importable
fcooper8472 Feb 22, 2021
d297099
Return a string of the class name
fcooper8472 Feb 22, 2021
5e14e66
Add skeleton for functional testing workflow
fcooper8472 Feb 22, 2021
a1be118
Merge branch 'master' into issue-1294-functional-testing-module
fcooper8472 Feb 22, 2021
29d52f7
I think this is the correct syntax for not running on draft pr...
fcooper8472 Feb 22, 2021
d176527
Try committing changes to functional testing
fcooper8472 Feb 22, 2021
6f14364
Fix syntax
fcooper8472 Feb 22, 2021
36aa00b
Remove diff
fcooper8472 Feb 22, 2021
128f66e
Bump
fcooper8472 Feb 23, 2021
2c360e7
Bump
fcooper8472 Feb 23, 2021
d28387d
Bump
fcooper8472 Feb 23, 2021
fdbf30d
#1294 update structure
fcooper8472 Mar 15, 2021
1225905
#1294 allow setting of hyper parameters
fcooper8472 Mar 16, 2021
09af996
Added banana problem
ben18785 Mar 22, 2021
f42b5cf
Added gaussian and banana tests for differential evolution
ben18785 Mar 22, 2021
774d460
Moved controller initialisation methods to parent class
ben18785 Mar 23, 2021
6d8c553
Added dream
ben18785 Mar 23, 2021
63a674d
Added Haario to functional tests
ben18785 Mar 23, 2021
d3d8f41
added functional tests for emcee hammer
ben18785 Mar 23, 2021
d076b1a
Added sample sizes as optional parameter for tests
ben18785 Mar 23, 2021
e9fd8ab
Added high dim Gaussian problem
ben18785 Mar 24, 2021
25be93f
Merge branch 'master' into issue-1294-functional-testing-module
ben18785 Apr 19, 2021
4f4b9ea
Added nuts problems
ben18785 Apr 19, 2021
73c8a8c
Added correlated Gaussian and started to add DRAM but found a bug
ben18785 Apr 20, 2021
7bdef09
Added banana test for dram
ben18785 Apr 20, 2021
8f528d2
Simplified starting points for problems.
ben18785 Apr 20, 2021
7f57caf
Added correlated Gaussian test for haario-bardenet
ben18785 Apr 20, 2021
d9ef3c6
Corrected func test name for haario bardenet
ben18785 Apr 20, 2021
8429f10
Update haario_bardenet_acmc.py
ben18785 Apr 20, 2021
88a4803
Added annulus problem for Haario-bardenet
ben18785 Apr 20, 2021
d1b0c9a
expose some more functional tests
fcooper8472 Apr 26, 2021
ac0bf23
bump
fcooper8472 Apr 26, 2021
e580c62
Merge branch 'master' into issue-1294-functional-testing-module
ben18785 May 4, 2021
7a7d9ab
Added problems for emcee hammer
ben18785 May 4, 2021
81436e0
Added cone problem
ben18785 May 4, 2021
8ae5c5f
Added monomial gamma problems
ben18785 May 5, 2021
9e48d20
Delete empty ending line
chonlei May 25, 2021
5eccd57
Rename to haario_acmc.py and add correlated Gaussian problem
chonlei May 25, 2021
20adc16
add correlated gaussian and annulus to differential evolution functests
rccreswell May 28, 2021
de66391
add correlated gaussian and annulus to dream functests
rccreswell May 31, 2021
d55f7d2
Add problems for Metropolis functests
chonlei Aug 10, 2021
494574f
add relativistic problems
rccreswell Aug 10, 2021
aa55906
Functional testing for slice stepout
FarmHJ Aug 10, 2021
3b0f961
update relativistic functional test hyperparameters
rccreswell Aug 10, 2021
6212de2
Merge branch 'issue-1294-functional-testing-module' of https://github…
rccreswell Aug 10, 2021
033f29e
Merge branch 'master' into issue-1294-functional-testing-module
MichaelClerx Aug 10, 2021
24603ab
Updated tests for Population MCMC.
MichaelClerx Aug 11, 2021
f1f3fda
Made all functional test classes modules have names that match the me…
MichaelClerx Aug 11, 2021
30d4e44
Removed 'test_method_on' prefix from all functional tests, so they ca…
MichaelClerx Aug 11, 2021
e029413
Updated the way functionaltest modules and problem classes are imported.
MichaelClerx Aug 11, 2021
c83bfc3
Removed 'from __future__' imports.
MichaelClerx Aug 11, 2021
3edbeb1
Added docstrings to functional tests.
MichaelClerx Aug 11, 2021
3b0e026
Updated way iterations and warmup is set in functional tests.
MichaelClerx Aug 11, 2021
c9cb226
Added functional test discovery mechanism.
MichaelClerx Aug 11, 2021
32033d5
Add MALA methods
fcooper8472 Aug 12, 2021
c3d98dc
Merge pull request #1388 from pints-team/mala
ben18785 Aug 16, 2021
325a674
Merge branch 'issue-1294-functional-testing-module' into func-test-or…
MichaelClerx Aug 16, 2021
6c8f607
Updated new MALA tests.
MichaelClerx Aug 16, 2021
1e434c5
Updated new MALA tests.
MichaelClerx Aug 16, 2021
14c0263
Made ft warmup a user-set parameter.
MichaelClerx Aug 16, 2021
2ed963f
Slightly simplified ft code.
MichaelClerx Aug 16, 2021
e89e2ba
Merge pull request #1386 from pints-team/func-test-organising
MichaelClerx Aug 17, 2021
4d757a3
Renamed function to change point tests. Closes #1391.
MichaelClerx Aug 17, 2021
6247830
Merge branch 'master' into issue-1294-functional-testing-module
MichaelClerx Aug 17, 2021
0fcd400
Changed 'ft' to 'cpt'.
MichaelClerx Aug 24, 2021
9aa1592
Added flag to ignore unused import in cptests.__init__
MichaelClerx Aug 24, 2021
a602921
Merge pull request #1392 from pints-team/func-test-rename
MichaelClerx Aug 24, 2021
665f21c
Fixed merge issue in workflows.
MichaelClerx Aug 24, 2021
b54bf9a
Updated workflow
MichaelClerx Aug 24, 2021
28ef22e
Update NUTS functional tests
I-Bouros Dec 5, 2023
d7bc9dd
Upload Rt estimation notebook
I-Bouros Mar 22, 2024
625add0
update README.md
I-Bouros Mar 22, 2024
f713df4
correct notebook name
I-Bouros Mar 22, 2024
ba429ff
Merge branch 'pints-team:main' into rt-notebook
I-Bouros Mar 25, 2024
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1 change: 1 addition & 0 deletions .coveragerc
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,7 @@
source = pints
omit =
pints/tests/*
pints/functionaltests/*

[report]
exclude_lines =
Expand Down
58 changes: 58 additions & 0 deletions .github/workflows/change-point-tests.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,58 @@
name: Change-point testing

on:
push:
branches:
- issue-1294-functional-testing-module

jobs:

run-functional-testing:
name: Change-point testing
runs-on: ubuntu-latest

steps:
- name: Check out PINTS repository
uses: actions/checkout@v2
with:
path: 'pints'

- name: Check out functional-testing-2 repository
uses: actions/checkout@v2
with:
repository: 'pints-team/functional-testing-2'
ref: 'new-infra'
path: 'functional-testing-2'
token: ${{ secrets.FUNCTIONAL_TESTING_TOKEN }}

- name: Set up Python 3.8
uses: actions/setup-python@v1
with:
python-version: 3.8
architecture: x64

- name: install pints
run: |
python --version
python -m pip install --upgrade pip setuptools wheel
python -m pip install .
working-directory: 'pints'

- name: install functional-testing-2
run: |
python -m pip install .
working-directory: 'functional-testing-2'

- name: run change-point testing
run: |
python run_all_the_things.py
working-directory: 'functional-testing-2'

- name: commit changes
run: |
git config user.name "github-workflow"
git config user.email "github-workflow"
git add --all
git commit -m "Run of change-point testing" || echo "No changes to commit"
git push
working-directory: 'functional-testing-2'
1 change: 1 addition & 0 deletions examples/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -119,6 +119,7 @@ relevant code.
- [Logistic growth model](./toy/model-logistic.ipynb)
- [Lotka-Volterra predator-prey model](./toy/model-lotka-volterra.ipynb)
- [Repressilator model](./toy/model-repressilator.ipynb)
- [Rt estimation Renewal Equation model](./toy/model-rt-estimation-renewal-equation.ipynb)
- [Simple Harmonic Oscillator model](./toy/model-simple-harmonic-oscillator.ipynb)
- [SIR Epidemiology model](./toy/model-sir.ipynb)

Expand Down
1,913 changes: 1,913 additions & 0 deletions examples/toy/model-rt-estimation-renewal-equation.ipynb

Large diffs are not rendered by default.

101 changes: 101 additions & 0 deletions examples/toy/negbin_rt.csv
Original file line number Diff line number Diff line change
@@ -0,0 +1,101 @@
,Time Points,Mean,Median,Lower bound CI,Upper bound CI,Central Probability
0,7,0.6755435508778312,0.5964866255327679,0.22086136865743455,1.2459472399249552,0.95
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13,20,1.851382908003957,1.8078361436330583,1.1850980470754218,2.7612800864631835,0.95
14,21,2.989382957936451,2.9444405657658765,2.1997217971281455,4.223907175205243,0.95
15,22,4.345577266826702,4.215487667232836,3.1155942814861195,5.707482726604563,0.95
16,23,4.929022902533472,4.760394124581177,3.9091103623148973,5.980496994140632,0.95
17,24,5.392585478935283,5.32618004693642,4.119098140521054,6.954857042979088,0.95
18,25,5.071812635225753,5.079526975153846,4.009568105790478,6.174322462278729,0.95
19,26,5.196758670378301,5.167756833502997,4.022486705817857,6.461498419926894,0.95
20,27,4.692249803175433,4.656242179871681,3.7680408163797936,5.968139053544169,0.95
21,28,3.8409614957164977,3.7786149392987602,3.0919927663674063,5.0169481812227,0.95
22,29,2.548165118312237,2.530871127033091,1.9984646264153936,3.436078531754015,0.95
23,30,1.8447813127027786,1.8215813086475212,1.330793171150456,2.5015570242504888,0.95
24,31,1.692739298038741,1.678019078022239,1.173604321467179,2.341958880484403,0.95
25,32,1.393422749131238,1.3793250203622982,0.9568945997723778,1.9826257173334585,0.95
26,33,1.2383243755036504,1.181737401959468,0.905315758320674,1.6836422719814115,0.95
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31,38,1.5916680520721258,1.5746648971458936,1.1622074842517907,2.098972307725732,0.95
32,39,1.8389005766130742,1.8572428404848733,1.3071333969392667,2.289631595044907,0.95
33,40,1.8950878339315358,1.8400994233151233,1.3729394958233143,2.460934012907421,0.95
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37,44,1.5749947805661821,1.5835516587660676,1.115900537902658,1.9958806592326659,0.95
38,45,1.3023968988004486,1.255136162510917,0.9394672753302018,1.7621947713149109,0.95
39,46,1.0381017850940575,1.0064126846297188,0.7016467892726306,1.5219515000701715,0.95
40,47,0.8023569019072114,0.7884206954578631,0.5438826494265736,1.1494353550094065,0.95
41,48,0.6218589997019052,0.6145163329263508,0.43212570819498075,0.854750170151214,0.95
42,49,0.6133434110464245,0.5794667334231953,0.43960748049526,0.9137593514197635,0.95
43,50,0.6548704856043029,0.6515779391859278,0.4333417361357247,0.9337125000821026,0.95
44,51,0.596987049063213,0.599441229321465,0.3998548819291482,0.7974138603221417,0.95
45,52,0.586065820503023,0.5628194321276913,0.4112144226311903,0.9515131109139954,0.95
46,53,0.5432596152172303,0.5129803554594949,0.3783790217363646,0.8626105918034053,0.95
47,54,0.5639493237338029,0.5393008742997185,0.397908979988781,0.8312923479479133,0.95
48,55,0.5981565097419339,0.5845163982273247,0.38913787930110333,0.9506784624612773,0.95
49,56,0.5498107169506479,0.535953176681415,0.3934152736507941,0.8359977871356121,0.95
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51,58,0.47499138749560066,0.45718387399298843,0.3320124960997014,0.6380635309324982,0.95
52,59,0.48889309831225275,0.4964546888427197,0.3360573742930571,0.6724200145904046,0.95
53,60,0.5108484583106929,0.5012858884417379,0.35721525773737206,0.7282305948437479,0.95
54,61,0.4726811016056401,0.4701664493707739,0.316825703569686,0.7480101877778873,0.95
55,62,0.5337960100628902,0.5182404122325974,0.3401928570734678,0.8512249780355373,0.95
56,63,0.4955665260821789,0.4797189907342524,0.32460860144185194,0.6850425463431544,0.95
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59,66,0.4632313344744886,0.456082263771612,0.2613389342233135,0.7646688462069972,0.95
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63,70,0.5431172400658071,0.5196790031299455,0.3438296797136997,0.8534808491965753,0.95
64,71,0.5322160729499217,0.5043352196599384,0.3637701793674771,0.7817666173490686,0.95
65,72,0.6286004717806284,0.5964657770438047,0.4423486767968612,1.0508526067030353,0.95
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72,79,0.42694081058315303,0.4281597514921072,0.23742110974096978,0.6111166789039804,0.95
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87,94,0.44568279960847157,0.4423528025447887,0.22312388337051428,0.7251916369000752,0.95
88,95,0.46630300285746984,0.43153618437612173,0.24351505767800583,0.961822819150451,0.95
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90,97,0.3932051031923768,0.39080957788559745,0.21335788690061022,0.7095308097075931,0.95
91,98,0.3927331254409694,0.3759106582199394,0.1950533427649091,0.7017694210090655,0.95
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93,100,0.4061867855391044,0.3819421280208577,0.1673744414551057,0.781789262268733,0.95
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96,103,0.36546049772384676,0.33720987559986815,0.19401718075997076,0.6084038037516939,0.95
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98,105,0.4095761001423001,0.4225970003727295,0.16233948067535126,0.6384705934712062,0.95
99,106,0.36852635549576995,0.33424549298145034,0.16606641378452267,0.6745838334255935,0.95
101 changes: 101 additions & 0 deletions examples/toy/pois_rt.csv
Original file line number Diff line number Diff line change
@@ -0,0 +1,101 @@
,Time Points,Mean,Median,Lower bound CI,Upper bound CI,Central Probability
0,7,0.9125039828155568,0.8755413056761865,0.40461380828591414,1.5396838359946983,0.95
1,8,1.127258347732303,1.0526347934784894,0.3755796786062689,2.500154677941283,0.95
2,9,1.4026473158257127,1.289310895799325,0.8352182530865072,2.504233986999252,0.95
3,10,1.2893973452602754,1.2253716727070767,0.5817631306819344,2.1167327277884413,0.95
4,11,1.2987138544726022,1.2371407288503078,0.7301064339701909,2.2191384585144176,0.95
5,12,1.3850508500645666,1.3037296647236736,0.742131644039012,2.136720499050275,0.95
6,13,1.1090136018803676,1.018371035848395,0.4292943346743763,2.01138109601195,0.95
7,14,1.0071904729387353,0.9821185083438466,0.4344866236291004,1.609906768759729,0.95
8,15,0.7257781978591992,0.7225314605382706,0.39009405346571263,1.1756843087607818,0.95
9,16,0.8951890260297607,0.8654077424944683,0.3431760979042008,1.753860124160503,0.95
10,17,0.793408154030283,0.7737623457321752,0.3320040114133234,1.5099536885855853,0.95
11,18,0.8537952783131247,0.7817405399658002,0.4232873237448301,1.40879762711735,0.95
12,19,1.1346530824139027,0.9775233428431922,0.7250366534986208,1.8562376718573372,0.95
13,20,2.37342803819482,2.4211812111339626,1.5340807690035627,2.9903258430846393,0.95
14,21,4.150601947329393,3.9471694164127493,3.233883904755438,5.709550111921482,0.95
15,22,7.062394042426523,6.867226711815088,5.781200616253268,8.613271551243493,0.95
16,23,8.871113375317192,8.577208852694051,7.082149148554909,10.858428585012547,0.95
17,24,8.452576337891164,8.446268221963038,7.11289780247144,9.825991440802172,0.95
18,25,7.997023820132145,7.975466814954258,6.270666337470047,9.285040331593226,0.95
19,26,6.605651531658266,6.643214824642332,5.809751557451321,7.4033744504574495,0.95
20,27,4.928058854256807,4.934987224232433,4.225687114469331,5.697230140734091,0.95
21,28,3.7315079158600417,3.7855248033608366,3.151494237420838,4.413946048694354,0.95
22,29,2.679972517275273,2.664327906113809,2.165766419395142,3.1092974862728844,0.95
23,30,2.16328703402337,2.1355722413525324,1.864047261320227,2.5511284336265887,0.95
24,31,1.9912084410995083,1.999015007268648,1.7274057446577895,2.179805535291011,0.95
25,32,1.679371304954859,1.679706728872916,1.4442599137611274,1.9452484058468344,0.95
26,33,1.4653887693262706,1.4642316665607154,1.2475887250893691,1.7007872424418065,0.95
27,34,1.3548270847830264,1.3455306556081508,1.1273115610094662,1.5410635815037366,0.95
28,35,1.2532595670811035,1.2489434956513823,1.114766822173782,1.429829472138166,0.95
29,36,1.2311388201127784,1.2196905020703075,1.1172326157510832,1.3783687658523034,0.95
30,37,1.7426234009177093,1.730241693912197,1.5612708155348896,2.0147873038121946,0.95
31,38,2.134946688768228,2.144363251316597,1.9438464311056558,2.348633021036384,0.95
32,39,2.4765888220518733,2.4920986926740634,2.1562166257508606,2.743395529921554,0.95
33,40,2.6592995365242773,2.6547624857853367,2.422409352192873,2.940806916897858,0.95
34,41,2.718103958437467,2.7214117272895546,2.4441487466435006,2.995016657065412,0.95
35,42,2.5534072961147194,2.559409008324561,2.3538298665847353,2.7673591697118627,0.95
36,43,2.2748800162389013,2.265867539451502,2.078594833032319,2.4627205198717586,0.95
37,44,1.734046761293252,1.7372990285207837,1.6035810591484274,1.9128140066671744,0.95
38,45,1.2809582336402585,1.2923425872966692,1.164085334193298,1.423863364086663,0.95
39,46,0.9897679959157751,0.9831179450745547,0.9020583001793042,1.083997793046607,0.95
40,47,0.8227782524013497,0.8184730625978496,0.7325156062938787,0.9228515947305105,0.95
41,48,0.6910007505743094,0.690182124396173,0.6158803814520956,0.7737393254859986,0.95
42,49,0.655619145448863,0.6602582229644067,0.5970778542181733,0.7370020885176118,0.95
43,50,0.676782635854451,0.6669940764784067,0.6009655463302401,0.7972227935247632,0.95
44,51,0.6491694050064207,0.6391426930264053,0.5581060562531318,0.7859682652390072,0.95
45,52,0.6192605344617007,0.619940899719557,0.5520065807518223,0.6898949404155817,0.95
46,53,0.6148317476572154,0.6114918510779023,0.5493513205446168,0.6933149763586776,0.95
47,54,0.6063854359995069,0.6114274462508762,0.5386254388392684,0.670887407603338,0.95
48,55,0.603402494876631,0.6031905726410888,0.5131959513280043,0.6883520098691378,0.95
49,56,0.5700737805146915,0.5712647844638481,0.5011627723710512,0.6521509319128336,0.95
50,57,0.5418488221803813,0.5443365187079816,0.46053443493497087,0.602748714441046,0.95
51,58,0.47670952713567016,0.4831425543343777,0.407069109827199,0.5732506357262778,0.95
52,59,0.49738805504348155,0.4898494817353507,0.4286645812955746,0.5864677500984252,0.95
53,60,0.4953199356590317,0.48239566280511026,0.4208163987932865,0.6060952273059194,0.95
54,61,0.5147499474355055,0.5072466024647153,0.4385920173970995,0.5991784036732617,0.95
55,62,0.513112300032083,0.5194138701508915,0.41268068514774314,0.5981913492184849,0.95
56,63,0.5257038686552427,0.5299775977015382,0.4224470059573552,0.6355959526232666,0.95
57,64,0.513562661011033,0.5143448718033148,0.42625536310175205,0.6153525499098677,0.95
58,65,0.5291924625569344,0.5292298767352072,0.4361401224592487,0.6243604159474565,0.95
59,66,0.4787934990384995,0.4745397250283623,0.3510549757742311,0.5859014787218774,0.95
60,67,0.4584773578442311,0.45609577558686887,0.37920083494594287,0.5438487524807745,0.95
61,68,0.488024187862141,0.490941058919355,0.38626825643897483,0.6083025626380079,0.95
62,69,0.47525391059079297,0.4893487378621322,0.35937389488602073,0.5571513270913904,0.95
63,70,0.5006009451515401,0.5017286536779428,0.3990033195375426,0.6042142205434378,0.95
64,71,0.5346517592317338,0.5301900715148449,0.43634828317679275,0.6889916577633151,0.95
65,72,0.6436723876856425,0.6486872011408715,0.5206478568969907,0.8161041871211425,0.95
66,73,0.6587452076710918,0.645541304601933,0.5314708470972898,0.8040611480248653,0.95
67,74,0.6772575719090799,0.6696988548658466,0.523378111710218,0.8576361371868186,0.95
68,75,0.619525139535398,0.6152693317676543,0.4894095145176407,0.8347364767837856,0.95
69,76,0.5850885771968929,0.5749289256481177,0.4516380655502946,0.7288380243783105,0.95
70,77,0.501780265995596,0.5072082446981538,0.3636968228528619,0.6599175592906873,0.95
71,78,0.5193501284232878,0.5049439119609224,0.4024024582774688,0.6854977245972252,0.95
72,79,0.42285776093887806,0.42098426696332014,0.29002223658392545,0.5443282028482367,0.95
73,80,0.49647788851649155,0.47425740885369433,0.3518147071514813,0.6619366819342912,0.95
74,81,0.4489395397721495,0.4590241024346715,0.28201627782282973,0.5965412423950384,0.95
75,82,0.549321421924593,0.545317547510387,0.40312372239356653,0.7279861176817252,0.95
76,83,0.5714367471779457,0.5360465505364991,0.3968093685088668,0.7748558068015724,0.95
77,84,0.5435841159432604,0.5313290279448855,0.3913075884731275,0.7485094619370648,0.95
78,85,0.5497749727666065,0.5388602096253086,0.37579612102521365,0.7120407041237122,0.95
79,86,0.6041586363565995,0.5782858336973098,0.4216305296124717,0.8089311153695534,0.95
80,87,0.5697790542651969,0.5673850568720904,0.418084979918794,0.7658442626278426,0.95
81,88,0.6156007090902862,0.6220003304799626,0.4085340177535452,0.8876189943181944,0.95
82,89,0.5505943441242395,0.539810648320505,0.3626822149044442,0.7804062081119562,0.95
83,90,0.5814251996425667,0.5755759594432883,0.44953252098573865,0.7805589419802553,0.95
84,91,0.5374575760486294,0.5334803514750225,0.3398722012087647,0.7378887905920235,0.95
85,92,0.5770278494014266,0.5642102426796798,0.37159166733434035,0.8173414011624183,0.95
86,93,0.4776355384038298,0.4571839306983214,0.29398087029343783,0.7378481413677336,0.95
87,94,0.42321261105464886,0.4151661279098471,0.2636768301848223,0.6755874284331156,0.95
88,95,0.4553113587815378,0.4459959213229717,0.2226513718734424,0.8497845855397846,0.95
89,96,0.45235401585047,0.4432162273083256,0.23630786606317594,0.688805765882439,0.95
90,97,0.3711666770221101,0.35651679985672424,0.23848381618172415,0.6208707168011282,0.95
91,98,0.4142431626955277,0.3975424097712226,0.2096518565812302,0.6934657427042521,0.95
92,99,0.405505779884573,0.4016528271901874,0.2562068948641361,0.6238265192249932,0.95
93,100,0.47735035784742275,0.4623178669587378,0.24972103148270383,0.6982307420830527,0.95
94,101,0.4849883131598221,0.4845504253924806,0.2073783737908114,0.8313454776196928,0.95
95,102,0.3975879007125694,0.38042140000773006,0.19400769919069336,0.6550158283000928,0.95
96,103,0.36169114412325853,0.3362855334891379,0.18897833878539766,0.7536901622314255,0.95
97,104,0.3264270992041709,0.309666775938367,0.14146631420538172,0.5797144061256686,0.95
98,105,0.4637678800191955,0.4459961364004036,0.24712827532072126,0.8824125583435435,0.95
99,106,0.43021289509852606,0.4079783107467327,0.16952615628068177,0.7765104178243953,0.95
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