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": [ | |
| 0.003457322416085905, | |
| 8.605733268987146e-15, | |
| 56931426832.342445, | |
| 216224308552.36453, | |
| 0.08414282811300296 | |
| ], | |
| "pcov": [ | |
| [ | |
| 8.439447322502927e-08, | |
| 2.169992787635106e-19, | |
| 5.512639548510222e-23, | |
| 3.493706919980045e-23, | |
| -4.32281467689736e-08 | |
| ], | |
| [ | |
| 2.1699927876351057e-19, | |
| 1.8808732652845922e-30, | |
| -6.595946390523359e-35, | |
| 1.5309159042894365e-34, | |
| 3.6893578359342257e-19 | |
| ], | |
| [ | |
| 5.512639548510222e-23, | |
| -6.59594639052336e-35, | |
| 3.4816347039271593e-37, | |
| -7.225140845402677e-38, | |
| -7.497530150760502e-22 | |
| ], | |
| [ | |
| 3.493706919980046e-23, | |
| 1.5309159042894367e-34, | |
| -7.225140845402677e-38, | |
| 4.341894714094719e-38, | |
| 2.018551881163108e-22 | |
| ], | |
| [ | |
| -4.32281467689736e-08, | |
| 3.6893578359342257e-19, | |
| -7.497530150760502e-22, | |
| 2.018551881163108e-22, | |
| 1.6898585648478427e-06 | |
| ] | |
| ], | |
| "r2": 0.8342789844171945, | |
| "aic": -427.6481066685371, | |
| "residuals": [ | |
| 9.412400361952233e-06, | |
| 0.0009171433590209055, | |
| -0.0014206320300270137, | |
| -0.0011215323498594831, | |
| 0.0007301027540009275, | |
| 0.002651686916604501, | |
| 0.0031439767878419372, | |
| 0.003481989638885033, | |
| 0.004082569567097627, | |
| 0.004289356761330215, | |
| 0.004255189089242523, | |
| 0.0047673675100287916, | |
| 0.004531884292556798, | |
| 0.005218770421420382, | |
| 0.005307728619877994, | |
| 0.006106979498248469, | |
| 0.005833387839109, | |
| 0.005485052286089545, | |
| 0.004934317118439668, | |
| 0.004630129232198549, | |
| 0.003959176308379581, | |
| 0.004070481156470518, | |
| 0.003678476543726314, | |
| 0.003294756830076212, | |
| 0.00330499396098749, | |
| 0.00305294083186064, | |
| 0.0022189302951069606, | |
| 0.0018896071839031026, | |
| 0.0006226806575414523, | |
| -0.00023368907602033806, | |
| -0.000668922192076829, | |
| -0.001417012638037049, | |
| -0.0020675153793606876, | |
| -0.0004230530323250936, | |
| 0.003028055900171883, | |
| 0.00304985629899919, | |
| 0.0028624518452450287, | |
| 0.0006760640679166902, | |
| 0.002344196909503757, | |
| -0.000808330005569638, | |
| -0.008630575364990414, | |
| -0.01713215721265811, | |
| -0.022137099629802884, | |
| -0.025829916572733105, | |
| -0.02653926772491473 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 0.01185774761577667, | |
| 2.1239408672223034e-05, | |
| 24.445584342047077, | |
| 3707.25689486349, | |
| 0.08416271639545986 | |
| ], | |
| "pcov": null, | |
| "r2": 0.8340403713264684, | |
| "aic": -427.58336010511226, | |
| "residuals": [ | |
| -1.2386172395656425e-05, | |
| 0.001058875161683126, | |
| -0.0016903672494207045, | |
| -0.0009011871175918784, | |
| 0.0010210996630262842, | |
| 0.0028434593505852757, | |
| 0.0032407371992076994, | |
| 0.003519923942392672, | |
| 0.00408958306172906, | |
| 0.004281469584671696, | |
| 0.00424049757575834, | |
| 0.004749680302805662, | |
| 0.004512912507641478, | |
| 0.0051992586356361115, | |
| 0.005287993318903922, | |
| 0.006087152818078256, | |
| 0.005813524175775631, | |
| 0.005465173779716295, | |
| 0.004914432696727825, | |
| 0.004610242467185721, | |
| 0.003939288619877274, | |
| 0.004050593105652561, | |
| 0.0036585883513167994, | |
| 0.003274868582524279, | |
| 0.0032851056920262106, | |
| 0.0030330525546097, | |
| 0.0021990420146541234, | |
| 0.0018697189022162386, | |
| 0.0006027923753799264, | |
| -0.000253577358364121, | |
| -0.0006888104744904588, | |
| -0.0014369009204774214, | |
| -0.002087403661811288, | |
| -0.00044294131477959353, | |
| 0.0030081676177158984, | |
| 0.0030299680165426363, | |
| 0.002842563562788253, | |
| 0.0006561757854597894, | |
| 0.002324308627046856, | |
| -0.0008282182880265387, | |
| -0.008650463647447315, | |
| -0.01715204549511501, | |
| -0.022156987912259785, | |
| -0.025849804855190006, | |
| -0.02655915600737163 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.010190941339535072, | |
| 459.0946219845426, | |
| 5.249377976887481e-11, | |
| 7.199362932726545, | |
| -458.9001257045504 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4.721913008969321e-06, | |
| -2.1759853494558915e-05, | |
| 2.4956983347324764e-13, | |
| -0.02424102806554819, | |
| -2.176286261803648e-05 | |
| ], | |
| [ | |
| -2.1759853494558915e-05, | |
| 0.00010137187778523549, | |
| -1.0881028305378765e-12, | |
| 0.11328507989220371, | |
| 0.00010138594025766745 | |
| ], | |
| [ | |
| 2.4956983347324764e-13, | |
| -1.0881028305378765e-12, | |
| 1.865265060390268e-20, | |
| -1.1922312891872445e-09, | |
| -1.088250826382641e-12 | |
| ], | |
| [ | |
| -0.02424102806554819, | |
| 0.11328507989220371, | |
| -1.1922312891872445e-09, | |
| 161.22322134200869, | |
| 0.11330509308909396 | |
| ], | |
| [ | |
| -2.176286261803648e-05, | |
| 0.00010138594025766743, | |
| -1.0882508263826409e-12, | |
| 0.11330509308909396, | |
| 0.00010140000521440685 | |
| ] | |
| ], | |
| "r2": 0.8295008269802, | |
| "aic": -426.3689951283961, | |
| "residuals": [ | |
| -0.00016027653475703119, | |
| 0.028029587116691346, | |
| 0.007697987917026694, | |
| -0.010761921718142275, | |
| -0.014702789792295334, | |
| -0.013599635419097922, | |
| -0.012225512798124782, | |
| -0.010526459833158697, | |
| -0.008513003109442252, | |
| -0.006975339722430363, | |
| -0.005790708499262109, | |
| -0.004168027340995195, | |
| -0.003388498387209893, | |
| -0.0017685342657500769, | |
| -0.0008165002212763284, | |
| 0.0007857455028101867, | |
| 0.0012631855268523395, | |
| 0.001620561208824256, | |
| 0.0017356883559500602, | |
| 0.0020620611066988204, | |
| 0.001990181965652482, | |
| 0.0026723033690245757, | |
| 0.0028256155811163808, | |
| 0.0029640857704862356, | |
| 0.0034754422630385307, | |
| 0.0037052317339316687, | |
| 0.003335361088204536, | |
| 0.003453863960714898, | |
| 0.0026196810341616583, | |
| 0.002182069647744811, | |
| 0.0021525912349034115, | |
| 0.0017981336042680596, | |
| 0.0015299367939292097, | |
| 0.0035460974584680116, | |
| 0.007358949957051664, | |
| 0.007733133555518634, | |
| 0.007889294624419563, | |
| 0.0073045162090465965, | |
| 0.010413796144064236, | |
| 0.008575838805313651, | |
| 0.0019657547970837186, | |
| -0.005408227810278277, | |
| -0.009356580309827223, | |
| -0.012053281696921658, | |
| -0.012474295728168272 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.010881559893034472, | |
| 0.23863435774439404, | |
| 1.5807838687890663e-21, | |
| 10.958252968676447, | |
| -0.038136796535044044 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5.4267456800410385e-06, | |
| -2.466722997127154e-05, | |
| 1.2350018011351841e-09, | |
| -0.036781171891197374, | |
| -2.4667229945834048e-05 | |
| ], | |
| [ | |
| -2.466722997127154e-05, | |
| 0.0001133509031881051, | |
| -5.3289336444879294e-09, | |
| 0.16972521937736382, | |
| 0.0001133509030707245 | |
| ], | |
| [ | |
| 1.2350018011351841e-09, | |
| -5.32893364448793e-09, | |
| 3.786106410806624e-13, | |
| -7.783366322698656e-06, | |
| -5.328933639105098e-09 | |
| ], | |
| [ | |
| -0.036781171891197374, | |
| 0.16972521937736385, | |
| -7.783366322698656e-06, | |
| 324.92081884231345, | |
| 0.16972521915262714 | |
| ], | |
| [ | |
| -2.466722994583404e-05, | |
| 0.0001133509030707245, | |
| -5.328933639105098e-09, | |
| 0.16972521915262712, | |
| 0.00011335090295334392 | |
| ] | |
| ], | |
| "r2": 0.8288499743351074, | |
| "aic": -426.1975420439305, | |
| "residuals": [ | |
| -0.00022693500308340608, | |
| 0.02682032277571983, | |
| 0.00692068030195192, | |
| -0.011120114679123355, | |
| -0.01483295946913682, | |
| -0.013581221907118302, | |
| -0.012102325280239468, | |
| -0.010326309225578922, | |
| -0.008255126579343908, | |
| -0.006673840893411637, | |
| -0.005456372464820475, | |
| -0.0038093695758795176, | |
| -0.003012413448870682, | |
| -0.001380718645829726, | |
| -0.00042173981283694095, | |
| 0.0011833731329801978, | |
| 0.0016601646655073354, | |
| 0.0020138293168999455, | |
| 0.002122553728812704, | |
| 0.0024401393475089184, | |
| 0.0023573461888853897, | |
| 0.003026644612979884, | |
| 0.003165410941190938, | |
| 0.003287772457798821, | |
| 0.003781596272066229, | |
| 0.0039925501391228635, | |
| 0.0036026472291643685, | |
| 0.0037000149498399304, | |
| 0.0028436771488771218, | |
| 0.0023829652646531196, | |
| 0.002329507035450429, | |
| 0.0019502498368162424, | |
| 0.0016564874188490786, | |
| 0.0036463650363096622, | |
| 0.0074322611654143445, | |
| 0.007778855240889421, | |
| 0.007906830311677271, | |
| 0.007173259478313876, | |
| 0.010122889883082409, | |
| 0.008116717252728722, | |
| 0.0013314869319788758, | |
| -0.006223365732497016, | |
| -0.010357395063127856, | |
| -0.01324386718126011, | |
| -0.013722523108207624 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.010190967598386391, | |
| 331.6182376450611, | |
| 7.266906678333494e-11, | |
| 7.199506917031761, | |
| -331.42374110160614 | |
| ], | |
| "pcov": null, | |
| "r2": 0.8295007662766797, | |
| "aic": -426.36897910686423, | |
| "residuals": [ | |
| -0.0001602843496470996, | |
| 0.028029504042763165, | |
| 0.007697919294287203, | |
| -0.010761978698326402, | |
| -0.014702842627059454, | |
| -0.01359968727422256, | |
| -0.012225565446556175, | |
| -0.010526514417733779, | |
| -0.008513060432960629, | |
| -0.0069754003821458355, | |
| -0.005790772958960133, | |
| -0.004168095972431729, | |
| -0.003388571495577253, | |
| -0.0017686121072415517, | |
| -0.0008165830140569597, | |
| 0.000785657569963405, | |
| 0.0012630922889798057, | |
| 0.001620462520008914, | |
| 0.0017355840862478544, | |
| 0.002061951139125995, | |
| 0.0019900661947076514, | |
| 0.002672181698414988, | |
| 0.002825487922791581, | |
| 0.0029639520435011946, | |
| 0.003475302392530466, | |
| 0.003705085650608453, | |
| 0.003335208727492045, | |
| 0.003453705262245421, | |
| 0.002619515941375994, | |
| 0.002181898107608049, | |
| 0.0021524131972228133, | |
| 0.0017979490217499006, | |
| 0.0015297456218377192, | |
| 0.0035458996542843124, | |
| 0.007358745480360085, | |
| 0.007732922367836181, | |
| 0.00788907668908223, | |
| 0.007304264037088615, | |
| 0.010413509016359512, | |
| 0.008575516118696669, | |
| 0.001965396033313027, | |
| -0.005408623104528942, | |
| -0.009357012537520859, | |
| -0.01205375122060559, | |
| -0.012474776506223861 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.08720615463837342, | |
| 0.5411966062629378, | |
| 1.2997731666384076 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2.1196465100194474e-05, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ] | |
| ], | |
| "r2": -1.4147229975642124, | |
| "aic": -311.09157157406764, | |
| "residuals": [ | |
| 0.17421916127204895, | |
| 0.06482598227874084, | |
| 0.03744295281783386, | |
| 0.011889324015534358, | |
| 0.003774300640976863, | |
| 0.0019005690278176834, | |
| 0.0009542931379441788, | |
| 0.0007483516396646073, | |
| 0.0011435527862672379, | |
| 0.0012728725136880448, | |
| 0.0012095053257112076, | |
| 0.0017106835307244828, | |
| 0.0014710579575662186, | |
| 0.002156384712613063, | |
| 0.0022447560490731766, | |
| 0.0030437861146096756, | |
| 0.0027701113881234696, | |
| 0.002421744591153102, | |
| 0.0018709976734284928, | |
| 0.0015668053688172867, | |
| 0.0008958507837419083, | |
| 0.0010071550072793534, | |
| 0.0006151501597528031, | |
| 0.00023143035785003208, | |
| 0.00024166745559020542, | |
| -1.038568600372769e-05, | |
| -0.0008443962274427841, | |
| -0.0011737193404074142, | |
| -0.0024406458674307296, | |
| -0.0032970156012411544, | |
| -0.003732248717391057, | |
| -0.004480339163386388, | |
| -0.00513084190472321, | |
| -0.0034863795576925705, | |
| -3.5270625197453276e-05, | |
| -1.3470226370854155e-05, | |
| -0.0002008746801252792, | |
| -0.0023872624574537704, | |
| -0.0007191296158667038, | |
| -0.0038716565309400985, | |
| -0.011693901890360875, | |
| -0.02019548373802857, | |
| -0.025200426155173344, | |
| -0.028893243098103566, | |
| -0.02960259425028519 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| -410.2244350450114, | |
| 7962.1725555744215, | |
| 4.0309319879855765e-08, | |
| 0.001224205005057537, | |
| 0.09209355548527243 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6.343107625398871e-24, | |
| 2.124281043747593e-24, | |
| -3.0843095746996628e-21, | |
| 1.4617158357613915e-17, | |
| 2.4495156900605332e-15 | |
| ], | |
| [ | |
| 2.124281043747593e-24, | |
| 1.0252437260874982e-24, | |
| -2.4659650787420422e-21, | |
| 6.793251430483881e-18, | |
| 9.590023678906151e-17 | |
| ], | |
| [ | |
| -3.0843095746996628e-21, | |
| -2.4659650787420422e-21, | |
| 2.2307993890522702e-17, | |
| -1.5774466406315935e-14, | |
| 2.116904584927609e-12 | |
| ], | |
| [ | |
| 1.4617158357613915e-17, | |
| 6.793251430483881e-18, | |
| -1.5774466406315935e-14, | |
| 4.5163123470526326e-11, | |
| 1.2633879834331282e-09 | |
| ], | |
| [ | |
| 2.4495156900605332e-15, | |
| 9.590023678906151e-17, | |
| 2.1169045849276087e-12, | |
| 1.2633879834331282e-09, | |
| 2.618176766720709e-06 | |
| ] | |
| ], | |
| "r2": 0.9184005332123337, | |
| "aic": -410.35597521594, | |
| "residuals": [ | |
| -0.008062971841944377, | |
| 0.015504646659388777, | |
| -0.0009118953771062865, | |
| -0.007881794112417434, | |
| -0.00432206362543007, | |
| -0.0012832874904567387, | |
| 0.0008332164381941315, | |
| 0.0030870087208618446, | |
| 0.004063936707441526, | |
| 0.004467814027335731, | |
| 0.004925759650567546, | |
| 0.005782330485177303, | |
| 0.006184049451630494, | |
| 0.0067880962431712405, | |
| 0.007088934723365858, | |
| 0.007254727917116871, | |
| 0.007469216331389805, | |
| 0.007420799471966749, | |
| 0.006632416231863739, | |
| 0.006449783500941067, | |
| 0.006009835201350844, | |
| 0.005726337812179336, | |
| 0.005429908203039777, | |
| 0.004449043083998877, | |
| 0.004779204786601515, | |
| 0.004946443744623469, | |
| 0.004071624871868754, | |
| 0.003082321449102726, | |
| 0.0015631219417810982, | |
| 0.0005059237357465524, | |
| -2.0409378920643872e-06, | |
| -0.0013182972295298634, | |
| -0.0020183162519612774, | |
| -0.0011527970596846987, | |
| 0.003117488384554029, | |
| 0.002711133758785761, | |
| 0.002420553685891183, | |
| -0.0016254691839092256, | |
| 0.0013528035530440963, | |
| -0.0016967712393060053, | |
| -0.010583801423573569, | |
| -0.019755995129609127, | |
| -0.02491597667839529, | |
| -0.02907751337196829, | |
| -0.029509438430333157 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| -14.58376345152491, | |
| 31.193165550900698, | |
| 9.455878538580962e-06, | |
| 0.16353222084878719, | |
| 0.09208399597341481 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9183576854517974, | |
| "aic": -410.3323519835466, | |
| "residuals": [ | |
| -0.008095879808091622, | |
| 0.015565029540885345, | |
| -0.0008574194455453488, | |
| -0.007906876722873296, | |
| -0.004398487395683326, | |
| -0.001369340103521216, | |
| 0.0007601747090502237, | |
| 0.00303389131817261, | |
| 0.00402959541177797, | |
| 0.004448260348139943, | |
| 0.004916769678684901, | |
| 0.005780429670309381, | |
| 0.006186701273708489, | |
| 0.006793576745743643, | |
| 0.007096127601924268, | |
| 0.007262935517003244, | |
| 0.007478014446568856, | |
| 0.0074299358299071, | |
| 0.006641743578217479, | |
| 0.006459217260911906, | |
| 0.006019327498442459, | |
| 0.005735861904393, | |
| 0.005439449342412334, | |
| 0.004458593238388431, | |
| 0.004788759636768614, | |
| 0.004956000998753596, | |
| 0.0040811833314828155, | |
| 0.003091880497708588, | |
| 0.0015726812683632546, | |
| 0.0005154831871291149, | |
| 7.518565189101878e-06, | |
| -0.001308737708128005, | |
| -0.0020087567264689132, | |
| -0.0011432375354600705, | |
| 0.003127047906026928, | |
| 0.0027206932775515474, | |
| 0.0024301132024776434, | |
| -0.001615909671552826, | |
| 0.00136236306494196, | |
| -0.0016872117274455145, | |
| -0.010574241911715757, | |
| -0.019746435617751495, | |
| -0.024906417166537673, | |
| -0.02906795386011067, | |
| -0.02949987891847554 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.02501699579746927, | |
| -1279.8013243232397, | |
| 1.4926816172332696e-10, | |
| 61.04830658972066, | |
| 1280.1512884957697 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.4365424106091726e-05, | |
| -6.668375913966561e-05, | |
| -2.6424753837093026e-13, | |
| -0.18734414901869753, | |
| -6.660754347069046e-05 | |
| ], | |
| [ | |
| -6.668375913966561e-05, | |
| 0.0003124985392571656, | |
| 1.1668899387278816e-12, | |
| 0.8863875284582535, | |
| 0.00031213793747173705 | |
| ], | |
| [ | |
| -2.6424753837093026e-13, | |
| 1.1668899387278816e-12, | |
| 6.733115436198238e-21, | |
| 3.1176350120245617e-09, | |
| 1.1656216187329983e-12 | |
| ], | |
| [ | |
| -0.1873441490186975, | |
| 0.8863875284582534, | |
| 3.1176350120245617e-09, | |
| 3617.4100013411366, | |
| 0.8849158760196287 | |
| ], | |
| [ | |
| -6.660754347069046e-05, | |
| 0.00031213793747173705, | |
| 1.1656216187329985e-12, | |
| 0.8849158760196287, | |
| 0.0003117779343911552 | |
| ] | |
| ], | |
| "r2": 0.8490966810184152, | |
| "aic": -382.68922674783624, | |
| "residuals": [ | |
| -0.0022898385630014673, | |
| 0.04781419252685737, | |
| 0.015552861997093714, | |
| -0.014933318434032117, | |
| -0.022642412425057046, | |
| -0.02375457194534647, | |
| -0.022164449251704355, | |
| -0.018726336243844344, | |
| -0.01584374313438275, | |
| -0.013304897187936149, | |
| -0.010716224582665745, | |
| -0.007835595378764992, | |
| -0.00555417344912712, | |
| -0.0032217264063092443, | |
| -0.001337103521791505, | |
| 0.0002797772228859685, | |
| 0.0018258304048686114, | |
| 0.003002120872224623, | |
| 0.0033430615924316953, | |
| 0.004204478565952741, | |
| 0.0047321002475655405, | |
| 0.005347309292119462, | |
| 0.005887317929818892, | |
| 0.005686348226845439, | |
| 0.00674485146510051, | |
| 0.00759324464729616, | |
| 0.007356232408710639, | |
| 0.006964780286580208, | |
| 0.006006487327795185, | |
| 0.005475934401147242, | |
| 0.005462755517555706, | |
| 0.004611583524138041, | |
| 0.0043488933424669085, | |
| 0.005625746816122046, | |
| 0.010282970481512166, | |
| 0.010240613477208171, | |
| 0.010292419412053277, | |
| 0.007673454800624313, | |
| 0.011685412759106839, | |
| 0.009359171552659973, | |
| 0.0009443531066608557, | |
| -0.00796300931665428, | |
| -0.013032317152237738, | |
| -0.01725150965080502, | |
| -0.017726480661849564 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.025016477581291774, | |
| -183.42358359721135, | |
| 1.0401160911927428e-09, | |
| 61.04403566451412, | |
| 183.77354397687586 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.4364105873492714e-05, | |
| -6.848999151356285e-05, | |
| -1.840707344773048e-12, | |
| -0.18732361888605084, | |
| -6.479051736852852e-05 | |
| ], | |
| [ | |
| -6.848999151356284e-05, | |
| 0.0003299580004091615, | |
| 8.338364085550563e-12, | |
| 0.9212801320059821, | |
| 0.00031176354085405827 | |
| ], | |
| [ | |
| -1.840707344773048e-12, | |
| 8.338364085550565e-12, | |
| 3.267960750819344e-19, | |
| 2.1716052462753903e-08, | |
| 7.909491440733917e-12 | |
| ], | |
| [ | |
| -0.18732361888605084, | |
| 0.9212801320059822, | |
| 2.1716052462753903e-08, | |
| 3616.9872538763993, | |
| 0.849847871121941 | |
| ], | |
| [ | |
| -6.479051736852852e-05, | |
| 0.00031176354085405827, | |
| 7.909491440733917e-12, | |
| 0.849847871121941, | |
| 0.0002949798045160571 | |
| ] | |
| ], | |
| "r2": 0.8490953172927908, | |
| "aic": -382.6888200809967, | |
| "residuals": [ | |
| -0.00228992663718941, | |
| 0.047814370867257594, | |
| 0.015552812287324969, | |
| -0.014933590103936467, | |
| -0.022642801585902816, | |
| -0.023755037627552156, | |
| -0.02216497085069591, | |
| -0.01872690203356342, | |
| -0.015844345948977434, | |
| -0.013305532458019798, | |
| -0.01071688932384518, | |
| -0.007836287625934801, | |
| -0.005554891916602855, | |
| -0.0032224702742951195, | |
| -0.0013378722966308487, | |
| 0.0002789838023602442, | |
| 0.0018250124334144857, | |
| 0.003001278324603618, | |
| 0.003342194356548589, | |
| 0.004203586467468767, | |
| 0.004731183067917755, | |
| 0.005346366782617906, | |
| 0.00588634982202052, | |
| 0.005685354239574281, | |
| 0.006743831311837312, | |
| 0.007592198039503728, | |
| 0.007355159060011829, | |
| 0.006963679915429566, | |
| 0.006005359660292697, | |
| 0.0054747791707256965, | |
| 0.0054615724681355005, | |
| 0.004610372410809305, | |
| 0.004347653930892648, | |
| 0.005624478884158179, | |
| 0.010281673819179105, | |
| 0.01023928788657713, | |
| 0.01029106470809893, | |
| 0.007671952187564557, | |
| 0.011683759436778018, | |
| 0.009357366131695244, | |
| 0.0009423954685701119, | |
| -0.00796511815519807, | |
| -0.013034575165079332, | |
| -0.017253913910138863, | |
| -0.017728928101490737 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.025016896205084595, | |
| -562.0458357857855, | |
| 3.398016695377238e-10, | |
| 61.04771393118709, | |
| 562.3957994576972 | |
| ], | |
| "pcov": null, | |
| "r2": 0.849096390109424, | |
| "aic": -382.6891399976436, | |
| "residuals": [ | |
| -0.002289990301164835, | |
| 0.04781400159754412, | |
| 0.015552621716778958, | |
| -0.014933609221770894, | |
| -0.022642733234192747, | |
| -0.023754914985943287, | |
| -0.02216481070070131, | |
| -0.018726713980868226, | |
| -0.015844135902625567, | |
| -0.013305304216601144, | |
| -0.010716645393245017, | |
| -0.007836029678514933, | |
| -0.005554621067517473, | |
| -0.003222187254777964, | |
| -0.001337577567937842, | |
| 0.0002792899720134301, | |
| 0.0018253299151638203, | |
| 0.0030016070908231995, | |
| 0.0033425344535089607, | |
| 0.004203937995043816, | |
| 0.004731546164521205, | |
| 0.005346741613948325, | |
| 0.005886736571937945, | |
| 0.005685753104557989, | |
| 0.0067442424948467306, | |
| 0.0075926217465394075, | |
| 0.007355595497415379, | |
| 0.006964129286870957, | |
| 0.006005822165434438, | |
| 0.005475255003602797, | |
| 0.005462061816160713, | |
| 0.004610875453749941, | |
| 0.004348170840671628, | |
| 0.005625009823916116, | |
| 0.010282218943302723, | |
| 0.01023984734035821, | |
| 0.010291638627791144, | |
| 0.007672600152091036, | |
| 0.011684483473345608, | |
| 0.009358167195273381, | |
| 0.0009432735405425774, | |
| -0.007964163965993976, | |
| -0.013033546529186424, | |
| -0.01725281319545502, | |
| -0.017727806319840056 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.09889800213189376, | |
| 0.1379718364001399, | |
| 1.1828911393146828 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4.73464778683316e-05, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ] | |
| ], | |
| "r2": -0.8084859047382118, | |
| "aic": -274.9269613667743, | |
| "residuals": [ | |
| 0.24481281638145447, | |
| 0.12477769591002214, | |
| 0.07609721161513078, | |
| 0.029025978223368998, | |
| 0.011681175605342264, | |
| 0.0038172889509652808, | |
| 0.0002450931826089575, | |
| -0.0004704754790808008, | |
| -0.001044028624012594, | |
| -0.0014500107607389734, | |
| -0.0014152016481901453, | |
| -0.0007797714314008997, | |
| -0.0004936542353178308, | |
| 4.994757561432861e-05, | |
| 0.00031917430548417114, | |
| 0.0004684317865823462, | |
| 0.0006742689767335608, | |
| 0.0006213251510118201, | |
| -0.00016942731948149659, | |
| -0.00035330019803297974, | |
| -0.0007938977322126672, | |
| -0.0010777350506330774, | |
| -0.001374342664196615, | |
| -0.0023553010067488, | |
| -0.002025188132240896, | |
| -0.0018579747519041345, | |
| -0.0027328070244337366, | |
| -0.0037221174678350732, | |
| -0.0052413206538702295, | |
| -0.006298520787670736, | |
| -0.006806486471607809, | |
| -0.008122743292763357, | |
| -0.008822762592747335, | |
| -0.007957243545963888, | |
| -0.0036869581779981897, | |
| -0.004093312843754415, | |
| -0.0043838929376150415, | |
| -0.008429915829613333, | |
| -0.005451643093540792, | |
| -0.008501217885925894, | |
| -0.017388248070194845, | |
| -0.02656044177623046, | |
| -0.03172042332501662, | |
| -0.03588196001858962, | |
| -0.03631388507695449 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 13942.463168632356, | |
| 0.0010062545512330033, | |
| 0.33265763780684837, | |
| 13555.348398458911, | |
| 0.13467922567133325 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1204448819806616.2, | |
| -80785141.18969643, | |
| 26668376768.03182, | |
| 1183230197216042.0, | |
| -21991.758125967317 | |
| ], | |
| [ | |
| -80785141.18969643, | |
| 5.418444461699433, | |
| -1788.7091151541035, | |
| -79361959.57031834, | |
| 0.0014750392076289696 | |
| ], | |
| [ | |
| 26668376768.03182, | |
| -1788.7091151541035, | |
| 590479.4889617908, | |
| 26198563345.959667, | |
| -0.4868954303045246 | |
| ], | |
| [ | |
| 1183230197216042.0, | |
| -79361959.57031836, | |
| 26198563345.959667, | |
| 1162385380417160.8, | |
| -21604.332103289267 | |
| ], | |
| [ | |
| -21991.758125967317, | |
| 0.00147503920762897, | |
| -0.4868954303045246, | |
| -21604.33210328927, | |
| 5.8804516049282355e-06 | |
| ] | |
| ], | |
| "r2": 0.8369605076387169, | |
| "aic": -376.9668214639367, | |
| "residuals": [ | |
| 0.010987608826370843, | |
| -0.022964904846543455, | |
| 0.006327113799266232, | |
| 0.006091810802693748, | |
| 0.004207660036290195, | |
| 0.0009094481423061185, | |
| -0.0004966290312004851, | |
| -0.000496354134825655, | |
| -0.0005724912010771355, | |
| -0.0007058573926145284, | |
| -0.0012580168210543363, | |
| 6.42830581478182e-05, | |
| 0.00021508877977580165, | |
| 0.0004923011462830973, | |
| 0.0008558499387528729, | |
| 0.0003948159117142247, | |
| 0.001074263699326089, | |
| 0.002709155453927886, | |
| 0.0017766863694611834, | |
| 0.001579956238477842, | |
| 0.0016436612192676503, | |
| 0.0014275424168767037, | |
| 0.0034826729513124377, | |
| 0.01223038994401976, | |
| 0.0033537716842881315, | |
| 0.0028896771888262396, | |
| 0.0016386142572033247, | |
| 0.004832161113275751, | |
| 0.0022288709542876706, | |
| -0.001245333594830783, | |
| 6.465789507778541e-05, | |
| 0.0056719651637371915, | |
| 0.02237028106312014, | |
| 0.01622160010048823, | |
| 0.02164918419460804, | |
| 0.011100369084980743, | |
| 0.01939231395745103, | |
| 0.0010381960983496807, | |
| 0.011510627877655721, | |
| 0.0022966140627436737, | |
| -0.012230386424106565, | |
| -0.025791270124954163, | |
| -0.0345267107963981, | |
| -0.04134655504230875, | |
| -0.041125280249160706 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 151.40344617727436, | |
| 0.04938707001954905, | |
| 0.006868915105329583, | |
| 172.1785110387383, | |
| 0.13468192368963522 | |
| ], | |
| "pcov": null, | |
| "r2": 0.8369270918341177, | |
| "aic": -376.95759942141524, | |
| "residuals": [ | |
| 0.011003346148371729, | |
| -0.02301416424031022, | |
| 0.006270271385060311, | |
| 0.006070213055229368, | |
| 0.004217831762101665, | |
| 0.0009328089724663091, | |
| -0.000472505926937844, | |
| -0.0004768534337705188, | |
| -0.0005587871058733151, | |
| -0.0006972628568090444, | |
| -0.0012533080240893224, | |
| 6.62742330113375e-05, | |
| 0.00021528038573917496, | |
| 0.0004913463432154319, | |
| 0.0008541856422075444, | |
| 0.0003927222763134841, | |
| 0.0010719148810877654, | |
| 0.00270665717610194, | |
| 0.0017741016179906588, | |
| 0.001577321970189005, | |
| 0.0016409988464184955, | |
| 0.0014248642142990764, | |
| 0.0034799858922036353, | |
| 0.012227697958912348, | |
| 0.0033510769736277424, | |
| 0.002886980977139353, | |
| 0.00163591722232162, | |
| 0.004829463628640118, | |
| 0.0022261732247690347, | |
| -0.001248031457268317, | |
| 6.195996069929821e-05, | |
| 0.005669267190523242, | |
| 0.02236758306899228, | |
| 0.016218902095122723, | |
| 0.0216464861832166, | |
| 0.011097671070364218, | |
| 0.01938961594111152, | |
| 0.001035498080130065, | |
| 0.011507929859357113, | |
| 0.002293916044441846, | |
| -0.012233084442408504, | |
| -0.02579396814325613, | |
| -0.03452940881470007, | |
| -0.04134925306061071, | |
| -0.04112797826746267 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.018657843906167988, | |
| -691.9939992056462, | |
| 8.808737378524692e-11, | |
| 4.525948786191802, | |
| 692.3260490539702 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.7410031854162836e-05, | |
| -8.020429733545456e-05, | |
| -6.112222616512376e-13, | |
| -0.03259797916316151, | |
| -8.020198843563164e-05 | |
| ], | |
| [ | |
| -8.020429733545456e-05, | |
| 0.0003735609650172997, | |
| 2.662982935951352e-12, | |
| 0.15217328981971276, | |
| 0.00037355018665273965 | |
| ], | |
| [ | |
| -6.112222616512376e-13, | |
| 2.6629829359513516e-12, | |
| 3.0388063523713954e-20, | |
| 1.0695560788855845e-09, | |
| 2.6629071798119734e-12 | |
| ], | |
| [ | |
| -0.03259797916316151, | |
| 0.15217328981971276, | |
| 1.0695560788855845e-09, | |
| 77.15451122830102, | |
| 0.15216782494773912 | |
| ], | |
| [ | |
| -8.020198843563164e-05, | |
| 0.00037355018665273965, | |
| 2.6629071798119734e-12, | |
| 0.15216782494773912, | |
| 0.00037353940867525774 | |
| ] | |
| ], | |
| "r2": 0.7976454177133021, | |
| "aic": -367.2455137400682, | |
| "residuals": [ | |
| -0.000126858142493802, | |
| 0.021974375212835184, | |
| 0.032037110539931746, | |
| 0.005092809196526105, | |
| -0.009679213792310293, | |
| -0.01819044190369823, | |
| -0.020934276958541886, | |
| -0.020420499790475333, | |
| -0.019164883355642814, | |
| -0.017660160041600648, | |
| -0.016512757788177623, | |
| -0.01354001508411784, | |
| -0.01183238679709575, | |
| -0.010104920795129146, | |
| -0.008396323136366846, | |
| -0.007610276388504644, | |
| -0.005772618796754614, | |
| -0.003059244533801575, | |
| -0.002984511915656185, | |
| -0.0022378101901949776, | |
| -0.001287879562710259, | |
| -0.0006692827255392331, | |
| 0.0021739906355833227, | |
| 0.011667564856111312, | |
| 0.003498254053170058, | |
| 0.003706186635213271, | |
| 0.003094744854251985, | |
| 0.006898045970729072, | |
| 0.004876896171253975, | |
| 0.0019592259797036604, | |
| 0.003801942697919003, | |
| 0.009919780356653973, | |
| 0.027107887376814688, | |
| 0.021429575226989073, | |
| 0.02730930121856545, | |
| 0.01719548942298843, | |
| 0.025906292706395107, | |
| 0.009433675707327893, | |
| 0.02149380995535921, | |
| 0.013635743332883976, | |
| 0.00027718839010049123, | |
| -0.0122700756995755, | |
| -0.020121908096598418, | |
| -0.02616886643295402, | |
| -0.025734945741987758 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.018657090037850734, | |
| -108.18916666259469, | |
| 5.62278704179867e-10, | |
| 4.524681688045487, | |
| 108.52121018969652 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.7407521785934838e-05, | |
| -8.024003568554986e-05, | |
| -3.901726088971076e-12, | |
| -0.03258733328104061, | |
| -8.014597937952511e-05 | |
| ], | |
| [ | |
| -8.024003568554986e-05, | |
| 0.00037394882141611013, | |
| 1.7008835392531455e-11, | |
| 0.15223475362802946, | |
| 0.0003735094286624541 | |
| ], | |
| [ | |
| -3.901726088971075e-12, | |
| 1.7008835392531452e-11, | |
| 1.238624378508662e-18, | |
| 6.826178279240737e-09, | |
| 1.6989133098592318e-11 | |
| ], | |
| [ | |
| -0.03258733328104061, | |
| 0.15223475362802946, | |
| 6.826178279240737e-09, | |
| 77.11567862910562, | |
| 0.15201217639113662 | |
| ], | |
| [ | |
| -8.014597937952511e-05, | |
| 0.0003735094286624541, | |
| 1.6989133098592318e-11, | |
| 0.15201217639113662, | |
| 0.00037307067832843653 | |
| ] | |
| ], | |
| "r2": 0.7976444018290383, | |
| "aic": -367.24528782634485, | |
| "residuals": [ | |
| -0.00012689915716634914, | |
| 0.021975524290596127, | |
| 0.03203780065221906, | |
| 0.005093071602473742, | |
| -0.009679175852355115, | |
| -0.01819054665799058, | |
| -0.020934480559034796, | |
| -0.020420775135136182, | |
| -0.019165212183040126, | |
| -0.017660529308827222, | |
| -0.016513157778518917, | |
| -0.013540438324753268, | |
| -0.011832827395338086, | |
| -0.010105374010535684, | |
| -0.008396785091804304, | |
| -0.007610743869207681, | |
| -0.005773089105659324, | |
| -0.0030597153859162063, | |
| -0.002984981358025607, | |
| -0.002238276541092432, | |
| -0.001288341364244161, | |
| -0.000669738706662315, | |
| 0.002173541589129968, | |
| 0.011667123725501938, | |
| 0.003497821706005766, | |
| 0.00370576384193555, | |
| 0.003094332300989322, | |
| 0.006897644270466685, | |
| 0.004876505873468773, | |
| 0.0019588475779244163, | |
| 0.003801576636718096, | |
| 0.00991942703717541, | |
| 0.027107547161989487, | |
| 0.021429248445372195, | |
| 0.027308988168570636, | |
| 0.01719519037570194, | |
| 0.02590600790884423, | |
| 0.009433465168498856, | |
| 0.021493677339975648, | |
| 0.013635691038714981, | |
| 0.0002772180173877814, | |
| -0.012269963061498856, | |
| -0.020121711687764332, | |
| -0.02616858570283398, | |
| -0.02573463962913536 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.01865777111143395, | |
| -457.2071618283442, | |
| 1.3326184337711017e-10, | |
| 4.525824868231849, | |
| 457.5392110667249 | |
| ], | |
| "pcov": null, | |
| "r2": 0.7976453196638241, | |
| "aic": -367.2454919356426, | |
| "residuals": [ | |
| -0.00012686895297520095, | |
| 0.0219745015180024, | |
| 0.032037208378255855, | |
| 0.005092897432234622, | |
| -0.009679115527092108, | |
| -0.018190325706370913, | |
| -0.02093413859017801, | |
| -0.020420336629797475, | |
| -0.019164693635730146, | |
| -0.017659942500017678, | |
| -0.016512511483881553, | |
| -0.013539739293321418, | |
| -0.011832080948522616, | |
| -0.010104584429313945, | |
| -0.008395955877119832, | |
| -0.007609877923869135, | |
| -0.005772188864682448, | |
| -0.003058782912432889, | |
| -0.002984018415020273, | |
| -0.002237284646810167, | |
| -0.0012873218346385329, | |
| -0.0006686926890324685, | |
| 0.002174613089152899, | |
| 0.011668219822468018, | |
| 0.00349894161672637, | |
| 0.0037069068713435627, | |
| 0.0030954978301451774, | |
| 0.006898831746127598, | |
| 0.004877714800045396, | |
| 0.001960077510204883, | |
| 0.0038028271737289288, | |
| 0.009920697817051405, | |
| 0.02710883785761098, | |
| 0.021430558760414442, | |
| 0.027310317834007947, | |
| 0.01719653914705077, | |
| 0.02590737556363365, | |
| 0.009434924527568, | |
| 0.021495225103137727, | |
| 0.013637325048364346, | |
| 0.00027893683540014536, | |
| -0.012268160412759244, | |
| -0.020119825889423737, | |
| -0.02616661724715641, | |
| -0.02573264645332074 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.14081253771752578, | |
| 0.14701047077500384, | |
| 1.4444219712335846 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6.339727524706291e-05, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 4.565413830429599e+19 | |
| ] | |
| ], | |
| "r2": -1.3039083511946319, | |
| "aic": -261.7901810484147, | |
| "residuals": [ | |
| 0.30375286936759954, | |
| 0.08430457944899339, | |
| 0.08153773183851976, | |
| 0.04180381531744737, | |
| 0.0195956611159398, | |
| 0.005842366171176616, | |
| -0.0009407914158747754, | |
| -0.0037053889510081373, | |
| -0.005202940749828633, | |
| -0.006066924977009114, | |
| -0.006994566964809712, | |
| -0.005865207957927998, | |
| -0.005813530730907734, | |
| -0.005587241697017964, | |
| -0.005249849605266865, | |
| -0.0057243174788401685, | |
| -0.005051768469517048, | |
| -0.0034204191443369947, | |
| -0.004354707050030049, | |
| -0.004552370953266438, | |
| -0.004489145326320942, | |
| -0.00470551018685561, | |
| -0.002650505947773274, | |
| 0.006097146225269023, | |
| -0.002779505300228413, | |
| -0.0032436168667719922, | |
| -0.004494688558285054, | |
| -0.0013011461970255933, | |
| -0.0039044386622355542, | |
| -0.007378644394581135, | |
| -0.0060686535117076, | |
| -0.0004613465544627271, | |
| 0.016236969185168926, | |
| 0.010088288140590373, | |
| 0.01551587219267625, | |
| 0.004967057061488811, | |
| 0.01325900192290086, | |
| -0.005095115947429951, | |
| 0.005377315831477825, | |
| -0.003836697983448323, | |
| -0.01836369847029906, | |
| -0.03192458217114669, | |
| -0.040660022842590626, | |
| -0.04747986708850127, | |
| -0.04725859229535323 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 188405.41925201192, | |
| 9.254507042023464e-05, | |
| 3.6236622629815254, | |
| 175709.58140112957, | |
| 0.15146211062606452 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5.057468900082032e-13, | |
| -1.5808178831287445e-13, | |
| 4.2560966192094086e-07, | |
| -8.728921525457546e-12, | |
| 5.163982591800444e-10 | |
| ], | |
| [ | |
| -1.5808178831287445e-13, | |
| 1.8407871845419753e-13, | |
| -1.3303321851002736e-07, | |
| 2.7284073380529845e-12, | |
| 1.3659207815516105e-10 | |
| ], | |
| [ | |
| 4.256096619209409e-07, | |
| -1.3303321851002738e-07, | |
| 0.35817043643613794, | |
| -7.345795718732251e-06, | |
| 0.0004345732848925903 | |
| ], | |
| [ | |
| -8.728921525457546e-12, | |
| 2.7284073380529845e-12, | |
| -7.34579571873225e-06, | |
| 1.5065652899291228e-10, | |
| -8.912758424176571e-09 | |
| ], | |
| [ | |
| 5.163982591800444e-10, | |
| 1.3659207815516105e-10, | |
| 0.0004345732848925903, | |
| -8.912758424176573e-09, | |
| 7.4742179139077114e-06 | |
| ] | |
| ], | |
| "r2": 0.8538276045505367, | |
| "aic": -362.9630718816781, | |
| "residuals": [ | |
| 0.017260321895573416, | |
| -0.02930337676317274, | |
| 0.0008799795250129527, | |
| 0.005869211813753883, | |
| 0.00622143148838572, | |
| 0.00579175575548857, | |
| 0.006954445754948552, | |
| 0.0056839738052542055, | |
| 0.005983244344945238, | |
| 0.007238313597499518, | |
| 0.00331551913704764, | |
| 0.0075548912163863335, | |
| 0.007916203784814918, | |
| 0.00867413054789623, | |
| 0.0068213337109808425, | |
| 0.004909724611365102, | |
| 0.00633754871557371, | |
| 0.0104407888509781, | |
| 0.008475116307988223, | |
| 0.007755945923874907, | |
| 0.008417178630679006, | |
| 0.010032818602627197, | |
| 0.00387403642703979, | |
| -0.003651345219463503, | |
| 0.0034548346259124785, | |
| 0.004424071132293345, | |
| 0.0048813683540061825, | |
| 0.000899470478729486, | |
| -0.0017334278689728755, | |
| -0.002791349313578134, | |
| -0.0018279587253817176, | |
| -0.0030156256100076495, | |
| -0.007647934501744308, | |
| 0.009292137773078829, | |
| 0.016903099617082168, | |
| 0.01525854788825215, | |
| 0.02599554979704377, | |
| 0.0005570622803353908, | |
| 0.004749816907068466, | |
| -0.0032345083826416376, | |
| -0.02178810809787393, | |
| -0.03217029099401114, | |
| -0.04098277066882727, | |
| -0.04787306760486243, | |
| -0.04684030537541983 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 336.272374121418, | |
| 0.024910258441075826, | |
| 0.013624985692449892, | |
| 370.08012108735613, | |
| 0.15146577849443263 | |
| ], | |
| "pcov": null, | |
| "r2": 0.8537678157141055, | |
| "aic": -362.94466931302236, | |
| "residuals": [ | |
| 0.01728810884354759, | |
| -0.02933485896791077, | |
| 0.0008416923804193122, | |
| 0.005862212440849057, | |
| 0.006241169473437613, | |
| 0.005820783142188618, | |
| 0.00698162042593381, | |
| 0.005704884091977502, | |
| 0.005997363682150619, | |
| 0.007246734763364404, | |
| 0.0033197116100849855, | |
| 0.007556168640148686, | |
| 0.007915569097256714, | |
| 0.008672285833409343, | |
| 0.006818743807472827, | |
| 0.004906685474866529, | |
| 0.006334243377050491, | |
| 0.010437327984362255, | |
| 0.008471565643530299, | |
| 0.007752343930803485, | |
| 0.008413547550221834, | |
| 0.010029171161675926, | |
| 0.0038703798441332427, | |
| -0.0036550068812420122, | |
| 0.0034511701570151543, | |
| 0.004420405119009152, | |
| 0.004877701494557685, | |
| 0.0008958031574004821, | |
| -0.0017370954415660833, | |
| -0.0027950170224375626, | |
| -0.001831626507932449, | |
| -0.003019293432306419, | |
| -0.00765160234543133, | |
| 0.009288469917908326, | |
| 0.016899431755758726, | |
| 0.015254880023638201, | |
| 0.025991881930673172, | |
| 0.000553394412050795, | |
| 0.0047461490387037675, | |
| -0.0032381762510096113, | |
| -0.021791775966242044, | |
| -0.032173958862379254, | |
| -0.040986438537195385, | |
| -0.04787673547323054, | |
| -0.046843973243787945 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.023250829325835734, | |
| -581.2728917129522, | |
| 3.546311187009239e-11, | |
| 4.313301009450854, | |
| 581.6729417657535 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.595061723527146e-05, | |
| -7.347812308267569e-05, | |
| -6.666506916779081e-13, | |
| -0.022979238041746865, | |
| -7.3477272923476e-05 | |
| ], | |
| [ | |
| -7.347812308267569e-05, | |
| 0.0003422219416825058, | |
| 2.904265670517649e-12, | |
| 0.10725837416284624, | |
| 0.0003422179734628796 | |
| ], | |
| [ | |
| -6.666506916779081e-13, | |
| 2.904265670517649e-12, | |
| 3.9461586985068973e-20, | |
| 8.97951203439951e-10, | |
| 2.9042324491022427e-12 | |
| ], | |
| [ | |
| -0.022979238041746865, | |
| 0.10725837416284624, | |
| 8.979512034399509e-10, | |
| 41.74801453410274, | |
| 0.1072568296511107 | |
| ], | |
| [ | |
| -7.347727292347602e-05, | |
| 0.0003422179734628796, | |
| 2.9042324491022427e-12, | |
| 0.10725682965111072, | |
| 0.0003422140053003942 | |
| ] | |
| ], | |
| "r2": 0.8781452599505862, | |
| "aic": -371.1511384956305, | |
| "residuals": [ | |
| -0.00012181547310774477, | |
| 0.024066862002882772, | |
| 0.030213813602244954, | |
| 0.0019743765025168614, | |
| -0.01357838300361891, | |
| -0.020334348360847798, | |
| -0.020679562647956118, | |
| -0.021165578488535175, | |
| -0.019074170902172227, | |
| -0.015653609929017875, | |
| -0.017339727643957303, | |
| -0.01092822627856549, | |
| -0.008513441699051327, | |
| -0.005836006863660259, | |
| -0.005901064567751746, | |
| -0.006147396587380172, | |
| -0.0031652552795549127, | |
| 0.002392830525195677, | |
| 0.001793110433595757, | |
| 0.0023603884362728422, | |
| 0.0042367610182054705, | |
| 0.0070033396704047846, | |
| 0.0019374524332533838, | |
| -0.004547732751802869, | |
| 0.003550602016389348, | |
| 0.005468026930657288, | |
| 0.006833128548805689, | |
| 0.0037218153820504085, | |
| 0.0019250898083100765, | |
| 0.0016714314733690117, | |
| 0.003409414769976138, | |
| 0.002968681909123916, | |
| -0.000942537732044002, | |
| 0.01669442019579037, | |
| 0.024979553772141116, | |
| 0.023987816112935434, | |
| 0.03535751273284404, | |
| 0.012817324043453482, | |
| 0.01954225398355902, | |
| 0.013801297125837664, | |
| -0.0027425932946698595, | |
| -0.011308006427270811, | |
| -0.018465732606387064, | |
| -0.023839254947574773, | |
| -0.022375411571829318 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.02324929104304663, | |
| -75.36673187796042, | |
| 2.7220000784162563e-10, | |
| 4.3112806974417035, | |
| 75.76676887030463 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.5945735633234643e-05, | |
| -7.34829479156259e-05, | |
| -5.123114604776126e-12, | |
| -0.022965332220686013, | |
| -7.34328370025624e-05 | |
| ], | |
| [ | |
| -7.34829479156259e-05, | |
| 0.0003423720364132358, | |
| 2.232684548429421e-11, | |
| 0.10724196407581929, | |
| 0.0003421380318552036 | |
| ], | |
| [ | |
| -5.123114604776126e-12, | |
| 2.232684548429421e-11, | |
| 2.331580176140681e-18, | |
| 6.898508145891599e-09, | |
| 2.231179276723528e-11 | |
| ], | |
| [ | |
| -0.022965332220686013, | |
| 0.10724196407581932, | |
| 6.8985081458916e-09, | |
| 41.71101567588296, | |
| 0.10715095004717164 | |
| ], | |
| [ | |
| -7.34328370025624e-05, | |
| 0.00034213803185520356, | |
| 2.231179276723528e-11, | |
| 0.10715095004717162, | |
| 0.0003419042258910746 | |
| ] | |
| ], | |
| "r2": 0.8781447803643885, | |
| "aic": -371.1509613885567, | |
| "residuals": [ | |
| -0.00012189584249711061, | |
| 0.024069303868728298, | |
| 0.03021526913090611, | |
| 0.001974878076708819, | |
| -0.013578407489362121, | |
| -0.02033472367241984, | |
| -0.02068019316058667, | |
| -0.021166404049878906, | |
| -0.019075150256171014, | |
| -0.01565471307515054, | |
| -0.01734093182322738, | |
| -0.01092951366202044, | |
| -0.008514797963698584, | |
| -0.005837420266871618, | |
| -0.005902525319854135, | |
| -0.006148896411772853, | |
| -0.0031667870946563426, | |
| 0.002391272840355896, | |
| 0.0017915322178509996, | |
| 0.0023587943821610224, | |
| 0.0042351552791757285, | |
| 0.007001725945713133, | |
| 0.0019358340357200632, | |
| -0.004549352841053178, | |
| 0.0035489829310222376, | |
| 0.005466411296225715, | |
| 0.006831518595120656, | |
| 0.003720213147843765, | |
| 0.0019234971638866227, | |
| 0.0016698501392227172, | |
| 0.003407846333317366, | |
| 0.002967127837763428, | |
| -0.0009440760774310775, | |
| 0.016692898840474868, | |
| 0.024978050583683853, | |
| 0.02398633218884072, | |
| 0.03535604909885137, | |
| 0.012815975131033497, | |
| 0.019541037586179755, | |
| 0.01380022669766845, | |
| -0.0027435073300665636, | |
| -0.011308755834988915, | |
| -0.018466310777199624, | |
| -0.023839656507647078, | |
| -0.022375759249570137 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.02325062728777053, | |
| -316.168077845332, | |
| 6.517058089938074e-11, | |
| 4.313043121885115, | |
| 316.5681263543384 | |
| ], | |
| "pcov": null, | |
| "r2": 0.8781452003020449, | |
| "aic": -371.1511164678973, | |
| "residuals": [ | |
| -0.0001219571690853627, | |
| 0.024067007442852173, | |
| 0.03021382557352581, | |
| 0.0019742555086281754, | |
| -0.013578580700993825, | |
| -0.02033459971727325, | |
| -0.020679855084893006, | |
| -0.02116590409161745, | |
| -0.019074524241204927, | |
| -0.015653987054122354, | |
| -0.017340125557666397, | |
| -0.010928642631824914, | |
| -0.008513874604261673, | |
| -0.00583645477263417, | |
| -0.005901526189404649, | |
| -0.006147870829749991, | |
| -0.0031657412078516245, | |
| 0.0023923337189444283, | |
| 0.0017926034547031122, | |
| 0.002359871904729971, | |
| 0.004236235482835582, | |
| 0.007002805620629715, | |
| 0.0019369103073358929, | |
| -0.004548282559596828, | |
| 0.003550044883695591, | |
| 0.005467462797241751, | |
| 0.006832557710140463, | |
| 0.003721238108198577, | |
| 0.0019245063474500057, | |
| 0.0016708420537270285, | |
| 0.0034088196021571093, | |
| 0.002968081188043925, | |
| -0.0009431438255660396, | |
| 0.016693808897741746, | |
| 0.024978937426055836, | |
| 0.023987194864787398, | |
| 0.03535688671917114, | |
| 0.012816675970213964, | |
| 0.019541586225102492, | |
| 0.013800611482679415, | |
| -0.0027432954241817242, | |
| -0.011308723934973841, | |
| -0.018466464600066956, | |
| -0.02384000069952208, | |
| -0.022376161329077604 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.15900101241740314, | |
| 0.2649002380338617, | |
| 0.8836133833774746 | |
| ], | |
| "pcov": [ | |
| [ | |
| 9.170260553142556e-05, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 1.294834054574488e+19 | |
| ] | |
| ], | |
| "r2": -1.1887633367180817, | |
| "aic": -245.17933513613636, | |
| "residuals": [ | |
| 0.36594241857528687, | |
| 0.1044254106554118, | |
| 0.09452671828595074, | |
| 0.050237308171662415, | |
| 0.025306741622361267, | |
| 0.011907349255951966, | |
| 0.0064176124605265505, | |
| 0.0017353844913569338, | |
| 0.000285099175843323, | |
| 0.0006430846723643191, | |
| -0.0037396448579701536, | |
| 0.00026393952694805933, | |
| 0.0005043846639719851, | |
| 0.0012003582986918337, | |
| -0.0006841915574940793, | |
| -0.0026120739904317014, | |
| -0.0011925893751057737, | |
| 0.002906377342614258, | |
| 0.0009385150941935427, | |
| 0.00021822276440533472, | |
| 0.0008788806470957644, | |
| 0.0024942261251536257, | |
| -0.0036647069183262937, | |
| -0.011190165850249206, | |
| -0.004084025594321167, | |
| -0.0031148093667897336, | |
| -0.0026575225320729368, | |
| -0.006639425727454101, | |
| -0.009272326799956238, | |
| -0.010330249640074646, | |
| -0.009366859766570007, | |
| -0.010554527017203247, | |
| -0.015186836096373474, | |
| 0.0017532360824671633, | |
| 0.009364197877320374, | |
| 0.007719646123322571, | |
| 0.018456648019227112, | |
| -0.006981839510527527, | |
| -0.0027890848842534177, | |
| -0.010773410173979675, | |
| -0.029327009889212524, | |
| -0.03970919278534976, | |
| -0.04852167246016589, | |
| -0.05541196939620105, | |
| -0.05437920716675845 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 489.33081411090274, | |
| 0.01962107457667072, | |
| 0.0005267673410822474, | |
| 517.4499101515864, | |
| 0.12661116418007187 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3.743427664945488e+18, | |
| 151318810738018.75, | |
| -4058291520617.8076, | |
| -3.6583692090019953e+18, | |
| 8400846033.910142 | |
| ], | |
| [ | |
| 151318810738018.75, | |
| 6116937340.468336, | |
| -164053053.52038658, | |
| -147887189338746.94, | |
| 339862.33098537166 | |
| ], | |
| [ | |
| -4058291520617.8076, | |
| -164053053.52038655, | |
| 4399816.914184541, | |
| 3966256874517.0195, | |
| -9114.915541259072 | |
| ], | |
| [ | |
| -3.6583692090019953e+18, | |
| -147887189338746.9, | |
| 3966256874517.0195, | |
| 3.575421810550187e+18, | |
| -8217434041.683093 | |
| ], | |
| [ | |
| 8400846033.910142, | |
| 339862.33098537166, | |
| -9114.915541259072, | |
| -8217434041.683093, | |
| 19.173646713492506 | |
| ] | |
| ], | |
| "r2": 0.27773341660240314, | |
| "aic": -278.58088382062533, | |
| "residuals": [ | |
| 0.1586991331959086, | |
| 0.0693910815264156, | |
| 0.044566828333016895, | |
| -0.010762443757303064, | |
| -0.03600363885550731, | |
| -0.04801022897489915, | |
| -0.05053919373600546, | |
| -0.053238884244262624, | |
| -0.05168169023696609, | |
| -0.05203723341307684, | |
| -0.0517975511600649, | |
| -0.046427082114301965, | |
| -0.0442699960935051, | |
| -0.03574129793505268, | |
| -0.025819941638736355, | |
| 0.04822045110430376, | |
| 0.051266819079201165, | |
| -0.0030111989276863094, | |
| -0.010687705280331805, | |
| -0.012014402782452194, | |
| -0.013254890374196276, | |
| -0.011947778610206294, | |
| -0.01048006770420118, | |
| 0.10110671554121248, | |
| 0.017646227342586335, | |
| 0.011557286614128387, | |
| 0.011905293997760913, | |
| 0.0202403991876417, | |
| 0.012732545514623383, | |
| 0.002591778779394538, | |
| 0.003791161948165922, | |
| 0.005546763603648003, | |
| 0.007005877602086263, | |
| 0.004947351528536759, | |
| 0.013621916802297518, | |
| 0.008156133265611876, | |
| 0.013426088702388816, | |
| 0.006714726237668167, | |
| 0.005177474824195061, | |
| 0.0012715646945562487, | |
| -0.01774275633677258, | |
| 0.004486113007582143, | |
| -0.014396344948632706, | |
| -0.01909609871201612, | |
| -0.0053715192107084975 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 83.97560981938456, | |
| 0.0831914892143325, | |
| 0.0001249331525234232, | |
| 97.08372500050375, | |
| 0.1262901698365887 | |
| ], | |
| "pcov": null, | |
| "r2": 0.27771148859790873, | |
| "aic": -278.57951764192313, | |
| "residuals": [ | |
| 0.15875823127573038, | |
| 0.06944567033043147, | |
| 0.04461705458646492, | |
| -0.01072051392866663, | |
| -0.03596945256827566, | |
| -0.047983255111522405, | |
| -0.050518922215808004, | |
| -0.053224825317084556, | |
| -0.05167337379875356, | |
| -0.05203420834276762, | |
| -0.05179938467713524, | |
| -0.046433359156354104, | |
| -0.0442803187133016, | |
| -0.035755284716412566, | |
| -0.02583722713073061, | |
| 0.04820021693540438, | |
| 0.05124397138076098, | |
| -0.0030363393805376004, | |
| -0.01071483158677089, | |
| -0.012043221433748752, | |
| -0.013285120786743154, | |
| -0.011979152673334048, | |
| -0.010512329342333149, | |
| 0.10107381079249797, | |
| 0.01761291274700591, | |
| 0.011523784632060496, | |
| 0.011871816670928764, | |
| 0.02020714851149169, | |
| 0.012699713798774437, | |
| 0.0025595489965173357, | |
| 0.0037597080716447184, | |
| 0.005516250934363864, | |
| 0.006976463084653606, | |
| 0.004919184057312231, | |
| 0.01359513751747446, | |
| 0.008130875839699903, | |
| 0.013402479617375312, | |
| 0.006701022704288351, | |
| 0.0051759046247404905, | |
| 0.001283719149602458, | |
| -0.017715806072362894, | |
| 0.004528508056592273, | |
| -0.014338195962615846, | |
| -0.019022157428177977, | |
| -0.0052928659517169074 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.019138781124481814, | |
| -44.61183935686336, | |
| 3.674837256488118e-22, | |
| 0.7499135423842082, | |
| 45.010810938450355 | |
| ], | |
| "pcov": [ | |
| [ | |
| 7.099907941722737e-05, | |
| -0.0003268813017455685, | |
| -3.858455672485687e-11, | |
| -0.026424001061738644, | |
| -0.0003268813017596041 | |
| ], | |
| [ | |
| -0.0003268813017455685, | |
| 0.0015218107556482867, | |
| 1.6789853417840135e-10, | |
| 0.12297907122187572, | |
| 0.0015218107557137606 | |
| ], | |
| [ | |
| -3.858455672485687e-11, | |
| 1.6789853417840135e-10, | |
| 2.9768802846431743e-17, | |
| 1.35951497763476e-08, | |
| 1.678985341855353e-10 | |
| ], | |
| [ | |
| -0.026424001061738644, | |
| 0.12297907122187575, | |
| 1.35951497763476e-08, | |
| 11.572576492534958, | |
| 0.12297907122718636 | |
| ], | |
| [ | |
| -0.00032688130175960407, | |
| 0.0015218107557137604, | |
| 1.678985341855353e-10, | |
| 0.12297907122718633, | |
| 0.0015218107557792343 | |
| ] | |
| ], | |
| "r2": 0.5833159802938577, | |
| "aic": -303.33385885033533, | |
| "residuals": [ | |
| -3.187822953520936e-05, | |
| 0.04718269075058856, | |
| 0.034423606462993916, | |
| -0.009994505895335237, | |
| -0.029780762782600334, | |
| -0.03853971737801487, | |
| -0.03901060223692099, | |
| -0.040388893361878786, | |
| -0.038005797276262854, | |
| -0.03788730772729565, | |
| -0.03743310981470671, | |
| -0.032044838240508966, | |
| -0.030022090722930272, | |
| -0.021747160217287842, | |
| -0.012174336652250872, | |
| 0.061441769993123785, | |
| 0.06400302478302677, | |
| 0.009190967455225518, | |
| 0.0009411093441471508, | |
| -0.000990399195799796, | |
| -0.002860680443951935, | |
| -0.00220295943827864, | |
| -0.0013997264231875306, | |
| 0.10951129155814243, | |
| 0.02536696877144351, | |
| 0.018588861549780233, | |
| 0.018244707707467, | |
| 0.025886658428042608, | |
| 0.01768637517818661, | |
| 0.00685538130885277, | |
| 0.007368011972886279, | |
| 0.008441431788824616, | |
| 0.009223878885286751, | |
| 0.006495013838723196, | |
| 0.014506267078502333, | |
| 0.008384798163568519, | |
| 0.013007207832480105, | |
| 0.0031933265907539976, | |
| -0.001200652472356012, | |
| -0.007706677297278475, | |
| -0.02906683934131138, | |
| -0.008939153906027286, | |
| -0.0296916615879681, | |
| -0.0360457639927958, | |
| -0.022777835831192306 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.01913878084722689, | |
| -2.4879784494757047, | |
| 4.671692795322983e-28, | |
| 0.749913413067544, | |
| 2.886950028145838 | |
| ], | |
| "pcov": [ | |
| [ | |
| 7.044860039558099e-05, | |
| -0.00032465448920882044, | |
| -6.309477291826736e-10, | |
| -0.026243260053447, | |
| -0.0003246544892036436 | |
| ], | |
| [ | |
| -0.00032465448920882044, | |
| 0.0015128549859555025, | |
| 2.747683978352074e-09, | |
| 0.12225202449936398, | |
| 0.0015128549859313829 | |
| ], | |
| [ | |
| -6.309477291826736e-10, | |
| 2.747683978352074e-09, | |
| 8.048741017796985e-15, | |
| 2.2248112989162652e-07, | |
| 2.7476839783082243e-09 | |
| ], | |
| [ | |
| -0.026243260053447, | |
| 0.12225202449936398, | |
| 2.2248112989162652e-07, | |
| 11.513553318191102, | |
| 0.12225202449742634 | |
| ], | |
| [ | |
| -0.0003246544892036436, | |
| 0.0015128549859313829, | |
| 2.7476839783082243e-09, | |
| 0.12225202449742634, | |
| 0.001512854985907263 | |
| ] | |
| ], | |
| "r2": 0.583315980293847, | |
| "aic": -303.33385885033414, | |
| "residuals": [ | |
| -3.1878533214069193e-05, | |
| 0.0471826917495588, | |
| 0.034423607271120815, | |
| -0.009994505278715149, | |
| -0.02978076227816917, | |
| -0.03853971695323688, | |
| -0.039010601873941564, | |
| -0.04038889304940563, | |
| -0.03800579700649598, | |
| -0.037887307494525846, | |
| -0.03743310961457391, | |
| -0.032044838069578585, | |
| -0.03002209057841121, | |
| -0.021747160096881046, | |
| -0.012174336554026777, | |
| 0.06144177007081053, | |
| 0.06400302484159015, | |
| 0.009190967495900537, | |
| 0.0009411093680133931, | |
| -0.0009903991877768803, | |
| -0.0028606804509085926, | |
| -0.0022029594594581425, | |
| -0.0013997264578891055, | |
| 0.10951129151054806, | |
| 0.025366968711525217, | |
| 0.018588861478063823, | |
| 0.01824470762443342, | |
| 0.025886658334135948, | |
| 0.017686375073822536, | |
| 0.006855381194402987, | |
| 0.007368011848708722, | |
| 0.00844143165525102, | |
| 0.00922387874262487, | |
| 0.0064950136872594655, | |
| 0.01450626691850987, | |
| 0.008384797995297344, | |
| 0.013007207656178021, | |
| 0.0031933263774295284, | |
| -0.001200652718331252, | |
| -0.007706677572464127, | |
| -0.029066839642919895, | |
| -0.008939154231754287, | |
| -0.029691661935888902, | |
| -0.036045764361261945, | |
| -0.02277783620553553 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.013020175320706059, | |
| 719.4430323369828, | |
| 2.9486502286613774e-10, | |
| 0.01101823795884035, | |
| -719.0972815171883 | |
| ], | |
| "pcov": null, | |
| "r2": 0.5911652302393073, | |
| "aic": -304.18962833019435, | |
| "residuals": [ | |
| -6.242604513317929e-07, | |
| 0.05833552944295661, | |
| 0.04155455789612006, | |
| -0.006676889799791752, | |
| -0.028518640434526787, | |
| -0.038613015590158284, | |
| -0.040024674210712874, | |
| -0.042094085595067554, | |
| -0.04022981246885138, | |
| -0.0405040282249729, | |
| -0.04034620703168912, | |
| -0.035178324512571635, | |
| -0.03331448737765186, | |
| -0.025147701864511873, | |
| -0.015640393922240037, | |
| 0.0579465020605312, | |
| 0.06050983746888505, | |
| 0.005727110182306205, | |
| -0.00246947449329582, | |
| -0.0043265048416287755, | |
| -0.006103397230162955, | |
| -0.005335317531489636, | |
| -0.004406412571142937, | |
| 0.10664416534586962, | |
| 0.022652055383559855, | |
| 0.016037736540852165, | |
| 0.015868001288936284, | |
| 0.023694166741165645, | |
| 0.01568715476116722, | |
| 0.0050578298154277945, | |
| 0.005779937555985271, | |
| 0.007070113072359163, | |
| 0.008076117067048472, | |
| 0.005577178173780339, | |
| 0.013824334763285151, | |
| 0.007944389455019518, | |
| 0.012813617095048357, | |
| 0.0043036049080456, | |
| 0.001309836184532287, | |
| -0.003719984273175214, | |
| -0.023542460876115, | |
| -0.0018263247981167297, | |
| -0.020947754409462505, | |
| -0.025634476947402618, | |
| -0.01186003351222098 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.19971718639101588, | |
| 0.0786194770665119, | |
| 1.4110899397884598 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.00012163882654898207, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ], | |
| [ | |
| 0.0, | |
| 0.0, | |
| 0.0 | |
| ] | |
| ], | |
| "r2": -1.1996317731326354, | |
| "aic": -232.4665910858525, | |
| "residuals": [ | |
| 0.4044477939605713, | |
| 0.11421672254834728, | |
| 0.08819881826672948, | |
| 0.03051830083165563, | |
| 0.0029731318357983927, | |
| -0.011291109025140633, | |
| -0.016032330691476693, | |
| -0.02089979499544703, | |
| -0.021466784178872933, | |
| -0.023903794586320748, | |
| -0.0257037207480868, | |
| -0.02233184128965937, | |
| -0.022133149206300606, | |
| -0.015523456036706795, | |
| -0.007482506334443917, | |
| 0.06471530348096288, | |
| 0.06595615297589696, | |
| 0.00990893691811956, | |
| 0.0004988238218823771, | |
| -0.002526603638788094, | |
| -0.00543164461817347, | |
| -0.005755595862527718, | |
| -0.005886130034585824, | |
| 0.10413456708226598, | |
| 0.019139505923132072, | |
| 0.011546872556547294, | |
| 0.010421447456220756, | |
| 0.017312772572378288, | |
| 0.008390195668081413, | |
| -0.0031368210908373495, | |
| -0.0032957866784533163, | |
| -0.002871192991395821, | |
| -0.002716295420785775, | |
| -0.006052784621377816, | |
| 0.0013695433739224772, | |
| -0.005323268472810616, | |
| -0.001255638897081246, | |
| -0.013625122606416573, | |
| -0.020273305475374093, | |
| -0.028795786201616158, | |
| -0.05198005586828791, | |
| -0.03351765125956141, | |
| -0.05580206960405909, | |
| -0.06357450038160883, | |
| -0.050712354480882516 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 26681.64559665077, | |
| 7.68218540683683e-17, | |
| 2.9908413213387835e-10, | |
| 0.9999824807630988, | |
| 0.5905933405982591 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.6988810398944836e-30, | |
| -4.532872177272043e-26, | |
| 3.3564332372292977e-26, | |
| -2.5873862776228076e-21, | |
| -9.697081610717529e-26 | |
| ], | |
| [ | |
| -4.532872177272044e-26, | |
| 1.209439018565017e-21, | |
| -8.955472736839059e-22, | |
| 6.9035388554459e-17, | |
| 2.5873283886132438e-21 | |
| ], | |
| [ | |
| 3.3564332372292977e-26, | |
| -8.955472736839059e-22, | |
| 1.0581244859974692e-21, | |
| -5.111828959582676e-17, | |
| -1.9158261381306103e-21 | |
| ], | |
| [ | |
| -2.5873862776228076e-21, | |
| 6.9035388554459e-17, | |
| -5.111828959582676e-17, | |
| 3.9405747621073e-12, | |
| 1.4768600804513855e-16 | |
| ], | |
| [ | |
| -9.697081610717529e-26, | |
| 2.5873283886132438e-21, | |
| -1.9158261381306103e-21, | |
| 1.4768600804513858e-16, | |
| 5.535019201271234e-21 | |
| ] | |
| ], | |
| "r2": 0.6788179283105307, | |
| "aic": -132.77178405426343, | |
| "residuals": [ | |
| 0.325669987890803, | |
| 0.23700522000197932, | |
| 0.20508520881436892, | |
| 0.1422307265985529, | |
| 0.10092670067861542, | |
| 0.07420254666199766, | |
| 0.05717881970815558, | |
| 0.03862937240974862, | |
| 0.024613404335412536, | |
| 0.002758868776075285, | |
| -0.0141530016728309, | |
| -0.0218239372626296, | |
| -0.03839610174684188, | |
| -0.048479248018926946, | |
| -0.06296296586838807, | |
| -0.08479166513657166, | |
| -0.03996859332591729, | |
| -0.07257862125171355, | |
| -0.09962895678445527, | |
| -0.11666999398238131, | |
| -0.1350432152463974, | |
| -0.15216544467891657, | |
| -0.1647019812216638, | |
| -0.16156013225512422, | |
| -0.1784412918633873, | |
| -0.20446245657318263, | |
| -0.22801374426820387, | |
| -0.2458987068607701, | |
| -0.260621037454683, | |
| -0.27170154450828243, | |
| -0.25227993129831516, | |
| -0.19632879732524622, | |
| -0.08952168938312599, | |
| 0.04330386882922732, | |
| 0.16804937133798648, | |
| 0.1993630529873477, | |
| 0.26135382433790755, | |
| 0.31543104473572725, | |
| 0.5922570217855131, | |
| 0.5390257357146662, | |
| 0.2693979988937645, | |
| 0.06840155370131962, | |
| -0.08295054023615767, | |
| -0.2167003094457951, | |
| -0.22507735183505284 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 104.83854520703538, | |
| 1.499919672061523e-11, | |
| 7.625814164736047e-08, | |
| 0.9981146037325392, | |
| 0.3209062168556185 | |
| ], | |
| "pcov": null, | |
| "r2": 0.6785907435519356, | |
| "aic": -132.73996502990042, | |
| "residuals": [ | |
| 0.3257597189982565, | |
| 0.23706555805565355, | |
| 0.20511676330745193, | |
| 0.14220654207612485, | |
| 0.1008492139919637, | |
| 0.07407419391517983, | |
| 0.05700203626130418, | |
| 0.03840659287052614, | |
| 0.024347062568228772, | |
| 0.002451397899501495, | |
| -0.014499169285755287, | |
| -0.022206369984044294, | |
| -0.0388123686937244, | |
| -0.04892691905275198, | |
| -0.06343961159181288, | |
| -0.08529485690204064, | |
| -0.04049590322633018, | |
| -0.07312762212312907, | |
| -0.10019722220572813, | |
| -0.11725509827482272, | |
| -0.13564273347343536, | |
| -0.15277695264575697, | |
| -0.165323055471989, | |
| -0.16218835007964116, | |
| -0.17907423129060218, | |
| -0.20509769637202457, | |
| -0.2286488639476869, | |
| -0.2465312866696555, | |
| -0.2612486583811411, | |
| -0.2723217882795551, | |
| -0.2528903803774165, | |
| -0.19692703491951202, | |
| -0.09010529943499024, | |
| 0.04273730163960732, | |
| 0.16750226159306636, | |
| 0.19883781453253202, | |
| 0.26085287028188664, | |
| 0.3150876835424995, | |
| 0.5921314708639901, | |
| 0.5391781207494561, | |
| 0.2698883540715096, | |
| 0.069289821918606, | |
| -0.0816045071832936, | |
| -0.21483675063746333, | |
| -0.2230468954821352 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -319.1024030264675, | |
| 4916.958896488659, | |
| 2.9283947724623155e-05, | |
| 4934341.994071891, | |
| 1.4306674902026741 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3710.8808061157133, | |
| -57200.04992455631, | |
| -0.0002456908019951666, | |
| 61.03194590674335, | |
| 4.947566376946138 | |
| ], | |
| [ | |
| -57200.04992455631, | |
| 881689.8101154361, | |
| 0.003787434321640596, | |
| -940.755206737754, | |
| -76.28139551801753 | |
| ], | |
| [ | |
| -0.00024569080199516663, | |
| 0.003787434321640596, | |
| 2.343052902696049e-11, | |
| -4.041157478062665e-06, | |
| -6.853176999139427e-07 | |
| ], | |
| [ | |
| 61.03194590674335, | |
| -940.7552067377538, | |
| -4.041157478062664e-06, | |
| 1.0037774610196135, | |
| 0.08139149300906588 | |
| ], | |
| [ | |
| 4.947566376946139, | |
| -76.28139551801753, | |
| -6.853176999139427e-07, | |
| 0.08139149300906588, | |
| 0.026150961967071985 | |
| ] | |
| ], | |
| "r2": 0.809362301479187, | |
| "aic": -156.24528721278605, | |
| "residuals": [ | |
| -0.020704942909966828, | |
| -0.06633051488896413, | |
| -0.058047746738075334, | |
| -0.048471848382828364, | |
| -0.027142073980869874, | |
| -9.464193848796043e-05, | |
| 0.028650620297744123, | |
| 0.048657923191474994, | |
| 0.06671267065395581, | |
| 0.07110961550596318, | |
| 0.07524180069323805, | |
| 0.08396842221524548, | |
| 0.0796611740736779, | |
| 0.07818063843164547, | |
| 0.06906733221515515, | |
| 0.04976978402357024, | |
| 0.09464335833429982, | |
| 0.059930108318646536, | |
| 0.02892051120625383, | |
| 0.006334891908868379, | |
| -0.018922370574414593, | |
| -0.04404514081116173, | |
| -0.06549684664361632, | |
| -0.0720023317763796, | |
| -0.09909837619924544, | |
| -0.1357537687241962, | |
| -0.17022548928502346, | |
| -0.19919778413152378, | |
| -0.22506772768752614, | |
| -0.2472611370896639, | |
| -0.2388333716554074, | |
| -0.19368242830240656, | |
| -0.09741615533826142, | |
| 0.025185491332467724, | |
| 0.14007415697623782, | |
| 0.16194147022221284, | |
| 0.2149335859815128, | |
| 0.23167337114177944, | |
| 0.48527200914276114, | |
| 0.423331606370283, | |
| 0.15879856295714045, | |
| -0.02459115836541459, | |
| -0.14735332132928325, | |
| -0.2430913700337829, | |
| -0.23845205069651132 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -0.7963778345535579, | |
| 6.2278653781702555, | |
| 1.6104508326682413e-05, | |
| 9999.999999999998, | |
| 1.6115336751702105 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.8227007930884451, | |
| -19.764011920496174, | |
| -1.5007876752297715e-05, | |
| -31776.54023675789, | |
| 0.5395785095893967 | |
| ], | |
| [ | |
| -19.764011920496174, | |
| 214.36101586416706, | |
| 0.00016318101515876471, | |
| 344760.24403410463, | |
| -5.895619885401615 | |
| ], | |
| [ | |
| -1.5007876752297711e-05, | |
| 0.00016318101515876471, | |
| 1.390083013484771e-10, | |
| 0.2521537368994674, | |
| -5.481445060322745e-06 | |
| ], | |
| [ | |
| -31776.54023675789, | |
| 344760.24403410463, | |
| 0.25215373689946746, | |
| 567048414.3148618, | |
| -8905.90690106688 | |
| ], | |
| [ | |
| 0.5395785095893966, | |
| -5.895619885401614, | |
| -5.481445060322745e-06, | |
| -8905.906901066879, | |
| 0.23599839619801535 | |
| ] | |
| ], | |
| "r2": 0.7877605752473581, | |
| "aic": -151.41497645197748, | |
| "residuals": [ | |
| -0.05567096869903709, | |
| -0.07935084810814796, | |
| -0.0547893755662201, | |
| -0.025012891055699482, | |
| 0.005327300623821696, | |
| 0.03439669286030678, | |
| 0.06086881421693535, | |
| 0.07608117461894914, | |
| 0.08800479640881131, | |
| 0.08573147521033864, | |
| 0.08318762622991516, | |
| 0.08558345607984585, | |
| 0.07551384550775242, | |
| 0.0689722223379372, | |
| 0.055567884076463736, | |
| 0.03277279084929874, | |
| 0.07493389017830543, | |
| 0.038262802657713424, | |
| 0.006004768254154413, | |
| -0.017174619897498467, | |
| -0.04243129332021045, | |
| -0.0670221232395618, | |
| -0.08747412945885924, | |
| -0.09257480239606486, | |
| -0.11792153137938377, | |
| -0.15254091737730824, | |
| -0.18474444777245158, | |
| -0.21126725549158998, | |
| -0.23455350975599987, | |
| -0.25407226872742994, | |
| -0.24291829871140624, | |
| -0.1950252495811633, | |
| -0.09603299227907414, | |
| 0.029249970427766114, | |
| 0.14675003730963376, | |
| 0.17113670234252976, | |
| 0.22653690195746268, | |
| 0.25315476350490806, | |
| 0.5123066327383351, | |
| 0.45137138150965384, | |
| 0.18367547313833366, | |
| -0.006363378043925172, | |
| -0.13847342962777298, | |
| -0.24548306500672834, | |
| -0.24449333684640728 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| -3.2434012766368467, | |
| 34.185279113406885, | |
| 2.319535155414015e-05, | |
| 51375.10263747118, | |
| 1.4718315165690596 | |
| ], | |
| "pcov": null, | |
| "r2": 0.8038083488797505, | |
| "aic": -154.95301172833493, | |
| "residuals": [ | |
| -0.027415131553736538, | |
| -0.06983560131787603, | |
| -0.05891835613126539, | |
| -0.04551979040345078, | |
| -0.02191677456241581, | |
| 0.006232886899795176, | |
| 0.035214524482849674, | |
| 0.05483722499326138, | |
| 0.07208166335644983, | |
| 0.07539706629828236, | |
| 0.07829743626804109, | |
| 0.08573544614975548, | |
| 0.08015378643190507, | |
| 0.0774657074523124, | |
| 0.06724951408472202, | |
| 0.04697950626356873, | |
| 0.09102718054295256, | |
| 0.05564305494324384, | |
| 0.024120038000102095, | |
| 0.0011762032852045134, | |
| -0.02428988984738578, | |
| -0.0494805775709517, | |
| -0.07086966071135459, | |
| -0.07719364552250063, | |
| -0.10400176841682507, | |
| -0.14027566990486418, | |
| -0.1742852593880695, | |
| -0.202727540462886, | |
| -0.22801197915221838, | |
| -0.24957627151354356, | |
| -0.24048703480374645, | |
| -0.19465282641907966, | |
| -0.09769130730239706, | |
| 0.02560853097006288, | |
| 0.14119008687272994, | |
| 0.16373752925303575, | |
| 0.21739032745879328, | |
| 0.2369588497446501, | |
| 0.4922914641623021, | |
| 0.4308293348321288, | |
| 0.16557659278956027, | |
| -0.019551240632688316, | |
| -0.14483841623243388, | |
| -0.24365040317872588, | |
| -0.24000693074521062 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 0.6097355371679926, | |
| 2.6924817043164135e-05, | |
| 5.87269792265928e-14 | |
| ], | |
| "pcov": [ | |
| [ | |
| 0.046197532627667806, | |
| -2.4820916762379076e-07, | |
| 0.05412209986313643 | |
| ], | |
| [ | |
| -2.4820916762379076e-07, | |
| 2.8747264362173536e-12, | |
| -2.7495184476482986e-07 | |
| ], | |
| [ | |
| 0.05412209986313643, | |
| -2.7495184476482986e-07, | |
| 0.06509176462601758 | |
| ] | |
| ], | |
| "r2": 0.7046710258811435, | |
| "aic": -140.54810585995583, | |
| "residuals": [ | |
| 0.4488171637058258, | |
| 0.36791159199898144, | |
| 0.34330893631219805, | |
| 0.2937658849647131, | |
| 0.26401584861742017, | |
| 0.2471010173360528, | |
| 0.23815977864661983, | |
| 0.22598882370725187, | |
| 0.21667513065784694, | |
| 0.19787929082217842, | |
| 0.1824199396727211, | |
| 0.17463740624536833, | |
| 0.15643612055064923, | |
| 0.14325732285682496, | |
| 0.12426666810336687, | |
| 0.0965790825742931, | |
| 0.13425457428635673, | |
| 0.0932752639424852, | |
| 0.056704476978451546, | |
| 0.029065689948468254, | |
| -0.0009055857867305006, | |
| -0.03054628062999104, | |
| -0.056439131501002604, | |
| -0.0674064548016951, | |
| -0.0990624710591772, | |
| -0.14043507339994143, | |
| -0.17982360477932885, | |
| -0.21393943381718727, | |
| -0.24519292920769564, | |
| -0.273010704437573, | |
| -0.27043767032597343, | |
| -0.23135131125278696, | |
| -0.14133001195732253, | |
| -0.02511636304397491, | |
| 0.08328555843163199, | |
| 0.09861763829845993, | |
| 0.1450813886665081, | |
| 0.13147633244095214, | |
| 0.36481492122508175, | |
| 0.3011749337717142, | |
| 0.06071739039814372, | |
| -0.0678817390634403, | |
| -0.10307603084559158, | |
| -0.07952744359446107, | |
| -0.03345586189926686 | |
| ] | |
| } | |
| } | |
| ] |