Datasets:
Tasks:
Other
Modalities:
Image
Formats:
imagefolder
Languages:
English
Size:
< 1K
Tags:
transformers
massive-activations
training-dynamics
pythia
neural-network-analysis
interpretability
License:
| [ | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.17177921597718326, | |
| 0.03280768354004598, | |
| 0.0004739106975136465, | |
| 0.5900694606755404, | |
| 0.1364315044486447 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00036958597628104545, | |
| 0.00027085157332830585, | |
| -2.8199799134273073e-06, | |
| -0.00036991041547835613, | |
| 0.00038902351251025646 | |
| ], | |
| [ | |
| 0.00027085157332830585, | |
| 0.00025379107343239684, | |
| -2.5439419921070444e-06, | |
| -0.0009512955578567764, | |
| 0.00046809838142879595 | |
| ], | |
| [ | |
| -2.819979913427308e-06, | |
| -2.5439419921070444e-06, | |
| 2.579895726497712e-08, | |
| 8.455422776777067e-06, | |
| -4.527278863626849e-06 | |
| ], | |
| [ | |
| -0.000369910415478356, | |
| -0.0009512955578567763, | |
| 8.455422776777067e-06, | |
| 0.010899313346901125, | |
| -0.002715930866843123 | |
| ], | |
| [ | |
| 0.00038902351251025646, | |
| 0.00046809838142879595, | |
| -4.527278863626849e-06, | |
| -0.002715930866843124, | |
| 0.0010261184535422297 | |
| ] | |
| ], | |
| "r2": 0.9831210485723013, | |
| "aic": -226.07854142951373, | |
| "residuals": [ | |
| 0.016233277251607767, | |
| -0.05199935266528516, | |
| 0.01612732579523718, | |
| 0.020567673960760424, | |
| 0.013218931279467772, | |
| 0.005837422685515015, | |
| 0.002500310879353096, | |
| -0.0026672987993024977, | |
| -0.004540627249845497, | |
| -0.005388593493867722, | |
| -0.006229796804801402, | |
| -0.007591842169107854, | |
| -0.004269326917259675, | |
| -0.004332862049930664, | |
| -0.0017318316158320135, | |
| 0.00018418504979705874, | |
| 0.00560530423201655, | |
| 0.007310987104602651, | |
| 0.006440097659248023, | |
| 0.004564399191117341, | |
| 0.00017152660748287474, | |
| -0.0036097004439777924, | |
| -0.006346365722612823, | |
| -0.005139966996527662, | |
| -0.000963947733730236, | |
| 0.0024508321730945803, | |
| 0.003599205406345729 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.1717792159821644, | |
| 0.03280768353750059, | |
| 0.00047391069752660816, | |
| 0.590069460773087, | |
| 0.1364315044326009 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9831210485723013, | |
| "aic": -226.0785414295136, | |
| "residuals": [ | |
| 0.016233277242224897, | |
| -0.051999352666759674, | |
| 0.016127325796139402, | |
| 0.02056767396290271, | |
| 0.013218931281619217, | |
| 0.0058374226873514345, | |
| 0.0025003108807766794, | |
| -0.002667298798313511, | |
| -0.004540627249282503, | |
| -0.005388593493709348, | |
| -0.006229796805369281, | |
| -0.00759184217028408, | |
| -0.004269326918929783, | |
| -0.00433286205198824, | |
| -0.0017318316181801352, | |
| 0.00018418504724670992, | |
| 0.005605304229293284, | |
| 0.007310987102090216, | |
| 0.006440097657233745, | |
| 0.004564399189809998, | |
| 0.00017152660702701716, | |
| -0.003609700443488295, | |
| -0.0063463657211249025, | |
| -0.005139966994019696, | |
| -0.0009639477302049726, | |
| 0.0024508321776159914, | |
| 0.003599205411159878 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.16848355755722388, | |
| -1.289649604438059, | |
| 1.554770951681013e-05, | |
| 1245.0580204197995, | |
| 0.13642937542167557 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0003085167975855695, | |
| -0.00327154272785406, | |
| 3.2452766621125843e-08, | |
| 6.031622876536835, | |
| 0.00035003694873201024 | |
| ], | |
| [ | |
| -0.00327154272785406, | |
| 0.03526843863225768, | |
| -3.76110735668565e-07, | |
| -63.922654099737926, | |
| -0.0042889352555509 | |
| ], | |
| [ | |
| 3.2452766621125843e-08, | |
| -3.76110735668565e-07, | |
| 5.661810938114939e-12, | |
| 0.00057774183660357, | |
| 7.330863876310744e-08 | |
| ], | |
| [ | |
| 6.031622876536835, | |
| -63.922654099737926, | |
| 0.00057774183660357, | |
| 132849.6195254255, | |
| 6.163482819782071 | |
| ], | |
| [ | |
| 0.00035003694873201024, | |
| -0.0042889352555509, | |
| 7.330863876310744e-08, | |
| 6.163482819782072, | |
| 0.0010261628302063927 | |
| ] | |
| ], | |
| "r2": 0.9831210485783192, | |
| "aic": -226.07854143913997, | |
| "residuals": [ | |
| 0.01623447451211843, | |
| -0.051999765403532044, | |
| 0.016126616037351854, | |
| 0.020567045188483513, | |
| 0.01321852241103394, | |
| 0.005837214586719097, | |
| 0.0025002637600805566, | |
| -0.0026672228405655307, | |
| -0.004540460292642545, | |
| -0.005388361787189266, | |
| -0.006229495143543096, | |
| -0.007591525994050663, | |
| -0.004269031402539869, | |
| -0.004332608716533848, | |
| -0.0017316326402448956, | |
| 0.00018432396072831647, | |
| 0.005605294249874326, | |
| 0.0073108567606295916, | |
| 0.006439889191595161, | |
| 0.0045641565661520556, | |
| 0.0001712900574598053, | |
| -0.003609896672019497, | |
| -0.006346493983674817, | |
| -0.005140006036916889, | |
| -0.0009638820839170392, | |
| 0.0024510129664823133, | |
| 0.0035994221304000706 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.1684853694838741, | |
| -1.2896687326795397, | |
| 1.5547876845425196e-05, | |
| 1245.0982565715824, | |
| 0.13643113147731345 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00030853120544420003, | |
| -0.003271685909888217, | |
| 3.245374977223803e-08, | |
| 6.031982284066023, | |
| 0.0003500394608513818 | |
| ], | |
| [ | |
| -0.0032716859098882176, | |
| 0.035269833320585336, | |
| -3.761193251203993e-07, | |
| -63.9262958304025, | |
| -0.004288927679770356 | |
| ], | |
| [ | |
| 3.2453749772238036e-08, | |
| -3.761193251203993e-07, | |
| 5.661852651699357e-12, | |
| 0.000577767350663355, | |
| 7.33075304551527e-08 | |
| ], | |
| [ | |
| 6.031982284066023, | |
| -63.926295830402495, | |
| 0.0005777673506633551, | |
| 132858.87032587646, | |
| 6.163612291374101 | |
| ], | |
| [ | |
| 0.0003500394608513818, | |
| -0.004288927679770355, | |
| 7.33075304551527e-08, | |
| 6.1636122913741005, | |
| 0.0010261261706413704 | |
| ] | |
| ], | |
| "r2": 0.98312104857598, | |
| "aic": -226.07854143539825, | |
| "residuals": [ | |
| 0.016233488408966545, | |
| -0.051999425601809646, | |
| 0.01612720027906539, | |
| 0.02056756247299396, | |
| 0.013218858469242367, | |
| 0.005837385273594897, | |
| 0.002500301910389968, | |
| -0.0026672859680694216, | |
| -0.004540598247791516, | |
| -0.005388552931269275, | |
| -0.006229743589785286, | |
| -0.0075917860620572375, | |
| -0.004269274124012679, | |
| -0.004332816380144655, | |
| -0.0017317952381391555, | |
| 0.00018421110373328942, | |
| 0.005605304579302972, | |
| 0.007310966604529234, | |
| 0.006440063604426949, | |
| 0.00456435920220466, | |
| 0.00017148767108787766, | |
| -0.0036097323737285247, | |
| -0.006346385835407475, | |
| -0.005139971591603731, | |
| -0.0009639341156695291, | |
| 0.0024508658271551464, | |
| 0.0035992453133982527 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.16857164426609877, | |
| -1.2905842258317566, | |
| 1.555623916799056e-05, | |
| 1246.9937669738215, | |
| 0.13652076577323455 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9831210208364538, | |
| "aic": -226.078497062583, | |
| "residuals": [ | |
| 0.016188034859034667, | |
| -0.051983142706428564, | |
| 0.016154613577143317, | |
| 0.020591410950451028, | |
| 0.013233982853847026, | |
| 0.005844648565724531, | |
| 0.002501320891131198, | |
| -0.002670993636246566, | |
| -0.0045477566325611285, | |
| -0.005398122807464767, | |
| -0.006241791020073384, | |
| -0.0076041418667259775, | |
| -0.004280576673882042, | |
| -0.004342246204777966, | |
| -0.0017389027209213648, | |
| 0.0001796204571784532, | |
| 0.005606828861006052, | |
| 0.007317318850464716, | |
| 0.006449444812266725, | |
| 0.004574930386700815, | |
| 0.0001815826050283187, | |
| -0.0036015218460773157, | |
| -0.006341189032745331, | |
| -0.005138650648660759, | |
| -0.0009671109176540293, | |
| 0.0024427767602551997, | |
| 0.003589628549833329 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.3431705495517352, | |
| 0.0010955061966851248, | |
| 1.0510756365998426 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00023018024584158832, | |
| 1.2330689091987974e-06, | |
| 0.0031267655907895697 | |
| ], | |
| [ | |
| 1.2330689091987977e-06, | |
| 6.13215524834394e-07, | |
| 0.0006725470108489386 | |
| ], | |
| [ | |
| 0.0031267655907895697, | |
| 0.0006725470108489386, | |
| 0.8966937987552394 | |
| ] | |
| ], | |
| "r2": 0.5253078882772333, | |
| "aic": -139.99036734955695, | |
| "residuals": [ | |
| 0.0637860149145127, | |
| -0.005486213319385536, | |
| 0.008778961261913437, | |
| -0.012858649214234685, | |
| 0.0018752030966852629, | |
| 0.020138798825466986, | |
| 0.03732957697922101, | |
| 0.04745865939132221, | |
| 0.05674095264154505, | |
| 0.06387397936162903, | |
| 0.07214164911928306, | |
| 0.07360104476088736, | |
| 0.07559636639515932, | |
| 0.07138422521560245, | |
| 0.06789112480497866, | |
| 0.06237152608227792, | |
| 0.045879040082206446, | |
| 0.02383247407268496, | |
| -0.0006051918666460931, | |
| -0.024856325070152563, | |
| -0.049955989996681494, | |
| -0.07258733717609434, | |
| -0.09229141084362058, | |
| -0.10623398033786802, | |
| -0.11550116149593381, | |
| -0.12395983544994382, | |
| -0.12608892826248197 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.1630723996045278, | |
| 0.013051477789442848, | |
| 0.0009097192811551051, | |
| 0.8341239016091028, | |
| 0.11320434525505908 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0002038061958790133, | |
| 0.00010019910597314354, | |
| -5.289982787958441e-06, | |
| -0.0019542369524253984, | |
| 0.0004821920470917735 | |
| ], | |
| [ | |
| 0.00010019910597314354, | |
| 7.054392362092047e-05, | |
| -3.6161273238748687e-06, | |
| -0.001969585634881004, | |
| 0.0004255600020001411 | |
| ], | |
| [ | |
| -5.289982787958442e-06, | |
| -3.6161273238748687e-06, | |
| 1.8615636067508195e-07, | |
| 9.835384690443265e-05, | |
| -2.1476948699025424e-05 | |
| ], | |
| [ | |
| -0.0019542369524253984, | |
| -0.001969585634881004, | |
| 9.835384690443264e-05, | |
| 0.0713758463702498, | |
| -0.013660914591798214 | |
| ], | |
| [ | |
| 0.0004821920470917735, | |
| 0.0004255600020001411, | |
| -2.147694869902542e-05, | |
| -0.013660914591798214, | |
| 0.002820750294222129 | |
| ] | |
| ], | |
| "r2": 0.9860717398761359, | |
| "aic": -227.14700055738075, | |
| "residuals": [ | |
| 0.009762986936783305, | |
| -0.04560297018918699, | |
| 0.02879400683751765, | |
| 0.018175809749172545, | |
| 0.008873152481680968, | |
| 0.001686325579537462, | |
| -0.004496740342040673, | |
| -0.005944373747603038, | |
| -0.007121743547374049, | |
| -0.007601665543972735, | |
| -0.006334313664944524, | |
| -0.00495370016168728, | |
| 0.001597714900732794, | |
| 0.0002116422400177953, | |
| 0.0020365486644535746, | |
| 0.0025808916218516553, | |
| 0.008455993612241586, | |
| 0.009054779467973506, | |
| 0.004545295337176791, | |
| 0.0008394363202030575, | |
| -0.0036871786459750644, | |
| -0.007609469306217143, | |
| -0.009701157779958836, | |
| -0.006877944468417607, | |
| -0.0001581369658913423, | |
| 0.005747860106749214, | |
| 0.007726921612361104 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.1630723995837214, | |
| 0.013051477762973667, | |
| 0.0009097192824600266, | |
| 0.8341239026795876, | |
| 0.11320434506002769 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9860717398761359, | |
| "aic": -227.1470005573809, | |
| "residuals": [ | |
| 0.009762986921303729, | |
| -0.04560297020132248, | |
| 0.028794006830277052, | |
| 0.018175809748923744, | |
| 0.008873152485576463, | |
| 0.0016863255858066695, | |
| -0.004496740334556215, | |
| -0.005944373739697972, | |
| -0.0071217435396096485, | |
| -0.007601665536751678, | |
| -0.006334313659596025, | |
| -0.004953700158799812, | |
| 0.0015977149009231972, | |
| 0.0002116422374954241, | |
| 0.002036548659343995, | |
| 0.002580891614372527, | |
| 0.008455993600125444, | |
| 0.009054779453319839, | |
| 0.004545295322100629, | |
| 0.0008394363066520083, | |
| -0.0036871786562974185, | |
| -0.007609469311875228, | |
| -0.009701157779782033, | |
| -0.006877944461482821, | |
| -0.00015813695150002083, | |
| 0.005747860129098004, | |
| 0.007726921637168371 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.1613058590487192, | |
| -1.1295195807765865, | |
| 1.1873078400924644e-05, | |
| 916.8863047098598, | |
| 0.11320203783445346 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00018135790397138138, | |
| -0.0021482059620062965, | |
| 2.0656397789053083e-08, | |
| 2.9934494228005257, | |
| 0.00044847398286486194 | |
| ], | |
| [ | |
| -0.0021482059620062965, | |
| 0.02704543886350697, | |
| -2.9714338986877606e-07, | |
| -35.059594975881716, | |
| -0.0069486554515619595 | |
| ], | |
| [ | |
| 2.0656397789053083e-08, | |
| -2.97143389868776e-07, | |
| 4.221581955609329e-12, | |
| 0.000308297456752438, | |
| 1.0683584129584241e-07 | |
| ], | |
| [ | |
| 2.9934494228005257, | |
| -35.059594975881716, | |
| 0.00030829745675243803, | |
| 57414.80160065512, | |
| 6.6298774517929555 | |
| ], | |
| [ | |
| 0.000448473982864862, | |
| -0.00694865545156196, | |
| 1.0683584129584243e-07, | |
| 6.6298774517929555, | |
| 0.0028208409337773317 | |
| ] | |
| ], | |
| "r2": 0.986071739876218, | |
| "aic": -227.14700055753974, | |
| "residuals": [ | |
| 0.009763537276114814, | |
| -0.045603242463607696, | |
| 0.02879364362592829, | |
| 0.018175532430392716, | |
| 0.008872992381596667, | |
| 0.0016862620023663233, | |
| -0.004496730341575383, | |
| -0.005944309475570786, | |
| -0.007121640475576507, | |
| -0.007601535957572958, | |
| -0.00633415832515738, | |
| -0.0049535441031971494, | |
| 0.0015978559349190125, | |
| 0.0002117586645811187, | |
| 0.0020366350975999925, | |
| 0.0025809456116241414, | |
| 0.008455967894839933, | |
| 0.009054688970280944, | |
| 0.004545162385467094, | |
| 0.0008392850957282816, | |
| -0.003687324860426333, | |
| -0.007609589463927535, | |
| -0.00970123364727149, | |
| -0.006877960781312142, | |
| -0.00015808135382455735, | |
| 0.005747997321817522, | |
| 0.007727084824813657 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.1613067350412089, | |
| -1.1295301731522986, | |
| 1.1873181204976649e-05, | |
| 916.902576670201, | |
| 0.1132043456412332 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00018136209109474055, | |
| -0.0021482447108357523, | |
| 2.0656703511597314e-08, | |
| 2.993542065722889, | |
| 0.0004484723067539959 | |
| ], | |
| [ | |
| -0.0021482447108357523, | |
| 0.027045714496742746, | |
| -2.9714474283802843e-07, | |
| -35.06052064807528, | |
| -0.006948552693964438 | |
| ], | |
| [ | |
| 2.0656703511597314e-08, | |
| -2.9714474283802843e-07, | |
| 4.22159292638652e-12, | |
| 0.0003083045575556107, | |
| 1.0683421652557458e-07 | |
| ], | |
| [ | |
| 2.9935420657228895, | |
| -35.06052064807528, | |
| 0.0003083045575556108, | |
| 57416.93000477775, | |
| 6.6299068139577795 | |
| ], | |
| [ | |
| 0.0004484723067539959, | |
| -0.006948552693964438, | |
| 1.0683421652557458e-07, | |
| 6.6299068139577795, | |
| 0.002820750118264672 | |
| ] | |
| ], | |
| "r2": 0.9860717398761243, | |
| "aic": -227.14700055735815, | |
| "residuals": [ | |
| 0.009762984033201041, | |
| -0.04560296993018212, | |
| 0.02879400759831785, | |
| 0.01817581045672173, | |
| 0.008873152949312735, | |
| 0.0016863258385708124, | |
| -0.004496740237122709, | |
| -0.0059443737468897195, | |
| -0.007121743609410536, | |
| -0.007601665635176724, | |
| -0.006334313738698472, | |
| -0.004953700147369788, | |
| 0.0015977150483173497, | |
| 0.00021164254898237145, | |
| 0.002036549151131939, | |
| 0.002580892294289372, | |
| 0.008455994749465179, | |
| 0.009054781032456882, | |
| 0.0045452972682354376, | |
| 0.0008394385496361401, | |
| -0.003687176185943053, | |
| -0.0076094666789127685, | |
| -0.009701155042353082, | |
| -0.006877941670404009, | |
| -0.00015813415023518962, | |
| 0.005747862904087908, | |
| 0.007726924398147317 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.16134877727912503, | |
| -1.1300195112418365, | |
| 1.187739597519795e-05, | |
| 917.7139737532293, | |
| 0.11329406856820518 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9860717310837314, | |
| "aic": -227.14698351326714, | |
| "residuals": [ | |
| 0.009733109367854709, | |
| -0.0455902575863355, | |
| 0.028812058039919264, | |
| 0.018190421910013965, | |
| 0.008882315188484813, | |
| 0.001690847382873395, | |
| -0.004495848272309033, | |
| -0.005946234745712375, | |
| -0.00712564408378541, | |
| -0.007607032681461456, | |
| -0.006341325679142806, | |
| -0.004961154311936999, | |
| 0.0015905956713553326, | |
| 0.0002053508699819684, | |
| 0.0020313828542293244, | |
| 0.002577011984355171, | |
| 0.00845545750739446, | |
| 0.00905714296340282, | |
| 0.004549734967164487, | |
| 0.0008450070742723192, | |
| -0.0036814130484540963, | |
| -0.007604371095334406, | |
| -0.009697484883209428, | |
| -0.006876339813639609, | |
| -0.00015912877444523854, | |
| 0.005743851972735414, | |
| 0.007721941768401797 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.40595508503751765, | |
| 0.001573249141977149, | |
| 1.311084285035235 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00028235032563655803, | |
| 3.5824120024334644e-06, | |
| 0.005461172456543083 | |
| ], | |
| [ | |
| 3.582412002433465e-06, | |
| 3.657356521605013e-06, | |
| 0.0033498414959501543 | |
| ], | |
| [ | |
| 0.005461172456543083, | |
| 0.0033498414959501543, | |
| 3.291813215372041 | |
| ] | |
| ], | |
| "r2": 0.4907546262066883, | |
| "aic": -133.9737280707986, | |
| "residuals": [ | |
| 0.09371059387922287, | |
| -0.0040322239520705905, | |
| 0.009985406993118062, | |
| -0.016115772384512617, | |
| -0.0010551784938114261, | |
| 0.01752545237870623, | |
| 0.03195919323647867, | |
| 0.046055414614499246, | |
| 0.056391870396352406, | |
| 0.06432126559367646, | |
| 0.0756698199234988, | |
| 0.08089605404281053, | |
| 0.0871099450567524, | |
| 0.08247183875289121, | |
| 0.07896756244077019, | |
| 0.07268556070501214, | |
| 0.05741723489923478, | |
| 0.03394674372835149, | |
| 0.004555067540836233, | |
| -0.02369601416425715, | |
| -0.051794120548534495, | |
| -0.0779706923945428, | |
| -0.10083121943311701, | |
| -0.11723060297803889, | |
| -0.12819285082654963, | |
| -0.1384749500735284, | |
| -0.14107117938833247 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.17813271097920746, | |
| 0.013175579879616163, | |
| 0.0008698107774194762, | |
| 0.848489447412492, | |
| 0.13620347925162965 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0001954205521436177, | |
| 9.225548470459108e-05, | |
| -4.603946444050056e-06, | |
| -0.0019226496087485843, | |
| 0.0004962311603076961 | |
| ], | |
| [ | |
| 9.225548470459108e-05, | |
| 6.335183368872611e-05, | |
| -3.073197641326375e-06, | |
| -0.0018524537598262232, | |
| 0.0004241530756933207 | |
| ], | |
| [ | |
| -4.603946444050056e-06, | |
| -3.073197641326375e-06, | |
| 1.4964149907181317e-07, | |
| 8.785310987092348e-05, | |
| -2.02947933680237e-05 | |
| ], | |
| [ | |
| -0.0019226496087485843, | |
| -0.0018524537598262232, | |
| 8.785310987092349e-05, | |
| 0.06779239287496426, | |
| -0.014031028415077243 | |
| ], | |
| [ | |
| 0.0004962311603076961, | |
| 0.0004241530756933207, | |
| -2.02947933680237e-05, | |
| -0.01403102841507724, | |
| 0.003090743015514486 | |
| ] | |
| ], | |
| "r2": 0.9888805508662747, | |
| "aic": -229.4193227816115, | |
| "residuals": [ | |
| 0.009306268865887174, | |
| -0.04231106547895508, | |
| 0.025872379269973544, | |
| 0.01807546799509141, | |
| 0.009461867652425071, | |
| 0.0006161088602898435, | |
| -0.004686545131955322, | |
| -0.005817746636867738, | |
| -0.007081021599323556, | |
| -0.007944448265151394, | |
| -0.006137972516578771, | |
| -0.005785225951602357, | |
| 0.0030710254510025736, | |
| 0.0003964245737611005, | |
| 0.0016486155671514569, | |
| 0.002768094467906823, | |
| 0.009583447187934024, | |
| 0.00873972590466976, | |
| 0.005532270024656949, | |
| 0.0011348876516854567, | |
| -0.004402654158910391, | |
| -0.008427263738248536, | |
| -0.011142393526292427, | |
| -0.007082792549676031, | |
| -0.0005623485006113205, | |
| 0.006786848940680268, | |
| 0.008388029910999184 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.178132710958492, | |
| 0.013175579850611482, | |
| 0.0008698107787704224, | |
| 0.8484894486446124, | |
| 0.13620347901230012 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9888805508662747, | |
| "aic": -229.41932278161164, | |
| "residuals": [ | |
| 0.009306268846296567, | |
| -0.04231106549193947, | |
| 0.0258723792628478, | |
| 0.018075467995697703, | |
| 0.009461867657446776, | |
| 0.0006161088677740789, | |
| -0.00468654512326544, | |
| -0.005817746627828191, | |
| -0.007081021590536807, | |
| -0.00794444825704832, | |
| -0.006137972510681822, | |
| -0.005785225948535921, | |
| 0.003071025450994025, | |
| 0.0003964245706706837, | |
| 0.0016486155611259434, | |
| 0.0027680944591932377, | |
| 0.009583447173948878, | |
| 0.008739725887776995, | |
| 0.0055322700072489295, | |
| 0.0011348876359795756, | |
| -0.0044026541709590306, | |
| -0.008427263744976987, | |
| -0.011142393526329175, | |
| -0.007082792541925065, | |
| -0.0005623484842276483, | |
| 0.00678684896631776, | |
| 0.008388029939503883 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.17615254114145903, | |
| -1.241389121638984, | |
| 1.1460277945628939e-05, | |
| 975.4899950403778, | |
| 0.13620391376647464 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0001731498373935234, | |
| -0.002090516291173234, | |
| 1.823651763531576e-08, | |
| 2.7710207968997, | |
| 0.0004598835234167686 | |
| ], | |
| [ | |
| -0.002090516291173234, | |
| 0.02700280674152803, | |
| -2.705806430327755e-07, | |
| -33.0602194400922, | |
| -0.007350952308127781 | |
| ], | |
| [ | |
| 1.823651763531576e-08, | |
| -2.705806430327755e-07, | |
| 3.4680030947204425e-12, | |
| 0.00026502759797242763, | |
| 1.0153698128073285e-07 | |
| ], | |
| [ | |
| 2.7710207968997, | |
| -33.0602194400922, | |
| 0.00026502759797242763, | |
| 51268.98412238538, | |
| 6.629360136836237 | |
| ], | |
| [ | |
| 0.0004598835234167685, | |
| -0.007350952308127781, | |
| 1.0153698128073283e-07, | |
| 6.629360136836236, | |
| 0.00309072615162156 | |
| ] | |
| ], | |
| "r2": 0.9888805508658806, | |
| "aic": -229.41932278065457, | |
| "residuals": [ | |
| 0.009306180248996127, | |
| -0.04231102347090768, | |
| 0.025872437321858066, | |
| 0.018075513153962053, | |
| 0.009461893914479047, | |
| 0.0006161193282834265, | |
| -0.004686546788087442, | |
| -0.005817757270465074, | |
| -0.007081038663341754, | |
| -0.007944469723692005, | |
| -0.006137998216058871, | |
| -0.005785251692174476, | |
| 0.0030710023280581256, | |
| 0.00039640569833465644, | |
| 0.0016486018624902732, | |
| 0.002768086361873756, | |
| 0.009583452883555665, | |
| 0.00873974289469237, | |
| 0.005532294496113144, | |
| 0.0011349154322878308, | |
| -0.004402627123566538, | |
| -0.008427241147334397, | |
| -0.011142378616466941, | |
| -0.007082788060598588, | |
| -0.0005623566814557668, | |
| 0.006786826302120685, | |
| 0.008388002650568438 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.17615185606133948, | |
| -1.241380555418756, | |
| 1.1460199659637026e-05, | |
| 975.47785599563, | |
| 0.13620184578507727 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00017314692981185178, | |
| -0.0020904899209497245, | |
| 1.8236320851200083e-08, | |
| 2.7709595511144345, | |
| 0.000459885314117828 | |
| ], | |
| [ | |
| -0.002090489920949724, | |
| 0.027002642087221283, | |
| -2.705799713251543e-07, | |
| -33.0596140975469, | |
| -0.00735104628178735 | |
| ], | |
| [ | |
| 1.823632085120008e-08, | |
| -2.705799713251543e-07, | |
| 3.4679968198966966e-12, | |
| 0.0002650232651682471, | |
| 1.0153823029139244e-07 | |
| ], | |
| [ | |
| 2.770959551114434, | |
| -33.0596140975469, | |
| 0.0002650232651682471, | |
| 51267.64150010952, | |
| 6.629349437909956 | |
| ], | |
| [ | |
| 0.000459885314117828, | |
| -0.007351046281787351, | |
| 1.0153823029139247e-07, | |
| 6.629349437909957, | |
| 0.0030908059565372924 | |
| ] | |
| ], | |
| "r2": 0.9888805508663375, | |
| "aic": -229.4193227817642, | |
| "residuals": [ | |
| 0.009306589431325618, | |
| -0.04231122184686703, | |
| 0.025872165140575, | |
| 0.01807530235773014, | |
| 0.009461771991844503, | |
| 0.000616071535611884, | |
| -0.004686537736145635, | |
| -0.005817706163024461, | |
| -0.00708095745892412, | |
| -0.007944367974315525, | |
| -0.00613787670003807, | |
| -0.005785130082088807, | |
| 0.003071111595912779, | |
| 0.000396495016346865, | |
| 0.0016486669383549701, | |
| 0.002768125226523699, | |
| 0.009583427292121582, | |
| 0.008739664811574455, | |
| 0.005532181979837736, | |
| 0.0011347881957944894, | |
| -0.004402749949710016, | |
| -0.008427342125691628, | |
| -0.011142442502982242, | |
| -0.007082801963338825, | |
| -0.0005623100271204828, | |
| 0.00678694190745871, | |
| 0.008388140275566447 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.17619576031506418, | |
| -1.2419010850406074, | |
| 1.1464292864641373e-05, | |
| 976.2947804952253, | |
| 0.13630329527988844 | |
| ], | |
| "pcov": null, | |
| "r2": 0.988880543317794, | |
| "aic": -229.41930445256426, | |
| "residuals": [ | |
| 0.00927598446844019, | |
| -0.04229907908138236, | |
| 0.025890320951406365, | |
| 0.018090482669150365, | |
| 0.009471539375704774, | |
| 0.0006211133380189526, | |
| -0.004685243775148562, | |
| -0.005819286754048969, | |
| -0.007084691249607977, | |
| -0.007949670133412079, | |
| -0.006144988382939642, | |
| -0.005792800178066049, | |
| 0.003063701052920975, | |
| 0.0003898702592747272, | |
| 0.0016431522339049875, | |
| 0.002763902031866161, | |
| 0.009582622403125018, | |
| 0.008741879742802772, | |
| 0.005536601501098137, | |
| 0.0011404511593926525, | |
| -0.004396811571807713, | |
| -0.008422031747880254, | |
| -0.011138564246454041, | |
| -0.007081046765738619, | |
| -0.0005632536450054237, | |
| 0.00678283416721126, | |
| 0.008383008080553422 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.45842267850227225, | |
| 0.0022240946144429998, | |
| 1.9269313470504217 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00032098726759091444, | |
| 1.8557826439228354e-05, | |
| 0.01981109516740798 | |
| ], | |
| [ | |
| 1.855782643922835e-05, | |
| 5.272620454777961e-05, | |
| 0.047086818547951506 | |
| ], | |
| [ | |
| 0.01981109516740798, | |
| 0.04708681854795151, | |
| 42.47037527614153 | |
| ] | |
| ], | |
| "r2": 0.504499642712744, | |
| "aic": -130.90376999115261, | |
| "residuals": [ | |
| 0.11656832695007319, | |
| -0.0033331109229097766, | |
| 0.010636665857140015, | |
| -0.016364760691781277, | |
| -0.0043834910334691335, | |
| 0.01210528330323074, | |
| 0.02847934173958938, | |
| 0.044313940735833224, | |
| 0.055926093456496295, | |
| 0.06465931796687696, | |
| 0.07839134538509757, | |
| 0.08387001918430781, | |
| 0.09325688657369918, | |
| 0.08788977397846837, | |
| 0.0841343227044028, | |
| 0.07856122872817484, | |
| 0.06396834274942148, | |
| 0.038210433928300314, | |
| 0.008915496079255458, | |
| -0.021455305607985142, | |
| -0.05212410071678031, | |
| -0.08003126362151969, | |
| -0.10516746619529593, | |
| -0.12197481373138297, | |
| -0.13475008586234916, | |
| -0.1451557455379473, | |
| -0.1485889432746874 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.20104237020135998, | |
| 0.014178549544449017, | |
| 0.0008428958829639666, | |
| 0.8379264466836602, | |
| 0.16306954040301858 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00021022414858732038, | |
| 8.849996990947776e-05, | |
| -3.972320423444805e-06, | |
| -0.0015625330175050036, | |
| 0.0004756832592964607 | |
| ], | |
| [ | |
| 8.849996990947776e-05, | |
| 5.2729370895269734e-05, | |
| -2.2973848977063823e-06, | |
| -0.0013327534179833113, | |
| 0.00035468042920521614 | |
| ], | |
| [ | |
| -3.972320423444805e-06, | |
| -2.2973848977063823e-06, | |
| 1.0054012454479337e-07, | |
| 5.64957027074647e-05, | |
| -1.5204480149835336e-05 | |
| ], | |
| [ | |
| -0.001562533017505004, | |
| -0.0013327534179833113, | |
| 5.64957027074647e-05, | |
| 0.04401421631121065, | |
| -0.010351325270688558 | |
| ], | |
| [ | |
| 0.0004756832592964608, | |
| 0.00035468042920521614, | |
| -1.5204480149835336e-05, | |
| -0.010351325270688558, | |
| 0.0026274262108078408 | |
| ] | |
| ], | |
| "r2": 0.9909761519544489, | |
| "aic": -228.94523654567348, | |
| "residuals": [ | |
| 0.009027310896082164, | |
| -0.04125684555761289, | |
| 0.025406569360363895, | |
| 0.01842588337649842, | |
| 0.009507114312352571, | |
| -0.0005702377913444634, | |
| -0.00463262172930734, | |
| -0.004525005184729203, | |
| -0.008179158751275395, | |
| -0.00865852694282776, | |
| -0.006986464466883557, | |
| -0.00645598585864815, | |
| 0.004199220319085484, | |
| 0.001064300684185171, | |
| 0.0017039524059623279, | |
| 0.003918859109201311, | |
| 0.01002100420156915, | |
| 0.009277981965853055, | |
| 0.006601198737101299, | |
| 7.240508334477314e-05, | |
| -0.005035984259760817, | |
| -0.009940986553685527, | |
| -0.01212838496782459, | |
| -0.007280539812441478, | |
| -0.0005679681956137217, | |
| 0.007434155103215767, | |
| 0.009558750007322425 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.20104237017157875, | |
| 0.014178549514647792, | |
| 0.0008428958842155976, | |
| 0.8379264477534513, | |
| 0.1630695401610676 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9909761519544489, | |
| "aic": -228.94523654567348, | |
| "residuals": [ | |
| 0.009027310879531764, | |
| -0.041256845573437395, | |
| 0.025406569349878283, | |
| 0.01842588337469253, | |
| 0.009507114316053333, | |
| -0.0005702377843251893, | |
| -0.004632621720456309, | |
| -0.00452500517508847, | |
| -0.00817915874159203, | |
| -0.008658526933644772, | |
| -0.006986464459780906, | |
| -0.006455985854459723, | |
| 0.004199220319993979, | |
| 0.0010643006817431244, | |
| 0.0017039524002900874, | |
| 0.0039188591005449025, | |
| 0.010021004186991478, | |
| 0.009277981947934166, | |
| 0.006601198718478751, | |
| 7.240506646477574e-05, | |
| -0.0050359842727492055, | |
| -0.009940986560965981, | |
| -0.012128384967912798, | |
| -0.007280539804164876, | |
| -0.0005679681780829116, | |
| 0.007434155130639886, | |
| 0.009558750037805763 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.19866812184772437, | |
| -1.4063061187274524, | |
| 1.1951053200162789e-05, | |
| 994.1062023103989, | |
| 0.16306987266342696 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00018543066051258163, | |
| -0.002185176864892691, | |
| 1.6990423046179668e-08, | |
| 2.6504875141067377, | |
| 0.00044017957000030733 | |
| ], | |
| [ | |
| -0.002185176864892691, | |
| 0.02723011161273609, | |
| -2.4069722048895475e-07, | |
| -30.912230742305187, | |
| -0.006699524285611956 | |
| ], | |
| [ | |
| 1.6990423046179665e-08, | |
| -2.4069722048895475e-07, | |
| 2.762246199886679e-12, | |
| 0.00022017665375346037, | |
| 8.338104796117485e-08 | |
| ], | |
| [ | |
| 2.6504875141067377, | |
| -30.91223074230518, | |
| 0.00022017665375346043, | |
| 43699.32402337179, | |
| 5.651368927412497 | |
| ], | |
| [ | |
| 0.00044017957000030733, | |
| -0.006699524285611956, | |
| 8.338104796117485e-08, | |
| 5.651368927412497, | |
| 0.002627416167874653 | |
| ] | |
| ], | |
| "r2": 0.9909761519543065, | |
| "aic": -228.94523654524778, | |
| "residuals": [ | |
| 0.009027243268779267, | |
| -0.04125681188935382, | |
| 0.025406615212199002, | |
| 0.018425918395752583, | |
| 0.00950713400925085, | |
| -0.0005702307776719318, | |
| -0.004632624364419136, | |
| -0.004525014886617829, | |
| -0.008179173439818666, | |
| -0.008658544962251602, | |
| -0.006986485469898329, | |
| -0.006456006477144616, | |
| 0.004199202187420981, | |
| 0.0010642863000351888, | |
| 0.0017039424547299342, | |
| 0.003918853875427786, | |
| 0.0100210103513384, | |
| 0.009277997163465224, | |
| 0.006601219667769609, | |
| 7.24282173414359e-05, | |
| -0.00503596228963743, | |
| -0.009940968771097514, | |
| -0.012128373977356888, | |
| -0.007280537782187513, | |
| -0.0005679768717363753, | |
| 0.007434134364987521, | |
| 0.009558725439651305 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.19866799835316754, | |
| -1.4063046026389887, | |
| 1.1951040534973765e-05, | |
| 994.104272982505, | |
| 0.16306952531502897 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00018543016814699366, | |
| -0.002185172355906034, | |
| 1.699039392842231e-08, | |
| 2.650478334305009, | |
| 0.00044017982607776225 | |
| ], | |
| [ | |
| -0.0021851723559060342, | |
| 0.027230079960251338, | |
| -2.4069709349020816e-07, | |
| -30.912140197039076, | |
| -0.006699536757216502 | |
| ], | |
| [ | |
| 1.6990393928422313e-08, | |
| -2.406970934902081e-07, | |
| 2.76224530846494e-12, | |
| 0.0002201760891315498, | |
| 8.338120489206242e-08 | |
| ], | |
| [ | |
| 2.650478334305009, | |
| -30.912140197039076, | |
| 0.0002201760891315498, | |
| 43699.14563613698, | |
| 5.651367451162206 | |
| ], | |
| [ | |
| 0.00044017982607776225, | |
| -0.006699536757216502, | |
| 8.338120489206242e-08, | |
| 5.651367451162206, | |
| 0.0026274266396671595 | |
| ] | |
| ], | |
| "r2": 0.9909761519544521, | |
| "aic": -228.94523654568346, | |
| "residuals": [ | |
| 0.009027312437430907, | |
| -0.04125684681997521, | |
| 0.025406567877671038, | |
| 0.018425882391213566, | |
| 0.00950711388102099, | |
| -0.0005702377897002231, | |
| -0.004632621411557625, | |
| -0.004525004645516639, | |
| -0.008179158064882008, | |
| -0.00865852616728846, | |
| -0.006986463639295559, | |
| -0.006455985091388783, | |
| 0.004199220959108407, | |
| 0.001064301159940051, | |
| 0.0017039527006208477, | |
| 0.00391885921984747, | |
| 0.010021003895719915, | |
| 0.009277981362874721, | |
| 0.006601197985023455, | |
| 7.240433213673292e-05, | |
| -0.005035984871039401, | |
| -0.009940986902713833, | |
| -0.012128384951110238, | |
| -0.0072805393453769796, | |
| -0.0005679672114424772, | |
| 0.007434156654985535, | |
| 0.009558751737009152 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.19867353525487094, | |
| -1.4063686281970067, | |
| 1.195148283817658e-05, | |
| 994.1964177399459, | |
| 0.1630807169688952 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9909761518589504, | |
| "aic": -228.94523625993514, | |
| "residuals": [ | |
| 0.009023517077422716, | |
| -0.04125536893044851, | |
| 0.02540880585608052, | |
| 0.018427763410174547, | |
| 0.009508326373349474, | |
| -0.0005696108392743149, | |
| -0.004632459111575615, | |
| -0.004525198551289522, | |
| -0.008179618479159156, | |
| -0.00865918035604385, | |
| -0.006987340436017786, | |
| -0.0064569293004036465, | |
| 0.004198310452515175, | |
| 0.0010634890809664288, | |
| 0.0017032786317781046, | |
| 0.003918345015876734, | |
| 0.010020910329703314, | |
| 0.009278256498168602, | |
| 0.006601739819922292, | |
| 7.309432225366397e-05, | |
| -0.005035264813240126, | |
| -0.009940345839317855, | |
| -0.01212791891305931, | |
| -0.007280329876602154, | |
| -0.000568081349412719, | |
| 0.007433665604897555, | |
| 0.009558139129264509 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.5144795107916171, | |
| 0.0024000901412203623, | |
| 1.9999999999442601 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0004234431807322889, | |
| 2.808041780333044e-05, | |
| 0.02790002349532824 | |
| ], | |
| [ | |
| 2.808041780333044e-05, | |
| 8.973200759200283e-05, | |
| 0.07661241938899468 | |
| ], | |
| [ | |
| 0.02790002349532824, | |
| 0.07661241938899468, | |
| 65.8945111885591 | |
| ] | |
| ], | |
| "r2": 0.4762690672474713, | |
| "aic": -123.2953418854525, | |
| "residuals": [ | |
| 0.1369673907756805, | |
| 0.0006269699993104727, | |
| 0.006722210693850761, | |
| -0.01843929434239222, | |
| -0.0021304954109955254, | |
| 0.01699036739613058, | |
| 0.0373484063301317, | |
| 0.05630803854406452, | |
| 0.0668042182802141, | |
| 0.07675195567256621, | |
| 0.09108252813570483, | |
| 0.09663808120002393, | |
| 0.10718227985695572, | |
| 0.10035205665911051, | |
| 0.09473819259969463, | |
| 0.08885282992943011, | |
| 0.06966078995912128, | |
| 0.039982087604684136, | |
| 0.0073278021737759325, | |
| -0.028803877837973335, | |
| -0.062355093963461616, | |
| -0.09411828995497773, | |
| -0.12137039781363557, | |
| -0.1397172141149814, | |
| -0.1543345975950534, | |
| -0.16585343361647675, | |
| -0.169244669683295 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.23027090544703566, | |
| 0.01608579173303395, | |
| 0.0007209191093019072, | |
| 0.8853756026373172, | |
| 0.17377024541106587 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00024299541933754792, | |
| 0.00010074837151063468, | |
| -3.3916794999339397e-06, | |
| -0.0017371969627288748, | |
| 0.0005503204342374422 | |
| ], | |
| [ | |
| 0.00010074837151063468, | |
| 5.853687542982819e-05, | |
| -1.9147355903231263e-06, | |
| -0.0013965016241435381, | |
| 0.0003955649805774835 | |
| ], | |
| [ | |
| -3.3916794999339397e-06, | |
| -1.9147355903231263e-06, | |
| 6.288828592961808e-08, | |
| 4.4555573912170374e-05, | |
| -1.2742378282728895e-05 | |
| ], | |
| [ | |
| -0.0017371969627288748, | |
| -0.0013965016241435381, | |
| 4.4555573912170374e-05, | |
| 0.04190545805851564, | |
| -0.010754732362370465 | |
| ], | |
| [ | |
| 0.0005503204342374423, | |
| 0.0003955649805774835, | |
| -1.2742378282728895e-05, | |
| -0.010754732362370466, | |
| 0.002926690484035427 | |
| ] | |
| ], | |
| "r2": 0.9929277718033968, | |
| "aic": -231.4273868464799, | |
| "residuals": [ | |
| 0.0075838629291002935, | |
| -0.03469402353070378, | |
| 0.022200819327044707, | |
| 0.018216138949071148, | |
| 0.009278381779767364, | |
| -0.0023102671753413295, | |
| -0.005653811301721823, | |
| -0.009696918825282785, | |
| -0.00596120969853986, | |
| -0.008573886043692691, | |
| -0.007031378339793837, | |
| -0.005207382582175013, | |
| 0.0041400058928708905, | |
| 0.0008035875133249881, | |
| 0.00420644338947751, | |
| 0.006906042314282379, | |
| 0.010954731748408109, | |
| 0.010930592327921596, | |
| 0.0073490692342841335, | |
| -0.0024072975600901714, | |
| -0.007237189442568903, | |
| -0.012292059332448257, | |
| -0.013055391084811907, | |
| -0.00856725888224974, | |
| -0.0003929571399637899, | |
| 0.00909433158664641, | |
| 0.01141702357599389 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.23027090419599916, | |
| 0.016085791053327605, | |
| 0.0007209191316285737, | |
| 0.885375617761431, | |
| 0.17377024097667043 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9929277718033966, | |
| "aic": -231.4273868464792, | |
| "residuals": [ | |
| 0.007583863345355768, | |
| -0.03469402380239783, | |
| 0.022200818965646407, | |
| 0.018216138687212502, | |
| 0.00927838165509931, | |
| -0.002310267187142667, | |
| -0.0056538112290808185, | |
| -0.009696918692669643, | |
| -0.0059612095258001485, | |
| -0.008573885846669183, | |
| -0.007031378129357169, | |
| -0.0052073823902492045, | |
| 0.00414000604681819, | |
| 0.0008035876181811119, | |
| 0.004206443439871199, | |
| 0.00690604230885028, | |
| 0.01095473161396554, | |
| 0.010930592096803471, | |
| 0.0073490689480626425, | |
| -0.0024072978584541715, | |
| -0.007237189712609116, | |
| -0.012292059538040911, | |
| -0.013055391194922383, | |
| -0.008567258871067907, | |
| -0.000392956986700721, | |
| 0.009094331898140462, | |
| 0.011417023937469795 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.227015218047388, | |
| -1.642454775132546, | |
| 1.1596616571190533e-05, | |
| 1228.129393548543, | |
| 0.1737723155967401 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00020962883941717786, | |
| -0.002499636014830372, | |
| 1.6585921174418078e-08, | |
| 3.1192514553097213, | |
| 0.0005023033433604248 | |
| ], | |
| [ | |
| -0.002499636014830372, | |
| 0.03143255490640231, | |
| -2.3611998672013587e-07, | |
| -36.84187836020605, | |
| -0.007646617872087258 | |
| ], | |
| [ | |
| 1.6585921174418078e-08, | |
| -2.3611998672013587e-07, | |
| 2.286885238338861e-12, | |
| 0.0002258676502675444, | |
| 8.019831764548376e-08 | |
| ], | |
| [ | |
| 3.1192514553097213, | |
| -36.84187836020605, | |
| 0.00022586765026754444, | |
| 52565.9375349289, | |
| 6.78916008685405 | |
| ], | |
| [ | |
| 0.0005023033433604248, | |
| -0.007646617872087256, | |
| 8.019831764548376e-08, | |
| 6.789160086854048, | |
| 0.002926629775201056 | |
| ] | |
| ], | |
| "r2": 0.9929277718027893, | |
| "aic": -231.42738684416054, | |
| "residuals": [ | |
| 0.00758362752303543, | |
| -0.034693893462990844, | |
| 0.02220100189600871, | |
| 0.01821627729743369, | |
| 0.009278453027417255, | |
| -0.002310252316172212, | |
| -0.005653839300380659, | |
| -0.009696977810837781, | |
| -0.005961289953299476, | |
| -0.008573979760449935, | |
| -0.007031481537629336, | |
| -0.005207479280123106, | |
| 0.004139925582099968, | |
| 0.0008035293730243032, | |
| 0.004206410373758351, | |
| 0.006906035394664167, | |
| 0.010954786103782421, | |
| 0.010930693615100684, | |
| 0.007349198328418072, | |
| -0.0024071606922634325, | |
| -0.00723706381261513, | |
| -0.012291961999014889, | |
| -0.01305533676427495, | |
| -0.008567259860956133, | |
| -0.000393023354140154, | |
| 0.00909419238102438, | |
| 0.011416861260496791 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.22701453313937492, | |
| -1.6424457373588655, | |
| 1.1596541303774997e-05, | |
| 1228.1191165278915, | |
| 0.1737697838074243 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00020962609557359003, | |
| -0.0024996121814195834, | |
| 1.6585779282378027e-08, | |
| 3.1192017873010065, | |
| 0.0005023062640719842 | |
| ], | |
| [ | |
| -0.0024996121814195834, | |
| 0.0314324196353432, | |
| -2.3611956653662024e-07, | |
| -36.84141165901455, | |
| -0.007646717762498951 | |
| ], | |
| [ | |
| 1.658577928237802e-08, | |
| -2.3611956653662024e-07, | |
| 2.2868813055463975e-12, | |
| 0.00022586503941805108, | |
| 8.019928667734416e-08 | |
| ], | |
| [ | |
| 3.1192017873010065, | |
| -36.841411659014554, | |
| 0.00022586503941805113, | |
| 52564.993389473755, | |
| 6.7891794647126735 | |
| ], | |
| [ | |
| 0.0005023062640719842, | |
| -0.007646717762498951, | |
| 8.019928667734416e-08, | |
| 6.789179464712672, | |
| 0.0029267038731580924 | |
| ] | |
| ], | |
| "r2": 0.9929277718033525, | |
| "aic": -231.42738684631058, | |
| "residuals": [ | |
| 0.007583893130688912, | |
| -0.03469404921416186, | |
| 0.022200788014825723, | |
| 0.01821611866527023, | |
| 0.00927837457688152, | |
| -0.002310264043003052, | |
| -0.005653800688999122, | |
| -0.009696903111886646, | |
| -0.005961190782388215, | |
| -0.008573865422103033, | |
| -0.007031357586490872, | |
| -0.005207364622691335, | |
| 0.004140019327783628, | |
| 0.0008035954884408891, | |
| 0.0042064455126791245, | |
| 0.0069060385701695814, | |
| 0.010954714803620202, | |
| 0.010930565847406482, | |
| 0.0073490376711965455, | |
| -0.002407329705173211, | |
| -0.007237217983271704, | |
| -0.012292080563964747, | |
| -0.013055401846497672, | |
| -0.008567256562472203, | |
| -0.0003929396494021242, | |
| 0.00909436585808654, | |
| 0.011417063130195415 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.22706418310399856, | |
| -1.6430274862867336, | |
| 1.1600010193534206e-05, | |
| 1228.962253022653, | |
| 0.17387270884652448 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9929277670728858, | |
| "aic": -231.42736878657686, | |
| "residuals": [ | |
| 0.007553712823435005, | |
| -0.03468481448626304, | |
| 0.022217677446349338, | |
| 0.018231780917208673, | |
| 0.009289142214288892, | |
| -0.0023041540056367715, | |
| -0.0056515402679380156, | |
| -0.009697679819554272, | |
| -0.005964297938138574, | |
| -0.008578712518340637, | |
| -0.007038310488939881, | |
| -0.005215099258217615, | |
| 0.004132387656692327, | |
| 0.0007966479889187639, | |
| 0.004200549781662732, | |
| 0.006901409307313866, | |
| 0.010953535861165986, | |
| 0.010932507180459461, | |
| 0.00735330098272291, | |
| -0.002401716232546036, | |
| -0.007231246598550789, | |
| -0.012286684216224253, | |
| -0.013051414743531553, | |
| -0.008565397629680782, | |
| -0.00039380917553849537, | |
| 0.009090282053344056, | |
| 0.011411936440705706 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.5634195074795059, | |
| 0.002230958764811369, | |
| 1.9999999999938995 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0004800756668327811, | |
| 2.4398616044242287e-05, | |
| 0.02662803925888372 | |
| ], | |
| [ | |
| 2.4398616044242283e-05, | |
| 5.840128903540656e-05, | |
| 0.053873920883533835 | |
| ], | |
| [ | |
| 0.02662803925888372, | |
| 0.053873920883533835, | |
| 50.138332591201525 | |
| ] | |
| ], | |
| "r2": 0.49525969390659774, | |
| "aic": -120.19493844774823, | |
| "residuals": [ | |
| 0.15371659398078918, | |
| 0.015862692834280073, | |
| 0.003545402033881262, | |
| -0.028321405853847015, | |
| -0.01400679863050025, | |
| 0.005208933427698681, | |
| 0.02898639480469134, | |
| 0.046556962425580495, | |
| 0.0669293042305863, | |
| 0.07688676458406063, | |
| 0.09444312046282033, | |
| 0.103671801737519, | |
| 0.11456911398875436, | |
| 0.1086566611856874, | |
| 0.10650677853778512, | |
| 0.10147721915380992, | |
| 0.08011455681346524, | |
| 0.05004043724553098, | |
| 0.014763249421281488, | |
| -0.026675330138044684, | |
| -0.0622306928394607, | |
| -0.09652362916453394, | |
| -0.1247561142204574, | |
| -0.14584152553065333, | |
| -0.16131602380259547, | |
| -0.17358516309245142, | |
| -0.17743022892458948 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.2766501319774437, | |
| 0.019343913278097993, | |
| 0.0005931070231143656, | |
| 0.8948166567529714, | |
| 0.19335870868093394 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00038411180318472275, | |
| 0.00015348542590938914, | |
| -3.503188472231789e-06, | |
| -0.002220367450143823, | |
| 0.0008269356977246885 | |
| ], | |
| [ | |
| 0.0001534854259093891, | |
| 8.45897541216657e-05, | |
| -1.876605491114413e-06, | |
| -0.0016656556425602084, | |
| 0.0005586937550951639 | |
| ], | |
| [ | |
| -3.503188472231789e-06, | |
| -1.876605491114413e-06, | |
| 4.180275412133693e-08, | |
| 3.6052304087642775e-05, | |
| -1.2206877998538084e-05 | |
| ], | |
| [ | |
| -0.002220367450143823, | |
| -0.0016656556425602084, | |
| 3.6052304087642775e-05, | |
| 0.040715677635331196, | |
| -0.012491237165339647 | |
| ], | |
| [ | |
| 0.0008269356977246885, | |
| 0.000558693755095164, | |
| -1.2206877998538084e-05, | |
| -0.012491237165339649, | |
| 0.004031418341832529 | |
| ] | |
| ], | |
| "r2": 0.9932397182851406, | |
| "aic": -226.084702268447, | |
| "residuals": [ | |
| 0.007210709062771575, | |
| -0.03375469479119031, | |
| 0.02158995989591328, | |
| 0.020661285778302618, | |
| 0.010272641825610163, | |
| -0.0018120194588341354, | |
| -0.007760131923888025, | |
| -0.011346748585042477, | |
| -0.006216614947545662, | |
| -0.013133382084748235, | |
| -0.008915322610582033, | |
| -0.0063486617892707375, | |
| 0.007013085292141841, | |
| 0.00151396068897236, | |
| 0.008114312234061116, | |
| 0.008493080020360422, | |
| 0.012688962633236489, | |
| 0.011589910936158243, | |
| 0.008584717532482466, | |
| -0.0016773352919911, | |
| -0.009554176467619913, | |
| -0.016507881874592956, | |
| -0.01562680415485318, | |
| -0.009777207215050487, | |
| -0.0006593036169562083, | |
| 0.011126078688665775, | |
| 0.01423155050080438 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.2766501318599251, | |
| 0.019343913191237443, | |
| 0.0005931070249946506, | |
| 0.8948166588631565, | |
| 0.19335870803232033 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9932397182851408, | |
| "aic": -226.08470226844756, | |
| "residuals": [ | |
| 0.007210709058454223, | |
| -0.033754694823660614, | |
| 0.021589959864508623, | |
| 0.02066128576198123, | |
| 0.010272641823585227, | |
| -0.0018120194502113662, | |
| -0.007760131907936119, | |
| -0.011346748564431741, | |
| -0.006216614924370978, | |
| -0.013133382060643406, | |
| -0.008915322588144425, | |
| -0.006348661771576225, | |
| 0.007013085303358313, | |
| 0.0015139606928680216, | |
| 0.008114312230400378, | |
| 0.008493080009328136, | |
| 0.012688962606277054, | |
| 0.011589910898531341, | |
| 0.008584717490217386, | |
| -0.001677335332940344, | |
| -0.009554176501783695, | |
| -0.016507881897170118, | |
| -0.0156268041617742, | |
| -0.009777207202972038, | |
| -0.0006593035832211935, | |
| 0.011126078746088286, | |
| 0.014231550565643847 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.2719019085370778, | |
| -2.0202628660127244, | |
| 1.1472924937516697e-05, | |
| 1508.6820016405272, | |
| 0.19335524777146226 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0003224590412240246, | |
| -0.003851960051921919, | |
| 2.102189009014742e-08, | |
| 4.721878261700452, | |
| 0.000742518977919739 | |
| ], | |
| [ | |
| -0.003851960051921919, | |
| 0.048224807155141276, | |
| -2.957444676567099e-07, | |
| -55.96531509910935, | |
| -0.01111324297101294 | |
| ], | |
| [ | |
| 2.1021890090147423e-08, | |
| -2.957444676567099e-07, | |
| 2.3380521672412124e-12, | |
| 0.00028447409388734267, | |
| 9.523776266479544e-08 | |
| ], | |
| [ | |
| 4.721878261700452, | |
| -55.96531509910935, | |
| 0.0002844740938873426, | |
| 76983.83766324418, | |
| 9.990160935960049 | |
| ], | |
| [ | |
| 0.000742518977919739, | |
| -0.01111324297101294, | |
| 9.523776266479544e-08, | |
| 9.99016093596005, | |
| 0.004031538602492901 | |
| ] | |
| ], | |
| "r2": 0.9932397182848834, | |
| "aic": -226.08470226741986, | |
| "residuals": [ | |
| 0.0072109237332193266, | |
| -0.033754849672426535, | |
| 0.02158974669450414, | |
| 0.0206611301855415, | |
| 0.010272573541043273, | |
| -0.0018120139525834578, | |
| -0.007760070604145741, | |
| -0.01134664756895587, | |
| -0.006216487594824405, | |
| -0.013133239209967007, | |
| -0.00891517296657729, | |
| -0.006348527614226107, | |
| 0.007013190366189415, | |
| 0.0015140288931917434, | |
| 0.008114339872022147, | |
| 0.008493066262982962, | |
| 0.012688853671956712, | |
| 0.01158973115430284, | |
| 0.00858449809577222, | |
| -0.0016775621604814273, | |
| -0.00955438035420475, | |
| -0.016508035557870282, | |
| -0.015626884177569855, | |
| -0.009777194001866385, | |
| -0.0006591813385679046, | |
| 0.01112632238798239, | |
| 0.014231832557710156 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.2719019186321389, | |
| -2.020263001715144, | |
| 1.1472925917224521e-05, | |
| 1508.6821460605825, | |
| 0.1933552866542285 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00032245909412549086, | |
| -0.0038519605111778416, | |
| 2.1021892350995905e-08, | |
| 4.7218791647903124, | |
| 0.0007425189163817912 | |
| ], | |
| [ | |
| -0.0038519605111778416, | |
| 0.048224809803356264, | |
| -2.957444746421078e-07, | |
| -55.965323477633724, | |
| -0.011113241051199476 | |
| ], | |
| [ | |
| 2.10218923509959e-08, | |
| -2.9574447464210773e-07, | |
| 2.338052219052173e-12, | |
| 0.00028447413270635963, | |
| 9.523774732454534e-08 | |
| ], | |
| [ | |
| 4.721879164790313, | |
| -55.96532347763373, | |
| 0.00028447413270635963, | |
| 76983.85382905173, | |
| 9.990160391274081 | |
| ], | |
| [ | |
| 0.0007425189163817913, | |
| -0.011113241051199476, | |
| 9.523774732454535e-08, | |
| 9.990160391274081, | |
| 0.004031537243220161 | |
| ] | |
| ], | |
| "r2": 0.9932397182848989, | |
| "aic": -226.08470226748128, | |
| "residuals": [ | |
| 0.007210920639128898, | |
| -0.03375484788826483, | |
| 0.021589749342991515, | |
| 0.02066113225550026, | |
| 0.010272574586557504, | |
| -0.0018120137990317309, | |
| -0.0077600711393546185, | |
| -0.01134664860535739, | |
| -0.006216488974822076, | |
| -0.013133240804867552, | |
| -0.008915174699829498, | |
| -0.006348529215880028, | |
| 0.007013189064511538, | |
| 0.0015140279902774445, | |
| 0.008114339418109795, | |
| 0.00849306627398072, | |
| 0.012688854771261693, | |
| 0.011589733083110398, | |
| 0.008584500509795423, | |
| -0.0016775596226070721, | |
| -0.009554378036403466, | |
| -0.016508033769727648, | |
| -0.015626883187085605, | |
| -0.009777194033631087, | |
| -0.0006591825749880931, | |
| 0.011126319803799356, | |
| 0.014231829546716979 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.2719849577641919, | |
| -2.021238528565013, | |
| 1.1477728879681905e-05, | |
| 1510.0471955774767, | |
| 0.19352148015076512 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9932397104596483, | |
| "aic": -226.08467101410315, | |
| "residuals": [ | |
| 0.0071665116378979155, | |
| -0.033744972900023484, | |
| 0.021612955838752224, | |
| 0.02068502471888689, | |
| 0.010290050589154998, | |
| -0.0018012988420090803, | |
| -0.007755203969826985, | |
| -0.011346536262634599, | |
| -0.0062201176019660576, | |
| -0.013139732403713245, | |
| -0.00892528903548706, | |
| -0.006360187774055004, | |
| 0.00700140999461063, | |
| 0.0015030860210790697, | |
| 0.008104857503426155, | |
| 0.008485424179410783, | |
| 0.0126864146178437, | |
| 0.011592142268453065, | |
| 0.008590611220675504, | |
| -0.0016692122147010657, | |
| -0.00954532271896058, | |
| -0.016499728500469102, | |
| -0.015620646056072607, | |
| -0.009774172059235364, | |
| -0.0006603426007188995, | |
| 0.011120187363885203, | |
| 0.014224076350404735 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.635007233738384, | |
| 0.002026908866707055, | |
| 1.999999999952494 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0005869640838342843, | |
| 2.1100361667875547e-05, | |
| 0.026083191744149907 | |
| ], | |
| [ | |
| 2.1100361667875547e-05, | |
| 3.499448595048635e-05, | |
| 0.03569339954606773 | |
| ], | |
| [ | |
| 0.026083191744149907, | |
| 0.03569339954606773, | |
| 36.809999132853505 | |
| ] | |
| ], | |
| "r2": 0.5234005371283583, | |
| "aic": -115.18318165205017, | |
| "residuals": [ | |
| 0.17035111784934998, | |
| 0.028823285742030413, | |
| 0.0055745457591480085, | |
| -0.03558656997523757, | |
| -0.025959064740153304, | |
| -0.005489032622454149, | |
| 0.019227970078414147, | |
| 0.04105755755830642, | |
| 0.06630374982330445, | |
| 0.0749547616181574, | |
| 0.09979012632967399, | |
| 0.11287340754159048, | |
| 0.1298008163245632, | |
| 0.12292699832498588, | |
| 0.12455847949027776, | |
| 0.11731591714778611, | |
| 0.09491392839116519, | |
| 0.061267344832940385, | |
| 0.02335288989595441, | |
| -0.022167892574748715, | |
| -0.06449076664396258, | |
| -0.10440841448255511, | |
| -0.13463929426618548, | |
| -0.15786737334676715, | |
| -0.17573002111860248, | |
| -0.18884158265539142, | |
| -0.1928072286839101 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.3158833361695522, | |
| 0.018661931904548033, | |
| 0.0006284635181542889, | |
| 0.9230606098704827, | |
| 0.20066119391278947 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0005120511129546014, | |
| 0.00016880914114975333, | |
| -4.2546978384509105e-06, | |
| -0.002556897410449249, | |
| 0.0010481513132535186 | |
| ], | |
| [ | |
| 0.00016880914114975333, | |
| 7.548306698592116e-05, | |
| -1.848211340831472e-06, | |
| -0.0015557867029101814, | |
| 0.0005765412999364806 | |
| ], | |
| [ | |
| -4.2546978384509105e-06, | |
| -1.848211340831472e-06, | |
| 4.545412468626168e-08, | |
| 3.708612796782502e-05, | |
| -1.388097501623657e-05 | |
| ], | |
| [ | |
| -0.002556897410449249, | |
| -0.0015557867029101814, | |
| 3.708612796782502e-05, | |
| 0.040422715292831514, | |
| -0.01362531617410908 | |
| ], | |
| [ | |
| 0.0010481513132535186, | |
| 0.0005765412999364806, | |
| -1.3880975016236568e-05, | |
| -0.01362531617410908, | |
| 0.004851173234897005 | |
| ] | |
| ], | |
| "r2": 0.9931262148109892, | |
| "aic": -218.0545719740417, | |
| "residuals": [ | |
| 0.009657126452267906, | |
| -0.0408601855892749, | |
| 0.02263234713923551, | |
| 0.02485033192256858, | |
| 0.012373724817180243, | |
| 3.758459966751726e-05, | |
| -0.009218430004151124, | |
| -0.011144406253236983, | |
| -0.007404146548319446, | |
| -0.014238179562497955, | |
| -0.01018095155223564, | |
| -0.008857955748042823, | |
| 0.007548975028048299, | |
| 0.0014844066419714697, | |
| 0.00947562221834719, | |
| 0.006438946651333488, | |
| 0.013340945592344333, | |
| 0.015869310911014733, | |
| 0.009585529558234662, | |
| 0.0009866661926543063, | |
| -0.012763938647428752, | |
| -0.017610418306407638, | |
| -0.018838299229844813, | |
| -0.011408156327068486, | |
| -0.0006464536377790431, | |
| 0.01196304834030959, | |
| 0.01692683643413212 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.3158833361439862, | |
| 0.01866193187343302, | |
| 0.0006284635188691088, | |
| 0.92306061092001, | |
| 0.2006611935922431 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9931262148109891, | |
| "aic": -218.05457197404127, | |
| "residuals": [ | |
| 0.009657126418001538, | |
| -0.04086018560884985, | |
| 0.022632347128901276, | |
| 0.0248503319233484, | |
| 0.012373724824037091, | |
| 3.7584609840490835e-05, | |
| -0.009218429992396193, | |
| -0.011144406241067273, | |
| -0.007404146536551304, | |
| -0.014238179551712471, | |
| -0.010180951544539463, | |
| -0.008857955744263513, | |
| 0.007548975027598992, | |
| 0.001484406637303315, | |
| 0.009475622209678125, | |
| 0.006438946639016674, | |
| 0.013340945572947849, | |
| 0.015869310887837274, | |
| 0.009585529534592352, | |
| 0.000986666171605588, | |
| -0.012763938663201913, | |
| -0.017610418314636833, | |
| -0.01883829922867286, | |
| -0.011408156315023232, | |
| -0.0006464536137392729, | |
| 0.011963048377154728, | |
| 0.016926836474935536 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.310489354647603, | |
| -2.28900470990505, | |
| 1.172841443007956e-05, | |
| 1468.7680566388278, | |
| 0.20066430306196517 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0004311216109058266, | |
| -0.005088914860377099, | |
| 2.417840736610552e-08, | |
| 5.375811348153337, | |
| 0.0009439578426471813 | |
| ], | |
| [ | |
| -0.005088914860377099, | |
| 0.06269625657831521, | |
| -3.33018045646588e-07, | |
| -62.95977869738758, | |
| -0.013816762195569664 | |
| ], | |
| [ | |
| 2.4178407366105524e-08, | |
| -3.3301804564658806e-07, | |
| 2.2905677016373995e-12, | |
| 0.0002776063362241347, | |
| 1.0328819519614597e-07 | |
| ], | |
| [ | |
| 5.375811348153338, | |
| -62.95977869738758, | |
| 0.0002776063362241347, | |
| 74786.03289127453, | |
| 10.760287964393576 | |
| ], | |
| [ | |
| 0.0009439578426471813, | |
| -0.013816762195569664, | |
| 1.0328819519614597e-07, | |
| 10.760287964393576, | |
| 0.004851057923420133 | |
| ] | |
| ], | |
| "r2": 0.9931262148115503, | |
| "aic": -218.05457197624568, | |
| "residuals": [ | |
| 0.00965686376730121, | |
| -0.04086003143322747, | |
| 0.022632571281072045, | |
| 0.024850502989792633, | |
| 0.012373807861156605, | |
| 3.7592198701807966e-05, | |
| -0.00921847999039882, | |
| -0.0111444976282703, | |
| -0.007404265829470513, | |
| -0.014238315811343272, | |
| -0.010181097133750483, | |
| -0.00885808806156374, | |
| 0.0075488699118724245, | |
| 0.001484336749879911, | |
| 0.00947559148265531, | |
| 0.006438956125671913, | |
| 0.013341048264758015, | |
| 0.0158694837654072, | |
| 0.009585742806069164, | |
| 0.0009868889779608425, | |
| -0.012763735411121746, | |
| -0.017610260581101045, | |
| -0.01883820930357427, | |
| -0.011408152712269803, | |
| -0.0006465512174931298, | |
| 0.011962838034632606, | |
| 0.01692659052163481 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.31048862793119847, | |
| -2.2889951177626378, | |
| 1.1728354199644827e-05, | |
| 1468.7592240993717, | |
| 0.20066165602318436 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0004311172306124031, | |
| -0.005088876357685562, | |
| 2.417824627786612e-08, | |
| 5.375747403560485, | |
| 0.000943962372117689 | |
| ], | |
| [ | |
| -0.005088876357685563, | |
| 0.06269601301324292, | |
| -3.330174457449569e-07, | |
| -62.95918017665981, | |
| -0.013816900700140747 | |
| ], | |
| [ | |
| 2.417824627786612e-08, | |
| -3.330174457449569e-07, | |
| 2.2905643670102245e-12, | |
| 0.00027760396987536407, | |
| 1.0328918364256978e-07 | |
| ], | |
| [ | |
| 5.375747403560486, | |
| -62.95918017665981, | |
| 0.0002776039698753641, | |
| 74785.05361510898, | |
| 10.760319919487014 | |
| ], | |
| [ | |
| 0.000943962372117689, | |
| -0.013816900700140746, | |
| 1.0328918364256978e-07, | |
| 10.760319919487014, | |
| 0.0048511556274959695 | |
| ] | |
| ], | |
| "r2": 0.9931262148111785, | |
| "aic": -218.05457197478552, | |
| "residuals": [ | |
| 0.009657085160669487, | |
| -0.040860164386735065, | |
| 0.02263237888912606, | |
| 0.02485035591707263, | |
| 0.012373735884387616, | |
| 3.758466207792743e-05, | |
| -0.009218438247820426, | |
| -0.011144420362738217, | |
| -0.007404164496130905, | |
| -0.014238199706546606, | |
| -0.010180972404454591, | |
| -0.008857973937166808, | |
| 0.007548961564705303, | |
| 0.0014843990771897797, | |
| 0.00947562110825495, | |
| 0.006438952119056651, | |
| 0.013340966251938813, | |
| 0.015869343098577682, | |
| 0.009585568611378603, | |
| 0.0009867073098780432, | |
| -0.01276389998056282, | |
| -0.01761038611483612, | |
| -0.018838276968084267, | |
| -0.011408146865771851, | |
| -0.0006464592875514708, | |
| 0.011963025785392989, | |
| 0.01692680852861228 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.3105750768684604, | |
| -2.2899998604790746, | |
| 1.1732656815190062e-05, | |
| 1469.9713114117371, | |
| 0.20082615824229386 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9931262082563176, | |
| "aic": -218.05454622752185, | |
| "residuals": [ | |
| 0.009610729963635906, | |
| -0.04084914760290437, | |
| 0.022657012766110762, | |
| 0.02487521771442691, | |
| 0.012391672769361928, | |
| 4.837718230965571e-05, | |
| -0.009213764071688724, | |
| -0.011144684631801072, | |
| -0.007408287804463787, | |
| -0.014245254616871539, | |
| -0.01019168412192184, | |
| -0.008870176644087513, | |
| 0.007536739969139394, | |
| 0.0014731403743443172, | |
| 0.009465956911370421, | |
| 0.006431260794017901, | |
| 0.01333876638588305, | |
| 0.01587218937042667, | |
| 0.00959221280549849, | |
| 0.000995593849259846, | |
| -0.012754374408062708, | |
| -0.017601736215527075, | |
| -0.018831860632593345, | |
| -0.01140513586684, | |
| -0.0006478324764166432, | |
| 0.011956476391021598, | |
| 0.016918578207732127 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.7085611466050803, | |
| 0.0020694034050521993, | |
| 1.9999999999974234 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0008137549557663865, | |
| 2.7524648911815496e-05, | |
| 0.033116161603676586 | |
| ], | |
| [ | |
| 2.7524648911815493e-05, | |
| 4.3103166108749135e-05, | |
| 0.04302380535276159 | |
| ], | |
| [ | |
| 0.03311616160367659, | |
| 0.043023805352761596, | |
| 43.399124378740666 | |
| ] | |
| ], | |
| "r2": 0.4992653984795876, | |
| "aic": -106.26881700685378, | |
| "residuals": [ | |
| 0.18546049296855927, | |
| 0.02445381343433689, | |
| 0.0029214569896897635, | |
| -0.034219692230358034, | |
| -0.020649601394601258, | |
| 0.005346603951831397, | |
| 0.03125763590905206, | |
| 0.058046175840621994, | |
| 0.08424850292513486, | |
| 0.094598001200069, | |
| 0.12093240651929205, | |
| 0.13299321362103422, | |
| 0.152235919819811, | |
| 0.14341621674300342, | |
| 0.14460579285763997, | |
| 0.13179979307553336, | |
| 0.10593644346061726, | |
| 0.06928471292251037, | |
| 0.02147397960417874, | |
| -0.0287372711778342, | |
| -0.08289631639725559, | |
| -0.12621923719651096, | |
| -0.1636029127717673, | |
| -0.1898303869844138, | |
| -0.21018376384980075, | |
| -0.2261864784837424, | |
| -0.22933107053048007 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.3940311771420586, | |
| 0.02772018813406376, | |
| 0.0004835845257336375, | |
| 0.8342634519069478, | |
| 0.2556291822610995 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0007885408622876713, | |
| 0.00024363046232528846, | |
| -3.1374151200219026e-06, | |
| -0.0015775358784177215, | |
| 0.0010581194028253887 | |
| ], | |
| [ | |
| 0.0002436304623252884, | |
| 9.504786093933881e-05, | |
| -1.1853501751905605e-06, | |
| -0.0009072775100846509, | |
| 0.0005112357601788154 | |
| ], | |
| [ | |
| -3.1374151200219026e-06, | |
| -1.1853501751905607e-06, | |
| 1.4889444686721847e-08, | |
| 1.0762000095631056e-05, | |
| -6.208964957749813e-06 | |
| ], | |
| [ | |
| -0.001577535878417721, | |
| -0.0009072775100846509, | |
| 1.0762000095631054e-05, | |
| 0.013221360088700588, | |
| -0.006103678152242952 | |
| ], | |
| [ | |
| 0.0010581194028253887, | |
| 0.0005112357601788154, | |
| -6.208964957749813e-06, | |
| -0.006103678152242952, | |
| 0.0031548478650599626 | |
| ] | |
| ], | |
| "r2": 0.9944210861989949, | |
| "aic": -215.46039691876598, | |
| "residuals": [ | |
| 0.013996943874667572, | |
| -0.04503134221721172, | |
| 0.014361923361840612, | |
| 0.026501211508730194, | |
| 0.016383484194784304, | |
| 0.0019673951480692065, | |
| -0.008532439148685178, | |
| -0.005695126584564836, | |
| -0.004158530561809037, | |
| -0.01257144391251086, | |
| -0.013674657342569674, | |
| -0.012276621894724338, | |
| 0.0046351070395822536, | |
| 0.0022154167656116552, | |
| 0.009695061763888901, | |
| -0.0006422928458817978, | |
| 0.01043392361396811, | |
| 0.02342115119188093, | |
| 0.010946950868205185, | |
| 0.0025812649757241957, | |
| -0.015944068430629788, | |
| -0.016121083027381022, | |
| -0.019938087743499366, | |
| -0.011423332376806927, | |
| 0.0005744665471139054, | |
| 0.0119227304767211, | |
| 0.016371992171704264 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.39403117717648645, | |
| 0.027720188129916837, | |
| 0.0004835845257523528, | |
| 0.8342634522258053, | |
| 0.2556291821656906 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9944210861989949, | |
| "aic": -215.46039691876595, | |
| "residuals": [ | |
| 0.013996943828640224, | |
| -0.04503134222786809, | |
| 0.014361923364368256, | |
| 0.026501211519564194, | |
| 0.016383484206622945, | |
| 0.0019673951587433347, | |
| -0.008532439139919301, | |
| -0.005695126577938137, | |
| -0.00415853055734039, | |
| -0.012571443910124325, | |
| -0.013674657343970775, | |
| -0.012276621899341311, | |
| 0.004635107032316066, | |
| 0.0022154167562236093, | |
| 0.009695061752860612, | |
| -0.000642292858113791, | |
| 0.010433923600367878, | |
| 0.0234211511788196, | |
| 0.010946950857139148, | |
| 0.0025812649677483535, | |
| -0.0159440684347123, | |
| -0.01612108302700377, | |
| -0.019938087738286647, | |
| -0.011423332366536032, | |
| 0.0005744665625424528, | |
| 0.011922730497310852, | |
| 0.016371992193831175 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.3850231345436142, | |
| -2.939374994154329, | |
| 1.3405038059472896e-05, | |
| 1725.1629328850595, | |
| 0.255628562805322 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0006379585989994581, | |
| -0.007099521742843752, | |
| 2.7430025024259754e-08, | |
| 7.111400843125215, | |
| 0.0009348604790671061 | |
| ], | |
| [ | |
| -0.00709952174284375, | |
| 0.08065645750883794, | |
| -3.3717967446575604e-07, | |
| -78.8629255825207, | |
| -0.012080498993450376 | |
| ], | |
| [ | |
| 2.7430025024259754e-08, | |
| -3.37179674465756e-07, | |
| 1.8891353676862753e-12, | |
| 0.00028212544280188347, | |
| 7.511218240503754e-08 | |
| ], | |
| [ | |
| 7.111400843125213, | |
| -78.86292558252069, | |
| 0.00028212544280188347, | |
| 87245.62346960077, | |
| 9.528462516287165 | |
| ], | |
| [ | |
| 0.0009348604790671059, | |
| -0.012080498993450374, | |
| 7.511218240503754e-08, | |
| 9.528462516287165, | |
| 0.0031548621879542026 | |
| ] | |
| ], | |
| "r2": 0.994421086199007, | |
| "aic": -215.46039691882444, | |
| "residuals": [ | |
| 0.013997010741802485, | |
| -0.045031378727602434, | |
| 0.014361865830549325, | |
| 0.026501164935724963, | |
| 0.01638346026162696, | |
| 0.001967391398202234, | |
| -0.008532427210841464, | |
| -0.005695103248830713, | |
| -0.0041584994786437735, | |
| -0.012571408076677781, | |
| -0.013674618777607339, | |
| -0.012276586826126201, | |
| 0.004635134805910268, | |
| 0.002215435079464201, | |
| 0.009695069621102115, | |
| -0.0006422956499140264, | |
| 0.010433896516362284, | |
| 0.023421106457460095, | |
| 0.010946896739999379, | |
| 0.0025812097103236065, | |
| -0.015944117303453242, | |
| -0.016121119021725416, | |
| -0.019938105510960646, | |
| -0.011423327681655326, | |
| 0.000574496913376743, | |
| 0.011922788808649498, | |
| 0.016372059219217694 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.3850244043687568, | |
| -2.9393898081053225, | |
| 1.3405106249590013e-05, | |
| 1725.1773035949, | |
| 0.2556311166044257 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0006379676189201066, | |
| -0.007099609138306312, | |
| 2.7430279196141644e-08, | |
| 7.111518477363178, | |
| 0.0009348585440808584 | |
| ], | |
| [ | |
| -0.007099609138306312, | |
| 0.08065725283423078, | |
| -3.371815668209667e-07, | |
| -78.86409845416928, | |
| -0.012080424484142515 | |
| ], | |
| [ | |
| 2.7430279196141637e-08, | |
| -3.371815668209667e-07, | |
| 1.889139921282539e-12, | |
| 0.0002821288024202342, | |
| 7.511154025507758e-08 | |
| ], | |
| [ | |
| 7.111518477363178, | |
| -78.86409845416927, | |
| 0.0002821288024202342, | |
| 87247.21842780837, | |
| 9.52846773647566 | |
| ], | |
| [ | |
| 0.0009348585440808584, | |
| -0.012080424484142514, | |
| 7.511154025507758e-08, | |
| 9.52846773647566, | |
| 0.0031548025562567177 | |
| ] | |
| ], | |
| "r2": 0.9944210861983087, | |
| "aic": -215.46039691544456, | |
| "residuals": [ | |
| 0.01399659952657839, | |
| -0.04503122293227557, | |
| 0.014362152774692938, | |
| 0.026501423355394627, | |
| 0.016383616995488293, | |
| 0.0019674517265534375, | |
| -0.00853244481725135, | |
| -0.005695179851554433, | |
| -0.00415861846882537, | |
| -0.012571555571306736, | |
| -0.013674791278733278, | |
| -0.01227675426299446, | |
| 0.004634991469960048, | |
| 0.0022153272327731788, | |
| 0.009695003303275551, | |
| -0.0006423181693924196, | |
| 0.010433977825314411, | |
| 0.023421267253622258, | |
| 0.010947104117628337, | |
| 0.0025814296108108703, | |
| -0.01594391652071203, | |
| -0.01612096497300386, | |
| -0.019938021227210667, | |
| -0.011423331609108911, | |
| 0.0005743906183202085, | |
| 0.01192256984248119, | |
| 0.016371804958197733 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.3852578567365715, | |
| -2.94196689055498, | |
| 1.3414081474064507e-05, | |
| 1728.0616810805634, | |
| 0.25593008001580375 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9944210593276551, | |
| "aic": -215.4602668711521, | |
| "residuals": [ | |
| 0.013891191495572608, | |
| -0.04501068874630676, | |
| 0.014416886898988568, | |
| 0.026559893429673465, | |
| 0.016426659065472915, | |
| 0.0019936239481445073, | |
| -0.00852101066084654, | |
| -0.005695738151358265, | |
| -0.004168565698362103, | |
| -0.012588616397209651, | |
| -0.013700611742903601, | |
| -0.012305949041692688, | |
| 0.004606067875209452, | |
| 0.002189076775838461, | |
| 0.009672937548960037, | |
| -0.0006593296715275976, | |
| 0.01043065785458186, | |
| 0.023430103074782993, | |
| 0.010964700128382465, | |
| 0.0026037910495877448, | |
| -0.015920745950574022, | |
| -0.016100588385019154, | |
| -0.019923548842539884, | |
| -0.011417337818674822, | |
| 0.0005698569578458379, | |
| 0.0119059469414724, | |
| 0.016351317260198173 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.7866377525280056, | |
| 0.001995878934173141, | |
| 1.9999999999971547 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0011593751560453967, | |
| 3.24515457143355e-05, | |
| 0.04093184384233118 | |
| ], | |
| [ | |
| 3.24515457143355e-05, | |
| 4.1811167697699426e-05, | |
| 0.0433354235539916 | |
| ], | |
| [ | |
| 0.040931843842331186, | |
| 0.0433354235539916, | |
| 45.430582802320664 | |
| ] | |
| ], | |
| "r2": 0.47722060660456533, | |
| "aic": -96.8759293097613, | |
| "residuals": [ | |
| 0.19985756278038025, | |
| 0.025223918325217476, | |
| -0.00520961676688414, | |
| -0.03309896415163227, | |
| -0.012153667531574541, | |
| 0.01818167033561524, | |
| 0.048771671933334315, | |
| 0.08513234365319011, | |
| 0.11275985606821881, | |
| 0.12410521660486984, | |
| 0.147930287607004, | |
| 0.1603204854460778, | |
| 0.178727804127216, | |
| 0.17114961371452075, | |
| 0.16872111403728973, | |
| 0.1450559806448053, | |
| 0.11355355454193194, | |
| 0.07743313980598865, | |
| 0.01418557835120593, | |
| -0.04400768804054833, | |
| -0.11000499057274438, | |
| -0.15457186030846215, | |
| -0.1993736915538845, | |
| -0.22835859584313012, | |
| -0.2504412226627407, | |
| -0.2699061326931057, | |
| -0.2740928225467739 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.4457030716484662, | |
| 0.0355227510582898, | |
| 0.0004228815276531392, | |
| 0.8141069412910913, | |
| 0.28873235677486525 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0008113933802898903, | |
| 0.0002374175645739601, | |
| -2.084058926360367e-06, | |
| -0.0008021226784285043, | |
| 0.0007573195654948266 | |
| ], | |
| [ | |
| 0.00023741756457396014, | |
| 8.287281648419757e-05, | |
| -7.041487067079494e-07, | |
| -0.000447074342157974, | |
| 0.00032776270591059614 | |
| ], | |
| [ | |
| -2.084058926360367e-06, | |
| -7.041487067079493e-07, | |
| 6.0431076892244e-09, | |
| 3.494861567452387e-06, | |
| -2.6824118142223743e-06 | |
| ], | |
| [ | |
| -0.0008021226784285043, | |
| -0.00044707434215797393, | |
| 3.494861567452387e-06, | |
| 0.004822970058254319, | |
| -0.0024822782604000736 | |
| ], | |
| [ | |
| 0.0007573195654948266, | |
| 0.00032776270591059614, | |
| -2.6824118142223747e-06, | |
| -0.002482278260400074, | |
| 0.001561568155720119 | |
| ] | |
| ], | |
| "r2": 0.9962173785897719, | |
| "aic": -222.14473480713463, | |
| "residuals": [ | |
| 0.012178374166155692, | |
| -0.03768564815273362, | |
| 0.012106694789641104, | |
| 0.0209690158375766, | |
| 0.013786144248620902, | |
| -0.00040003212366923613, | |
| -0.008110334301085542, | |
| -0.0017276964111547777, | |
| -0.004904365417429446, | |
| -0.007424097204504765, | |
| -0.009058781119477333, | |
| -0.009801208012385043, | |
| 0.0029651710342792903, | |
| -0.002593178979017674, | |
| 0.011623373594004782, | |
| -0.005720005496712144, | |
| 0.008144394160906288, | |
| 0.023365025886557422, | |
| 0.014343978905595911, | |
| 2.3845618289497494e-05, | |
| -0.014374352943238522, | |
| -0.016707077802023074, | |
| -0.017543979548278243, | |
| -0.011315888909751992, | |
| 0.0006400263410217821, | |
| 0.010768469639806488, | |
| 0.01645207819078154 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.4457030717554088, | |
| 0.035522751079774074, | |
| 0.0004228815274422252, | |
| 0.8141069414059725, | |
| 0.2887323567930463 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9962173785897719, | |
| "aic": -222.14473480713437, | |
| "residuals": [ | |
| 0.01217837410631914, | |
| -0.03768564815746567, | |
| 0.012106694803343476, | |
| 0.020969015858590234, | |
| 0.013786144266362932, | |
| -0.00040003211125172466, | |
| -0.00811033429396224, | |
| -0.001727696408722279, | |
| -0.004904365418959444, | |
| -0.007424097209289382, | |
| -0.009058781128930882, | |
| -0.009801208024559749, | |
| 0.0029651710208096205, | |
| -0.0025931789927553517, | |
| 0.011623373580727958, | |
| -0.00572000550902263, | |
| 0.008144394152228673, | |
| 0.023365025882077672, | |
| 0.014343978905073218, | |
| 2.3845621117457583e-05, | |
| -0.014374352937798207, | |
| -0.016707077794717362, | |
| -0.017543979539798915, | |
| -0.011315888900706672, | |
| 0.0006400263501203929, | |
| 0.010768469648539392, | |
| 0.016452078199336417 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.4329981565115271, | |
| -3.363710606739392, | |
| 1.5021911362922143e-05, | |
| 1925.1410708286426, | |
| 0.28873222548736593 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0006337458341346999, | |
| -0.006797176743408355, | |
| 2.307841803586361e-08, | |
| 6.686339862943374, | |
| 0.0006583741424939412 | |
| ], | |
| [ | |
| -0.006797176743408355, | |
| 0.0736968341462679, | |
| -2.643745834683378e-07, | |
| -71.64918567535736, | |
| -0.007861111170507936 | |
| ], | |
| [ | |
| 2.307841803586361e-08, | |
| -2.6437458346833784e-07, | |
| 1.2903117995663799e-12, | |
| 0.00022482399583296763, | |
| 4.331816440673655e-08 | |
| ], | |
| [ | |
| 6.686339862943374, | |
| -71.64918567535736, | |
| 0.0002248239958329676, | |
| 76964.90528408367, | |
| 6.341598813894339 | |
| ], | |
| [ | |
| 0.0006583741424939412, | |
| -0.007861111170507936, | |
| 4.331816440673655e-08, | |
| 6.341598813894339, | |
| 0.0015615696248476914 | |
| ] | |
| ], | |
| "r2": 0.9962173785898208, | |
| "aic": -222.14473480748367, | |
| "residuals": [ | |
| 0.012178391850866166, | |
| -0.03768565815225455, | |
| 0.012106678401734072, | |
| 0.020969001789555963, | |
| 0.013786136346730649, | |
| -0.00040003431872825956, | |
| -0.008110331943882665, | |
| -0.0017276906611092269, | |
| -0.004904357282202065, | |
| -0.007424087519951161, | |
| -0.00905877024138424, | |
| -0.009801197698002362, | |
| 0.0029651797094409904, | |
| -0.0025931725502699177, | |
| 0.011623377492546716, | |
| -0.005720004188095151, | |
| 0.008144389631321358, | |
| 0.023365017304444846, | |
| 0.014343968439249677, | |
| 2.3835385784876095e-05, | |
| -0.014374361066522567, | |
| -0.016707082256051997, | |
| -0.017543979099881923, | |
| -0.01131588263348804, | |
| 0.0006400390962189029, | |
| 0.010768489289157301, | |
| 0.0164520999589034 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.43299803991427277, | |
| -3.3637093144500936, | |
| 1.5021906149004758e-05, | |
| 1925.1398311292885, | |
| 0.2887320610116153 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0006337451194252496, | |
| -0.006797169669243343, | |
| 2.3078400885504467e-08, | |
| 6.686331183913945, | |
| 0.0006583741685507881 | |
| ], | |
| [ | |
| -0.006797169669243344, | |
| 0.07369676563458442, | |
| -2.643744351198253e-07, | |
| -71.64909832709706, | |
| -0.00786111315084186 | |
| ], | |
| [ | |
| 2.3078400885504467e-08, | |
| -2.643744351198253e-07, | |
| 1.29031151448093e-12, | |
| 0.00022482378574351447, | |
| 4.33181877122308e-08 | |
| ], | |
| [ | |
| 6.686331183913945, | |
| -71.64909832709706, | |
| 0.00022482378574351447, | |
| 76964.79594696812, | |
| 6.341597857816523 | |
| ], | |
| [ | |
| 0.0006583741685507881, | |
| -0.007861113150841861, | |
| 4.33181877122308e-08, | |
| 6.341597857816524, | |
| 0.0015615715663009231 | |
| ] | |
| ], | |
| "r2": 0.9962173785898824, | |
| "aic": -222.1447348079231, | |
| "residuals": [ | |
| 0.012178424663980447, | |
| -0.0376856696994351, | |
| 0.012106655628063456, | |
| 0.020968980646954405, | |
| 0.013786123403644934, | |
| -0.0004000392932782537, | |
| -0.008110330429162205, | |
| -0.0017276842338646015, | |
| -0.0049043473447378805, | |
| -0.007424075251150297, | |
| -0.009058756030002613, | |
| -0.009801184087448123, | |
| 0.002965191131397704, | |
| -0.00259316424188194, | |
| 0.011623382223493572, | |
| -0.005720003176680866, | |
| 0.0081443820260364, | |
| 0.023365003357282088, | |
| 0.014343951033330193, | |
| 2.3817389003255585e-05, | |
| -0.014374377084077627, | |
| -0.016707094133828093, | |
| -0.017543985110804128, | |
| -0.011315881463323407, | |
| 0.0006400483906777721, | |
| 0.010768507330175203, | |
| 0.01645212070360269 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.4332980346316609, | |
| -3.3669155090407714, | |
| 1.5031736972856743e-05, | |
| 1928.6142594422447, | |
| 0.2890058198114877 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9962173493704422, | |
| "aic": -222.14452624308058, | |
| "residuals": [ | |
| 0.012060777182396454, | |
| -0.03766542660574157, | |
| 0.012167321365354367, | |
| 0.021035896523568853, | |
| 0.013835719066693342, | |
| -0.00037002592295798387, | |
| -0.008097585723311873, | |
| -0.0017290104895326674, | |
| -0.004916651606609701, | |
| -0.007444632084842029, | |
| -0.009089248858827004, | |
| -0.009835158599932559, | |
| 0.0029320616889414453, | |
| -0.00262264773041454, | |
| 0.011599255852634771, | |
| -0.0057378415753144285, | |
| 0.008143046386875463, | |
| 0.023377754761636726, | |
| 0.014366357424118847, | |
| 5.0952372594670337e-05, | |
| -0.014347198071207323, | |
| -0.016683978730742233, | |
| -0.01752834052888197, | |
| -0.011310403124809576, | |
| 0.0006333305551926571, | |
| 0.01074815552530839, | |
| 0.01642747664574179 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.8158266855684744, | |
| 0.002078693747591994, | |
| 1.9999999999999158 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.001449582651653025, | |
| 4.303550666417808e-05, | |
| 0.051476778030187575 | |
| ], | |
| [ | |
| 4.303550666417808e-05, | |
| 5.9201164701674226e-05, | |
| 0.05881651962427374 | |
| ], | |
| [ | |
| 0.05147677803018757, | |
| 0.05881651962427374, | |
| 59.04658125110622 | |
| ] | |
| ], | |
| "r2": 0.4284362031904978, | |
| "aic": -90.65984603471311, | |
| "residuals": [ | |
| 0.21185877919197083, | |
| 0.029479721638945355, | |
| -0.013552172592755096, | |
| -0.036887905553203315, | |
| -0.003696293483538504, | |
| 0.03347642004146223, | |
| 0.07101194279062817, | |
| 0.1133625954760934, | |
| 0.13756149187598865, | |
| 0.15527464031429705, | |
| 0.1778986843520559, | |
| 0.18610135049816334, | |
| 0.19749951149641798, | |
| 0.1834475842468547, | |
| 0.18417736926815753, | |
| 0.14983895306374917, | |
| 0.11219188437852134, | |
| 0.0703451322110693, | |
| 0.0038999007733835356, | |
| -0.06553504004158839, | |
| -0.1314062191454397, | |
| -0.18097970022835597, | |
| -0.22465911640801295, | |
| -0.2569529129473196, | |
| -0.27941253914513453, | |
| -0.29987934364952906, | |
| -0.30267653002419337 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5481657148267095, | |
| 0.043237104852282306, | |
| 0.000371676158359185, | |
| 0.7972146089303168, | |
| 0.33347053989041403 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.001167702983793804, | |
| 0.00030151742486976524, | |
| -1.9059325638119595e-06, | |
| -0.0005864143114696893, | |
| 0.0008561879760192173 | |
| ], | |
| [ | |
| 0.0003015174248697653, | |
| 9.011157041648101e-05, | |
| -5.517104039151102e-07, | |
| -0.00030463303602385334, | |
| 0.0003160031106758582 | |
| ], | |
| [ | |
| -1.9059325638119595e-06, | |
| -5.517104039151102e-07, | |
| 3.4179807386888383e-09, | |
| 1.6588859846179947e-06, | |
| -1.849896430120956e-06 | |
| ], | |
| [ | |
| -0.0005864143114696893, | |
| -0.00030463303602385334, | |
| 1.6588859846179947e-06, | |
| 0.0026821269205677682, | |
| -0.0016641343263039646 | |
| ], | |
| [ | |
| 0.0008561879760192173, | |
| 0.0003160031106758582, | |
| -1.849896430120956e-06, | |
| -0.0016641343263039646, | |
| 0.0013788530346297483 | |
| ] | |
| ], | |
| "r2": 0.9968608847664885, | |
| "aic": -218.79284506223914, | |
| "residuals": [ | |
| 0.010487833312869066, | |
| -0.03298623650973781, | |
| 0.009929235863859853, | |
| 0.022266195856101234, | |
| 0.011725742917856774, | |
| 0.0009709774604333976, | |
| -0.013729053100172361, | |
| 0.0005388557848375886, | |
| -0.006164200476259207, | |
| -0.00445108889695911, | |
| -0.01203061698662622, | |
| -0.004177940799335422, | |
| 0.002890750062573666, | |
| -0.008172839985030489, | |
| 0.011649090850632593, | |
| -0.007144841088531528, | |
| 0.015037993472564404, | |
| 0.027985416627602122, | |
| 0.014470752612494753, | |
| -0.003380680053818086, | |
| -0.017241736618831327, | |
| -0.018861689032916518, | |
| -0.02099115300760024, | |
| -0.012849088345939341, | |
| 0.001746316671615622, | |
| 0.013212750409346552, | |
| 0.019269252612866383 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5481657150592902, | |
| 0.043237104905393925, | |
| 0.00037167615800846177, | |
| 0.7972146089598432, | |
| 0.33347054000271525 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9968608847664884, | |
| "aic": -218.79284506223905, | |
| "residuals": [ | |
| 0.010487833226642373, | |
| -0.03298623650942045, | |
| 0.009929235892897292, | |
| 0.02226619589380152, | |
| 0.011725742947007456, | |
| 0.0009709774783577263, | |
| -0.013729053092667698, | |
| 0.0005388557835841468, | |
| -0.006164200484518378, | |
| -0.00445108891061663, | |
| -0.01203061700708874, | |
| -0.0041779408225837145, | |
| 0.002890750039301171, | |
| -0.00817284000649332, | |
| 0.011649090832140274, | |
| -0.007144841103379207, | |
| 0.015037993467707178, | |
| 0.027985416631736926, | |
| 0.014470752623307437, | |
| -0.0033806800390026037, | |
| -0.017241736602587654, | |
| -0.0188616890175084, | |
| -0.02099115299490273, | |
| -0.012849088337430814, | |
| 0.00174631667482672, | |
| 0.013212750406479179, | |
| 0.019269252608066223 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5295930557991255, | |
| -4.182455473198686, | |
| 1.607021311564936e-05, | |
| 2144.9195037514896, | |
| 0.33347095390023535 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0008814671148489214, | |
| -0.009307309918913037, | |
| 2.553605108322588e-08, | |
| 8.157837441572088, | |
| 0.0007318675833430149 | |
| ], | |
| [ | |
| -0.009307309918913039, | |
| 0.09897079382537662, | |
| -2.8327909394319265e-07, | |
| -86.17246244878605, | |
| -0.008415785991070608 | |
| ], | |
| [ | |
| 2.5536051083225885e-08, | |
| -2.8327909394319265e-07, | |
| 1.1058386606332732e-12, | |
| 0.00021886993564928787, | |
| 3.7466610448767626e-08 | |
| ], | |
| [ | |
| 8.15783744157209, | |
| -86.17246244878605, | |
| 0.00021886993564928787, | |
| 81732.66028049751, | |
| 6.198245463139193 | |
| ], | |
| [ | |
| 0.0007318675833430149, | |
| -0.008415785991070608, | |
| 3.7466610448767626e-08, | |
| 6.198245463139193, | |
| 0.0013788491939474659 | |
| ] | |
| ], | |
| "r2": 0.9968608847664576, | |
| "aic": -218.7928450619744, | |
| "residuals": [ | |
| 0.010487795690122204, | |
| -0.03298620657123663, | |
| 0.009929279918912792, | |
| 0.022266228932579346, | |
| 0.011725756087220374, | |
| 0.000970973229961869, | |
| -0.01372907048006522, | |
| 0.0005388292910992742, | |
| -0.006164232664163771, | |
| -0.004451123994795525, | |
| -0.012030651706434359, | |
| -0.004177969627541245, | |
| 0.002890730277502085, | |
| -0.008172849173839758, | |
| 0.011649092726601085, | |
| -0.00714482841390951, | |
| 0.015038029159996968, | |
| 0.027985467143988307, | |
| 0.014470809061458478, | |
| -0.0033806258848170234, | |
| -0.01724169169889611, | |
| -0.01886165893422309, | |
| -0.020991141949744163, | |
| -0.012849099331552205, | |
| 0.0017462816861113506, | |
| 0.013212690337519817, | |
| 0.019269184912548587 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5295927484542069, | |
| -4.182452078193263, | |
| 1.6070200238127725e-05, | |
| 2144.9168303725755, | |
| 0.3334705217988331 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0008814650270909672, | |
| -0.009307289339078774, | |
| 2.5536010631820356e-08, | |
| 8.15781609297385, | |
| 0.0007318677862690533 | |
| ], | |
| [ | |
| -0.009307289339078774, | |
| 0.09897059397672056, | |
| -2.832787364091404e-07, | |
| -86.17224929888462, | |
| -0.008415791521899195 | |
| ], | |
| [ | |
| 2.5536010631820352e-08, | |
| -2.832787364091404e-07, | |
| 1.1058380719076365e-12, | |
| 0.0002188695254052502, | |
| 3.746665791040546e-08 | |
| ], | |
| [ | |
| 8.157816092973848, | |
| -86.17224929888461, | |
| 0.0002188695254052502, | |
| 81732.43330304991, | |
| 6.198245393614854 | |
| ], | |
| [ | |
| 0.0007318677862690533, | |
| -0.008415791521899195, | |
| 3.746665791040546e-08, | |
| 6.198245393614854, | |
| 0.0013788532211663118 | |
| ] | |
| ], | |
| "r2": 0.9968608847664889, | |
| "aic": -218.79284506224366, | |
| "residuals": [ | |
| 0.010487850457890802, | |
| -0.032986237633312765, | |
| 0.009929228559066416, | |
| 0.02226618649326273, | |
| 0.011725735222663514, | |
| 0.0009709720825922252, | |
| -0.013729056266681194, | |
| 0.0005388545259286115, | |
| -0.006164200163355282, | |
| -0.004451087327179248, | |
| -0.012030613700140691, | |
| -0.004177936615356259, | |
| 0.002890754565732845, | |
| -0.008172835560548819, | |
| 0.011649094931097004, | |
| -0.007144837520405289, | |
| 0.01503799544381934, | |
| 0.02798541702146029, | |
| 0.014470751741890497, | |
| -0.0033806817733530448, | |
| -0.017241738764305237, | |
| -0.018861691219608234, | |
| -0.02099115490846981, | |
| -0.01284908969690457, | |
| 0.0017463160738326877, | |
| 0.013212750713035293, | |
| 0.019269253208587522 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5297963776452704, | |
| -4.184598910569875, | |
| 1.6075531701246214e-05, | |
| 2146.96943218092, | |
| 0.3336195854600839 | |
| ], | |
| "pcov": null, | |
| "r2": 0.996860876998122, | |
| "aic": -218.79277824543922, | |
| "residuals": [ | |
| 0.010416856907403627, | |
| -0.03297621368371567, | |
| 0.009964947494054854, | |
| 0.022307373019171406, | |
| 0.011756819246528494, | |
| 0.0009900409255398923, | |
| -0.013720770000137161, | |
| 0.0005382811913958729, | |
| -0.006171713025296732, | |
| -0.004463822532808637, | |
| -0.012049615684802228, | |
| -0.004199081177214348, | |
| 0.002870231749022345, | |
| -0.008190957158855428, | |
| 0.011634448467426672, | |
| -0.007155439688799614, | |
| 0.015037879275816568, | |
| 0.027994086222312697, | |
| 0.014485279220689096, | |
| -0.003363466212367827, | |
| -0.017224785403541887, | |
| -0.018847530856181294, | |
| -0.020981835950838468, | |
| -0.012846185662029885, | |
| 0.0017416646026332527, | |
| 0.013199779513959675, | |
| 0.019253685884122018 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.9185178027697963, | |
| 0.0020373413208473203, | |
| 1.9999999999871114 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.002021954189632803, | |
| 5.085877124437883e-05, | |
| 0.06244912129691021 | |
| ], | |
| [ | |
| 5.085877124437882e-05, | |
| 5.906745635124359e-05, | |
| 0.059926120931133586 | |
| ], | |
| [ | |
| 0.06244912129691021, | |
| 0.05992612093113359, | |
| 61.46380383666054 | |
| ] | |
| ], | |
| "r2": 0.41757242712024856, | |
| "aic": -81.76472106208404, | |
| "residuals": [ | |
| 0.2239360362291335, | |
| 0.0365321935419643, | |
| -0.021385844617048066, | |
| -0.041166875990380825, | |
| -0.003225752764178802, | |
| 0.04657670873381792, | |
| 0.08513292415979079, | |
| 0.1416770998079745, | |
| 0.16703844311814686, | |
| 0.19229414552748514, | |
| 0.21241434687180405, | |
| 0.22965051655819402, | |
| 0.2338104391757143, | |
| 0.21140222866075042, | |
| 0.21402600237860214, | |
| 0.1739775197828599, | |
| 0.13290670055800424, | |
| 0.07692947525297567, | |
| -0.00504783254350849, | |
| -0.08784762483324238, | |
| -0.1616984353610439, | |
| -0.21778670411791035, | |
| -0.26879314046587177, | |
| -0.30414030414308735, | |
| -0.32799515586580463, | |
| -0.3503573880740566, | |
| -0.3536140070506496 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5847922420999775, | |
| 0.04233613621122487, | |
| 0.0003807096232173696, | |
| 0.8228503436958227, | |
| 0.3379814445512992 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0012001991893611172, | |
| 0.0002841745670432425, | |
| -1.8884819095979796e-06, | |
| -0.0006166844258236868, | |
| 0.0008672179417437139 | |
| ], | |
| [ | |
| 0.00028417456704324243, | |
| 7.743255962380033e-05, | |
| -4.987544838462665e-07, | |
| -0.00028027226956926353, | |
| 0.0002912653012320648 | |
| ], | |
| [ | |
| -1.8884819095979796e-06, | |
| -4.987544838462665e-07, | |
| 3.250281398353933e-09, | |
| 1.6126710456746138e-06, | |
| -1.7927591202216615e-06 | |
| ], | |
| [ | |
| -0.0006166844258236868, | |
| -0.0002802722695692635, | |
| 1.6126710456746136e-06, | |
| 0.0025393289508669446, | |
| -0.0016291875936131682 | |
| ], | |
| [ | |
| 0.0008672179417437139, | |
| 0.0002912653012320648, | |
| -1.7927591202216615e-06, | |
| -0.0016291875936131684, | |
| 0.001370414459025419 | |
| ] | |
| ], | |
| "r2": 0.9972223710214746, | |
| "aic": -218.62921076185177, | |
| "residuals": [ | |
| 0.007307395940575778, | |
| -0.0229859197359204, | |
| 0.004372223950307674, | |
| 0.01834151014903629, | |
| 0.012695252195090823, | |
| 0.0043355012458654585, | |
| -0.018427816783751272, | |
| 4.1915765206956834e-05, | |
| 0.0012523168585343303, | |
| -0.006378608304127731, | |
| -0.014406966475819072, | |
| -0.0031231654310945878, | |
| 0.00046033331590811244, | |
| -0.007128809440653194, | |
| 0.013921239056646106, | |
| -0.012127036798043056, | |
| 0.018343209729088983, | |
| 0.031709371186205315, | |
| 0.014892669671448089, | |
| -0.007373696511180583, | |
| -0.01736305805195193, | |
| -0.018450948134172807, | |
| -0.0230161262106493, | |
| -0.013106186020248378, | |
| 0.0024271266587997387, | |
| 0.013209569377676145, | |
| 0.020578698357644143 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5847922423765297, | |
| 0.04233613626990946, | |
| 0.0003807096228113929, | |
| 0.8228503437099017, | |
| 0.3379814446884609 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9972223710214745, | |
| "aic": -218.62921076185148, | |
| "residuals": [ | |
| 0.0073073958404438755, | |
| -0.02298591973525499, | |
| 0.004372223984455914, | |
| 0.018341510193155663, | |
| 0.012695252229063203, | |
| 0.004335501266596431, | |
| -0.018427816775276717, | |
| 4.1915763407507356e-05, | |
| 0.001252316848541879, | |
| -0.006378608320407153, | |
| -0.01440696649995088, | |
| -0.003123165458335464, | |
| 0.0004603332888049039, | |
| -0.007128809465473562, | |
| 0.013921239035456834, | |
| -0.012127036814830738, | |
| 0.01834320972423331, | |
| 0.031709371191960045, | |
| 0.014892669684963944, | |
| -0.007373696493151449, | |
| -0.017363058032513035, | |
| -0.018450948116038646, | |
| -0.02301612619605764, | |
| -0.013106186010953924, | |
| 0.002427126661490142, | |
| 0.013209569372850116, | |
| 0.020578698350436797 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5647708456045868, | |
| -4.446707886599762, | |
| 1.611776905540523e-05, | |
| 2161.3581487685187, | |
| 0.33798125650790467 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0009047685780217328, | |
| -0.009542620281359665, | |
| 2.4302109219974476e-08, | |
| 7.8755013332715516, | |
| 0.0007411242932237526 | |
| ], | |
| [ | |
| -0.009542620281359665, | |
| 0.10133192710984947, | |
| -2.6889223917096877e-07, | |
| -83.09725865640047, | |
| -0.008494726949227612 | |
| ], | |
| [ | |
| 2.4302109219974476e-08, | |
| -2.688922391709687e-07, | |
| 9.710729936134354e-13, | |
| 0.0001958439244355009, | |
| 3.498902647216955e-08 | |
| ], | |
| [ | |
| 7.8755013332715516, | |
| -83.09725865640046, | |
| 0.0001958439244355009, | |
| 74181.1214375824, | |
| 5.898482371294952 | |
| ], | |
| [ | |
| 0.0007411242932237526, | |
| -0.008494726949227612, | |
| 3.498902647216955e-08, | |
| 5.898482371294953, | |
| 0.0013704160931084692 | |
| ] | |
| ], | |
| "r2": 0.9972223710214845, | |
| "aic": -218.6292107619478, | |
| "residuals": [ | |
| 0.007307429246304342, | |
| -0.02298593318971265, | |
| 0.004372198183452691, | |
| 0.0183414866789271, | |
| 0.012695238644297224, | |
| 0.004335497287117018, | |
| -0.01842781300091234, | |
| 4.1925314007151826e-05, | |
| 0.0012523304147424863, | |
| -0.006378592216870871, | |
| -0.014406948715230739, | |
| -0.003123149128324565, | |
| 0.0004603462552670301, | |
| -0.007128800922397982, | |
| 0.013921242682020551, | |
| -0.012127038132939694, | |
| 0.0183431973002377, | |
| 0.03170935104832351, | |
| 0.014892645807337068, | |
| -0.0073737202955079795, | |
| -0.01736307845649565, | |
| -0.01845096247509115, | |
| -0.023016132421483926, | |
| -0.01310618260094576, | |
| 0.0024271407149263347, | |
| 0.013209594662899615, | |
| 0.020578727074660907 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5647703592487514, | |
| -4.446702524772243, | |
| 1.6117750156572953e-05, | |
| 2161.3541793370746, | |
| 0.33798058160367445 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0009047654185314926, | |
| -0.009542589115634841, | |
| 2.4302052488537047e-08, | |
| 7.875470990010943, | |
| 0.0007411245814344344 | |
| ], | |
| [ | |
| -0.009542589115634841, | |
| 0.10133162401323713, | |
| -2.688917355803052e-07, | |
| -83.0969555903768, | |
| -0.00849473488777254 | |
| ], | |
| [ | |
| 2.4302052488537047e-08, | |
| -2.688917355803052e-07, | |
| 9.710722271265682e-13, | |
| 0.0001958433843327585, | |
| 3.498909098182711e-08 | |
| ], | |
| [ | |
| 7.875470990010943, | |
| -83.0969555903768, | |
| 0.0001958433843327585, | |
| 74180.81845714115, | |
| 5.898482182760173 | |
| ], | |
| [ | |
| 0.0007411245814344344, | |
| -0.008494734887772538, | |
| 3.498909098182711e-08, | |
| 5.898482182760173, | |
| 0.0013704219349112022 | |
| ] | |
| ], | |
| "r2": 0.9972223710214547, | |
| "aic": -218.62921076165935, | |
| "residuals": [ | |
| 0.007307514029561146, | |
| -0.022985981780056175, | |
| 0.0043721179915303665, | |
| 0.018341420523965923, | |
| 0.01269520630413501, | |
| 0.004335495836919723, | |
| -0.018427790404652145, | |
| 4.19651402023824e-05, | |
| 0.00125238157189278, | |
| -0.00637853459591331, | |
| -0.014406889147039692, | |
| -0.003123097544915243, | |
| 0.00046038401515802185, | |
| -0.007128780028427872, | |
| 0.013921245579841868, | |
| -0.012127053056024018, | |
| 0.018343143669057094, | |
| 0.03170927168522031, | |
| 0.014892555233801286, | |
| -0.0073738085008232535, | |
| -0.01736315267942312, | |
| -0.01845101337226951, | |
| -0.02301615287549441, | |
| -0.01310616751099336, | |
| 0.0024271947081249134, | |
| 0.013209689465627061, | |
| 0.020578834309065264 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.5647684175856581, | |
| -4.44668226704957, | |
| 1.611770601316117e-05, | |
| 2161.3362541351107, | |
| 0.3379793418764273 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9972223710206694, | |
| "aic": -218.6292107540249, | |
| "residuals": [ | |
| 0.007308089004434248, | |
| -0.02298613211618683, | |
| 0.00437174373214666, | |
| 0.018341013316431898, | |
| 0.012694904553096298, | |
| 0.004335314348783648, | |
| -0.018427864875187883, | |
| 4.197858773524743e-05, | |
| 0.001252464180341084, | |
| -0.006378399501559606, | |
| -0.014406689568655207, | |
| -0.0031228735159452015, | |
| 0.00046060548557758096, | |
| -0.0071285787229240505, | |
| 0.013921415847666596, | |
| -0.012126919874721587, | |
| 0.018343177970375102, | |
| 0.03170922000049137, | |
| 0.01489244270647605, | |
| -0.007373953831666169, | |
| -0.01736330432752342, | |
| -0.018451148367204517, | |
| -0.023016252432111584, | |
| -0.013106217027818778, | |
| 0.0024272059836487614, | |
| 0.013209768918095333, | |
| 0.02057893521573473 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.9671630138437322, | |
| 0.002078382858331723, | |
| 1.9999999999886005 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0023610954210526234, | |
| 5.910753303479271e-05, | |
| 0.07071505031639423 | |
| ], | |
| [ | |
| 5.910753303479271e-05, | |
| 6.856134345863941e-05, | |
| 0.06812652151956256 | |
| ], | |
| [ | |
| 0.07071505031639423, | |
| 0.06812652151956256, | |
| 68.40392320150183 | |
| ] | |
| ], | |
| "r2": 0.39985138659591557, | |
| "aic": -77.48856061180945, | |
| "residuals": [ | |
| 0.23516926169395436, | |
| 0.0478022729718417, | |
| -0.031099711310162204, | |
| -0.0470816386818349, | |
| 0.0016435287338816273, | |
| 0.058890613479883114, | |
| 0.09305892945157102, | |
| 0.15635659304536098, | |
| 0.19135321668941052, | |
| 0.2083741888111751, | |
| 0.22897812953499874, | |
| 0.24942067997027173, | |
| 0.24912060286412452, | |
| 0.22871336507895834, | |
| 0.23075957559710336, | |
| 0.18143386919694116, | |
| 0.14312560615222625, | |
| 0.08191807326869782, | |
| -0.008769559292035378, | |
| -0.10098509731693772, | |
| -0.17549221458836106, | |
| -0.23509209099216966, | |
| -0.2921106690446904, | |
| -0.3288308257143071, | |
| -0.3544913405458501, | |
| -0.3799240464250615, | |
| -0.38252030554218797 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.7305578371426007, | |
| 0.05384804776368499, | |
| 0.00031766688553827577, | |
| 0.7572454965435191, | |
| 0.4341377849737384 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0012967667869244295, | |
| 0.0002801176945905837, | |
| -1.205554143346903e-06, | |
| -0.0002295611425708436, | |
| 0.000755666597239241 | |
| ], | |
| [ | |
| 0.00028011769459058375, | |
| 6.861633128125062e-05, | |
| -2.861571585545711e-07, | |
| -0.0001248441637263324, | |
| 0.0002277298728653872 | |
| ], | |
| [ | |
| -1.205554143346903e-06, | |
| -2.861571585545711e-07, | |
| 1.2098993689286605e-09, | |
| 4.3337396746019667e-07, | |
| -9.018407809912925e-07 | |
| ], | |
| [ | |
| -0.00022956114257084357, | |
| -0.0001248441637263324, | |
| 4.3337396746019656e-07, | |
| 0.000946326516652345, | |
| -0.0007623995495843822 | |
| ], | |
| [ | |
| 0.0007556665972392411, | |
| 0.00022772987286538726, | |
| -9.018407809912925e-07, | |
| -0.0007623995495843822, | |
| 0.0009673862355861988 | |
| ] | |
| ], | |
| "r2": 0.9982626472672572, | |
| "aic": -222.35816155332333, | |
| "residuals": [ | |
| 0.006060997387307421, | |
| -0.015452646361136857, | |
| 0.0008125539585871477, | |
| 0.01096536496797329, | |
| 0.005406971145618389, | |
| 0.006926872756166436, | |
| -0.011622708674632332, | |
| -0.0054015610445901086, | |
| 0.013238930285909722, | |
| -0.007247170912884737, | |
| -0.005465635377803979, | |
| 0.004213886413088064, | |
| -0.008567500239524684, | |
| -0.0036296572360658974, | |
| 0.0026566385748432175, | |
| -0.021260835324834693, | |
| 0.012443657606524772, | |
| 0.02977309364640912, | |
| 0.024719952155868974, | |
| 0.0007344153585950863, | |
| -0.020446563355130287, | |
| -0.013962317551834413, | |
| -0.024405306793829684, | |
| -0.012184550865730559, | |
| 0.001666525022897325, | |
| 0.011908358101643923, | |
| 0.018118235963277995 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.7305578377432295, | |
| 0.05384804789222964, | |
| 0.0003176668849796741, | |
| 0.7572454965000202, | |
| 0.4341377853095118 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9982626472672572, | |
| "aic": -222.3581615533235, | |
| "residuals": [ | |
| 0.0060609972336382045, | |
| -0.015452646346391374, | |
| 0.0008125540293532074, | |
| 0.010965365051119003, | |
| 0.005406971205902833, | |
| 0.006926872789098981, | |
| -0.011622708666159776, | |
| -0.005401561056010085, | |
| 0.013238930259179549, | |
| -0.007247170950823056, | |
| -0.005465635428204552, | |
| 0.004213886359972774, | |
| -0.008567500288935825, | |
| -0.003629657277764764, | |
| 0.002656638543144574, | |
| -0.021260835345464635, | |
| 0.012443657613209425, | |
| 0.02977309367477199, | |
| 0.024719952197719053, | |
| 0.0007344154055506369, | |
| -0.020446563310581478, | |
| -0.013962317515924916, | |
| -0.024405306771431157, | |
| -0.012184550860432353, | |
| 0.0016665250086347339, | |
| 0.011908358066313296, | |
| 0.018118235921453674 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.7013677286404305, | |
| -5.649171683069232, | |
| 1.7105744142139008e-05, | |
| 2383.772788968869, | |
| 0.4341378774857068 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0009418970820558845, | |
| -0.009842459245496742, | |
| 2.0329420325294756e-08, | |
| 7.069826855263895, | |
| 0.0006333178570922508 | |
| ], | |
| [ | |
| -0.009842459245496742, | |
| 0.10334455683203966, | |
| -2.2060043166510618e-07, | |
| -73.9773632448874, | |
| -0.00709221132426168 | |
| ], | |
| [ | |
| 2.0329420325294756e-08, | |
| -2.2060043166510618e-07, | |
| 6.42606651156172e-13, | |
| 0.00014186007298799786, | |
| 2.377986869953824e-08 | |
| ], | |
| [ | |
| 7.069826855263895, | |
| -73.9773632448874, | |
| 0.00014186007298799786, | |
| 57032.67773810074, | |
| 4.367416128137823 | |
| ], | |
| [ | |
| 0.0006333178570922508, | |
| -0.007092211324261681, | |
| 2.3779868699538243e-08, | |
| 4.367416128137823, | |
| 0.0009673857258711943 | |
| ] | |
| ], | |
| "r2": 0.9982626472672577, | |
| "aic": -222.35816155333046, | |
| "residuals": [ | |
| 0.0060609846566645476, | |
| -0.01545263949454706, | |
| 0.0008125659164431864, | |
| 0.010965375218415119, | |
| 0.005406976344162873, | |
| 0.0069268732047158554, | |
| -0.011622711974621058, | |
| -0.00540156705292083, | |
| 0.01323892248562375, | |
| -0.007247179741709298, | |
| -0.005465644530414426, | |
| 0.004213878508957158, | |
| -0.008567505972657319, | |
| -0.003629660322213235, | |
| 0.0026566383061004117, | |
| -0.021260832813715602, | |
| 0.012443666102340156, | |
| 0.0297731060383728, | |
| 0.024719966148339934, | |
| 0.0007344288411970101, | |
| -0.02044655215381086, | |
| -0.013962310025455893, | |
| -0.02440530397447127, | |
| -0.012184553464557601, | |
| 0.0016665165663389825, | |
| 0.011908343569710267, | |
| 0.01811821959369253 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.7013677807909808, | |
| -5.649172237518818, | |
| 1.71057454506569e-05, | |
| 2383.7731849938637, | |
| 0.43413792221013847 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0009418973722334125, | |
| -0.009842462174255544, | |
| 2.032942446004079e-08, | |
| 7.069829304715903, | |
| 0.000633317875331296 | |
| ], | |
| [ | |
| -0.009842462174255544, | |
| 0.10334458623290771, | |
| -2.2060047100625234e-07, | |
| -73.97738816826339, | |
| -0.007092211305880902 | |
| ], | |
| [ | |
| 2.032942446004079e-08, | |
| -2.206004710062523e-07, | |
| 6.426066937665358e-13, | |
| 0.0001418601080960154, | |
| 2.3779866221971398e-08 | |
| ], | |
| [ | |
| 7.069829304715903, | |
| -73.97738816826339, | |
| 0.0001418601080960154, | |
| 57032.6990788148, | |
| 4.3674164465341745 | |
| ], | |
| [ | |
| 0.0006333178753312959, | |
| -0.007092211305880902, | |
| 2.3779866221971398e-08, | |
| 4.3674164465341745, | |
| 0.0009673854752523828 | |
| ] | |
| ], | |
| "r2": 0.9982626472672572, | |
| "aic": -222.35816155332404, | |
| "residuals": [ | |
| 0.006060972315393043, | |
| -0.015452636427580935, | |
| 0.0008125737426942781, | |
| 0.010965383366658199, | |
| 0.005406981780125442, | |
| 0.006926875726207982, | |
| -0.011622711934357266, | |
| -0.005401568946765245, | |
| 0.01323891917431963, | |
| -0.00724718402234803, | |
| -0.005465649692351526, | |
| 0.00421387346959845, | |
| -0.008567510256764832, | |
| -0.003629663481149681, | |
| 0.002656636458092443, | |
| -0.02126083329348072, | |
| 0.0124436687790217, | |
| 0.0297731109959114, | |
| 0.024719972300143445, | |
| 0.0007344351357754242, | |
| -0.02044654662813461, | |
| -0.013962306005299796, | |
| -0.024405302020453545, | |
| -0.012184553976577583, | |
| 0.0016665133271487331, | |
| 0.011908337457412377, | |
| 0.018118212605405803 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.7018039173548395, | |
| -5.653731641924998, | |
| 1.7114364457171225e-05, | |
| 2387.3053389437187, | |
| 0.43440099688791306 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9982626294256848, | |
| "aic": -222.35788428091178, | |
| "residuals": [ | |
| 0.005926584572003513, | |
| -0.015437244589841304, | |
| 0.0008789024489754826, | |
| 0.011045101526563128, | |
| 0.005468088369377178, | |
| 0.006964698324826157, | |
| -0.011606138478539973, | |
| -0.005402588351414828, | |
| 0.013224078416706586, | |
| -0.007272422857893757, | |
| -0.005503278818320023, | |
| 0.004172188203932281, | |
| -0.008607670170118542, | |
| -0.003664729737383521, | |
| 0.002628785406709966, | |
| -0.02128038149973932, | |
| 0.012445332891014349, | |
| 0.02979216284828823, | |
| 0.024750242437148184, | |
| 0.000769419681208916, | |
| -0.020412766872758725, | |
| -0.013934694114056567, | |
| -0.02438777238588219, | |
| -0.012180018855723507, | |
| 0.0016560331076198587, | |
| 0.011881578233346568, | |
| 0.01808641954672785 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1.127727724571759, | |
| 0.0019247059719758259, | |
| 1.9999999999997033 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0031672275408523632, | |
| 5.682853905551076e-05, | |
| 0.07517096023869957 | |
| ], | |
| [ | |
| 5.682853905551076e-05, | |
| 4.673964532305259e-05, | |
| 0.05029913455621954 | |
| ], | |
| [ | |
| 0.07517096023869957, | |
| 0.05029913455621953, | |
| 54.8010829363194 | |
| ] | |
| ], | |
| "r2": 0.429435611686949, | |
| "aic": -69.91304734619945, | |
| "residuals": [ | |
| 0.24517104029655457, | |
| 0.06611109896647438, | |
| -0.035204604216802604, | |
| -0.06514313742692635, | |
| -0.013131893455671007, | |
| 0.06297799600295328, | |
| 0.11136538356437797, | |
| 0.17137494047875768, | |
| 0.23108716275944086, | |
| 0.24084421332477834, | |
| 0.27816367698026423, | |
| 0.299669638249761, | |
| 0.2828001552232413, | |
| 0.27277480140929566, | |
| 0.2566068501430767, | |
| 0.20509912956184628, | |
| 0.15732970093489063, | |
| 0.0867341980738543, | |
| -0.004836298485332957, | |
| -0.11012706901603386, | |
| -0.20569459344916985, | |
| -0.2661052122312133, | |
| -0.3359982743459289, | |
| -0.3761617913442199, | |
| -0.4081740155416076, | |
| -0.4378877058225219, | |
| -0.44260618831687615 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.8018502194413127, | |
| 0.05343883290503793, | |
| 0.0003101416650423612, | |
| 0.7566667712446719, | |
| 0.4694914860633809 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0013724963431599577, | |
| 0.0002753608619682684, | |
| -1.1607949911940376e-06, | |
| -0.00028351635866886836, | |
| 0.0008644858153377003 | |
| ], | |
| [ | |
| 0.0002753608619682684, | |
| 6.320024732611595e-05, | |
| -2.580336379306424e-07, | |
| -0.00013137259061153718, | |
| 0.00024377128279302692 | |
| ], | |
| [ | |
| -1.1607949911940376e-06, | |
| -2.580336379306424e-07, | |
| 1.0673050526944329e-09, | |
| 4.5929627021706735e-07, | |
| -9.484707205594744e-07 | |
| ], | |
| [ | |
| -0.00028351635866886836, | |
| -0.00013137259061153715, | |
| 4.5929627021706735e-07, | |
| 0.0009354904649391652, | |
| -0.0008657194930468136 | |
| ], | |
| [ | |
| 0.0008644858153377004, | |
| 0.00024377128279302692, | |
| -9.484707205594746e-07, | |
| -0.0008657194930468135, | |
| 0.001180929946273599 | |
| ] | |
| ], | |
| "r2": 0.9984626790065932, | |
| "aic": -220.86552694749426, | |
| "residuals": [ | |
| 0.00014672381669433854, | |
| -0.007297184585426053, | |
| 0.006187088299134391, | |
| 0.008104219397288448, | |
| 0.0039684312175252145, | |
| 0.0023690759656960214, | |
| -0.012228771234695124, | |
| -0.011439520136338865, | |
| 0.016173892273043, | |
| -0.00609922706888999, | |
| -0.006923529746495349, | |
| 0.0010010985318078536, | |
| -0.0063168445904060455, | |
| 0.00572442430112341, | |
| 0.0010307375847222744, | |
| -0.0191729544400443, | |
| 0.013890100390807847, | |
| 0.029488201157665817, | |
| 0.022350741383938333, | |
| 0.003940948811260947, | |
| -0.025642657923614642, | |
| -0.017130454062832312, | |
| -0.025716185908841727, | |
| -0.012982544221588177, | |
| 0.002546106325937103, | |
| 0.013091763528997102, | |
| 0.020936320719278312 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.801850220208971, | |
| 0.05343883305906484, | |
| 0.0003101416643886867, | |
| 0.7566667711408475, | |
| 0.4694914865416085 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9984626790065932, | |
| "aic": -220.86552694749412, | |
| "residuals": [ | |
| 0.0001467236258624327, | |
| -0.0072971845666705, | |
| 0.006187088388825868, | |
| 0.008104219503666243, | |
| 0.0039684312954957335, | |
| 0.0023690760091301666, | |
| -0.012228771222388968, | |
| -0.011439520149505222, | |
| 0.01617389224015109, | |
| -0.006099227116325157, | |
| -0.006923529810356932, | |
| 0.0010010984640034248, | |
| -0.006316844653861509, | |
| 0.005724424247249171, | |
| 0.0010307375434646104, | |
| -0.019172954467220116, | |
| 0.013890100398720628, | |
| 0.029488201193736074, | |
| 0.022350741437735744, | |
| 0.0039409488719359675, | |
| -0.025642657865915464, | |
| -0.017130454016392127, | |
| -0.02571618588022817, | |
| -0.012982544215726755, | |
| 0.0025461063055882693, | |
| 0.013091763480234109, | |
| 0.02093632066172213 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.7700737946226406, | |
| -6.221026598001441, | |
| 1.6573606433692324e-05, | |
| 2439.7451550275086, | |
| 0.4694913908239473 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.000996839692348105, | |
| -0.010494562222406105, | |
| 1.9723298609272824e-08, | |
| 6.980273387052922, | |
| 0.0007238103636029538 | |
| ], | |
| [ | |
| -0.010494562222406106, | |
| 0.11108474557760771, | |
| -2.1642147061504639e-07, | |
| -73.55998780052757, | |
| -0.008202317783135779 | |
| ], | |
| [ | |
| 1.9723298609272824e-08, | |
| -2.1642147061504639e-07, | |
| 5.739114573506168e-13, | |
| 0.00012862963739999743, | |
| 2.4918468363404387e-08 | |
| ], | |
| [ | |
| 6.980273387052922, | |
| -73.55998780052755, | |
| 0.0001286296373999974, | |
| 52473.76390676414, | |
| 4.66982665836931 | |
| ], | |
| [ | |
| 0.0007238103636029539, | |
| -0.008202317783135779, | |
| 2.4918468363404387e-08, | |
| 4.669826658369311, | |
| 0.001180930515055166 | |
| ] | |
| ], | |
| "r2": 0.9984626790065934, | |
| "aic": -220.86552694749614, | |
| "residuals": [ | |
| 0.00014673408323129244, | |
| -0.007297190958772903, | |
| 0.006187077674504771, | |
| 0.00810421052531829, | |
| 0.003968426963527172, | |
| 0.0023690760175614223, | |
| -0.012228767798402984, | |
| -0.011439514266118334, | |
| 0.01617389974065553, | |
| -0.006099218701099529, | |
| -0.006923521163375579, | |
| 0.0010011058896441938, | |
| -0.006316839305349431, | |
| 0.005724427074981664, | |
| 0.0010307376900922094, | |
| -0.01917295696814958, | |
| 0.01389009217890469, | |
| 0.029488189221055672, | |
| 0.02235072789336323, | |
| 0.0039409357805610945, | |
| -0.025642668786348022, | |
| -0.017130461397050323, | |
| -0.025716188691159214, | |
| -0.012982541731407116, | |
| 0.0025461145499707794, | |
| 0.013091777733889365, | |
| 0.02093633673983497 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.7700738273961019, | |
| -6.221026955270448, | |
| 1.6573607331557846e-05, | |
| 2439.7453740265355, | |
| 0.4694914290763747 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0009968398671789736, | |
| -0.010494563969492374, | |
| 1.9723300913428045e-08, | |
| 6.980274729293092, | |
| 0.0007238103570024157 | |
| ], | |
| [ | |
| -0.010494563969492374, | |
| 0.11108476287464085, | |
| -2.1642149181594065e-07, | |
| -73.56000134399793, | |
| -0.008202317522020844 | |
| ], | |
| [ | |
| 1.9723300913428045e-08, | |
| -2.1642149181594065e-07, | |
| 5.73911479964719e-13, | |
| 0.00012862965497779276, | |
| 2.491846630116584e-08 | |
| ], | |
| [ | |
| 6.980274729293092, | |
| -73.56000134399791, | |
| 0.00012862965497779276, | |
| 52473.774577550794, | |
| 4.669826708095089 | |
| ], | |
| [ | |
| 0.0007238103570024158, | |
| -0.008202317522020842, | |
| 2.4918466301165845e-08, | |
| 4.669826708095089, | |
| 0.0011809302852474278 | |
| ] | |
| ], | |
| "r2": 0.9984626790065935, | |
| "aic": -220.8655269474982, | |
| "residuals": [ | |
| 0.00014672835412926633, | |
| -0.007297188485829609, | |
| 0.006187082454649051, | |
| 0.008104214913018604, | |
| 0.003968429436382648, | |
| 0.002369076606649534, | |
| -0.012228768738885565, | |
| -0.01143951634469409, | |
| 0.01617389687791393, | |
| -0.006099222048233877, | |
| -0.006923524787100677, | |
| 0.0010011026303446968, | |
| -0.006316841811596863, | |
| 0.005724425534283428, | |
| 0.001030737205250487, | |
| -0.01917295639121952, | |
| 0.013890095103209266, | |
| 0.029488193743153257, | |
| 0.022350733149352653, | |
| 0.003940940954835659, | |
| -0.02564266439336027, | |
| -0.017130458347718314, | |
| -0.025716187412442082, | |
| -0.01298254252743325, | |
| 0.002546111480980384, | |
| 0.013091772281768388, | |
| 0.020936330562332017 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.770347361952163, | |
| -6.223905936142757, | |
| 1.6578553205260046e-05, | |
| 2441.812085833234, | |
| 0.4696691921995644 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9984626732958648, | |
| "aic": -220.86542665004018, | |
| "residuals": [ | |
| 6.218646982603104e-05, | |
| -0.007288977924741702, | |
| 0.006227622532179677, | |
| 0.008154203113902136, | |
| 0.004007404235315981, | |
| 0.002393774156281392, | |
| -0.012217286018286755, | |
| -0.011439088212136905, | |
| 0.01616555430963862, | |
| -0.006114236742817969, | |
| -0.006946676936818941, | |
| 0.0009750290010610563, | |
| -0.0063422999020106285, | |
| 0.005701878348932432, | |
| 0.001012496167626331, | |
| -0.01918614465175006, | |
| 0.013890073814840864, | |
| 0.029499207968187502, | |
| 0.022369066842903074, | |
| 0.0039625721456992835, | |
| -0.025621463203624906, | |
| -0.0171128644620272, | |
| -0.025704750745978888, | |
| -0.012979199760180249, | |
| 0.002539978689641842, | |
| 0.013075261031516572, | |
| 0.020916591366142212 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1.2414408302274669, | |
| 0.0018493055013832397, | |
| 1.9999999999999516 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.003659112061058541, | |
| 5.4385450970591066e-05, | |
| 0.07581821146195138 | |
| ], | |
| [ | |
| 5.4385450970591066e-05, | |
| 3.6952409262623555e-05, | |
| 0.04143620737981124 | |
| ], | |
| [ | |
| 0.07581821146195138, | |
| 0.04143620737981124, | |
| 47.08963882275676 | |
| ] | |
| ], | |
| "r2": 0.4520850730818724, | |
| "aic": -66.21140082767269, | |
| "residuals": [ | |
| 0.2549167275428772, | |
| 0.08449701067812537, | |
| -0.03101427296104453, | |
| -0.08102764936925344, | |
| -0.028732613065488577, | |
| 0.04821754303906811, | |
| 0.10617930780649698, | |
| 0.16642282824890708, | |
| 0.24018950536223405, | |
| 0.25248610142352046, | |
| 0.29370434651259814, | |
| 0.31763914586118003, | |
| 0.30869628145837513, | |
| 0.3069553348111307, | |
| 0.2800168658262976, | |
| 0.23168606134544945, | |
| 0.17967552187707025, | |
| 0.10177546978337793, | |
| 0.001553955081372127, | |
| -0.10513430595073348, | |
| -0.21612101554546004, | |
| -0.2813371992078746, | |
| -0.35588490724238997, | |
| -0.4016452407804454, | |
| -0.4376457905736888, | |
| -0.47226249932918196, | |
| -0.47681885718974715 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.9253023626092693, | |
| 0.05818991629579631, | |
| 0.0002832912134668814, | |
| 0.7460951493408037, | |
| 0.5321610060452646 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0021301966897425482, | |
| 0.000394732947779322, | |
| -1.3861255159900598e-06, | |
| -0.00034916922854155187, | |
| 0.0013076465799186686 | |
| ], | |
| [ | |
| 0.00039473294777932205, | |
| 8.358946266894438e-05, | |
| -2.8426391640762147e-07, | |
| -0.00015240093306837863, | |
| 0.0003388447508704088 | |
| ], | |
| [ | |
| -1.3861255159900598e-06, | |
| -2.8426391640762147e-07, | |
| 9.794137540007827e-10, | |
| 4.4212699347653253e-07, | |
| -1.098758687106545e-06 | |
| ], | |
| [ | |
| -0.00034916922854155187, | |
| -0.00015240093306837863, | |
| 4.4212699347653253e-07, | |
| 0.0009704362402893705, | |
| -0.0010584100452844726 | |
| ], | |
| [ | |
| 0.0013076465799186686, | |
| 0.00033884475087040875, | |
| -1.098758687106545e-06, | |
| -0.0010584100452844724, | |
| 0.0017149830818412798 | |
| ] | |
| ], | |
| "r2": 0.9983108581553853, | |
| "aic": -212.27565498968835, | |
| "residuals": [ | |
| -0.0054667340949179355, | |
| -0.0014783211060709345, | |
| 0.013798623995835646, | |
| 0.007193726150338531, | |
| -0.001806297039454119, | |
| -0.00014091228301094105, | |
| -0.01722410700511956, | |
| -0.015021061226528687, | |
| 0.02529104483160216, | |
| -0.00924523184615178, | |
| -0.006313925469432657, | |
| 0.00847059651208637, | |
| -0.014445149696638016, | |
| 0.00762632777356731, | |
| 0.0005125046557914459, | |
| -0.01632501378561302, | |
| 0.016346892284614833, | |
| 0.030942137390857383, | |
| 0.023600296712339652, | |
| 0.004943390248251411, | |
| -0.030606824856978188, | |
| -0.01947431088950169, | |
| -0.02971788845630252, | |
| -0.01428211282027414, | |
| 0.004004240293958405, | |
| 0.01552233117922086, | |
| 0.023295774007846104 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.925302363818397, | |
| 0.05818991652403162, | |
| 0.00028329121266470043, | |
| 0.7460951491621469, | |
| 0.5321610068201282 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9983108581553852, | |
| "aic": -212.27565498968787, | |
| "residuals": [ | |
| -0.00546673436000944, | |
| -0.0014783210790269008, | |
| 0.013798624126291625, | |
| 0.007193726308074133, | |
| -0.0018062969221548375, | |
| -0.00014091221646861385, | |
| -0.01722410698493304, | |
| -0.015021061244583134, | |
| 0.02529104478376487, | |
| -0.00924523191604587, | |
| -0.006313925564377154, | |
| 0.008470596411040976, | |
| -0.014445149791112222, | |
| 0.0076263276936994195, | |
| 0.0005125045952096841, | |
| -0.0163250138246398, | |
| 0.016346892299320626, | |
| 0.030942137448558338, | |
| 0.023600296796809417, | |
| 0.004943390342562637, | |
| -0.030606824768234953, | |
| -0.019474310819306062, | |
| -0.02971788841496581, | |
| -0.014282112815544257, | |
| 0.004004240256632485, | |
| 0.01552233109635992, | |
| 0.023295773910898765 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.8859893845413346, | |
| -7.237677477646234, | |
| 1.648468330858687e-05, | |
| 2633.666510273884, | |
| 0.5321605757617484 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0015165315985263181, | |
| -0.01602311343696451, | |
| 2.60221429676923e-08, | |
| 9.802676304050715, | |
| 0.0010826693675099694 | |
| ], | |
| [ | |
| -0.01602311343696451, | |
| 0.1701636603720032, | |
| -2.861889029763422e-07, | |
| -103.67407650052476, | |
| -0.01228072141747692 | |
| ], | |
| [ | |
| 2.60221429676923e-08, | |
| -2.861889029763422e-07, | |
| 6.527348594614698e-13, | |
| 0.00015723507900398213, | |
| 3.205509143276276e-08 | |
| ], | |
| [ | |
| 9.802676304050715, | |
| -103.67407650052476, | |
| 0.00015723507900398213, | |
| 67722.73246005562, | |
| 6.47869092259954 | |
| ], | |
| [ | |
| 0.0010826693675099694, | |
| -0.012280721417476919, | |
| 3.205509143276276e-08, | |
| 6.47869092259954, | |
| 0.0017149864051841943 | |
| ] | |
| ], | |
| "r2": 0.9983108581553942, | |
| "aic": -212.27565498983103, | |
| "residuals": [ | |
| -0.0054666898168044264, | |
| -0.0014783469144213912, | |
| 0.013798578769608993, | |
| 0.007193686739522587, | |
| -0.001806317040318639, | |
| -0.0001409135675451978, | |
| -0.017224093276041685, | |
| -0.01502103650048836, | |
| 0.025291076939167656, | |
| -0.00924519541332458, | |
| -0.006313887426417253, | |
| 0.008470629676902597, | |
| -0.0144451252986868, | |
| 0.007626341333268005, | |
| 0.0005125065675533058, | |
| -0.01632502346048481, | |
| 0.01634685733655905, | |
| 0.03094208560908318, | |
| 0.023600237632309673, | |
| 0.004943332807888723, | |
| -0.030606873018808045, | |
| -0.019474343646090908, | |
| -0.029717901165204896, | |
| -0.014282102182314738, | |
| 0.00400427642087442, | |
| 0.015522393975384574, | |
| 0.023295844914347885 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.8859893395394336, | |
| -7.237677006347973, | |
| 1.6484682687379938e-05, | |
| 2633.666189747973, | |
| 0.5321605523455186 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.001516531271070619, | |
| -0.016023110055586806, | |
| 2.602213935312068e-08, | |
| 9.802673859488154, | |
| 0.001082669303607754 | |
| ], | |
| [ | |
| -0.016023110055586806, | |
| 0.17016362557787273, | |
| -2.8618886722924805e-07, | |
| -103.67405110583108, | |
| -0.012280720915784525 | |
| ], | |
| [ | |
| 2.602213935312068e-08, | |
| -2.8618886722924805e-07, | |
| 6.527348338629125e-13, | |
| 0.000157235051283347, | |
| 3.205509272789377e-08 | |
| ], | |
| [ | |
| 9.802673859488154, | |
| -103.67405110583108, | |
| 0.000157235051283347, | |
| 67722.71378836235, | |
| 6.478690297552675 | |
| ], | |
| [ | |
| 0.001082669303607754, | |
| -0.012280720915784525, | |
| 3.205509272789377e-08, | |
| 6.478690297552674, | |
| 0.0017149865996319332 | |
| ] | |
| ], | |
| "r2": 0.998310858155394, | |
| "aic": -212.27565498982696, | |
| "residuals": [ | |
| -0.005466675430076284, | |
| -0.001478347337513064, | |
| 0.013798572727992564, | |
| 0.0071936784516806185, | |
| -0.0018063239583958612, | |
| -0.00014091837294794018, | |
| -0.01722409600819974, | |
| -0.015021037426931505, | |
| 0.025291077500160908, | |
| -0.009245193672555496, | |
| -0.006313884119290458, | |
| 0.008470633727753807, | |
| -0.014445121084115664, | |
| 0.007626345317810035, | |
| 0.0005125100667222604, | |
| -0.016325020600242768, | |
| 0.016346858367713102, | |
| 0.03094208496574291, | |
| 0.023600235758641563, | |
| 0.004943330232890286, | |
| -0.03060687578155763, | |
| -0.019474346144541244, | |
| -0.029717903026269976, | |
| -0.01428210311417022, | |
| 0.004004276634199444, | |
| 0.015522395482948648, | |
| 0.02329584683049646 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.8856803496194059, | |
| -7.234413597286562, | |
| 1.6479817613936057e-05, | |
| 2631.5245189585767, | |
| 0.5319621115957539 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9983108530382256, | |
| "aic": -212.27557319483918, | |
| "residuals": [ | |
| -0.005377478971781424, | |
| -0.0014847669467225044, | |
| 0.01375697263118969, | |
| 0.007140078396163041, | |
| -0.0018491148948283076, | |
| -0.00016874134426081433, | |
| -0.017237736762966138, | |
| -0.01502263825496808, | |
| 0.025299143592958817, | |
| -0.009229688358886712, | |
| -0.006289117671911537, | |
| 0.008498957204831736, | |
| -0.014417160135354656, | |
| 0.007651367256041652, | |
| 0.0005330012275424068, | |
| -0.016309936241093226, | |
| 0.016347636591481418, | |
| 0.030930697626315062, | |
| 0.02358065494034367, | |
| 0.00491992876631242, | |
| -0.03063000597177079, | |
| -0.01949369139485313, | |
| -0.029730624360599922, | |
| -0.01428602866479256, | |
| 0.004010710288438246, | |
| 0.015540223726066338, | |
| 0.02331722703744754 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1.390311879850291, | |
| 0.0017439016218299523, | |
| 1.9999999999997846 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.004420008399892626, | |
| 5.130940970132118e-05, | |
| 0.07728280859837816 | |
| ], | |
| [ | |
| 5.130940970132118e-05, | |
| 2.721526252025343e-05, | |
| 0.03240272960455669 | |
| ], | |
| [ | |
| 0.07728280859837815, | |
| 0.03240272960455669, | |
| 39.16052828580985 | |
| ] | |
| ], | |
| "r2": 0.47684848900270604, | |
| "aic": -61.41309142560556, | |
| "residuals": [ | |
| 0.2671859860420227, | |
| 0.10416577711545921, | |
| -0.02282169578615545, | |
| -0.09661280297239472, | |
| -0.05141103532135949, | |
| 0.03366034686920205, | |
| 0.0966473212802279, | |
| 0.16611455214640825, | |
| 0.25966792527271076, | |
| 0.2657319091225636, | |
| 0.31959941837017425, | |
| 0.35579668981775736, | |
| 0.3340793563292823, | |
| 0.3433094824948639, | |
| 0.31350901886613713, | |
| 0.26708087182906604, | |
| 0.2081390193806807, | |
| 0.12048585917963806, | |
| 0.01050849463854897, | |
| -0.10601119492139666, | |
| -0.23216144535627237, | |
| -0.303346318937205, | |
| -0.387430472112559, | |
| -0.4376250931986796, | |
| -0.4772724935778605, | |
| -0.5166241357096659, | |
| -0.5228348204859721 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1670496105422181, | |
| 0.07110796989378472, | |
| 0.0002337701871217759, | |
| 0.6994957325697941, | |
| 0.6874159735467492 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.004241543469370402, | |
| 0.0007150522989645009, | |
| -1.664269894786889e-06, | |
| -0.0002936352977405024, | |
| 0.002375273118793818 | |
| ], | |
| [ | |
| 0.0007150522989645009, | |
| 0.00013755658372357221, | |
| -3.0981358988264024e-07, | |
| -0.0001561496396992567, | |
| 0.0005566830760264626 | |
| ], | |
| [ | |
| -1.664269894786889e-06, | |
| -3.0981358988264024e-07, | |
| 7.075582111696173e-10, | |
| 2.860631018370701e-07, | |
| -1.1948524082249344e-06 | |
| ], | |
| [ | |
| -0.0002936352977405025, | |
| -0.0001561496396992567, | |
| 2.860631018370701e-07, | |
| 0.0008395549390658125, | |
| -0.001183188681002143 | |
| ], | |
| [ | |
| 0.0023752731187938183, | |
| 0.0005566830760264626, | |
| -1.1948524082249346e-06, | |
| -0.001183188681002143, | |
| 0.002796839101519169 | |
| ] | |
| ], | |
| "r2": 0.9981064592578978, | |
| "aic": -199.66695884897345, | |
| "residuals": [ | |
| -0.01345495507946698, | |
| 0.0008167286320832634, | |
| 0.029643163915364146, | |
| 0.01036281040889353, | |
| -0.006281231630784978, | |
| -0.005705139935418435, | |
| -0.026718072214127808, | |
| -0.020573807445031456, | |
| 0.030250645328809167, | |
| -0.01123743454446835, | |
| -0.007458245624984539, | |
| 0.011894591512059183, | |
| -0.016622321281421826, | |
| 0.017250359795038417, | |
| 0.0043703272870270204, | |
| -0.019544587706828764, | |
| 0.02146790260897502, | |
| 0.02875270796071394, | |
| 0.032064282832624746, | |
| 0.00042785874579709393, | |
| -0.03731965771021484, | |
| -0.026997614975053263, | |
| -0.03250220923195868, | |
| -0.013227203030721668, | |
| 0.0026334290536600413, | |
| 0.01897496168368118, | |
| 0.02873271059875515 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1670496131257415, | |
| 0.0711079703471069, | |
| 0.00023377018607312577, | |
| 0.6994957323297777, | |
| 0.6874159751505386 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9981064592578978, | |
| "aic": -199.66695884897334, | |
| "residuals": [ | |
| -0.01345495554277315, | |
| 0.0008167286782767569, | |
| 0.029643164155694013, | |
| 0.01036281071100209, | |
| -0.006281231399887233, | |
| -0.005705139799884407, | |
| -0.026718072167933204, | |
| -0.020573807473696748, | |
| 0.030250645241167495, | |
| -0.011237434676213631, | |
| -0.007458245807549169, | |
| 0.01189459131638948, | |
| -0.016622321464661916, | |
| 0.01725035964056776, | |
| 0.004370327170922117, | |
| -0.019544587779859235, | |
| 0.0214679026436011, | |
| 0.02875270808127972, | |
| 0.03206428300599029, | |
| 0.00042785893728991553, | |
| -0.03731965753218436, | |
| -0.0269976148370783, | |
| -0.03250220915512969, | |
| -0.013227203030834023, | |
| 0.002633428965557405, | |
| 0.018974961500605847, | |
| 0.028732710386347282 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1104203733288864, | |
| -9.284414657394263, | |
| 1.6622918294148893e-05, | |
| 2992.2332676695146, | |
| 0.6874157740955992 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0028961793070402613, | |
| -0.030701444865521104, | |
| 3.9856945738865976e-08, | |
| 16.51782994045171, | |
| 0.0019210457754327412 | |
| ], | |
| [ | |
| -0.0307014448655211, | |
| 0.32689517014937464, | |
| -4.3828459896509487e-07, | |
| -175.31543598647235, | |
| -0.021737806363088658 | |
| ], | |
| [ | |
| 3.9856945738865976e-08, | |
| -4.382845989650949e-07, | |
| 7.949028534289175e-13, | |
| 0.00021389788300482201, | |
| 4.517239056695432e-08 | |
| ], | |
| [ | |
| 16.51782994045171, | |
| -175.31543598647235, | |
| 0.00021389788300482201, | |
| 99960.87958662004, | |
| 10.232656703754534 | |
| ], | |
| [ | |
| 0.0019210457754327412, | |
| -0.02173780636308866, | |
| 4.517239056695431e-08, | |
| 10.232656703754534, | |
| 0.0027968415244612015 | |
| ] | |
| ], | |
| "r2": 0.9981064592578918, | |
| "aic": -199.66695884888858, | |
| "residuals": [ | |
| -0.013454786278466968, | |
| 0.0008167371314886651, | |
| 0.029643104805363363, | |
| 0.010362716108115011, | |
| -0.00628131651251973, | |
| -0.005705203965945982, | |
| -0.026718113930982668, | |
| -0.02057382870176383, | |
| 0.030250641650876986, | |
| -0.011237423688120085, | |
| -0.0074582140286434395, | |
| 0.011894634792563696, | |
| -0.01662227300384833, | |
| 0.017250408315624632, | |
| 0.00437037278605068, | |
| -0.01954454736838862, | |
| 0.021467925704243385, | |
| 0.02875271337959484, | |
| 0.03206427384455823, | |
| 0.0004278399922339471, | |
| -0.037319681404648586, | |
| -0.026997639185453615, | |
| -0.032502230187470005, | |
| -0.013227217690270354, | |
| 0.0026334230204989595, | |
| 0.01897496596305559, | |
| 0.028732718214893094 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1104199282777427, | |
| -9.284410013132264, | |
| 1.6622913997553353e-05, | |
| 2992.2304305185153, | |
| 0.6874156056917377 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00289617433752245, | |
| -0.030701392996515496, | |
| 3.985690216993552e-08, | |
| 16.517797384097584, | |
| 0.001921044692642029 | |
| ], | |
| [ | |
| -0.030701392996515496, | |
| 0.3268946300289136, | |
| -4.3828415899131964e-07, | |
| -175.31509467238172, | |
| -0.021737796712319308 | |
| ], | |
| [ | |
| 3.985690216993552e-08, | |
| -4.382841589913197e-07, | |
| 7.949026199719528e-13, | |
| 0.00021389758847173464, | |
| 4.517240141711161e-08 | |
| ], | |
| [ | |
| 16.517797384097587, | |
| -175.31509467238175, | |
| 0.00021389758847173464, | |
| 99960.6621238095, | |
| 10.232648030227036 | |
| ], | |
| [ | |
| 0.001921044692642029, | |
| -0.021737796712319308, | |
| 4.517240141711161e-08, | |
| 10.232648030227033, | |
| 0.0027968435641992167 | |
| ] | |
| ], | |
| "r2": 0.9981064592578707, | |
| "aic": -199.66695884858763, | |
| "residuals": [ | |
| -0.013454647177968737, | |
| 0.0008167438638546631, | |
| 0.02964305578422366, | |
| 0.010362638207431774, | |
| -0.006281386489249474, | |
| -0.005705256623361077, | |
| -0.026718148100428607, | |
| -0.02057384594506173, | |
| 0.030250638930095164, | |
| -0.01123741441915671, | |
| -0.0074581876966179905, | |
| 0.011894670678263441, | |
| -0.016622233100864747, | |
| 0.017250448306846078, | |
| 0.004370410173704986, | |
| -0.019544514341939934, | |
| 0.021467944297063113, | |
| 0.028752717270336348, | |
| 0.0320642658199084, | |
| 0.00042782396051466165, | |
| -0.037319701398096594, | |
| -0.02699765943967103, | |
| -0.032502247554662134, | |
| -0.013227229636583626, | |
| 0.0026334184326586296, | |
| 0.018974970131633073, | |
| 0.02873272521121195 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1111866174179632, | |
| -9.292534533719525, | |
| 1.663259264163209e-05, | |
| 2996.8980806421287, | |
| 0.6878722902890892 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9981064413681937, | |
| "aic": -199.66670376086398, | |
| "residuals": [ | |
| -0.013655233462694483, | |
| 0.0008202304039018893, | |
| 0.029728570028532464, | |
| 0.010483206996503736, | |
| -0.006180792075284103, | |
| -0.005636760721310363, | |
| -0.026681485043078323, | |
| -0.020564945618975816, | |
| 0.030236781629531473, | |
| -0.01126912350407272, | |
| -0.007512845825841996, | |
| 0.011830330676157352, | |
| -0.016686937894176523, | |
| 0.017191622886294056, | |
| 0.004321410097059442, | |
| -0.019581437244158728, | |
| 0.02146375957007396, | |
| 0.02877693214066479, | |
| 0.032107950211157865, | |
| 0.0004809182212692775, | |
| -0.03726671084709121, | |
| -0.026952992911321694, | |
| -0.03247257538610926, | |
| -0.01321767200323376, | |
| 0.0026191639605122052, | |
| 0.01893444516933407, | |
| 0.028684000361924422 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1.667383607511283, | |
| 0.001541496738689381, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.005726138121165694, | |
| 4.212048250246706e-05, | |
| 0.07467069865434475 | |
| ], | |
| [ | |
| 4.212048250246706e-05, | |
| 1.4322583455746885e-05, | |
| 0.019309573156559103 | |
| ], | |
| [ | |
| 0.07467069865434475, | |
| 0.0193095731565591, | |
| 26.51563865586577 | |
| ] | |
| ], | |
| "r2": 0.5357901630227597, | |
| "aic": -55.11597745130876, | |
| "residuals": [ | |
| 0.2771014869213108, | |
| 0.13354302451277872, | |
| 0.0019612189207061093, | |
| -0.11482106916021118, | |
| -0.08888366188605823, | |
| -0.0022152589426223113, | |
| 0.06687409298029268, | |
| 0.15286039144699282, | |
| 0.2694559499359972, | |
| 0.27987617913666707, | |
| 0.35228811611228195, | |
| 0.40462432191397313, | |
| 0.38407892532103993, | |
| 0.4083082601232719, | |
| 0.3732931355164095, | |
| 0.3183772012491106, | |
| 0.25869995917579436, | |
| 0.15037471428180904, | |
| 0.03608543049885915, | |
| -0.10853367674803027, | |
| -0.2513744198129184, | |
| -0.33683496344542596, | |
| -0.4284380041406164, | |
| -0.48579519618010614, | |
| -0.5376412235543737, | |
| -0.5807830654428014, | |
| -0.587380822782279 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.2633693033446516, | |
| 0.09239911337967319, | |
| 0.0001921366024147189, | |
| 0.581152425214637, | |
| 0.9475595169210307 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.005700947072631237, | |
| 0.0010344240154599215, | |
| -1.4697444484262494e-06, | |
| 0.0003486009076198208, | |
| 0.0026618238578580895 | |
| ], | |
| [ | |
| 0.0010344240154599215, | |
| 0.00021571157853836332, | |
| -2.955301219928432e-07, | |
| -4.359460974126061e-05, | |
| 0.0006835191407462457 | |
| ], | |
| [ | |
| -1.4697444484262492e-06, | |
| -2.9553012199284317e-07, | |
| 4.1212811880155716e-10, | |
| 1.0606428909026873e-08, | |
| -8.874854964836787e-07 | |
| ], | |
| [ | |
| 0.0003486009076198208, | |
| -4.359460974126061e-05, | |
| 1.0606428909026873e-08, | |
| 0.0005382383765240677, | |
| -0.0006380227191450652 | |
| ], | |
| [ | |
| 0.002661823857858089, | |
| 0.0006835191407462457, | |
| -8.874854964836787e-07, | |
| -0.0006380227191450652, | |
| 0.0027160249953571015 | |
| ] | |
| ], | |
| "r2": 0.9978978805471447, | |
| "aic": -193.3595059905647, | |
| "residuals": [ | |
| -0.011865100910596116, | |
| -0.005277614326502089, | |
| 0.03217685883842847, | |
| 0.015023301398694011, | |
| -0.004052366880415104, | |
| -0.005390618973591055, | |
| -0.028393330079543144, | |
| -0.02679180953875493, | |
| 0.030199482347138762, | |
| -0.010826825019608854, | |
| -0.013102964775555836, | |
| 0.02369646115740842, | |
| -0.022178450844520636, | |
| 0.01396165721926046, | |
| 0.0030989179038796166, | |
| -0.014943721993741832, | |
| 0.027196644386640045, | |
| 0.0324568654758246, | |
| 0.03459944549512417, | |
| -0.00468825786395044, | |
| -0.04181566347011367, | |
| -0.035141279758828636, | |
| -0.03578941412487824, | |
| -0.009141196761751846, | |
| 0.004603040815187365, | |
| 0.02227956817576371, | |
| 0.030106372026605488 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.263369306854527, | |
| 0.09239911404952857, | |
| 0.00019213660147208647, | |
| 0.5811524253400706, | |
| 0.9475595187920836 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9978978805471447, | |
| "aic": -193.35950599056432, | |
| "residuals": [ | |
| -0.011865101495215025, | |
| -0.005277614248158979, | |
| 0.032176859167055594, | |
| 0.015023301800135558, | |
| -0.004052366579080591, | |
| -0.0053906188020858, | |
| -0.028393330028139374, | |
| -0.02679180958693772, | |
| 0.030199482221403784, | |
| -0.01082682520247591, | |
| -0.013102965021839275, | |
| 0.023696460898428473, | |
| -0.02217845108240457, | |
| 0.013961657023614737, | |
| 0.00309891776242166, | |
| -0.01494372207565764, | |
| 0.02719664444966874, | |
| 0.032456865650392075, | |
| 0.034599445734341705, | |
| -0.004688257607343038, | |
| -0.04181566323791053, | |
| -0.03514127958518665, | |
| -0.035789414035988454, | |
| -0.009141196776412341, | |
| 0.004603040684612925, | |
| 0.022279567922269816, | |
| 0.030106371735539872 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1973176172152358, | |
| -10.245809721499574, | |
| 1.775324640737034e-05, | |
| 3024.6799953537206, | |
| 0.9475593474503893 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0037873364211846636, | |
| -0.03981525518929626, | |
| 5.06362743157138e-08, | |
| 20.27624673433633, | |
| 0.0021176334572492015 | |
| ], | |
| [ | |
| -0.03981525518929626, | |
| 0.42008956031912287, | |
| -5.498524951942637e-07, | |
| -213.59570821629066, | |
| -0.023651685369566577 | |
| ], | |
| [ | |
| 5.06362743157138e-08, | |
| -5.498524951942637e-07, | |
| 9.886526759812076e-13, | |
| 0.00025591735403383093, | |
| 4.932618502922467e-08 | |
| ], | |
| [ | |
| 20.27624673433633, | |
| -213.59570821629072, | |
| 0.000255917354033831, | |
| 114975.9182461595, | |
| 10.650431810390852 | |
| ], | |
| [ | |
| 0.0021176334572492015, | |
| -0.023651685369566577, | |
| 4.932618502922467e-08, | |
| 10.650431810390852, | |
| 0.002716027204164492 | |
| ] | |
| ], | |
| "r2": 0.9978978805471405, | |
| "aic": -193.35950599051048, | |
| "residuals": [ | |
| -0.011864913694304202, | |
| -0.005277604332983632, | |
| 0.03217679366721926, | |
| 0.01502319678118047, | |
| -0.004052461224614667, | |
| -0.005390690221225292, | |
| -0.028393376551461236, | |
| -0.026791833276616828, | |
| 0.030199478143537295, | |
| -0.010826813075678565, | |
| -0.013102929801898533, | |
| 0.023696509098870777, | |
| -0.02217839734555982, | |
| 0.01396171102679844, | |
| 0.0030989684323143862, | |
| -0.014943677081258766, | |
| 0.027196670575074577, | |
| 0.032456872550893134, | |
| 0.03459943703282131, | |
| -0.004688276891975818, | |
| -0.04181568798127655, | |
| -0.03514130516933167, | |
| -0.035789436599022784, | |
| -0.009141213269729276, | |
| 0.004603032537777496, | |
| 0.022279569714474867, | |
| 0.030106376730541395 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1973168627818709, | |
| -10.24580190972779, | |
| 1.775323980993738e-05, | |
| 3024.6754549683733, | |
| 0.9475591404566485 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.0037873260531668443, | |
| -0.03981514698762339, | |
| 5.0636186189633164e-08, | |
| 20.27618292458501, | |
| 0.002117631357693216 | |
| ], | |
| [ | |
| -0.03981514698762339, | |
| 0.42008843270110385, | |
| -5.498515973004342e-07, | |
| -213.5950400404961, | |
| -0.023651665580965497 | |
| ], | |
| [ | |
| 5.0636186189633164e-08, | |
| -5.498515973004342e-07, | |
| 9.88652228143476e-13, | |
| 0.0002559167927769838, | |
| 4.9326200367525517e-08 | |
| ], | |
| [ | |
| 20.276182924585008, | |
| -213.5950400404961, | |
| 0.0002559167927769838, | |
| 114975.51840062339, | |
| 10.650416435553021 | |
| ], | |
| [ | |
| 0.0021176313576932154, | |
| -0.02365166558096549, | |
| 4.9326200367525517e-08, | |
| 10.650416435553021, | |
| 0.002716029922169635 | |
| ] | |
| ], | |
| "r2": 0.9978978805471013, | |
| "aic": -193.3595059900074, | |
| "residuals": [ | |
| -0.011864674711627443, | |
| -0.005277590927572184, | |
| 0.032176711193270036, | |
| 0.01502306360190131, | |
| -0.004052581732731042, | |
| -0.005390781611400053, | |
| -0.028393436577466735, | |
| -0.026791864449847935, | |
| 0.030199471818255663, | |
| -0.01082679881161619, | |
| -0.013102886044328965, | |
| 0.023696569628830932, | |
| -0.022178329437029465, | |
| 0.013961779640143224, | |
| 0.0030990331710523122, | |
| -0.014943619217341109, | |
| 0.02719670513311989, | |
| 0.03245688305723826, | |
| 0.03459942780089165, | |
| -0.004688299736732571, | |
| -0.04181571813000362, | |
| -0.03514133690695642, | |
| -0.035789465126077724, | |
| -0.009141234781583796, | |
| 0.004603020896680077, | |
| 0.02227956995545144, | |
| 0.03010638081769912 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1.1978638312353276, | |
| -10.251555340938882, | |
| 1.7759946030219315e-05, | |
| 3027.797951416229, | |
| 0.9478337698056881 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9978978727810708, | |
| "aic": -193.35940624189985, | |
| "residuals": [ | |
| -0.01200554990474545, | |
| -0.005274760510824095, | |
| 0.03223733680795615, | |
| 0.015108081181713473, | |
| -0.003982087310180127, | |
| -0.005343285531538289, | |
| -0.028368620031440583, | |
| -0.026786724601270073, | |
| 0.0301885787180054, | |
| -0.010850174649914113, | |
| -0.013142050578537123, | |
| 0.02365109425112699, | |
| -0.022223528086595667, | |
| 0.013921211898276109, | |
| 0.0030657914700542577, | |
| -0.014968053170262063, | |
| 0.027195607116051068, | |
| 0.032475492129103944, | |
| 0.0346311019259824, | |
| -0.004650768608596589, | |
| -0.04177896157170902, | |
| -0.03511093510107299, | |
| -0.03576981628696374, | |
| -0.009135598054049288, | |
| 0.00459240160885388, | |
| 0.022251311685983488, | |
| 0.03007267029745564 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1.8502542041057213, | |
| 0.0014133225712429733, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00550391120564092, | |
| 3.0270976196889064e-05, | |
| 0.060161554240556483 | |
| ], | |
| [ | |
| 3.0270976196889064e-05, | |
| 7.82979574787733e-06, | |
| 0.011506603444502083 | |
| ], | |
| [ | |
| 0.06016155424055648, | |
| 0.011506603444502083, | |
| 17.263382008097025 | |
| ] | |
| ], | |
| "r2": 0.6155307278349231, | |
| "aic": -56.718726190400616, | |
| "residuals": [ | |
| 0.2858592867851261, | |
| 0.15384361179400657, | |
| 0.023481541311417775, | |
| -0.11498155381140607, | |
| -0.10882593108816341, | |
| -0.032030069459574984, | |
| 0.03373063742134175, | |
| 0.1174747589840277, | |
| 0.2441332068359261, | |
| 0.259331205397338, | |
| 0.3335380317534269, | |
| 0.40921868159781405, | |
| 0.3754086418066962, | |
| 0.40464831048441274, | |
| 0.37345014191912407, | |
| 0.32557144083213485, | |
| 0.2684777833690277, | |
| 0.15894803806199898, | |
| 0.04456505554395562, | |
| -0.106048490833488, | |
| -0.24597349388538126, | |
| -0.33221473915515976, | |
| -0.4156414530986412, | |
| -0.46198394520221786, | |
| -0.5121082328075035, | |
| -0.5499900840037926, | |
| -0.5573385022395714 | |
| ] | |
| } | |
| } | |
| ] |