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": [ | |
| 2.5012109716910047e+22, | |
| 43.876978832581216, | |
| 6.736595344153424e-07, | |
| 0.9678294215495021, | |
| 288.00577495742135 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3.3271033134125756e-46, | |
| -8.388233381450114e-24, | |
| -8.775188297565237e-31, | |
| 1.1441723222126755e-25, | |
| -1.306661672102998e-22 | |
| ], | |
| [ | |
| -8.388233381450114e-24, | |
| 0.21148630095826912, | |
| 2.2139104912789423e-08, | |
| -0.002884556525979124, | |
| 3.2903702999167375 | |
| ], | |
| [ | |
| -8.775188297565237e-31, | |
| 2.2139104912789423e-08, | |
| 2.596805619920698e-15, | |
| -3.0277689388220647e-10, | |
| 3.2812025077957764e-07 | |
| ], | |
| [ | |
| 1.1441723222126755e-25, | |
| -0.002884556525979124, | |
| -3.0277689388220647e-10, | |
| 3.9373345781844066e-05, | |
| -0.0450547229274199 | |
| ], | |
| [ | |
| -1.306661672102998e-22, | |
| 3.290370299916738, | |
| 3.2812025077957764e-07, | |
| -0.0450547229274199, | |
| 55.60421489784505 | |
| ] | |
| ], | |
| "r2": 0.9971324857178766, | |
| "aic": 97.02417793959854, | |
| "residuals": [ | |
| 15.003187433782443, | |
| 1.9748205490384976, | |
| -8.114574203314817, | |
| -8.285307051731309, | |
| -6.690738512477594, | |
| 4.602666749287408, | |
| -1.0260559351639813, | |
| -1.0645706542756557, | |
| -2.6601433579762386, | |
| -0.01710455303404501, | |
| 1.066414327880068, | |
| -3.4614918906227956, | |
| 1.8999057547997609, | |
| -4.00811292905837, | |
| 16.41034845023387, | |
| 2.7702551603532584, | |
| -0.9301020256736479, | |
| -1.9497978735474817, | |
| -0.8591022960537202, | |
| -3.7582215204883482, | |
| -4.162224646786399, | |
| -3.4004442496813567, | |
| 1.867941627384198, | |
| 1.8916777675232765, | |
| 2.8853568919682857 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 4355.783617755682, | |
| 3.0454168585022225, | |
| 8.017319067698108e-06, | |
| 0.631580961750771, | |
| 284.7721076683031 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9969781809734342, | |
| "aic": 98.33451359062681, | |
| "residuals": [ | |
| 15.43397446143382, | |
| 2.2165254835542214, | |
| -8.028535920822435, | |
| -8.425110900945185, | |
| -6.963783326821755, | |
| 4.267250113738555, | |
| -1.370837666422858, | |
| -1.3803037882857154, | |
| -2.9202498487936452, | |
| -0.20452139113609746, | |
| 1.046928330400533, | |
| -3.315987419770721, | |
| 2.183249052544795, | |
| -3.62582550585293, | |
| 16.849182623831894, | |
| 3.224958693165263, | |
| -0.57839038857378, | |
| -1.8198301755994635, | |
| -0.9727284636438753, | |
| -4.0699148455676095, | |
| -4.590195583959087, | |
| -3.8510600025981034, | |
| 1.6261694812861265, | |
| 2.090683082895339, | |
| 3.161763896799016 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 31610.8585880317, | |
| -488454.9332390284, | |
| 2.980623995070816e-05, | |
| 5089978.434740116, | |
| 288.02482610475494 | |
| ], | |
| "pcov": [ | |
| [ | |
| 9531227.91552219, | |
| -147072470.48073575, | |
| -0.006628556591677406, | |
| -15011285.622541014, | |
| -21680.798265064706 | |
| ], | |
| [ | |
| -147072470.48073575, | |
| 2269415026.2225714, | |
| 0.10227726913590997, | |
| 231632997.2676045, | |
| 334536.16861291666 | |
| ], | |
| [ | |
| -0.006628556591677406, | |
| 0.10227726913590997, | |
| 6.545539351108581e-12, | |
| 0.010439163802483718, | |
| 1.6778179240392373e-05 | |
| ], | |
| [ | |
| -15011285.622541016, | |
| 231632997.26760453, | |
| 0.01043916380248372, | |
| 23642147.77959374, | |
| 34145.19814525695 | |
| ], | |
| [ | |
| -21680.798265064706, | |
| 334536.16861291666, | |
| 1.6778179240392373e-05, | |
| 34145.19814525695, | |
| 55.50733400203178 | |
| ] | |
| ], | |
| "r2": 0.9971330555113922, | |
| "aic": 97.01920978532127, | |
| "residuals": [ | |
| 15.002602913007252, | |
| 1.97474751784182, | |
| -8.114229412235431, | |
| -8.284369697098953, | |
| -6.689476462445015, | |
| 4.604044306420803, | |
| -1.0247223462081365, | |
| -1.0633986590424627, | |
| -2.6592156106337654, | |
| -0.016474736197835682, | |
| 1.0663777311027047, | |
| -3.4621797246035158, | |
| 1.898667066033937, | |
| -4.009756396625704, | |
| 16.40846387243971, | |
| 2.7682914119349675, | |
| -0.9316673973831939, | |
| -1.9504281420836378, | |
| -0.858660009334983, | |
| -3.7568793874185076, | |
| -4.160346024715636, | |
| -3.398475574322788, | |
| 1.868793373771723, | |
| 1.8901364902287696, | |
| 2.88338898697657 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 192.88289122406243, | |
| -1997.518297630175, | |
| 8.264646487953996e-06, | |
| 9999.999999999998, | |
| 202.55022560696122 | |
| ], | |
| "pcov": [ | |
| [ | |
| 867.9475062509177, | |
| -8876.68636382085, | |
| 5.4330038754309095e-06, | |
| 77894.64538228356, | |
| -510.7621885298766 | |
| ], | |
| [ | |
| -8876.686363820852, | |
| 155560.39131079192, | |
| -0.0022973200853021306, | |
| -1565312.3506103402, | |
| -45405.35136522938 | |
| ], | |
| [ | |
| 5.433003875430909e-06, | |
| -0.00229732008530213, | |
| 7.796481771788825e-11, | |
| 0.0268731465993587, | |
| 0.0017514436040550762 | |
| ], | |
| [ | |
| 77894.64538228356, | |
| -1565312.3506103402, | |
| 0.0268731465993587, | |
| 16383116.962063927, | |
| 552574.2510256252 | |
| ], | |
| [ | |
| -510.76218852987716, | |
| -45405.35136522938, | |
| 0.0017514436040550762, | |
| 552574.2510256252, | |
| 39899.01423582285 | |
| ] | |
| ], | |
| "r2": 0.9925116263840902, | |
| "aic": 121.02183000261121, | |
| "residuals": [ | |
| 26.21120767801861, | |
| 7.830368863668298, | |
| -6.3318296356654855, | |
| -11.825001939028198, | |
| -12.947948738067936, | |
| -2.693559054473596, | |
| -8.282173006890147, | |
| -7.601320122652169, | |
| -8.070463246467, | |
| -4.08139600328542, | |
| -0.12515990551574419, | |
| -1.99965020527884, | |
| 5.524453729597127, | |
| 1.198666549514428, | |
| 22.62435631261343, | |
| 9.470177667532027, | |
| 5.215163181829155, | |
| 2.102989640328701, | |
| 0.579929292717793, | |
| -4.764716458579642, | |
| -7.039769239180714, | |
| -7.37689430211924, | |
| -1.8485055433957314, | |
| 1.287393380589947, | |
| 2.9434456762344325 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 281.19698672230834, | |
| -3104.9657770729323, | |
| 1.641043635246784e-05, | |
| 23050.338013604767, | |
| 269.331543743764 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9959130193318246, | |
| "aic": 105.88320103451889, | |
| "residuals": [ | |
| 18.648196369629773, | |
| 4.010051314072086, | |
| -7.371489737782497, | |
| -9.353593419087929, | |
| -8.780302208802937, | |
| 2.057954573727585, | |
| -3.6276941896129244, | |
| -3.4511470683295045, | |
| -4.654569343452806, | |
| -1.5134134896311195, | |
| 0.6863811174809484, | |
| -2.7738796561772574, | |
| 3.469185708161916, | |
| -1.7990211219226069, | |
| 19.009079365457808, | |
| 5.526792523542724, | |
| 1.4297217164441918, | |
| -0.649452427482629, | |
| -0.7872235746799561, | |
| -4.753887010773894, | |
| -5.884564216933882, | |
| -5.439439900956188, | |
| 0.3714834688321389, | |
| 2.1200933284044368, | |
| 3.440196979984364 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 304.7025743040547, | |
| 0.00017741891215832122, | |
| 1.6888361464404815 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5.097041797531617, | |
| 7.718768957487194e-06, | |
| 0.13930060939656244 | |
| ], | |
| [ | |
| 7.718768957487194e-06, | |
| 2.0829108187476618e-10, | |
| 2.1936545598442617e-06 | |
| ], | |
| [ | |
| 0.1393006093965624, | |
| 2.1936545598442617e-06, | |
| 0.024588414659015 | |
| ] | |
| ], | |
| "r2": 0.9973190016248376, | |
| "aic": 91.3427705020972, | |
| "residuals": [ | |
| 7.760215759277344, | |
| 5.475118912225556, | |
| 0.1996098376687776, | |
| 1.312479216056225, | |
| 0.24807927937847296, | |
| 8.29488659719641, | |
| -0.15700304769090678, | |
| -2.3609334631349554, | |
| -5.477757062620242, | |
| -3.796039565364765, | |
| -3.3355074328930527, | |
| -7.30246680519835, | |
| -0.7032478154150965, | |
| -5.05514186473539, | |
| 16.992433334479472, | |
| 4.893124122399968, | |
| 4.108175132445922, | |
| 4.352502047486212, | |
| 5.224609760947828, | |
| 1.032195471540092, | |
| -1.3229495113561711, | |
| -2.829474479190935, | |
| -2.149107923212398, | |
| -6.02232895987828, | |
| -5.530818568311815 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 3.6592286485276384e+23, | |
| 46.41047614746785, | |
| 6.790130222595468e-07, | |
| 0.9721412017365384, | |
| 257.33382345899946 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5.807486355073809e-49, | |
| -2.146722446584978e-25, | |
| -2.608190001791847e-32, | |
| 2.708200528374361e-27, | |
| -3.4700144877521186e-24 | |
| ], | |
| [ | |
| -2.1467224465849785e-25, | |
| 0.07935398123579568, | |
| 9.646419458350855e-09, | |
| -0.0010010314564618847, | |
| 1.2813064382949866 | |
| ], | |
| [ | |
| -2.6081900017918477e-32, | |
| 9.646419458350855e-09, | |
| 1.3441591148656683e-15, | |
| -1.2224337776314426e-10, | |
| 1.480373325177757e-07 | |
| ], | |
| [ | |
| 2.708200528374361e-27, | |
| -0.0010010314564618847, | |
| -1.2224337776314423e-10, | |
| 1.2644446865051135e-05, | |
| -0.016252120665902238 | |
| ], | |
| [ | |
| -3.470014487752119e-24, | |
| 1.2813064382949866, | |
| 1.480373325177757e-07, | |
| -0.016252120665902238, | |
| 22.754584436567008 | |
| ] | |
| ], | |
| "r2": 0.9981209561944466, | |
| "aic": 80.76210486002621, | |
| "residuals": [ | |
| 13.363452276678515, | |
| 1.0307931447717635, | |
| -9.188785023946963, | |
| -7.02602340320891, | |
| -3.786971176274193, | |
| 3.3707003488015914, | |
| -0.4745150477757818, | |
| -0.6008406370823991, | |
| -0.377370963971714, | |
| -0.7712324716813725, | |
| 0.4190275614332677, | |
| -1.9914344095415686, | |
| 3.6469456179538042, | |
| 0.34222507803727353, | |
| 4.687686676302434, | |
| 3.760896478698669, | |
| -1.3744215178114132, | |
| -2.377176616679776, | |
| -1.8492501625759132, | |
| -0.9184825390311744, | |
| -1.8104467916086264, | |
| -2.669956816108595, | |
| 2.054348662257553, | |
| 1.4445688056425183, | |
| 1.0853775220555235 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 4157.578801414912, | |
| 2.963456798884048, | |
| 8.813356006163387e-06, | |
| 0.6501212934027353, | |
| 254.4901673323428 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9979828580475277, | |
| "aic": 82.53506988832889, | |
| "residuals": [ | |
| 13.806957578638531, | |
| 1.2731214929666805, | |
| -9.110396474520371, | |
| -7.181122857071188, | |
| -4.074594820010361, | |
| 3.026483413005508, | |
| -0.8197123356595455, | |
| -0.9077825176142085, | |
| -0.6199118258046781, | |
| -0.9335818872356754, | |
| 0.43396249576142054, | |
| -1.81064602597084, | |
| 3.958618448834045, | |
| 0.7398377194601835, | |
| 5.124943976749904, | |
| 4.195341602346133, | |
| -1.0861792162746724, | |
| -2.335668116721422, | |
| -2.05267297795956, | |
| -1.3009809086415203, | |
| -2.2772213137531594, | |
| -3.1223424989117348, | |
| 1.8747693656699198, | |
| 1.733719753787966, | |
| 1.452486365915206 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 34629.129997238124, | |
| -536950.2419083352, | |
| 3.1767324830556255e-05, | |
| 5379681.359016275, | |
| 257.34896062324947 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4299376.684139173, | |
| -66577621.66977003, | |
| -0.0030286927576222574, | |
| -7072721.795751785, | |
| -9025.236135097086 | |
| ], | |
| [ | |
| -66577621.66977003, | |
| 1030981955.4249188, | |
| 0.046896794949128615, | |
| 109524016.6862074, | |
| 139752.4376271088 | |
| ], | |
| [ | |
| -0.0030286927576222574, | |
| 0.046896794949128615, | |
| 3.6133652763855805e-12, | |
| 0.004981975612572288, | |
| 7.813133497240922e-06 | |
| ], | |
| [ | |
| -7072721.795751785, | |
| 109524016.6862074, | |
| 0.0049819756125722885, | |
| 11635034.122531975, | |
| 14846.284407103474 | |
| ], | |
| [ | |
| -9025.236135097086, | |
| 139752.4376271088, | |
| 7.813133497240922e-06, | |
| 14846.284407103474, | |
| 22.720033180703847 | |
| ] | |
| ], | |
| "r2": 0.9981214062422065, | |
| "aic": 80.75611641975689, | |
| "residuals": [ | |
| 13.36238929304568, | |
| 1.0302797724791048, | |
| -9.18884914127105, | |
| -7.025448040920907, | |
| -3.786039718280989, | |
| 3.3717687466243547, | |
| -0.47347491361983884, | |
| -0.599948962410565, | |
| -0.376710700681258, | |
| -0.7708560457905946, | |
| 0.4187729901343573, | |
| -1.9922933500588442, | |
| 3.6455927091378726, | |
| 0.3405305722343712, | |
| 4.68581594443171, | |
| 3.75900861194188, | |
| -1.3757922032662577, | |
| -2.3775701666329496, | |
| -1.848607978769678, | |
| -0.9170345057203235, | |
| -1.8085812985329426, | |
| -2.6681130709727654, | |
| 2.0549695197176447, | |
| 1.4429206140280257, | |
| 1.0833415004378821 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 209.61730646461223, | |
| -1133.6703777608482, | |
| 1.7566618911609074e-06, | |
| 9997.971574897789, | |
| -808.5019875002256 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1098.579703230821, | |
| 122162.12991063722, | |
| -0.00017852556697681924, | |
| 15880.430111563217, | |
| -132570.32347278454 | |
| ], | |
| [ | |
| 122162.12991063723, | |
| 38563840.868508555, | |
| -0.054624509625480724, | |
| -11758379.031677755, | |
| -39456512.83953137 | |
| ], | |
| [ | |
| -0.0001785255669768193, | |
| -0.054624509625480724, | |
| 7.74200537539529e-11, | |
| 0.0162218612264492, | |
| 0.05594775031885133 | |
| ], | |
| [ | |
| 15880.430111563212, | |
| -11758379.031677755, | |
| 0.0162218612264492, | |
| 7802279.13019639, | |
| 11461668.051798848 | |
| ], | |
| [ | |
| -132570.32347278457, | |
| -39456512.83953137, | |
| 0.05594775031885133, | |
| 11461668.051798848, | |
| 40450640.84003711 | |
| ] | |
| ], | |
| "r2": 0.9924815218320792, | |
| "aic": 115.42712268023364, | |
| "residuals": [ | |
| 19.1320956794998, | |
| 2.7145175434058046, | |
| -10.436723000360871, | |
| -11.656313169419832, | |
| -9.5960070121846, | |
| -2.2824301303754737, | |
| -5.18723461548052, | |
| -3.9461237772943605, | |
| -2.163712625279345, | |
| -0.9627162351935112, | |
| 3.1545839973722423, | |
| 3.008209419385935, | |
| 10.117480908595553, | |
| 7.509734976480331, | |
| 11.867960321833834, | |
| 10.388297193066137, | |
| 2.2048348041821555, | |
| -2.884853081531901, | |
| -6.237664789083055, | |
| -8.209652861164841, | |
| -10.614065769116905, | |
| -11.428883652012019, | |
| -1.9914294115787925, | |
| 7.524867491520581, | |
| 9.07865134927647 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 264.9436103829404, | |
| -2901.7142648806544, | |
| 1.8125985971534503e-05, | |
| 22111.26584478837, | |
| 242.1339531491612 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9970150883736609, | |
| "aic": 92.33228253760694, | |
| "residuals": [ | |
| 16.690102828212332, | |
| 2.7992294016165147, | |
| -8.653642719633865, | |
| -8.176073470550307, | |
| -5.835955230964203, | |
| 0.9739599104390777, | |
| -2.841448140201308, | |
| -2.688889530550739, | |
| -2.0324239737807943, | |
| -1.9090154923872262, | |
| 0.3794797132426595, | |
| -1.0391576994744014, | |
| 5.368128167054664, | |
| 2.571908465806672, | |
| 7.172029666444558, | |
| 6.275641352570318, | |
| 0.5032489317275122, | |
| -1.6544122862583208, | |
| -2.3142667388787004, | |
| -2.312213306560352, | |
| -3.7389888779301828, | |
| -4.710943827280232, | |
| 0.8860441764474558, | |
| 2.130695724768657, | |
| 2.0979679023282642 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 274.0091226150473, | |
| 0.0001922744256375857, | |
| 1.6377926066230422 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3.5830993884120286, | |
| 6.471583040390631e-06, | |
| 0.10526541811435151 | |
| ], | |
| [ | |
| 6.471583040390631e-06, | |
| 2.2645614119352958e-10, | |
| 2.1255495524956e-06 | |
| ], | |
| [ | |
| 0.10526541811435151, | |
| 2.1255495524956e-06, | |
| 0.021262750660635845 | |
| ] | |
| ], | |
| "r2": 0.9973845379175986, | |
| "aic": 85.02904868680517, | |
| "residuals": [ | |
| 7.5639472007751465, | |
| 5.557301983547325, | |
| -0.43116126756072504, | |
| 2.003336129273407, | |
| 1.997485574580324, | |
| 5.679109635109697, | |
| -0.9786479207966465, | |
| -3.106992392243342, | |
| -4.147655206830848, | |
| -5.192370383402704, | |
| -3.9502043419109043, | |
| -5.163085504996559, | |
| 2.238051236680775, | |
| 0.8721788283772867, | |
| 7.082913482119324, | |
| 7.797382951677207, | |
| 5.366102207597351, | |
| 5.025949536938583, | |
| 4.619468031684221, | |
| 3.597609236358835, | |
| 0.23347135983470935, | |
| -3.2547083473572798, | |
| -3.416865678844715, | |
| -7.8494385616538125, | |
| -8.681297127380162 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 3.2998108521091176e+23, | |
| 46.32740410146925, | |
| 7.304236163478429e-07, | |
| 0.9734961662551785, | |
| 225.73055551665948 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6.365785846483869e-49, | |
| -2.1275218298826056e-25, | |
| -3.0424599441305074e-32, | |
| 2.647759366995333e-27, | |
| -3.217709423873097e-24 | |
| ], | |
| [ | |
| -2.1275218298826056e-25, | |
| 0.07110492370647842, | |
| 1.0172934795619892e-08, | |
| -0.0008848660630776676, | |
| 1.0743221433616645 | |
| ], | |
| [ | |
| -3.0424599441305074e-32, | |
| 1.0172934795619892e-08, | |
| 1.7123898619332486e-15, | |
| -1.2746418476644312e-10, | |
| 1.4538764474435157e-07 | |
| ], | |
| [ | |
| 2.647759366995333e-27, | |
| -0.0008848660630776676, | |
| -1.2746418476644312e-10, | |
| 1.1034104374787948e-05, | |
| -0.013467846128011128 | |
| ], | |
| [ | |
| -3.217709423873097e-24, | |
| 1.0743221433616645, | |
| 1.4538764474435157e-07, | |
| -0.013467846128011125, | |
| 18.198279979658864 | |
| ] | |
| ], | |
| "r2": 0.997434798662363, | |
| "aic": 81.55150760178414, | |
| "residuals": [ | |
| 11.443340545989969, | |
| -0.8998709360729151, | |
| -8.518815230574404, | |
| -4.064083811170747, | |
| -1.125295183636183, | |
| 2.407090823532002, | |
| 0.6532906946428625, | |
| -1.08933788302852, | |
| -1.2615983302857217, | |
| -1.8262439919215296, | |
| 0.9680292931898293, | |
| -3.6165867785301202, | |
| 4.168446769106964, | |
| -3.163903147875203, | |
| 11.166408438556687, | |
| 2.2100919065101436, | |
| -2.9656180536923955, | |
| -2.1352208571495623, | |
| -2.097379240757647, | |
| -1.868801405136736, | |
| -0.200938518968087, | |
| -2.249784840502457, | |
| 1.5663737229292565, | |
| 1.006257576891528, | |
| 1.483718524060066 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 4252.213656972147, | |
| 3.0223084833562446, | |
| 9.385848196959733e-06, | |
| 0.667896806500182, | |
| 223.62465555125007 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9972833860920666, | |
| "aic": 82.98523880817923, | |
| "residuals": [ | |
| 11.860539757466256, | |
| -0.6796301056756704, | |
| -8.45740987551045, | |
| -4.224585285413639, | |
| -1.4065361395647074, | |
| 2.079877358322591, | |
| 0.33370885310452536, | |
| -1.364514341037932, | |
| -1.46885089513205, | |
| -1.9523679290210794, | |
| 1.0141365150485058, | |
| -3.416821009409148, | |
| 4.482611566636848, | |
| -2.7818590998821833, | |
| 11.570733082484566, | |
| 2.5966457236810925, | |
| -2.7459204750785773, | |
| -2.1567708180091074, | |
| -2.338583351907914, | |
| -2.254757038988487, | |
| -0.6382043000410533, | |
| -2.648852350524038, | |
| 1.4448009726600333, | |
| 1.2998301784254522, | |
| 1.8431286942063423 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 31460.015071834747, | |
| -485198.27210246114, | |
| 3.4109685467538486e-05, | |
| 4952462.675260175, | |
| 225.74286218470658 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3207061.393969315, | |
| -49398961.40212532, | |
| -0.002618348161363936, | |
| -5153774.602525633, | |
| -6685.357070171294 | |
| ], | |
| [ | |
| -49398961.40212532, | |
| 760901382.433918, | |
| 0.04032578269024926, | |
| 79384547.93630993, | |
| 102967.8240027675 | |
| ], | |
| [ | |
| -0.002618348161363936, | |
| 0.04032578269024926, | |
| 4.4931090262371846e-12, | |
| 0.0042071754683635654, | |
| 7.591061859401913e-06 | |
| ], | |
| [ | |
| -5153774.602525633, | |
| 79384547.93630992, | |
| 0.004207175468363565, | |
| 8282159.287050603, | |
| 10742.596664996116 | |
| ], | |
| [ | |
| -6685.357070171294, | |
| 102967.82400276749, | |
| 7.591061859401911e-06, | |
| 10742.596664996116, | |
| 18.1730701207296 | |
| ] | |
| ], | |
| "r2": 0.9974353538190197, | |
| "aic": 81.54609655733455, | |
| "residuals": [ | |
| 11.443180349655478, | |
| -0.899465858778683, | |
| -8.51795786180088, | |
| -4.062610745797855, | |
| -1.1235183483231594, | |
| 2.408934691074478, | |
| 0.6550272873651579, | |
| -1.0878314419550605, | |
| -1.2604029425322665, | |
| -1.8254066812315273, | |
| 0.9681113937832322, | |
| -3.6171952654092365, | |
| 4.16729553727302, | |
| -3.165412810447606, | |
| 11.164729880764781, | |
| 2.2084193912426997, | |
| -2.9666943568460624, | |
| -2.1352740640720356, | |
| -2.0964179627594035, | |
| -1.8671172625163308, | |
| -0.19895542707988056, | |
| -2.2479458740018003, | |
| 1.5668356239023637, | |
| 1.0045002066890163, | |
| 1.4815992232698818 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 163.13198732681943, | |
| -1707.008513715073, | |
| 1.3198502066842463e-05, | |
| 9999.999999999998, | |
| 192.68024186382019 | |
| ], | |
| "pcov": [ | |
| [ | |
| 826.3151884022107, | |
| -9936.059939880462, | |
| 0.00011467246254022725, | |
| 112389.22490344897, | |
| 584.6669200435206 | |
| ], | |
| [ | |
| -9936.059939880462, | |
| 122988.09136723726, | |
| -0.0016769674812959795, | |
| -1425790.4540663515, | |
| -9345.371096390218 | |
| ], | |
| [ | |
| 0.00011467246254022723, | |
| -0.0016769674812959795, | |
| 4.203889846150438e-11, | |
| 0.021630664798763816, | |
| 0.0002801702481209598 | |
| ], | |
| [ | |
| 112389.22490344897, | |
| -1425790.4540663515, | |
| 0.02163066479876382, | |
| 17051668.767348323, | |
| 127231.63866143233 | |
| ], | |
| [ | |
| 584.6669200435206, | |
| -9345.371096390218, | |
| 0.0002801702481209598, | |
| 127231.63866143233, | |
| 1951.9883712527749 | |
| ] | |
| ], | |
| "r2": 0.9936068560953827, | |
| "aic": 104.38123713928461, | |
| "residuals": [ | |
| 19.316511453061537, | |
| 2.7896523924218855, | |
| -7.9282069121410075, | |
| -7.317243828182626, | |
| -6.10320050632059, | |
| -2.982418963483312, | |
| -4.3474131238768905, | |
| -5.235671743071961, | |
| -4.3098857442115275, | |
| -3.6804940645953934, | |
| 1.4333160431800707, | |
| -1.2339312620353553, | |
| 7.921103468307791, | |
| 1.4048448587452356, | |
| 16.055868912627375, | |
| 7.010048157669473, | |
| 0.40519125859248106, | |
| -0.9613538183156152, | |
| -3.0543902541193404, | |
| -4.434330679810046, | |
| -3.6646268033747447, | |
| -5.880116158146279, | |
| -0.52893762856678, | |
| 2.138187889623566, | |
| 3.1874877273351956 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 244.35858368591093, | |
| -2663.86568959414, | |
| 2.0633473417706716e-05, | |
| 21834.674748678928, | |
| 215.5787648569688 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9963217469301808, | |
| "aic": 90.56153161265314, | |
| "residuals": [ | |
| 14.327477220277785, | |
| 0.5650094644747696, | |
| -8.163831033007654, | |
| -5.191866337351371, | |
| -3.00384751540318, | |
| 0.2812921053448463, | |
| -1.3830105545413574, | |
| -2.821232844581189, | |
| -2.562903790641201, | |
| -2.6349075233358974, | |
| 1.161566397060966, | |
| -2.5623569536408013, | |
| 5.850477442477143, | |
| -1.1068645158426307, | |
| 13.363659920385174, | |
| 4.348942322649776, | |
| -1.5609622708510926, | |
| -1.8245491522997952, | |
| -2.812040831186181, | |
| -3.3112566233710936, | |
| -1.991394105234889, | |
| -4.016481268003133, | |
| 0.7234090571390368, | |
| 1.767386488591569, | |
| 2.5117289426222555 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 241.04179967911165, | |
| 0.00021466487126943352, | |
| 1.6494963304117318 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4.524070735219921, | |
| 1.103293765622634e-05, | |
| 0.1576016087662527 | |
| ], | |
| [ | |
| 1.1032937656226337e-05, | |
| 5.554579057311469e-10, | |
| 4.656673076486131e-06 | |
| ], | |
| [ | |
| 0.1576016087662527, | |
| 4.656673076486131e-06, | |
| 0.04137298587864684 | |
| ] | |
| ], | |
| "r2": 0.9952493580997155, | |
| "aic": 92.95757700355176, | |
| "residuals": [ | |
| 7.489368438720703, | |
| 4.558973996721378, | |
| 0.14587773567471274, | |
| 3.542848594777837, | |
| 2.8587598576771853, | |
| 3.0696860724032717, | |
| -1.1086565629623806, | |
| -4.385342964226723, | |
| -5.346764799204095, | |
| -6.1151849545912285, | |
| -2.5183539132340798, | |
| -5.378929434884981, | |
| 4.4744267592512585, | |
| -0.8077626782706773, | |
| 15.341104847419672, | |
| 7.859560596122492, | |
| 4.673249309963154, | |
| 5.346868221404179, | |
| 3.764153832777396, | |
| 1.5786534540180241, | |
| 0.5420666155612253, | |
| -4.1757077545934465, | |
| -4.951363574550669, | |
| -8.823756014948515, | |
| -8.73873962867276 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 840.1743680456193, | |
| 10.41655615692076, | |
| 1.5930582692935433e-06, | |
| 0.05342145298212535, | |
| 1378.7112220134995 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4794953468.289242, | |
| -194649235.17086327, | |
| 25.633884887368538, | |
| 960046.340803044, | |
| -40377032.62448227 | |
| ], | |
| [ | |
| -194649235.17086327, | |
| 7903053.451504579, | |
| -1.040761548691114, | |
| -38976.907161357034, | |
| 1637970.673723403 | |
| ], | |
| [ | |
| 25.633884887368534, | |
| -1.040761548691114, | |
| 1.370591339609715e-07, | |
| 0.005132933970075446, | |
| -0.2157220070007707 | |
| ], | |
| [ | |
| 960046.3408030439, | |
| -38976.90716135703, | |
| 0.005132933970075446, | |
| 192.23378839877373, | |
| -8080.822506603631 | |
| ], | |
| [ | |
| -40377032.62448227, | |
| 1637970.6737234027, | |
| -0.21572200700077074, | |
| -8080.822506603633, | |
| 341753.5365176689 | |
| ] | |
| ], | |
| "r2": 0.9942472101778406, | |
| "aic": 186.43601094470844, | |
| "residuals": [ | |
| 40.202665418902825, | |
| 3.1907510436947177, | |
| -15.908730191509676, | |
| -7.141602588227897, | |
| 3.7886276402080057, | |
| -4.691841258397517, | |
| -13.545941040199068, | |
| -20.395204834828746, | |
| -22.28491221998445, | |
| -19.656335767310566, | |
| -26.68263860658385, | |
| -12.705909353980132, | |
| 28.950444964488952, | |
| -0.7188170335716677, | |
| 78.3116387229586, | |
| 57.95260356981339, | |
| 28.578498721509163, | |
| 5.7210524982463085, | |
| -27.71073562817878, | |
| -51.51090136222001, | |
| -70.85646041246173, | |
| -44.31824030564326, | |
| 17.124085569267663, | |
| 31.05059521786211, | |
| 43.258202916328855 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 959.7872812793388, | |
| 8.849571042757988, | |
| 1.861342038779046e-06, | |
| 0.0683440303597125, | |
| 1375.2907950710662 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9942433225577374, | |
| "aic": 186.45289973791554, | |
| "residuals": [ | |
| 39.28214591900087, | |
| 2.573930599045525, | |
| -16.268131396204126, | |
| -7.103183357379294, | |
| 4.09880676452417, | |
| -4.2071477951722045, | |
| -12.961526154317653, | |
| -19.768266354180014, | |
| -21.65879660351652, | |
| -19.06344753931262, | |
| -26.22055711447092, | |
| -12.42146550821019, | |
| 29.041710514065585, | |
| -0.8169187565321181, | |
| 78.03958814590976, | |
| 57.52857018493944, | |
| 27.88673944727327, | |
| 4.918928377355087, | |
| -28.49133944058235, | |
| -52.17020152953842, | |
| -71.32449407702575, | |
| -44.54983945020717, | |
| 17.42789029211849, | |
| 31.89463923067342, | |
| 44.18003462622005 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 481.2625689353464, | |
| -6425.384035074623, | |
| 1.659375061963774e-05, | |
| 33500.61420003037, | |
| 1378.748434262723 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1781136006.9733646, | |
| -19082823279.967545, | |
| -26.098616129125432, | |
| 38252304911.430504, | |
| -24336290.509242266 | |
| ], | |
| [ | |
| -19082823279.967545, | |
| 204450646117.6607, | |
| 279.61423643268995, | |
| -409840981246.8819, | |
| 260747872.51632392 | |
| ], | |
| [ | |
| -26.098616129125432, | |
| 279.61423643268995, | |
| 3.8245945835112437e-07, | |
| -560.3123745105694, | |
| 0.3563435847959161 | |
| ], | |
| [ | |
| 38252304911.430504, | |
| -409840981246.8819, | |
| -560.3123745105694, | |
| 822426436834.391, | |
| -523692523.2610326 | |
| ], | |
| [ | |
| -24336290.509242263, | |
| 260747872.51632386, | |
| 0.35634358479591605, | |
| -523692523.2610325, | |
| 334603.4707603167 | |
| ] | |
| ], | |
| "r2": 0.9942472097795045, | |
| "aic": 186.43601267576418, | |
| "residuals": [ | |
| 40.21389332223316, | |
| 3.198297068767488, | |
| -15.904299988624189, | |
| -7.141977362785838, | |
| 3.784979058165618, | |
| -4.697587519764284, | |
| -13.552884043429913, | |
| -20.402658275999556, | |
| -22.292358034486597, | |
| -19.663388265642084, | |
| -26.68814319952628, | |
| -12.70931806391036, | |
| 28.94930729074622, | |
| -0.7177373960065552, | |
| 78.31474590836149, | |
| 57.95747283390324, | |
| 28.5864328680575, | |
| 5.730191457427281, | |
| -27.701932703932243, | |
| -51.503584874124726, | |
| -70.8514228824904, | |
| -44.31597984453424, | |
| 17.120152501114035, | |
| 31.04051847876326, | |
| 43.24724995020779 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 46.22441156797656, | |
| -1813.498088609879, | |
| 2.3658972702334365e-05, | |
| 9999.999999999998, | |
| 1358.2846618876833 | |
| ], | |
| "pcov": [ | |
| [ | |
| 407761.11254299275, | |
| -4185426.279658447, | |
| -0.007093180750578033, | |
| 89276586.52117392, | |
| 26333.89511905088 | |
| ], | |
| [ | |
| -4185426.279658447, | |
| 42967362.8202281, | |
| 0.07265042306843476, | |
| -918264301.8821169, | |
| -269329.13134522806 | |
| ], | |
| [ | |
| -0.007093180750578032, | |
| 0.07265042306843476, | |
| 1.3046100552139832e-10, | |
| -1.4961413420721585, | |
| -0.0005351113404657073 | |
| ], | |
| [ | |
| 89276586.52117392, | |
| -918264301.882117, | |
| -1.4961413420721588, | |
| 20171153791.594364, | |
| 5263488.359561576 | |
| ], | |
| [ | |
| 26333.89511905088, | |
| -269329.13134522806, | |
| -0.0005351113404657073, | |
| 5263488.359561576, | |
| 2831.36901068489 | |
| ] | |
| ], | |
| "r2": 0.9939987263195907, | |
| "aic": 187.4931810237377, | |
| "residuals": [ | |
| 37.47740870732605, | |
| 0.854100375220014, | |
| -17.762120397378567, | |
| -7.926947333817225, | |
| 4.030993180363566, | |
| -3.5692515947971515, | |
| -11.73229700402976, | |
| -18.0873874639625, | |
| -19.670005245723473, | |
| -16.903061584256534, | |
| -24.070143353090202, | |
| -10.643350277437207, | |
| 30.210302521148037, | |
| -0.38928301309317703, | |
| 77.67794495924511, | |
| 56.391404827200404, | |
| 25.126767139459616, | |
| 1.2176248313721771, | |
| -32.40309214297122, | |
| -55.65474943740446, | |
| -73.8885037070263, | |
| -45.848931593432326, | |
| 19.186625845047956, | |
| 36.817985454573545, | |
| 49.557966945652424 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 31.43173938181206, | |
| -1667.9891006279652, | |
| 2.4103638300016215e-05, | |
| 8379.938225009753, | |
| 1355.7187637560762 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9939826512375571, | |
| "aic": 187.56005678964138, | |
| "residuals": [ | |
| 36.3352533430982, | |
| 0.0413807032762179, | |
| -18.279013579609682, | |
| -7.961356055470105, | |
| 4.342852512334048, | |
| -3.0259082757033866, | |
| -11.049715382173417, | |
| -17.337875995212357, | |
| -18.90922917632861, | |
| -16.173119840562777, | |
| -23.486578908287584, | |
| -10.26910563273566, | |
| 30.352839760866686, | |
| -0.47553910255101073, | |
| 77.38109566371861, | |
| 55.91083788764229, | |
| 24.32592845818681, | |
| 0.29079955899851484, | |
| -33.29651567073415, | |
| -56.39911816183553, | |
| -74.40826052313241, | |
| -46.1010504119422, | |
| 19.507708360660217, | |
| 37.67349401772526, | |
| 50.48669603164558 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1312.7595557676952, | |
| 0.00010839688858834629, | |
| 1.9999999999999967 | |
| ], | |
| "pcov": [ | |
| [ | |
| 642.8019172881953, | |
| 0.00014317134026088171, | |
| 4.867930850932727 | |
| ], | |
| [ | |
| 0.0001431713402608817, | |
| 2.536483128511225e-10, | |
| 5.427409325889858e-06 | |
| ], | |
| [ | |
| 4.867930850932727, | |
| 5.427409325889858e-06, | |
| 0.12442788983966142 | |
| ] | |
| ], | |
| "r2": 0.9930024926201262, | |
| "aic": 187.33273778081835, | |
| "residuals": [ | |
| 8.006546020507667, | |
| 1.4309908933691053, | |
| 1.4549443945775309, | |
| 28.343021414814842, | |
| 43.4544352507767, | |
| 33.05907382191526, | |
| 19.725105206378544, | |
| 7.431238260016983, | |
| -0.13573732557097173, | |
| -3.078289098146172, | |
| -20.37944015908772, | |
| -15.2134183854821, | |
| 19.161880097111748, | |
| -16.317580477857632, | |
| 58.26771924421348, | |
| 34.70269183208018, | |
| 1.8643847016945756, | |
| -19.52866761385212, | |
| -48.25509385709847, | |
| -65.41871531058973, | |
| -77.15645067664423, | |
| -42.71029480533048, | |
| 33.82689797677699, | |
| 60.58508680123941, | |
| 74.48498476918917 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1164.2949105841356, | |
| 3.6452697953993003e-23, | |
| 1828667927390011.0, | |
| 3.0167127884395614e+19, | |
| -52232.67249569186 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.2886732761279278e-94, | |
| -1.6947111085695248e-71, | |
| 7.6332782673819e-109, | |
| 4.1573325032522985e-113, | |
| 2.818138614330907e-96 | |
| ], | |
| [ | |
| -1.6947111085695246e-71, | |
| 2.228684178303576e-48, | |
| -1.0038387319867299e-85, | |
| -5.4672333987155715e-90, | |
| -3.7060835385254046e-73 | |
| ], | |
| [ | |
| 7.6332782673819e-109, | |
| -1.00383873198673e-85, | |
| 4.521467014692761e-123, | |
| 2.4625385219989537e-127, | |
| 1.6692855076406794e-110 | |
| ], | |
| [ | |
| 4.1573325032522985e-113, | |
| -5.467233398715572e-90, | |
| 2.4625385219989537e-127, | |
| 1.3411788591231938e-131, | |
| 9.09147374828096e-115 | |
| ], | |
| [ | |
| 2.8181386143309066e-96, | |
| -3.7060835385254046e-73, | |
| 1.6692855076406794e-110, | |
| 9.091473748280959e-115, | |
| 6.16285399620138e-98 | |
| ] | |
| ], | |
| "r2": 0.994637169840749, | |
| "aic": 204.8607719715321, | |
| "residuals": [ | |
| 75.3123385642466, | |
| 10.697738366056, | |
| -26.182942780542362, | |
| -29.295175369887147, | |
| -19.728303599418723, | |
| -15.723357799375663, | |
| -32.786878636848996, | |
| -31.014530741267663, | |
| -32.7354834739308, | |
| -33.542818459252885, | |
| -10.227715321016149, | |
| 19.38422523179179, | |
| 41.2647075815039, | |
| 31.94455851658131, | |
| 115.44302213921037, | |
| 49.055798426088586, | |
| 29.843275108520174, | |
| -26.17618840692012, | |
| -19.040319806488696, | |
| 3.6047349998843856, | |
| -135.66690564994497, | |
| -69.19821374343883, | |
| 45.47795374089765, | |
| 46.49293865505024, | |
| 12.797556216020894 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 982.4311869389709, | |
| 0.39554715367382864, | |
| 7.722136313070948e-06, | |
| 0.11950445786780399, | |
| 1924.9526726637528 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9945475752552937, | |
| "aic": 205.2749861340624, | |
| "residuals": [ | |
| 73.46032304643222, | |
| 9.241223760528783, | |
| -27.24475322058788, | |
| -29.61781981962622, | |
| -19.41929190836254, | |
| -14.907868062299485, | |
| -31.589351075883314, | |
| -29.55022557151392, | |
| -31.107030646256362, | |
| -31.83928724708676, | |
| -8.589191933564052, | |
| 20.74722282754783, | |
| 42.21684169099649, | |
| 32.40840301073058, | |
| 115.38486007024676, | |
| 48.474448980890884, | |
| 28.08966336200797, | |
| -28.75719835122868, | |
| -22.025205267113506, | |
| 0.644286010146061, | |
| -138.20780139436783, | |
| -70.97635616559546, | |
| 46.01240346568329, | |
| 49.98069239816118, | |
| 16.754820026102607 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1169.230923621881, | |
| 754081.466880243, | |
| 4.841525252001244e-09, | |
| 16532.980193649975, | |
| -765506.0117302529 | |
| ], | |
| "pcov": [ | |
| [ | |
| 73500.8367168153, | |
| -403390.96557947184, | |
| 8.051932994682066e-07, | |
| 1386257.1934614505, | |
| -403403.15817050746 | |
| ], | |
| [ | |
| -403390.96557947184, | |
| 2214584.639346953, | |
| -4.404696628156574e-06, | |
| -7633946.688525952, | |
| 2214651.4639464812 | |
| ], | |
| [ | |
| 8.051932994682066e-07, | |
| -4.404696628156574e-06, | |
| 9.186897890492486e-18, | |
| 1.4656621299637346e-05, | |
| -4.404832044930984e-06 | |
| ], | |
| [ | |
| 1386257.1934614503, | |
| -7633946.688525954, | |
| 1.4656621299637346e-05, | |
| 27233589.217950687, | |
| -7634172.675949817 | |
| ], | |
| [ | |
| -403403.1581705074, | |
| 2214651.4639464812, | |
| -4.404832044930983e-06, | |
| -7634172.675949817, | |
| 2214718.2905831737 | |
| ] | |
| ], | |
| "r2": 0.9946403479387296, | |
| "aic": 204.84595218443306, | |
| "residuals": [ | |
| 75.36806441168301, | |
| 10.758451175643131, | |
| -26.12048909929581, | |
| -29.235536577296443, | |
| -19.676138962153345, | |
| -15.680585945607163, | |
| -32.753871641354635, | |
| -30.990800614468753, | |
| -32.72008555335924, | |
| -33.53459156991448, | |
| -10.230140093248338, | |
| 19.37576447497122, | |
| 41.25408858107403, | |
| 31.934819471556693, | |
| 115.43641088344157, | |
| 49.05387175467331, | |
| 29.856295263161883, | |
| -26.148431943380274, | |
| -19.001844645827077, | |
| 3.647878901916556, | |
| -135.6260700369021, | |
| -69.16690497193485, | |
| 45.469545971485786, | |
| 46.42094034468755, | |
| 12.714300397434272 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 497.227521206956, | |
| -6973.160247101329, | |
| 9.338423935560906e-06, | |
| 9999.999999999998, | |
| 2317.68603131593 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1445093.4620015973, | |
| -14696238.38355703, | |
| -0.02436181244244249, | |
| 22834712.412010446, | |
| 276808.009864416 | |
| ], | |
| [ | |
| -14696238.38355703, | |
| 149465162.02472338, | |
| 0.247751280146815, | |
| -232337800.5330483, | |
| -2819003.656268595 | |
| ], | |
| [ | |
| -0.02436181244244249, | |
| 0.247751280146815, | |
| 4.186336663194449e-10, | |
| -0.3763592178695905, | |
| -0.005042427483467742 | |
| ], | |
| [ | |
| 22834712.412010446, | |
| -232337800.5330483, | |
| -0.3763592178695905, | |
| 372316926.8756839, | |
| 4013044.6349369343 | |
| ], | |
| [ | |
| 276808.00986441603, | |
| -2819003.6562685953, | |
| -0.005042427483467742, | |
| 4013044.6349369343, | |
| 73127.56416043875 | |
| ] | |
| ], | |
| "r2": 0.9942219086544386, | |
| "aic": 206.72531098658567, | |
| "residuals": [ | |
| 83.53417573986326, | |
| 14.685131001504942, | |
| -25.11396321107395, | |
| -31.48132493345838, | |
| -23.122108080987573, | |
| -19.251912756559022, | |
| -35.91205683097928, | |
| -33.498412247036185, | |
| -34.509628878447074, | |
| -34.633070655666415, | |
| -10.201765689169633, | |
| 20.104198046601823, | |
| 42.28019422837224, | |
| 32.93391731601446, | |
| 116.17074503454023, | |
| 49.365472528626924, | |
| 28.83113148118491, | |
| -28.385605850705815, | |
| -21.967391071154452, | |
| 0.5680579662337095, | |
| -138.20659932998979, | |
| -70.70596526226632, | |
| 47.20063477436088, | |
| 52.20247152700131, | |
| 19.11367769485878 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1094.9068184423877, | |
| 20783.559642797103, | |
| 9.011598547732392e-08, | |
| 15247.14880078155, | |
| -31401.886523562778 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9946126417348459, | |
| "aic": 204.97485438338617, | |
| "residuals": [ | |
| 79.71725014908952, | |
| 13.341870498617936, | |
| -24.945937928303465, | |
| -30.069040685462824, | |
| -21.743278803343856, | |
| -18.455244296645105, | |
| -35.872924264578614, | |
| -34.20128471723001, | |
| -35.845289707674965, | |
| -36.45162835154042, | |
| -12.50607014189518, | |
| 17.888712382617086, | |
| 40.59469359670038, | |
| 32.08118375245613, | |
| 116.33283681954708, | |
| 50.626325927270955, | |
| 32.74723970078412, | |
| -22.478567147638387, | |
| -15.053981072345778, | |
| 7.42790319939013, | |
| -132.40556492795076, | |
| -66.8493416378733, | |
| 45.11071218803772, | |
| 42.43377453107314, | |
| 8.113197790440609 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1987.0840318249107, | |
| 0.0001032349825163324, | |
| 1.9999999999999816 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2521.355578931854, | |
| 0.0003404638101423536, | |
| 12.3305521627078 | |
| ], | |
| [ | |
| 0.00034046381014235353, | |
| 3.4507188157963536e-10, | |
| 7.821179742376216e-06 | |
| ], | |
| [ | |
| 12.330552162707798, | |
| 7.821179742376216e-06, | |
| 0.19081904625794333 | |
| ] | |
| ], | |
| "r2": 0.9890584723776313, | |
| "aic": 218.68761130008053, | |
| "residuals": [ | |
| 7.694672584533691, | |
| -1.2183024104095246, | |
| -0.3308159161064239, | |
| 38.15650199120658, | |
| 63.50836856198646, | |
| 70.09851734016229, | |
| 48.67839009748627, | |
| 42.36677645253991, | |
| 30.564018711524113, | |
| 18.661334377771595, | |
| 18.91074353526983, | |
| 26.245015275687138, | |
| 27.870940399966685, | |
| 0.9088517228396995, | |
| 69.62004749031621, | |
| -8.661839254518554, | |
| -45.68356923946294, | |
| -104.89189649838681, | |
| -89.73601385214124, | |
| -51.02555578621218, | |
| -168.8273991768167, | |
| -77.57427495962816, | |
| 90.63304444619826, | |
| 144.0947454593279, | |
| 117.87456965796014 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1095.3371271521055, | |
| 1.9262130134966972e-23, | |
| 2973193162236111.0, | |
| 3.4839759362648183e+19, | |
| -49338.60832255528 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3.9466746251286777e-95, | |
| -7.346714056148607e-72, | |
| 1.5797159110448587e-109, | |
| 9.277094816439103e-114, | |
| 8.5584036117962e-97 | |
| ], | |
| [ | |
| -7.346714056148607e-72, | |
| 1.367586957362915e-48, | |
| -2.940632859496613e-86, | |
| -1.7269263205586492e-90, | |
| -1.5931423308280985e-73 | |
| ], | |
| [ | |
| 1.579715911044859e-109, | |
| -2.940632859496613e-86, | |
| 6.323050660724089e-124, | |
| 3.713296808531009e-128, | |
| 3.4256298385016834e-111 | |
| ], | |
| [ | |
| 9.277094816439103e-114, | |
| -1.7269263205586492e-90, | |
| 3.7132968085310086e-128, | |
| 2.1806836490959836e-132, | |
| 2.0117473398608215e-115 | |
| ], | |
| [ | |
| 8.5584036117962e-97, | |
| -1.5931423308280985e-73, | |
| 3.4256298385016834e-111, | |
| 2.0117473398608215e-115, | |
| 1.8558984294282458e-98 | |
| ] | |
| ], | |
| "r2": 0.994319281959439, | |
| "aic": 211.83453320996497, | |
| "residuals": [ | |
| 92.40581026749715, | |
| 5.626724510890199, | |
| -39.092563285914366, | |
| -43.298859449139854, | |
| -31.99953853301122, | |
| -26.466171678795945, | |
| -37.335835416059126, | |
| -31.224222911099787, | |
| -22.536874399294902, | |
| -30.03216569632059, | |
| 11.377883048386138, | |
| 46.38964507608762, | |
| 42.63848074683483, | |
| 41.02422066454892, | |
| 148.45854608897935, | |
| 43.46817348831246, | |
| 9.62174673336267, | |
| -48.50757310989866, | |
| -35.242623287624156, | |
| -16.045800201725797, | |
| -142.10153496822022, | |
| -58.12698480303516, | |
| 47.928325275213865, | |
| 52.75536430479406, | |
| 20.316037925484125 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 988.9220743448594, | |
| 0.10984405125926489, | |
| 1.4795313552893158e-05, | |
| 0.1625888915467463, | |
| 1680.1362855885945 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9942028672166086, | |
| "aic": 212.34167839236798, | |
| "residuals": [ | |
| 92.40862656683589, | |
| 5.111493207995409, | |
| -39.884888565714164, | |
| -44.21145553407405, | |
| -32.73239759425701, | |
| -26.900488669410834, | |
| -37.443039457989244, | |
| -31.020600983872555, | |
| -22.059990578129145, | |
| -29.32830068649264, | |
| 12.392565855983207, | |
| 47.54310947367594, | |
| 43.792886163436606, | |
| 42.07635293026442, | |
| 149.33543567915808, | |
| 44.121801747050995, | |
| 9.628434247579435, | |
| -49.12142664423391, | |
| -36.339176085286454, | |
| -17.43445488155203, | |
| -143.57269382614936, | |
| -59.471516795283605, | |
| 47.41168179154192, | |
| 53.699082908874516, | |
| 21.522249141363773 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1099.5253863950554, | |
| 1046177.0706018631, | |
| 2.871095142863987e-09, | |
| 11748.314202882226, | |
| -1056565.6956422997 | |
| ], | |
| "pcov": [ | |
| [ | |
| 47136.49027757591, | |
| -253858.44660544366, | |
| 4.3029268110584805e-07, | |
| 757584.0954229989, | |
| -253857.18254246374 | |
| ], | |
| [ | |
| -253858.44660544366, | |
| 1367794.28240166, | |
| -2.3072441113150553e-06, | |
| -4098894.154123588, | |
| 1367787.4438618128 | |
| ], | |
| [ | |
| 4.3029268110584805e-07, | |
| -2.307244111315055e-06, | |
| 4.135209932678128e-18, | |
| 6.618842978383235e-06, | |
| -2.3072330574336674e-06 | |
| ], | |
| [ | |
| 757584.095422999, | |
| -4098894.154123588, | |
| 6.618842978383236e-06, | |
| 12843576.21069672, | |
| -4098872.7480389685 | |
| ], | |
| [ | |
| -253857.18254246374, | |
| 1367787.4438618128, | |
| -2.3072330574336674e-06, | |
| -4098872.7480389685, | |
| 1367780.6053576434 | |
| ] | |
| ], | |
| "r2": 0.9943240254719569, | |
| "aic": 211.8136489922886, | |
| "residuals": [ | |
| 92.39722311985679, | |
| 5.646040856139734, | |
| -39.05620489199646, | |
| -43.24889714643359, | |
| -31.95125467982143, | |
| -26.42672069137916, | |
| -37.30809731921181, | |
| -31.208792227553204, | |
| -22.53313277848065, | |
| -30.03887851932086, | |
| 11.354883993044496, | |
| 46.35658983211033, | |
| 42.60083906468935, | |
| 40.98642299626954, | |
| 148.42400478338823, | |
| 43.439401214942336, | |
| 9.613718902692199, | |
| -48.49217215599492, | |
| -35.206205661874264, | |
| -15.993662033230066, | |
| -142.04050152096897, | |
| -58.0645770507399, | |
| 47.97052468475886, | |
| 52.74861617037095, | |
| 20.299696922535077 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 988.5460888469215, | |
| 796.055265265946, | |
| 1.5381251182907156e-07, | |
| 9999.999999999998, | |
| -9999.99993059758 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2281770.6160081173, | |
| 2411154687.767209, | |
| -0.027402689012006532, | |
| 16003862.994927179, | |
| -2433715726.9473963 | |
| ], | |
| [ | |
| 2411154687.767209, | |
| 2583495018355.938, | |
| -29.383652687083117, | |
| 16585217974.07798, | |
| -2607306998264.231 | |
| ], | |
| [ | |
| -0.02740268901200653, | |
| -29.383652687083114, | |
| 3.342132221652067e-10, | |
| -0.18830664955465914, | |
| 29.65425867856529 | |
| ], | |
| [ | |
| 16003862.994927179, | |
| 16585217974.07798, | |
| -0.18830664955465917, | |
| 115768591.2130119, | |
| -16743745456.47417 | |
| ], | |
| [ | |
| -2433715726.947396, | |
| -2607306998264.2305, | |
| 29.65425867856529, | |
| -16743745456.474167, | |
| 2631342075273.004 | |
| ] | |
| ], | |
| "r2": 0.994212360412099, | |
| "aic": 212.3007056511211, | |
| "residuals": [ | |
| 107.03461244650134, | |
| 14.388112247588651, | |
| -34.76634844001455, | |
| -44.885397119491245, | |
| -36.93661280697779, | |
| -33.18461230451976, | |
| -44.84312671568841, | |
| -38.88000595752237, | |
| -29.924418962778873, | |
| -36.88118327325719, | |
| 6.054849051108249, | |
| 42.839504372353986, | |
| 40.87801159782612, | |
| 40.95559854939347, | |
| 149.92783458306076, | |
| 46.296163289000106, | |
| 15.02717660350936, | |
| -41.63431973757906, | |
| -27.87587561334476, | |
| -9.020525623596768, | |
| -136.13076907174764, | |
| -53.8219534817963, | |
| 47.388970566678836, | |
| 45.75756154635201, | |
| 12.233622158326398 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 1065.9331681410904, | |
| -52.266674944020764, | |
| 2.1066393844800867e-07, | |
| 11381.931696939058, | |
| -9989.703089144914 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9943036288624364, | |
| "aic": 211.9033254407117, | |
| "residuals": [ | |
| 94.32177879920528, | |
| 6.698051691695582, | |
| -38.65370574451663, | |
| -43.68543335654795, | |
| -32.831514096744286, | |
| -27.513047732327323, | |
| -38.454362818829395, | |
| -32.3243717639416, | |
| -23.56220183543701, | |
| -30.94798960895605, | |
| 10.732327523010099, | |
| 46.03299968722058, | |
| 42.558557444377584, | |
| 41.19497431843229, | |
| 148.84835421449498, | |
| 44.043974720483675, | |
| 10.524318201261849, | |
| -47.451022248566005, | |
| -34.172322065038315, | |
| -15.074226069096767, | |
| -141.31930570955046, | |
| -57.607883574244624, | |
| 47.748449239594265, | |
| 51.70149481157205, | |
| 19.11888129540239 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 2201.9122442948637, | |
| 0.00011453457053686235, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3283.3080542340244, | |
| 0.000478395238088206, | |
| 15.170201765680075 | |
| ], | |
| [ | |
| 0.000478395238088206, | |
| 5.933966323468504e-10, | |
| 1.1906820590285547e-05 | |
| ], | |
| [ | |
| 15.170201765680075, | |
| 1.1906820590285547e-05, | |
| 0.2547752771207734 | |
| ] | |
| ], | |
| "r2": 0.9856000777027687, | |
| "aic": 231.0881624651342, | |
| "residuals": [ | |
| 7.93589878082251, | |
| -4.4842518177288895, | |
| -0.08143587664682173, | |
| 47.802231097450544, | |
| 77.28020910705828, | |
| 84.19345028212808, | |
| 66.03008606605232, | |
| 60.24504449121832, | |
| 54.61234371612568, | |
| 31.62807823594528, | |
| 41.372306501339494, | |
| 46.38119140347135, | |
| 15.892133530191359, | |
| -8.495953319318005, | |
| 80.34132942373003, | |
| -39.13116385110925, | |
| -92.78830603411211, | |
| -151.40997385379228, | |
| -124.49870022988239, | |
| -81.96561859840313, | |
| -178.5029624387571, | |
| -61.46918790364225, | |
| 114.17930444358353, | |
| 186.12421202210498, | |
| 163.23022682673718 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 939.471263099365, | |
| 3.7007450585503225e-24, | |
| 1.299521875963026e+16, | |
| 1.0931070187440536e+20, | |
| -43420.942342001625 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2.6243908784975963e-97, | |
| -1.72943917577447e-73, | |
| 2.2713488123877215e-112, | |
| 1.450324581724514e-116, | |
| 5.524733040069005e-99 | |
| ], | |
| [ | |
| -1.72943917577447e-73, | |
| 1.13967773901719e-49, | |
| -1.4967890835838156e-88, | |
| -9.55744881516663e-93, | |
| -3.6407266285961037e-75 | |
| ], | |
| [ | |
| 2.2713488123877215e-112, | |
| -1.4967890835838156e-88, | |
| 1.9657991764125228e-127, | |
| 1.255221942457956e-131, | |
| 4.7815269943720135e-114 | |
| ], | |
| [ | |
| 1.450324581724514e-116, | |
| -9.55744881516663e-93, | |
| 1.255221942457956e-131, | |
| 8.014969910117042e-136, | |
| 3.0531489044287277e-118 | |
| ], | |
| [ | |
| 5.524733040069005e-99, | |
| -3.6407266285961037e-75, | |
| 4.781526994372013e-114, | |
| 3.0531489044287277e-118, | |
| 1.1630384564323603e-100 | |
| ] | |
| ], | |
| "r2": 0.9932143410796618, | |
| "aic": 215.51768309139504, | |
| "residuals": [ | |
| 98.26248046219553, | |
| -4.711577705958916, | |
| -52.74916696879518, | |
| -46.1261959860276, | |
| -28.048000029360992, | |
| -36.2983449917956, | |
| -39.215624465054134, | |
| -23.804404145368608, | |
| -16.00627778490889, | |
| -21.420893349539256, | |
| 25.00423000199953, | |
| 57.41972953953518, | |
| 43.3048955242848, | |
| 48.23927627499506, | |
| 155.269639881677, | |
| 51.59420827213762, | |
| 5.03169500916556, | |
| -62.336951864068396, | |
| -57.138047924803686, | |
| -36.32957658688247, | |
| -140.50096113003383, | |
| -58.51280155632412, | |
| 48.6597897812826, | |
| 59.44499307011574, | |
| 30.98162220467202 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 884.1305192377282, | |
| 0.024587922442754324, | |
| 3.646265930562768e-05, | |
| 0.29120022982142024, | |
| 991.5475609720705 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9931032908161287, | |
| "aic": 215.92350721935298, | |
| "residuals": [ | |
| 99.13537048271166, | |
| -4.876505326959432, | |
| -53.51796963268805, | |
| -47.36413856152387, | |
| -29.25728537713212, | |
| -37.26947715426468, | |
| -39.8721317122031, | |
| -24.133619225637517, | |
| -16.026196063190355, | |
| -21.16352009229888, | |
| 25.70309452505296, | |
| 58.4137865083344, | |
| 44.469362157725755, | |
| 49.474322922941155, | |
| 156.49816653535527, | |
| 52.75828832076604, | |
| 5.876761712723692, | |
| -61.91101850226187, | |
| -57.13317588767677, | |
| -36.69282363608227, | |
| -141.14991687687007, | |
| -59.350753507393165, | |
| 47.74873271335946, | |
| 58.84782428365406, | |
| 30.461925934739156 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 942.5474563459654, | |
| 957640.2892152393, | |
| 2.332761683637668e-09, | |
| 8434.973224778745, | |
| -966251.5916276614 | |
| ], | |
| "pcov": [ | |
| [ | |
| 29264.175958214364, | |
| -154860.65604926253, | |
| 3.296530455615882e-07, | |
| 442695.49869046675, | |
| -154854.8077513968 | |
| ], | |
| [ | |
| -154860.65604926253, | |
| 820012.2438575531, | |
| -1.7345822565784755e-06, | |
| -2356777.4822269958, | |
| 819981.2625109247 | |
| ], | |
| [ | |
| 3.296530455615882e-07, | |
| -1.7345822565784757e-06, | |
| 3.955701897379812e-18, | |
| 4.732058925853874e-06, | |
| -1.734516994752458e-06 | |
| ], | |
| [ | |
| 442695.49869046675, | |
| -2356777.4822269958, | |
| 4.732058925853874e-06, | |
| 7166892.597523945, | |
| -2356688.0111725437 | |
| ], | |
| [ | |
| -154854.8077513968, | |
| 819981.2625109247, | |
| -1.734516994752458e-06, | |
| -2356688.0111725437, | |
| 819950.2823352867 | |
| ] | |
| ], | |
| "r2": 0.9932205738748786, | |
| "aic": 215.4947094217329, | |
| "residuals": [ | |
| 98.21396777464543, | |
| -4.705685172928497, | |
| -52.7114458308788, | |
| -46.063629306387156, | |
| -27.98701515677385, | |
| -36.25019799382426, | |
| -39.18448482488748, | |
| -23.791004899772815, | |
| -16.009681671857834, | |
| -21.439388628466986, | |
| 24.961667346884497, | |
| 57.361072284635156, | |
| 43.23699002992362, | |
| 48.16762938769534, | |
| 155.19852398324292, | |
| 51.52684558776673, | |
| 4.982529669767246, | |
| -62.36234907596372, | |
| -57.13969642110169, | |
| -36.31070908147376, | |
| -140.46661517606117, | |
| -58.468968851375394, | |
| 48.70322575524915, | |
| 59.4624642819399, | |
| 30.993106665089726 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 929.5967941496458, | |
| 1515.8750507190202, | |
| 1.6570018196155742e-07, | |
| 8341.524319487824, | |
| -9999.999999941256 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1681722.5589140716, | |
| 1925491976.5298562, | |
| -0.023782457544193676, | |
| 11268452.550273422, | |
| -1941897864.6767309 | |
| ], | |
| [ | |
| 1925491976.5298562, | |
| 2239237223044.13, | |
| -27.67907762012295, | |
| 12628680616.049221, | |
| -2257994877533.046 | |
| ], | |
| [ | |
| -0.02378245754419368, | |
| -27.679077620122953, | |
| 3.4215391655348305e-10, | |
| -0.1558312120564316, | |
| 27.910745446963485 | |
| ], | |
| [ | |
| 11268452.550273424, | |
| 12628680616.049223, | |
| -0.1558312120564316, | |
| 78109257.91564536, | |
| -12738842658.940361 | |
| ], | |
| [ | |
| -1941897864.676731, | |
| -2257994877533.046, | |
| 27.91074544696349, | |
| -12738842658.940361, | |
| 2276912600009.753 | |
| ] | |
| ], | |
| "r2": 0.9931983973249012, | |
| "aic": 215.5763548184626, | |
| "residuals": [ | |
| 98.46856556724197, | |
| -4.698069601943644, | |
| -52.85412184650886, | |
| -46.33820520716108, | |
| -28.275609278671254, | |
| -36.499757289435365, | |
| -39.37279093136385, | |
| -23.911188666967064, | |
| -16.062642285365655, | |
| -21.42988906071332, | |
| 25.075797084035003, | |
| 57.55122234277587, | |
| 43.47731089843728, | |
| 48.4365528843482, | |
| 155.47873302791595, | |
| 51.80477650843932, | |
| 5.214865801834094, | |
| -62.20610105992819, | |
| -57.06836541572193, | |
| -36.32025090661773, | |
| -140.54544059430555, | |
| -58.601221003060346, | |
| 48.51924301982217, | |
| 59.302412018647374, | |
| 30.84293881985286 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 922.2109963411857, | |
| -2191.175582819307, | |
| 2.265868434260371e-07, | |
| 8265.116624707533, | |
| -6218.350661887461 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9931897029107971, | |
| "aic": 215.60829163638314, | |
| "residuals": [ | |
| 99.04254412722275, | |
| -4.44729696136983, | |
| -52.82315555174682, | |
| -46.55658575122561, | |
| -28.598583179790694, | |
| -36.85143759286075, | |
| -39.71223194191862, | |
| -24.21635434244854, | |
| -16.32220373576274, | |
| -21.638768101935966, | |
| 24.97015347681554, | |
| 57.54070189200593, | |
| 43.54886318275294, | |
| 48.57615081748099, | |
| 155.6729424379173, | |
| 52.04133339400596, | |
| 5.51221685362907, | |
| -61.89777482725276, | |
| -56.784663714618546, | |
| -36.08666903181802, | |
| -140.38036858747273, | |
| -58.51803172234304, | |
| 48.411802022302254, | |
| 58.982122914215324, | |
| 30.489450268981273 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 2171.6623066586944, | |
| 0.00012620990408594962, | |
| 1.9977157105684198 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3521.5103567505303, | |
| 0.0006059463519977306, | |
| 17.044570618107524 | |
| ], | |
| [ | |
| 0.0006059463519977306, | |
| 1.006292091964442e-09, | |
| 1.8040866238252027e-05 | |
| ], | |
| [ | |
| 17.044570618107524, | |
| 1.8040866238252027e-05, | |
| 0.3424904804275439 | |
| ] | |
| ], | |
| "r2": 0.9806751930974252, | |
| "aic": 237.68213807826547, | |
| "residuals": [ | |
| 7.674233436584473, | |
| -6.6019476246341355, | |
| 2.2608351750579203, | |
| 66.5591130639059, | |
| 102.51834052979814, | |
| 93.09065122866878, | |
| 79.39455616418553, | |
| 79.06581347133522, | |
| 68.63704922877469, | |
| 43.93853741435453, | |
| 51.84085782073703, | |
| 48.68021628720862, | |
| 3.6167405900855556, | |
| -17.16352537412513, | |
| 69.4359053511921, | |
| -49.63042048372131, | |
| -115.3395310571218, | |
| -180.03647228118848, | |
| -156.9948169401316, | |
| -108.48098738615067, | |
| -179.04046319238705, | |
| -60.36598134902624, | |
| 122.1763916869686, | |
| 204.32846240697063, | |
| 185.96052581407594 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 832.6176010811138, | |
| 1.113604864038582e-23, | |
| 4953741593371777.0, | |
| 3.852946083757671e+19, | |
| -37617.226936508814 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2.1220809299412513e-95, | |
| -4.671976730039074e-72, | |
| 4.3492284954796927e-110, | |
| 2.8912034382178325e-114, | |
| 4.563623135091829e-97 | |
| ], | |
| [ | |
| -4.671976730039074e-72, | |
| 1.0285831354523732e-48, | |
| -9.575268331102958e-87, | |
| -6.365278060124044e-91, | |
| -1.0047279908597669e-73 | |
| ], | |
| [ | |
| 4.349228495479693e-110, | |
| -9.575268331102958e-87, | |
| 8.913792230542417e-125, | |
| 5.925553640441967e-129, | |
| 9.353196431731395e-112 | |
| ], | |
| [ | |
| 2.8912034382178325e-114, | |
| -6.365278060124044e-91, | |
| 5.925553640441967e-129, | |
| 3.939085075984369e-133, | |
| 6.217653018197197e-116 | |
| ], | |
| [ | |
| 4.563623135091829e-97, | |
| -1.0047279908597669e-73, | |
| 9.353196431731395e-112, | |
| 6.217653018197197e-116, | |
| 9.814261004514066e-99 | |
| ] | |
| ], | |
| "r2": 0.9917745486279889, | |
| "aic": 214.85916944650225, | |
| "residuals": [ | |
| 91.55664003029233, | |
| -6.503240374717279, | |
| -50.58225030435278, | |
| -40.63687806159578, | |
| -22.284610415648785, | |
| -35.332544090742886, | |
| -40.95016985834809, | |
| -25.06222078527935, | |
| -16.42527780439559, | |
| -20.31868239567848, | |
| 20.812245576555142, | |
| 51.59790247378987, | |
| 44.78342109089863, | |
| 50.378777347570576, | |
| 145.604227037722, | |
| 57.621126671547245, | |
| 25.739185453268874, | |
| -51.120460023958, | |
| -69.35516704942711, | |
| -53.36316292230913, | |
| -136.62106646237953, | |
| -64.14772937985981, | |
| 45.062624821512145, | |
| 61.36752348438313, | |
| 38.40132171038567 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 804.0864963951834, | |
| 0.001848254951617628, | |
| 0.0003107897669904709, | |
| 2.345480777049902, | |
| -766.963095848868 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9916980674377153, | |
| "aic": 215.09054827969052, | |
| "residuals": [ | |
| 92.02519644000563, | |
| -6.620214621953664, | |
| -51.02960054001028, | |
| -41.32415735009761, | |
| -22.938513881780068, | |
| -35.84426030316274, | |
| -41.28390704249739, | |
| -25.21587176924379, | |
| -16.412171447257265, | |
| -20.158688009304456, | |
| 21.200312246194812, | |
| 52.13236157280835, | |
| 45.396736962490195, | |
| 51.01822630885363, | |
| 146.23002209957122, | |
| 58.204116288698515, | |
| 26.139373828011685, | |
| -50.94496687006995, | |
| -69.3956785385908, | |
| -53.58375011472663, | |
| -136.97194038019416, | |
| -64.5730702228143, | |
| 44.658508784138576, | |
| 61.194425996554855, | |
| 38.27898118731673 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 835.5175734923206, | |
| 1051227.291565744, | |
| 2.1203501495390144e-09, | |
| 7800.621554222451, | |
| -1058799.0914856223 | |
| ], | |
| "pcov": [ | |
| [ | |
| 24864.59353092408, | |
| -131038.00795635264, | |
| 2.6275979725488286e-07, | |
| 403249.8560341942, | |
| -131045.30386506149 | |
| ], | |
| [ | |
| -131038.00795635264, | |
| 691049.9227422522, | |
| -1.3764634447655116e-06, | |
| -2138721.4628367834, | |
| 691088.3883295114 | |
| ], | |
| [ | |
| 2.6275979725488286e-07, | |
| -1.3764634447655116e-06, | |
| 2.9663653909520652e-18, | |
| 4.035595608136149e-06, | |
| -1.3765402582431169e-06 | |
| ], | |
| [ | |
| 403249.8560341941, | |
| -2138721.4628367834, | |
| 4.035595608136149e-06, | |
| 7025031.55735865, | |
| -2138840.160045197 | |
| ], | |
| [ | |
| -131045.30386506149, | |
| 691088.3883295114, | |
| -1.3765402582431169e-06, | |
| -2138840.160045197, | |
| 691126.8560581635 | |
| ] | |
| ], | |
| "r2": 0.9917826481443139, | |
| "aic": 214.83454007866246, | |
| "residuals": [ | |
| 91.49891977175139, | |
| -6.507975340355188, | |
| -50.557643270352855, | |
| -40.592472929740325, | |
| -22.245411393698305, | |
| -35.308204689761624, | |
| -40.94355594436638, | |
| -25.073099674191326, | |
| -16.45202781027183, | |
| -20.359122670954093, | |
| 20.75135040935129, | |
| 51.524972786195576, | |
| 44.705308709526435, | |
| 50.3007638475392, | |
| 145.53024466126226, | |
| 57.554007151629776, | |
| 25.696284538600594, | |
| -51.13586875167675, | |
| -69.34500231454149, | |
| -53.33214975660667, | |
| -136.5753724775277, | |
| -64.09416698641144, | |
| 45.11109506175853, | |
| 61.3846943709068, | |
| 38.41172866499983 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 824.6418234996187, | |
| 2534.1505743639414, | |
| 1.7026083880168912e-07, | |
| 7718.890632537716, | |
| -9999.999997096615 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1442151.453279606, | |
| 1867196079.528796, | |
| -0.024378349826387882, | |
| 10307381.472404815, | |
| -1881174962.0756974 | |
| ], | |
| [ | |
| 1867196079.528796, | |
| 2455631363297.8457, | |
| -32.08296381193738, | |
| 13061105304.99424, | |
| -2473704182625.548 | |
| ], | |
| [ | |
| -0.024378349826387882, | |
| -32.08296381193738, | |
| 4.1917957628433817e-10, | |
| -0.17038274570605386, | |
| 32.31891121510666 | |
| ], | |
| [ | |
| 10307381.472404815, | |
| 13061105304.99424, | |
| -0.17038274570605388, | |
| 76255945.81971593, | |
| -13161235255.603039 | |
| ], | |
| [ | |
| -1881174962.075698, | |
| -2473704182625.548, | |
| 32.31891121510667, | |
| -13161235255.603037, | |
| 2491912519865.107 | |
| ] | |
| ], | |
| "r2": 0.9917571235380728, | |
| "aic": 214.9120743212251, | |
| "residuals": [ | |
| 91.70220230976702, | |
| -6.5242538184866135, | |
| -50.70180115727999, | |
| -40.83864836500288, | |
| -22.49118581732364, | |
| -35.51068413327266, | |
| -41.086833597573786, | |
| -25.15406347545104, | |
| -16.47367501869485, | |
| -20.327242426426892, | |
| 20.869431365366836, | |
| 51.70208022021325, | |
| 44.91816819183077, | |
| 50.53068598926802, | |
| 145.76272387249446, | |
| 57.778066600572856, | |
| 25.868849436690653, | |
| -51.035186119070204, | |
| -69.3184343949597, | |
| -53.37167896167739, | |
| -136.6673593798023, | |
| -64.22211558200797, | |
| 44.96436272833853, | |
| 61.28795198262742, | |
| 38.32797122635566 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 823.380097074035, | |
| 7669.689195185203, | |
| 1.2005776326415285e-07, | |
| 7666.988820216264, | |
| -15119.504229555452 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9917638261757907, | |
| "aic": 214.8917374754383, | |
| "residuals": [ | |
| 92.51716873862824, | |
| -6.082840333272543, | |
| -50.527616937582934, | |
| -40.99815944094735, | |
| -22.824591295604478, | |
| -35.92759760087392, | |
| -41.533319578014925, | |
| -25.596861029673164, | |
| -16.89194071257043, | |
| -20.70792416243239, | |
| 20.5845336904149, | |
| 51.52301619961327, | |
| 44.84387564429926, | |
| 50.554682249330654, | |
| 145.87590202767387, | |
| 57.97014393131758, | |
| 26.21155797958636, | |
| -50.605529790402215, | |
| -68.85895250353133, | |
| -52.93254348226401, | |
| -136.29245310763872, | |
| -63.949876013735775, | |
| 44.93391538761716, | |
| 60.8488588098553, | |
| 37.81989591434467 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1927.4184739010523, | |
| 0.00013508165815031124, | |
| 1.9999999999999967 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2656.3544650636113, | |
| 0.0005712925630825018, | |
| 14.817125870314824 | |
| ], | |
| [ | |
| 0.0005712925630825017, | |
| 1.2922502211403356e-09, | |
| 2.1474238538612167e-05 | |
| ], | |
| [ | |
| 14.817125870314824, | |
| 2.147423853861217e-05, | |
| 0.3762102422481481 | |
| ] | |
| ], | |
| "r2": 0.9795772287528246, | |
| "aic": 233.594603014629, | |
| "residuals": [ | |
| 7.572983264923096, | |
| -6.681202396654825, | |
| 1.4118882248487736, | |
| 61.7144002861059, | |
| 93.52221870520344, | |
| 76.93999284154677, | |
| 59.51801190684199, | |
| 59.50131372386511, | |
| 50.32880948364027, | |
| 27.982687718946636, | |
| 33.09010098847875, | |
| 31.48674988351604, | |
| -2.7491167509047045, | |
| -19.24136030213276, | |
| 59.110335466031756, | |
| -40.89455255922326, | |
| -84.77735887287713, | |
| -154.0085813068938, | |
| -151.6474863887911, | |
| -107.15714453294845, | |
| -157.63451735468607, | |
| -50.5866018638676, | |
| 127.13445073819071, | |
| 205.96887390471147, | |
| 191.6858911752197 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 687.2579621701715, | |
| 2.848000528254367e-24, | |
| 5444033854604109.0, | |
| 3.867671823094736e+19, | |
| -31067.003211392745 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2.6433769809132303e-95, | |
| -5.230804658949392e-72, | |
| 4.7615974984572707e-110, | |
| 2.9694495910518797e-114, | |
| 5.664295414166841e-97 | |
| ], | |
| [ | |
| -5.230804658949392e-72, | |
| 1.0350894926320313e-48, | |
| -9.422411770555416e-87, | |
| -5.876048277466407e-91, | |
| -1.1208701239372019e-73 | |
| ], | |
| [ | |
| 4.7615974984572707e-110, | |
| -9.422411770555416e-87, | |
| 8.577214260783025e-125, | |
| 5.348962273123359e-129, | |
| 1.0203272204217305e-111 | |
| ], | |
| [ | |
| 2.969449591051879e-114, | |
| -5.876048277466407e-91, | |
| 5.348962273123359e-129, | |
| 3.335744745250778e-133, | |
| 6.363012094999732e-116 | |
| ], | |
| [ | |
| 5.664295414166841e-97, | |
| -1.1208701239372019e-73, | |
| 1.0203272204217305e-111, | |
| 6.363012094999733e-116, | |
| 1.2137596253057741e-98 | |
| ] | |
| ], | |
| "r2": 0.9921088214740675, | |
| "aic": 210.08340621750253, | |
| "residuals": [ | |
| 81.74785720272484, | |
| -7.84845170688277, | |
| -48.51700393387, | |
| -36.17739840249851, | |
| -18.191667036673607, | |
| -32.980204287854576, | |
| -37.89638706717233, | |
| -20.783385262278898, | |
| -11.634155175441265, | |
| -16.079584679508116, | |
| 19.489838844780024, | |
| 47.53158405790964, | |
| 43.84299915814336, | |
| 48.20459825358557, | |
| 131.09385676915917, | |
| 51.54109566324405, | |
| 23.97826539108428, | |
| -45.56854879201637, | |
| -81.50254765332284, | |
| -65.64483923324951, | |
| -112.03340890449181, | |
| -43.11629555293621, | |
| 46.12615578531404, | |
| 53.3265159704024, | |
| 31.194204664097924 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 648.2238544534093, | |
| 2.992277492930258e-09, | |
| 6.023799522621762e-06, | |
| 0.03887912421085164, | |
| 2026.8691615423259 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9920517305656918, | |
| "aic": 210.26362447936967, | |
| "residuals": [ | |
| 85.9874687017018, | |
| -6.967782642715747, | |
| -49.768414541433685, | |
| -39.58413245895622, | |
| -22.25150319053637, | |
| -36.95802465406382, | |
| -41.42047221997677, | |
| -23.66902677921621, | |
| -13.798461506955618, | |
| -17.49719280672548, | |
| 19.522899459642076, | |
| 48.868117909190914, | |
| 46.297270664850885, | |
| 51.586680525273096, | |
| 135.22271349298808, | |
| 56.24910355351676, | |
| 29.49359160215954, | |
| -40.00437114273018, | |
| -76.49171510706356, | |
| -61.67311372115728, | |
| -109.49941267564418, | |
| -42.35239261727429, | |
| 42.54707558506402, | |
| 44.565106106218536, | |
| 21.595969113249794 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 688.8946463267295, | |
| 703328.744241592, | |
| 7.548169567965888e-10, | |
| 7126.215755170632, | |
| -709514.0538689478 | |
| ], | |
| "pcov": [ | |
| [ | |
| 17613.061237537193, | |
| -92397.19245893683, | |
| 2.862469610114448e-07, | |
| 326694.9954495698, | |
| -92398.08049510534 | |
| ], | |
| [ | |
| -92397.19245893681, | |
| 485071.53669442545, | |
| -1.4920438683908313e-06, | |
| -1725505.5473479987, | |
| 485076.1934923501 | |
| ], | |
| [ | |
| 2.862469610114448e-07, | |
| -1.4920438683908316e-06, | |
| 4.986822065326036e-18, | |
| 5.016357577049594e-06, | |
| -1.49205833958072e-06 | |
| ], | |
| [ | |
| 326694.9954495698, | |
| -1725505.547347999, | |
| 5.016357577049594e-06, | |
| 6538569.379517404, | |
| -1725521.910312728 | |
| ], | |
| [ | |
| -92398.08049510534, | |
| 485076.19349235017, | |
| -1.49205833958072e-06, | |
| -1725521.910312728, | |
| 485080.85033508326 | |
| ] | |
| ], | |
| "r2": 0.9921119009033103, | |
| "aic": 210.07364839032076, | |
| "residuals": [ | |
| 81.63694980752189, | |
| -7.8712392199086025, | |
| -48.48479809483979, | |
| -36.092006853898056, | |
| -18.09302040876355, | |
| -32.88722362043336, | |
| -37.81811733497307, | |
| -20.723877112497576, | |
| -11.594813726725988, | |
| -16.060378671158105, | |
| 19.47162862319965, | |
| 47.481559554697014, | |
| 43.76719193451572, | |
| 48.10869602544699, | |
| 130.98296811885666, | |
| 51.41971530986484, | |
| 23.846699030487798, | |
| -45.692912761704065, | |
| -81.60742274962831, | |
| -65.7214728880208, | |
| -112.07553159468807, | |
| -43.119416178786196, | |
| 46.20965738594532, | |
| 53.50284113129601, | |
| 31.384717170265503 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 684.1377747056241, | |
| 3862.5489441779832, | |
| 3.9156111423477645e-08, | |
| 7064.213622681673, | |
| -9999.999998523648 | |
| ], | |
| "pcov": [ | |
| [ | |
| 15748.451075030544, | |
| -83214.9906527653, | |
| 1.4606750339756162e-05, | |
| 301186.11651161767, | |
| -82642.97051017567 | |
| ], | |
| [ | |
| -83214.9906527653, | |
| 440060.8233018113, | |
| -7.663723002840888e-05, | |
| -1602774.216314992, | |
| 437021.35346039815 | |
| ], | |
| [ | |
| 1.4606750339756162e-05, | |
| -7.663723002840888e-05, | |
| 1.46853644443669e-14, | |
| 0.00026293712623064554, | |
| -7.613128817664106e-05 | |
| ], | |
| [ | |
| 301186.11651161767, | |
| -1602774.216314992, | |
| 0.00026293712623064554, | |
| 6219161.738786463, | |
| -1591152.5676032042 | |
| ], | |
| [ | |
| -82642.97051017567, | |
| 437021.3534603982, | |
| -7.613128817664106e-05, | |
| -1591152.5676032042, | |
| 434003.67379052384 | |
| ] | |
| ], | |
| "r2": 0.9921036774516531, | |
| "aic": 210.09969765771305, | |
| "residuals": [ | |
| 81.95756657640231, | |
| -7.807862265874064, | |
| -48.58271995306313, | |
| -36.347745195338575, | |
| -18.39037189245755, | |
| -33.17078936293183, | |
| -38.061144768429585, | |
| -20.914147209236035, | |
| -11.727840884526813, | |
| -16.135902990101386, | |
| 19.503671724072774, | |
| 47.605758575991786, | |
| 43.96662670491787, | |
| 48.36725180159556, | |
| 131.28606904473963, | |
| 51.754461663054826, | |
| 24.214159427396226, | |
| -45.34353986187489, | |
| -81.31254127102147, | |
| -65.5074404073257, | |
| -111.96160194967342, | |
| -43.11972435595999, | |
| 45.952547724722535, | |
| 52.966647681803806, | |
| 30.805540895973536 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 679.8735570247662, | |
| -135.91056660587228, | |
| 5.236158874905715e-08, | |
| 6993.167070843126, | |
| -5957.4879440150025 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9920998345291114, | |
| "aic": 210.111861508984, | |
| "residuals": [ | |
| 82.57019205868164, | |
| -7.566071281862605, | |
| -48.58609994540075, | |
| -36.62059150422101, | |
| -18.77110680619262, | |
| -33.57735303757181, | |
| -38.44998944657527, | |
| -21.261954180167777, | |
| -12.02253977557939, | |
| -16.371931760540974, | |
| 19.387745555113725, | |
| 47.60237226670779, | |
| 44.06266012022206, | |
| 48.54809208676943, | |
| 131.53727328805144, | |
| 52.06242116986596, | |
| 24.611507169020115, | |
| -44.918960848453025, | |
| -80.90959043181738, | |
| -65.16489972211457, | |
| -111.71068341995851, | |
| -42.985898315472696, | |
| 45.79248659059249, | |
| 52.45271382087867, | |
| 30.234433720799643 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1817.5013625265713, | |
| 0.00012378121102544273, | |
| 1.99963721107142 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3327.7686003440567, | |
| 0.0006649246696236445, | |
| 19.15621379537489 | |
| ], | |
| [ | |
| 0.0006649246696236445, | |
| 1.2486962741414571e-09, | |
| 2.2909011962009945e-05 | |
| ], | |
| [ | |
| 19.156213795374892, | |
| 2.2909011962009945e-05, | |
| 0.44559373218323467 | |
| ] | |
| ], | |
| "r2": 0.974596822469886, | |
| "aic": 235.3116255308656, | |
| "residuals": [ | |
| 7.880717754364014, | |
| -3.570660691947502, | |
| 6.202087868130292, | |
| 70.06697473279482, | |
| 104.15977804937796, | |
| 88.28337406565811, | |
| 73.53270279229798, | |
| 76.26533683698193, | |
| 68.74514364900926, | |
| 46.647507370054996, | |
| 46.89159475890426, | |
| 42.19191496110602, | |
| 9.86096755761605, | |
| -9.768217931472918, | |
| 53.841349707655354, | |
| -40.47877354344587, | |
| -87.51269140061663, | |
| -156.54872442979354, | |
| -177.70576883414037, | |
| -137.41651435269887, | |
| -153.19820594775047, | |
| -50.02777418718233, | |
| 112.05353890612378, | |
| 191.52380093606826, | |
| 179.9151898918908 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 668.7399028847195, | |
| 1.6494360050988572e-14, | |
| 8.806900560412402e-06, | |
| 0.0704176889653185, | |
| 1714.5814547237997 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3072.4498448418663, | |
| 6.598811689325819, | |
| -2.0020699070098858e-06, | |
| 0.887300739066793, | |
| 9.34319414392264e-05 | |
| ], | |
| [ | |
| 6.598811689325819, | |
| 0.01985386386120084, | |
| -1.1663656720547728e-08, | |
| 0.001771017197691691, | |
| 1.8648646138473925e-07 | |
| ], | |
| [ | |
| -2.002069907009886e-06, | |
| -1.1663656720547728e-08, | |
| 5.166656455474441e-14, | |
| -6.716760947807551e-10, | |
| -7.072686655631177e-14 | |
| ], | |
| [ | |
| 0.887300739066793, | |
| 0.001771017197691691, | |
| -6.716760947807551e-10, | |
| 0.0002673074232561005, | |
| 2.8147222712124298e-08 | |
| ], | |
| [ | |
| 9.34319414392264e-05, | |
| 1.8648646138473925e-07, | |
| -7.072686655631178e-14, | |
| 2.8147222712124298e-08, | |
| 2.9638763366735076e-12 | |
| ] | |
| ], | |
| "r2": 0.994567926548367, | |
| "aic": 199.35791457771282, | |
| "residuals": [ | |
| 67.49766483771054, | |
| -10.5362320337872, | |
| -46.79741703319951, | |
| -26.594695340699673, | |
| -6.346830392913262, | |
| -23.962614933959912, | |
| -25.26250379876342, | |
| -12.049156654793023, | |
| -4.570824355863806, | |
| -11.662357876856277, | |
| 17.693383807590862, | |
| 40.57057720000034, | |
| 36.25040146468086, | |
| 33.19642626675534, | |
| 107.37581491267383, | |
| 31.295598548851558, | |
| -3.3719487974803997, | |
| -73.54712451652858, | |
| -52.535073230768376, | |
| -38.06136602662832, | |
| -87.21370844963462, | |
| -24.918407216769083, | |
| 50.06748226609943, | |
| 44.11768343828271, | |
| 19.38286772802462 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 668.8352902535885, | |
| 1.772671076273465e-10, | |
| 6.017865036807367e-06, | |
| 0.048138152135113, | |
| 1969.2928313756088 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9945679236014496, | |
| "aic": 199.35792814028986, | |
| "residuals": [ | |
| 67.44389127805266, | |
| -10.569016551646655, | |
| -46.81447399776994, | |
| -26.590479769948843, | |
| -6.329703909261525, | |
| -23.93751554361529, | |
| -25.23253220143374, | |
| -12.016349750326299, | |
| -4.5365665328390605, | |
| -11.627614770374066, | |
| 17.727227655979732, | |
| 40.602037144756196, | |
| 36.27867880423548, | |
| 33.22109536913774, | |
| 107.39666314482201, | |
| 31.31253904607138, | |
| -3.3647299589902104, | |
| -73.5491987865662, | |
| -52.545862751976756, | |
| -38.08028359571199, | |
| -87.24020375944474, | |
| -24.951979804106486, | |
| 50.02105828140202, | |
| 44.059859028298206, | |
| 19.323440407682938 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 633.1391213054426, | |
| -572904.1876142328, | |
| 7.829901845068651e-10, | |
| 7327.5040990990365, | |
| 567206.0007837536 | |
| ], | |
| "pcov": [ | |
| [ | |
| 11989.637994019366, | |
| -62975.89414516914, | |
| -2.431971499918723e-07, | |
| 246112.309548191, | |
| -62976.31038982931 | |
| ], | |
| [ | |
| -62975.89414516915, | |
| 331022.0296592337, | |
| 1.2694163466266118e-06, | |
| -1301344.4604126748, | |
| 331024.22358648485 | |
| ], | |
| [ | |
| -2.431971499918723e-07, | |
| 1.2694163466266118e-06, | |
| 5.280754430511967e-18, | |
| -4.720426426099377e-06, | |
| 1.2694245492434312e-06 | |
| ], | |
| [ | |
| 246112.309548191, | |
| -1301344.4604126746, | |
| -4.720426426099376e-06, | |
| 5443490.015845041, | |
| -1301353.341207943 | |
| ], | |
| [ | |
| -62976.31038982931, | |
| 331024.22358648485, | |
| 1.2694245492434312e-06, | |
| -1301353.341207943, | |
| 331026.4175284766 | |
| ] | |
| ], | |
| "r2": 0.9946053804631824, | |
| "aic": 199.18494364251572, | |
| "residuals": [ | |
| 71.3390426064143, | |
| -9.329903574544005, | |
| -47.34493913582992, | |
| -29.054317673435435, | |
| -9.51919521659147, | |
| -27.22382085560821, | |
| -28.276802857988514, | |
| -14.636045023566112, | |
| -6.637883298564702, | |
| -13.168993045343086, | |
| 17.316682402743027, | |
| 41.243410140508786, | |
| 37.84586063376628, | |
| 35.57481163344346, | |
| 110.39876088313758, | |
| 34.83187950938009, | |
| 0.9349887504940853, | |
| -69.08792619337328, | |
| -48.421934819431044, | |
| -34.69992683606688, | |
| -84.9388051860733, | |
| -24.010312557569705, | |
| 47.56288463121746, | |
| 37.48895882524084, | |
| 12.085070523549803 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 668.7399016521235, | |
| -4137.194062066031, | |
| 4.70608186429757e-25, | |
| 7995.740161104829, | |
| -1932.339507123135 | |
| ], | |
| "pcov": [ | |
| [ | |
| 10373.647045819966, | |
| -55441.62884262584, | |
| 2.7978266594062346e-05, | |
| 233603.92963112044, | |
| -55441.608859233886 | |
| ], | |
| [ | |
| -55441.62884262583, | |
| 296514.42722972564, | |
| -0.00014850668569793928, | |
| -1256402.4001717486, | |
| 296514.320355337 | |
| ], | |
| [ | |
| 2.797826659406234e-05, | |
| -0.00014850668569793928, | |
| 8.244651736088186e-14, | |
| 0.0005934652967531586, | |
| -0.00014850663216362653 | |
| ], | |
| [ | |
| 233603.92963112044, | |
| -1256402.4001717486, | |
| 0.0005934652967531586, | |
| 5642349.273742485, | |
| -1256401.9473643838 | |
| ], | |
| [ | |
| -55441.60885923388, | |
| 296514.320355337, | |
| -0.00014850663216362653, | |
| -1256401.9473643838, | |
| 296514.21348098695 | |
| ] | |
| ], | |
| "r2": 0.9945679265497557, | |
| "aic": 199.35791457132174, | |
| "residuals": [ | |
| 67.49696034967997, | |
| -10.536936861735057, | |
| -46.79812211931517, | |
| -26.595400784070307, | |
| -6.347536061929759, | |
| -23.963320750097637, | |
| -25.263209712147045, | |
| -12.049862632240774, | |
| -4.571530374495751, | |
| -11.663063920452487, | |
| 17.692677746242907, | |
| 40.569871147431286, | |
| 36.24969543610837, | |
| 33.19572027110712, | |
| 107.37510895518858, | |
| 31.294892632520487, | |
| -3.3726546059017437, | |
| -73.54783021736807, | |
| -52.53577882828563, | |
| -38.06207152629872, | |
| -87.214413857105, | |
| -24.9191125374457, | |
| 50.0667771043552, | |
| 44.11697841864748, | |
| 19.382162728439425 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 630.6053662062018, | |
| -15694.178904489752, | |
| 5.88719441013603e-08, | |
| 7302.516219802358, | |
| 10020.52709684395 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9945950471403887, | |
| "aic": 199.23278500867275, | |
| "residuals": [ | |
| 71.50702833357718, | |
| -9.24164274539362, | |
| -47.309217355561486, | |
| -29.077944608836333, | |
| -9.57091944001695, | |
| -27.28942157257916, | |
| -28.34975447906254, | |
| -14.713511584252046, | |
| -6.718846668856713, | |
| -13.253324660776343, | |
| 17.224611250812814, | |
| 41.14182039580555, | |
| 37.73343332642253, | |
| 35.45099785766797, | |
| 110.26376849751432, | |
| 34.686569062929266, | |
| 0.770898504930301, | |
| -69.25659872069991, | |
| -48.57788519875794, | |
| -34.8242931642053, | |
| -85.01205657519313, | |
| -24.01276236765625, | |
| 47.76035745158151, | |
| 37.96158509838915, | |
| 12.605231952913527 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1791.3353337189312, | |
| 0.00011322890383483486, | |
| 1.9995381072458542 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3819.4936714487126, | |
| 0.0006710062798526177, | |
| 21.584730386834966 | |
| ], | |
| [ | |
| 0.0006710062798526177, | |
| 9.896145890201854e-10, | |
| 2.0119072292530227e-05 | |
| ], | |
| [ | |
| 21.584730386834966, | |
| 2.0119072292530227e-05, | |
| 0.43659877174404504 | |
| ] | |
| ], | |
| "r2": 0.9742337733421651, | |
| "aic": 234.27650652576241, | |
| "residuals": [ | |
| 7.704323768615723, | |
| -1.4431238448177162, | |
| 8.130779418345305, | |
| 77.31611516089738, | |
| 114.61473550612553, | |
| 97.85567409075173, | |
| 88.87810196358237, | |
| 89.81653856808992, | |
| 82.57730949010624, | |
| 59.58307044676542, | |
| 56.41514014666643, | |
| 48.38739671364783, | |
| 16.353023382842025, | |
| -10.554554424026719, | |
| 43.83011362161619, | |
| -48.04623361812128, | |
| -106.20475436523293, | |
| -180.77736538878594, | |
| -149.78928143898156, | |
| -115.01740032222665, | |
| -136.7609774215848, | |
| -42.39045259459772, | |
| 103.99262858348538, | |
| 172.1217465416246, | |
| 158.4084481813843 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 732.5870165462545, | |
| 3.6585359527338326e-17, | |
| 6.614147508872445e-06, | |
| 0.07405246415670376, | |
| 1872.5840879958917 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2410.702728563148, | |
| 7.128887249352395, | |
| -6.365252572381427e-06, | |
| 0.6080727830465391, | |
| 6.146612881757832e-05 | |
| ], | |
| [ | |
| 7.128887249352395, | |
| 0.031413987691079115, | |
| -3.701163267180852e-08, | |
| 0.001600633036283338, | |
| 1.6179759895473276e-07 | |
| ], | |
| [ | |
| -6.365252572381427e-06, | |
| -3.701163267180852e-08, | |
| 6.218093737816074e-14, | |
| -1.3682883594706073e-09, | |
| -1.3831138417131108e-13 | |
| ], | |
| [ | |
| 0.6080727830465391, | |
| 0.001600633036283338, | |
| -1.3682883594706073e-09, | |
| 0.0001608120356000859, | |
| 1.625544436937119e-08 | |
| ], | |
| [ | |
| 6.14661288175783e-05, | |
| 1.6179759895473276e-07, | |
| -1.3831138417131108e-13, | |
| 1.625544436937119e-08, | |
| 1.643157308840013e-12 | |
| ] | |
| ], | |
| "r2": 0.996716474951664, | |
| "aic": 186.22063399250706, | |
| "residuals": [ | |
| 42.030966148149446, | |
| -19.853929286598714, | |
| -47.97943882712593, | |
| -15.960910699131546, | |
| 9.73674902464677, | |
| 4.57021190030332, | |
| 2.0056544899800883, | |
| 2.3723909974380604, | |
| 7.6242107644329735, | |
| -2.4249233280231692, | |
| 17.633670591423197, | |
| 32.5603660525162, | |
| 21.252204956467153, | |
| 8.035635044230503, | |
| 69.86883279343749, | |
| -10.286674670477396, | |
| -56.97570792471606, | |
| -45.22602991500298, | |
| -28.21371962128569, | |
| -22.553790537893974, | |
| -71.62281680877459, | |
| -9.145300278090872, | |
| 55.57759477493528, | |
| 44.040944486733, | |
| 12.948098083832974 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 698.6319273172202, | |
| 0.0024302303445788796, | |
| 5.143690517474664e-06, | |
| 0.049511205247035055, | |
| 2039.700643168867 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9964114339933869, | |
| "aic": 188.4415121545106, | |
| "residuals": [ | |
| 67.52891707015624, | |
| -0.7521723184411258, | |
| -33.99941296877432, | |
| -9.531370617358107, | |
| 11.033907225630628, | |
| 2.3001590337444213, | |
| -2.7716359014052614, | |
| -4.168635547537406, | |
| -0.14427743177020602, | |
| -11.025250216506038, | |
| 8.19103516484438, | |
| 22.98934034992567, | |
| 11.989924162606485, | |
| -0.6428031633415685, | |
| 61.9498826639242, | |
| -17.33380983090592, | |
| -61.59166791546613, | |
| -47.29140365931107, | |
| -27.7507755613301, | |
| -19.64175835869537, | |
| -66.36204429126337, | |
| -1.6412674881667044, | |
| 67.26332295878228, | |
| 59.54229337460538, | |
| 28.993517838030357 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 575.103806040466, | |
| -943755.5039084874, | |
| 1.8907260869397972e-09, | |
| 7713.609049806651, | |
| 938557.124143747 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6667.576597434698, | |
| -35116.45060838719, | |
| -8.016481697246127e-08, | |
| 155842.48648074167, | |
| -35114.23264149698 | |
| ], | |
| [ | |
| -35116.45060838719, | |
| 185077.00369520232, | |
| 4.196612679313563e-07, | |
| -826065.3775569703, | |
| 185065.32122316927 | |
| ], | |
| [ | |
| -8.016481697246127e-08, | |
| 4.1966126793135627e-07, | |
| 1.0298980761225338e-18, | |
| -1.77400285288583e-06, | |
| 4.196346295942597e-07 | |
| ], | |
| [ | |
| 155842.48648074167, | |
| -826065.3775569705, | |
| -1.7740028528858305e-06, | |
| 3914886.3227109695, | |
| -826013.5736953518 | |
| ], | |
| [ | |
| -35114.23264149698, | |
| 185065.32122316927, | |
| 4.1963462959425975e-07, | |
| -826013.5736953517, | |
| 185053.63948906484 | |
| ] | |
| ], | |
| "r2": 0.9971876325019661, | |
| "aic": 182.34836147858778, | |
| "residuals": [ | |
| 58.478916857391596, | |
| -12.612075293203816, | |
| -47.260466336039826, | |
| -23.081763610825874, | |
| -1.0092804277082905, | |
| -7.413715244154446, | |
| -9.818730322178453, | |
| -8.465088909259066, | |
| -1.7425245114136487, | |
| -10.051158884074539, | |
| 13.798666645772755, | |
| 32.48029995523393, | |
| 24.626585671212524, | |
| 14.45564599102363, | |
| 78.89014656574, | |
| 0.8909513978287578, | |
| -42.23324755905196, | |
| -29.213712308788672, | |
| -12.844924853066914, | |
| -9.42145600519143, | |
| -62.063220029114746, | |
| -4.290693095303141, | |
| 48.246005356661044, | |
| 21.582041492452845, | |
| -11.99015678174328 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 707.0184551162147, | |
| -5436.015236564455, | |
| 2.407256908257562e-21, | |
| 9999.99999999928, | |
| -1128.1155872075992 | |
| ], | |
| "pcov": [ | |
| [ | |
| 8781.528726381022, | |
| -47649.19733303631, | |
| 2.7119200130952747e-05, | |
| 222866.30257082926, | |
| -47649.19668888222 | |
| ], | |
| [ | |
| -47649.19733303632, | |
| 258693.85097884285, | |
| -0.00014626442304798123, | |
| -1215669.914120949, | |
| 258693.84748165298 | |
| ], | |
| [ | |
| 2.7119200130952743e-05, | |
| -0.00014626442304798123, | |
| 9.120633150203304e-14, | |
| 0.0006516348444576075, | |
| -0.00014626442107062702 | |
| ], | |
| [ | |
| 222866.30257082926, | |
| -1215669.914120949, | |
| 0.0006516348444576075, | |
| 5997465.014929563, | |
| -1215669.897687079 | |
| ], | |
| [ | |
| -47649.196688882206, | |
| 258693.84748165295, | |
| -0.00014626442107062702, | |
| -1215669.897687079, | |
| 258693.8439844631 | |
| ] | |
| ], | |
| "r2": 0.9965552015727813, | |
| "aic": 187.41932988984968, | |
| "residuals": [ | |
| 59.95483373474826, | |
| -6.642610935310131, | |
| -38.555041934044766, | |
| -12.142839346150595, | |
| 9.72566591550867, | |
| 1.887012715815672, | |
| -2.56251893155013, | |
| -3.52660846092067, | |
| 0.7952878566325126, | |
| -9.887265013688648, | |
| 9.521720929497405, | |
| 24.33674718331963, | |
| 13.247181708836024, | |
| 0.4574598282833904, | |
| 62.8506478045947, | |
| -16.659671931036428, | |
| -61.54509024050731, | |
| -47.90233879396692, | |
| -29.01584341999842, | |
| -21.544407508361473, | |
| -68.8809630815058, | |
| -4.7540797104848025, | |
| 63.02683478167319, | |
| 54.25802531470481, | |
| 23.55786153620511 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 558.9981360693992, | |
| -15534.99772881379, | |
| 2.2913301637127873e-07, | |
| 7487.075333787174, | |
| 10496.539167580835 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9971632429567809, | |
| "aic": 182.56423295167048, | |
| "residuals": [ | |
| 59.37798009940525, | |
| -12.313498611276373, | |
| -47.34333807256735, | |
| -23.54770580803597, | |
| -1.5900130528389127, | |
| -7.982840559165197, | |
| -10.31708145830271, | |
| -8.867427513059738, | |
| -2.0413713911730156, | |
| -10.248446565041377, | |
| 13.78158157253165, | |
| 32.603374877051465, | |
| 24.84974513131783, | |
| 14.74350925638646, | |
| 79.21313655618178, | |
| 1.2251250603967492, | |
| -41.944381119594254, | |
| -29.028643233943512, | |
| -12.78109143175061, | |
| -9.468979490085985, | |
| -62.193791100195085, | |
| -4.463376222352963, | |
| 48.14429242213737, | |
| 21.790384204952716, | |
| -11.713215559002492 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1809.3107116714893, | |
| 9.870766764842541e-05, | |
| 1.9799448924836192 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5029.5649149289475, | |
| 0.0006792406753417448, | |
| 26.00380586789035 | |
| ], | |
| [ | |
| 0.0006792406753417447, | |
| 6.632114018459727e-10, | |
| 1.5710798633105503e-05 | |
| ], | |
| [ | |
| 26.00380586789035, | |
| 1.57107986331055e-05, | |
| 0.40307424088794597 | |
| ] | |
| ], | |
| "r2": 0.9741314296926142, | |
| "aic": 233.82341336759382, | |
| "residuals": [ | |
| 7.7046308517456055, | |
| 0.7295614251675095, | |
| 10.566797052838243, | |
| 85.34213105938764, | |
| 127.48662163708946, | |
| 124.60592989602898, | |
| 116.52784992689197, | |
| 107.02494664438183, | |
| 99.9917416423931, | |
| 76.38752510676659, | |
| 68.1102810841013, | |
| 55.42085321300419, | |
| 18.69677364543145, | |
| -17.032601445744717, | |
| 25.487215943284355, | |
| -70.71751588730649, | |
| -143.9048195723824, | |
| -141.5728915812881, | |
| -120.33222637351332, | |
| -100.0286354259913, | |
| -126.77770162054958, | |
| -36.513620175906226, | |
| 93.65906769746971, | |
| 153.4382675778661, | |
| 133.1828593117691 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 773.9439880462763, | |
| 8.282324649879454e-18, | |
| 6.35765884276876e-06, | |
| 0.08856886509322869, | |
| 1859.9134889282527 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2927.2287012397915, | |
| 7.795291191133565, | |
| -8.005767193985875e-06, | |
| 0.7440945762950755, | |
| 8.515294790254158e-05 | |
| ], | |
| [ | |
| 7.7952911911335665, | |
| 0.028791885014268846, | |
| -3.4848541792634763e-08, | |
| 0.001780099065817629, | |
| 2.037115814924119e-07 | |
| ], | |
| [ | |
| -8.005767193985875e-06, | |
| -3.4848541792634763e-08, | |
| 5.415732254942136e-14, | |
| -1.7860059244837459e-09, | |
| -2.0438755243301036e-13 | |
| ], | |
| [ | |
| 0.7440945762950755, | |
| 0.001780099065817629, | |
| -1.786005924483746e-09, | |
| 0.00019742461642223243, | |
| 2.2592945325113342e-08 | |
| ], | |
| [ | |
| 8.515294790254159e-05, | |
| 2.037115814924119e-07, | |
| -2.0438755243301036e-13, | |
| 2.259294532511334e-08, | |
| 2.5854991526075917e-12 | |
| ] | |
| ], | |
| "r2": 0.9974046179407904, | |
| "aic": 179.4122213839242, | |
| "residuals": [ | |
| 23.671575205869203, | |
| -29.169950380183764, | |
| -52.94946380213173, | |
| -11.946908642587005, | |
| 25.693548771067753, | |
| 23.52330732377345, | |
| 24.069361663241352, | |
| 21.654296651795676, | |
| 13.607251841821608, | |
| -0.07266951510018771, | |
| 15.846821446094737, | |
| 22.32501589775825, | |
| 5.403925947785979, | |
| -14.757163057534058, | |
| 35.735427770106526, | |
| -46.46506935208072, | |
| -35.555905549437284, | |
| -28.080754646307923, | |
| -15.57741036328298, | |
| -10.217090316371923, | |
| -61.76432418944, | |
| -2.3014954178709104, | |
| 54.591578832354344, | |
| 38.31157410976971, | |
| 4.429365871539858 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 774.1088406573202, | |
| 1.5787289813714427e-10, | |
| 4.864697910651656e-06, | |
| 0.06780798152597048, | |
| 2067.14224733569 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9974046138638714, | |
| "aic": 179.4122606547879, | |
| "residuals": [ | |
| 23.607255514182725, | |
| -29.216925705342646, | |
| -52.98196487694099, | |
| -11.957000973235381, | |
| 25.69952061770391, | |
| 23.54090336784634, | |
| 24.095381529356473, | |
| 21.68637759535659, | |
| 13.643614900793182, | |
| -0.033385757921678305, | |
| 15.889005688392444, | |
| 22.367435234793675, | |
| 5.44487438138799, | |
| -14.718800734839078, | |
| 35.770466918833336, | |
| -46.43384086916444, | |
| -35.53535327533473, | |
| -28.07149239012938, | |
| -15.579412561525714, | |
| -10.23005445552917, | |
| -61.787832611206795, | |
| -2.3350914690831814, | |
| 54.539168966492525, | |
| 38.242028868429315, | |
| 4.357382300312111 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 535.2467199613448, | |
| -723630.1511788195, | |
| 3.4797104240710326e-09, | |
| 7999.196395065535, | |
| 718779.5175583969 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4447.526548876357, | |
| -23466.237683875144, | |
| -6.894558980712383e-08, | |
| 114346.63280749664, | |
| -23467.622540271343 | |
| ], | |
| [ | |
| -23466.23768387515, | |
| 123895.96330168625, | |
| 3.616353545255045e-07, | |
| -607100.4174576948, | |
| 123903.28882335543 | |
| ], | |
| [ | |
| -6.894558980712384e-08, | |
| 3.616353545255045e-07, | |
| 1.1405823882483196e-18, | |
| -1.6798083393546252e-06, | |
| 3.6165635950473364e-07 | |
| ], | |
| [ | |
| 114346.63280749664, | |
| -607100.4174576947, | |
| -1.679808339354625e-06, | |
| 3154105.696334938, | |
| -607137.0473202686 | |
| ], | |
| [ | |
| -23467.622540271343, | |
| 123903.28882335543, | |
| 3.616563595047336e-07, | |
| -607137.0473202686, | |
| 123910.61478116337 | |
| ] | |
| ], | |
| "r2": 0.998172851170227, | |
| "aic": 170.6377963989923, | |
| "residuals": [ | |
| 47.88403766893316, | |
| -16.855562916374765, | |
| -49.36184460343793, | |
| -19.42423728830181, | |
| 12.54388667398598, | |
| 7.907292714109644, | |
| 7.95441360399127, | |
| 6.266167972004041, | |
| -0.2913405188592151, | |
| -12.01741623331327, | |
| 8.47926566353999, | |
| 19.742168816854246, | |
| 7.3818021909100935, | |
| -8.64324566849973, | |
| 45.47396464331541, | |
| -33.641839719959535, | |
| -17.33639559871517, | |
| -7.479056213283911, | |
| 4.822215925669298, | |
| 7.789522957522422, | |
| -48.01257709390484, | |
| 5.602370391483419, | |
| 46.85650551179424, | |
| 10.723122903611511, | |
| -26.440279500558972 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 693.8381991024467, | |
| -4628.107775540542, | |
| 4.2970321471719344e-21, | |
| 9999.999999999658, | |
| -1828.4379310032884 | |
| ], | |
| "pcov": [ | |
| [ | |
| 10291.926584630872, | |
| -55683.48750372826, | |
| 2.6644461560818968e-05, | |
| 260733.6786955739, | |
| -55683.505929451974 | |
| ], | |
| [ | |
| -55683.48750372826, | |
| 301439.8437158444, | |
| -0.00014331130001632065, | |
| -1418167.9865852331, | |
| 301439.94346172345 | |
| ], | |
| [ | |
| 2.664446156081897e-05, | |
| -0.00014331130001632065, | |
| 7.470176133620485e-14, | |
| 0.0006396747476682843, | |
| -0.0001433113474425551 | |
| ], | |
| [ | |
| 260733.67869557394, | |
| -1418167.9865852334, | |
| 0.0006396747476682843, | |
| 7007630.5010844385, | |
| -1418168.4558197241 | |
| ], | |
| [ | |
| -55683.50592945199, | |
| 301439.94346172345, | |
| -0.0001433113474425551, | |
| -1418168.4558197241, | |
| 301440.0432076355 | |
| ] | |
| ], | |
| "r2": 0.9960737103503671, | |
| "aic": 189.76124977536594, | |
| "residuals": [ | |
| 73.62399832036158, | |
| 8.30457341459919, | |
| -25.674215438032434, | |
| -0.09772576882164685, | |
| 26.734233385653397, | |
| 16.84972414842946, | |
| 11.837302467662312, | |
| 5.412476045942867, | |
| -5.50398828276343, | |
| -21.1966212504733, | |
| -7.486978771066106, | |
| -1.603813218370533, | |
| -18.104532577274995, | |
| -37.189630804429044, | |
| 14.808899533818249, | |
| -65.60224614368622, | |
| -49.54781545856554, | |
| -36.55276194657813, | |
| -18.513954647569108, | |
| -7.7567097344006015, | |
| -54.109738104619964, | |
| 10.322185961941386, | |
| 76.47801176123107, | |
| 68.62643597891952, | |
| 35.94289113230457 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 488.1941668848283, | |
| -10788.580390816967, | |
| 6.666961547675989e-07, | |
| 7252.62094941613, | |
| 6405.949728156658 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9981489120060615, | |
| "aic": 170.96321729124261, | |
| "residuals": [ | |
| 50.57928078241093, | |
| -15.925368970109957, | |
| -49.548844210702555, | |
| -20.72266318083075, | |
| 10.926138559571882, | |
| 6.3420063597404805, | |
| 6.614158943030816, | |
| 5.223019917236343, | |
| -1.0178391821646073, | |
| -12.43548329236728, | |
| 8.603293063733872, | |
| 20.281557980837533, | |
| 8.210978929256271, | |
| -7.634792992716029, | |
| 46.56940308407502, | |
| -32.53411159275856, | |
| -16.42652857943176, | |
| -6.9493409846818395, | |
| 4.918190791399866, | |
| 7.48426060941074, | |
| -48.62816166471566, | |
| 4.807618550385087, | |
| 46.200746250300654, | |
| 10.973215885342142, | |
| -25.983409157310234 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1787.8712924861165, | |
| 9.41805329094983e-05, | |
| 1.999999999999996 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5480.828565901108, | |
| 0.0006925823454504488, | |
| 28.36150208232494 | |
| ], | |
| [ | |
| 0.0006925823454504487, | |
| 5.931553909102206e-10, | |
| 1.5008831410531758e-05 | |
| ], | |
| [ | |
| 28.36150208232494, | |
| 1.5008831410531758e-05, | |
| 0.41297366234997296 | |
| ] | |
| ], | |
| "r2": 0.974666617382417, | |
| "aic": 232.37195294102352, | |
| "residuals": [ | |
| 7.564268589019775, | |
| 1.359125109445281, | |
| 9.78673345079687, | |
| 86.75147987566372, | |
| 137.64778292384256, | |
| 136.4772647900687, | |
| 131.2915227329271, | |
| 119.41478434380906, | |
| 99.86496026713706, | |
| 73.63151974297392, | |
| 63.50412805282349, | |
| 44.67795765360029, | |
| 4.447328602533275, | |
| -36.42532814299818, | |
| -3.7806767504295067, | |
| -100.89425637075828, | |
| -114.89521279362702, | |
| -116.58444057865745, | |
| -100.40678616589526, | |
| -81.35868706011411, | |
| -111.66251022414758, | |
| -25.429838402126734, | |
| 95.43163550545614, | |
| 149.92198499497135, | |
| 126.87492514096562 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 809.8504299664625, | |
| 6.604616315513425e-18, | |
| 6.518621773694605e-06, | |
| 0.11059766230788365, | |
| 1782.331910736587 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5074.867972011176, | |
| 10.619756443313339, | |
| -1.2346384924678649e-05, | |
| 1.3613123964796636, | |
| 0.00018590836414960607 | |
| ], | |
| [ | |
| 10.619756443313339, | |
| 0.02823099741135118, | |
| -3.479657559737162e-08, | |
| 0.002628968883888233, | |
| 3.590265583034152e-07 | |
| ], | |
| [ | |
| -1.2346384924678649e-05, | |
| -3.479657559737162e-08, | |
| 5.348041267210726e-14, | |
| -3.092530429044243e-09, | |
| -4.2233309147450994e-13 | |
| ], | |
| [ | |
| 1.3613123964796634, | |
| 0.002628968883888233, | |
| -3.092530429044243e-09, | |
| 0.00037735426591290584, | |
| 5.15335895462155e-08 | |
| ], | |
| [ | |
| 0.00018590836414960607, | |
| 3.5902655830341526e-07, | |
| -4.2233309147451e-13, | |
| 5.15335895462155e-08, | |
| 7.0377125460422245e-12 | |
| ] | |
| ], | |
| "r2": 0.997300707768045, | |
| "aic": 179.0908617371769, | |
| "residuals": [ | |
| 8.417672266860563, | |
| -37.284262278545384, | |
| -57.42846523385947, | |
| -6.279388861745247, | |
| 37.02773552991425, | |
| 36.845400835813734, | |
| 39.77509327327698, | |
| 39.272214177792875, | |
| 25.780858613447435, | |
| 0.42227718286312665, | |
| 10.099027576055505, | |
| 7.577924638482273, | |
| -15.746013283743082, | |
| -40.56052090391654, | |
| -3.9164418092700544, | |
| -49.059590261822564, | |
| -10.129055906667418, | |
| -8.693067810396087, | |
| 0.520068263225312, | |
| 0.9893872539137192, | |
| -49.85552261951398, | |
| 2.494972437785691, | |
| 49.1924640976265, | |
| 26.87806217100797, | |
| -6.330874486018502 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 804.6952634332843, | |
| 0.00014372769997337222, | |
| 4.907841470825052e-06, | |
| 0.08129337550161207, | |
| 2012.2825291251584 | |
| ], | |
| "pcov": null, | |
| "r2": 0.997284252504514, | |
| "aic": 179.24280258166493, | |
| "residuals": [ | |
| 14.805422244247438, | |
| -31.68958530601276, | |
| -52.52690827371248, | |
| -2.524879073456759, | |
| 39.88029447308554, | |
| 38.9781973348729, | |
| 41.326742120275185, | |
| 40.35025768021728, | |
| 26.470129158239615, | |
| 0.7906554530864014, | |
| 9.980648416768872, | |
| 7.123363731883273, | |
| -16.431447837460837, | |
| -41.401124578332656, | |
| -4.856572778507143, | |
| -50.0576100666226, | |
| -11.148944835248585, | |
| -9.627600728131483, | |
| -0.27048268750559146, | |
| 0.37535296441092214, | |
| -50.27531695561834, | |
| 2.278389242727826, | |
| 49.38997429687379, | |
| 27.483713120653192, | |
| -5.6651457252503405 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 305.8766778756008, | |
| -5610.211840380148, | |
| 3.975730646842863e-06, | |
| 5285.258065027216, | |
| 2953.2108049776807 | |
| ], | |
| "pcov": [ | |
| [ | |
| 29583.617427899924, | |
| -433113.5695137549, | |
| -0.0006257441819264015, | |
| 611505.6622764526, | |
| 145952.4530930016 | |
| ], | |
| [ | |
| -433113.5695137549, | |
| 6445925.762659168, | |
| 0.009478425835388396, | |
| -8757032.68904586, | |
| -2251103.3135933536 | |
| ], | |
| [ | |
| -0.0006257441819264016, | |
| 0.009478425835388396, | |
| 1.4226386662616422e-11, | |
| -0.01225650730159942, | |
| -0.003436088672135038 | |
| ], | |
| [ | |
| 611505.6622764526, | |
| -8757032.68904586, | |
| -0.012256507301599419, | |
| 13364325.333053345, | |
| 2792661.286642658 | |
| ], | |
| [ | |
| 145952.4530930016, | |
| -2251103.3135933536, | |
| -0.003436088672135038, | |
| 2792661.286642658, | |
| 844947.0819396715 | |
| ] | |
| ], | |
| "r2": 0.9981789423781026, | |
| "aic": 169.25155775988225, | |
| "residuals": [ | |
| 42.39444790313473, | |
| -21.57835894578875, | |
| -54.2598129290609, | |
| -17.655255345682235, | |
| 19.229465533124312, | |
| 17.011866930403812, | |
| 20.3656879025516, | |
| 21.673324072169635, | |
| 10.750490844561682, | |
| -11.662378830855232, | |
| 4.182343334927737, | |
| 7.471167790671188, | |
| -10.781930496103541, | |
| -31.37833963637695, | |
| 8.63472743672105, | |
| -33.934345326149014, | |
| 8.447607302161941, | |
| 10.007830274966864, | |
| 17.005278210979895, | |
| 13.669695303306298, | |
| -42.012802819854414, | |
| 4.878324264852608, | |
| 39.928938148942734, | |
| 6.223394211715913, | |
| -28.611345184029688 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 675.2954354311843, | |
| -5169.6282959799555, | |
| 5.1160422394446614e-24, | |
| 9999.999999999998, | |
| -1126.1137942901316 | |
| ], | |
| "pcov": [ | |
| [ | |
| 13984.436543645523, | |
| -75871.87854186428, | |
| 4.489945701874141e-05, | |
| 371283.51350457716, | |
| -75871.88304762277 | |
| ], | |
| [ | |
| -75871.87854186428, | |
| 411871.5065369167, | |
| -0.00024213402895584114, | |
| -2025014.0067873022, | |
| 411871.5309963032 | |
| ], | |
| [ | |
| 4.489945701874141e-05, | |
| -0.00024213402895584117, | |
| 1.5695706207953445e-13, | |
| 0.0011286766627243005, | |
| -0.0002421340433364705 | |
| ], | |
| [ | |
| 371283.51350457716, | |
| -2025014.0067873027, | |
| 0.0011286766627243005, | |
| 10452615.570295377, | |
| -2025014.1270372097 | |
| ], | |
| [ | |
| -75871.88304762277, | |
| 411871.5309963032, | |
| -0.0002421340433364705, | |
| -2025014.1270372097, | |
| 411871.55545569124 | |
| ] | |
| ], | |
| "r2": 0.9940171772663053, | |
| "aic": 198.98843381978213, | |
| "residuals": [ | |
| 83.6165685101098, | |
| 19.930918544099086, | |
| -15.105641567909288, | |
| 13.135368626763238, | |
| 40.0556735248731, | |
| 27.9563530537946, | |
| 22.14418854640485, | |
| 15.219403315043792, | |
| -2.9597282462443673, | |
| -31.685421151173387, | |
| -25.899564054790744, | |
| -29.736482511789973, | |
| -52.72225655622037, | |
| -76.10820811004191, | |
| -37.304767595583826, | |
| -79.7949098743145, | |
| -33.00872046579184, | |
| -22.95667892956567, | |
| -4.991146980674557, | |
| 4.086107255278193, | |
| -38.421278199378094, | |
| 21.94458598332426, | |
| 83.66521928077714, | |
| 75.09493624044194, | |
| 43.84548136309991 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 287.5560824419592, | |
| -5359.626685785942, | |
| 4.32454033865324e-06, | |
| 4866.70886592925, | |
| 2881.6700666285715 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9981765791873615, | |
| "aic": 169.2839792862363, | |
| "residuals": [ | |
| 44.13096756958703, | |
| -21.29030244931846, | |
| -54.745003165939124, | |
| -18.720425090185472, | |
| 18.142078483012483, | |
| 16.104337029862563, | |
| 19.70277936513321, | |
| 21.26224700354487, | |
| 10.573842537396558, | |
| -11.631896625994614, | |
| 4.536421793172394, | |
| 8.03643221997254, | |
| -10.09833736172186, | |
| -30.649155954255775, | |
| 9.354222895437488, | |
| -33.26544362565551, | |
| 8.88175893241214, | |
| 10.145392573916752, | |
| 16.85813672200743, | |
| 13.292369870200446, | |
| -42.54160234250298, | |
| 4.289663182473305, | |
| 39.51414590360923, | |
| 6.369088269696022, | |
| -28.34994153451771 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1767.2347847480203, | |
| 8.827188486831334e-05, | |
| 1.9999999999999996 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6114.650504311028, | |
| 0.0006862669986930783, | |
| 30.76059454458971 | |
| ], | |
| [ | |
| 0.0006862669986930783, | |
| 4.890281441836135e-10, | |
| 1.3394769166184249e-05 | |
| ], | |
| [ | |
| 30.76059454458971, | |
| 1.3394769166184249e-05, | |
| 0.4023581498108213 | |
| ] | |
| ], | |
| "r2": 0.9750167093487934, | |
| "aic": 230.7213023652127, | |
| "residuals": [ | |
| 7.575290203094286, | |
| 2.114562157046489, | |
| 9.97072877129046, | |
| 92.53792778504183, | |
| 147.26581797661478, | |
| 147.51405811159088, | |
| 144.77728640110308, | |
| 135.22280149564767, | |
| 110.83741620208156, | |
| 73.64868883199591, | |
| 58.86426890730445, | |
| 32.59398429576174, | |
| -12.670429768837607, | |
| -57.09148085676736, | |
| -37.482567081647176, | |
| -97.01615483538171, | |
| -82.81054190700706, | |
| -91.56707112575737, | |
| -80.44621701130677, | |
| -68.41328946303838, | |
| -100.22304162267301, | |
| -23.21334286013075, | |
| 83.91704571347418, | |
| 129.98445283908882, | |
| 107.35168044671695 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 845.5955847664919, | |
| 0.0025559162153525666, | |
| 8.032140009777228e-06, | |
| 0.15945268838417934, | |
| 1554.9993849252248 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2927024.1821399303, | |
| -10089.333904996565, | |
| 20.7158375142494, | |
| 411606.1094458106, | |
| -2175646012.585915 | |
| ], | |
| [ | |
| -10089.333904996567, | |
| 35.05695832585549, | |
| -0.07183230190544602, | |
| -1427.225442033257, | |
| 7544052.328169829 | |
| ], | |
| [ | |
| 20.7158375142494, | |
| -0.07183230190544602, | |
| 0.0001472699077456568, | |
| 2.926094819687302, | |
| -15466.752423667624 | |
| ], | |
| [ | |
| 411606.1094458106, | |
| -1427.225442033257, | |
| 2.926094819687302, | |
| 58138.36158561568, | |
| -307307752.2111282 | |
| ], | |
| [ | |
| -2175646012.585915, | |
| 7544052.328169829, | |
| -15466.752423667624, | |
| -307307752.2111282, | |
| 1624367356093.0176 | |
| ] | |
| ], | |
| "r2": 0.9963938229591014, | |
| "aic": 185.27919562572808, | |
| "residuals": [ | |
| 4.360327863161729, | |
| -36.46234441289971, | |
| -53.828238011830535, | |
| 3.1779579537355858, | |
| 47.773829186030525, | |
| 47.51554887628913, | |
| 50.214645588712756, | |
| 50.02957357425339, | |
| 37.24663077945888, | |
| 9.715935914422744, | |
| -4.756473947298105, | |
| -16.680869065207276, | |
| -48.80118725905595, | |
| -63.47059705962613, | |
| -2.360648260201515, | |
| -29.151714340854824, | |
| 8.888201523252974, | |
| 3.378091976532687, | |
| 9.938714540206774, | |
| 5.3166406245750295, | |
| -46.211198078356574, | |
| 4.562459665624829, | |
| 44.246125463878116, | |
| 17.200846046425113, | |
| -15.089783506897675 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 847.9284883778331, | |
| 5.447126550504427e-10, | |
| 5.403221388083376e-06, | |
| 0.1090343423446571, | |
| 1888.2678899814612 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9964212692341914, | |
| "aic": 185.08819520281972, | |
| "residuals": [ | |
| -1.7079989041308181, | |
| -41.97068173822322, | |
| -58.83205956416782, | |
| -0.9549768685269555, | |
| 44.363715226989825, | |
| 44.71257369333989, | |
| 47.926763968499245, | |
| 48.18238578778255, | |
| 35.77916887279184, | |
| 8.577631590493866, | |
| -5.357137159305921, | |
| -16.867413318618674, | |
| -48.66559519593602, | |
| -63.08319796921228, | |
| -1.776428816362909, | |
| -28.41449674220678, | |
| 9.865956022677892, | |
| 4.454514272413462, | |
| 11.018730569232503, | |
| 6.332869429735865, | |
| -45.308713217452805, | |
| 5.312757733182934, | |
| 44.60612151590931, | |
| 17.086489415255073, | |
| -15.281012790745535 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 177.13114802079696, | |
| -3954.416715012439, | |
| 6.77066537173878e-06, | |
| 3177.2852677453593, | |
| 2495.0775337604305 | |
| ], | |
| "pcov": [ | |
| [ | |
| 13028.981487138031, | |
| -159376.4445329602, | |
| -0.0003333251475778427, | |
| 358233.491435652, | |
| 35807.82538020157 | |
| ], | |
| [ | |
| -159376.4445329602, | |
| 1972954.9246529131, | |
| 0.0042298551958786694, | |
| -4308632.291420388, | |
| -464649.9108553396 | |
| ], | |
| [ | |
| -0.00033332514757784267, | |
| 0.004229855195878669, | |
| 9.608875171167054e-12, | |
| -0.00851683641804323, | |
| -0.0010959869182322747 | |
| ], | |
| [ | |
| 358233.491435652, | |
| -4308632.291420388, | |
| -0.00851683641804323, | |
| 10611504.921883577, | |
| 886542.911419488 | |
| ], | |
| [ | |
| 35807.82538020157, | |
| -464649.9108553396, | |
| -0.001095986918232275, | |
| 886542.911419488, | |
| 129252.34462018921 | |
| ] | |
| ], | |
| "r2": 0.9974216788210056, | |
| "aic": 176.89145216423123, | |
| "residuals": [ | |
| 38.46417365400248, | |
| -25.974717956314635, | |
| -57.82714914651751, | |
| -15.426204753463935, | |
| 24.292885165606094, | |
| 23.78728813766611, | |
| 28.54774724150093, | |
| 31.551259327151, | |
| 22.44171065254386, | |
| -1.2933080352797788, | |
| -8.548066816131268, | |
| -14.29087530896436, | |
| -41.455197594687206, | |
| -52.3590595672033, | |
| 11.443542937644906, | |
| -13.586204517073156, | |
| 25.681879421853637, | |
| 18.30336957311374, | |
| 21.259588722826493, | |
| 12.238395415457035, | |
| -43.84218386946645, | |
| 2.6571597911993194, | |
| 35.6721641938002, | |
| 5.359346551306771, | |
| -27.097523165509756 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 177.15963493702455, | |
| -3954.7628374969627, | |
| 6.769959298047612e-06, | |
| 3178.0977560826814, | |
| 2495.152542912613 | |
| ], | |
| "pcov": [ | |
| [ | |
| 13035.21979216962, | |
| -159456.0138883217, | |
| -0.000333454479903789, | |
| 358402.41576233145, | |
| 35826.580781693134 | |
| ], | |
| [ | |
| -159456.01388832173, | |
| 1973977.0689692472, | |
| 0.004231558534304293, | |
| -4310755.599167831, | |
| -464898.43546182633 | |
| ], | |
| [ | |
| -0.0003334544799037891, | |
| 0.004231558534304293, | |
| 9.611517443343224e-12, | |
| -0.008520159070694526, | |
| -0.001096426665439932 | |
| ], | |
| [ | |
| 358402.41576233145, | |
| -4310755.599167831, | |
| -0.008520159070694526, | |
| 10616313.091731256, | |
| 887011.4453444732 | |
| ], | |
| [ | |
| 35826.58078169314, | |
| -464898.43546182633, | |
| -0.001096426665439932, | |
| 887011.4453444732, | |
| 129319.88569916287 | |
| ] | |
| ], | |
| "r2": 0.9974216788234723, | |
| "aic": 176.89145214031387, | |
| "residuals": [ | |
| 38.4602776147276, | |
| -25.97432919199082, | |
| -57.8250629244485, | |
| -15.423478490598882, | |
| 24.295090859651737, | |
| 23.788734445670343, | |
| 28.54845674123908, | |
| 31.55133153880888, | |
| 22.441261652009416, | |
| -1.294166624779109, | |
| -8.549456955143341, | |
| -14.292497421301505, | |
| -41.45683806859256, | |
| -52.360570662647206, | |
| 11.442259733547871, | |
| -13.587198024625877, | |
| 25.68171657409175, | |
| 18.30399532785418, | |
| 21.26082613299559, | |
| 12.240005045321595, | |
| -43.84046468492738, | |
| 2.6587245714395067, | |
| 35.672679225775255, | |
| 5.357957879334663, | |
| -27.099259919857104 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 185.1898496522582, | |
| -4048.980648979071, | |
| 6.602279072378661e-06, | |
| 3438.5732533224104, | |
| 2511.7776106865645 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9974199285670294, | |
| "aic": 176.90841727502328, | |
| "residuals": [ | |
| 36.70895465265812, | |
| -26.227136996153604, | |
| -57.40572582203549, | |
| -14.600294326437051, | |
| 25.080770028873758, | |
| 24.412466223704087, | |
| 28.985030083257243, | |
| 31.81017690699491, | |
| 22.543677728649982, | |
| -1.3238466605487247, | |
| -8.773805806416249, | |
| -14.633390193971536, | |
| -41.854570784877524, | |
| -52.771069385053124, | |
| 11.050725372448596, | |
| -13.937595838116522, | |
| 25.48681120946344, | |
| 18.284979814683084, | |
| 21.397636421689867, | |
| 12.491625057762576, | |
| -43.525040872998034, | |
| 2.9833156440340645, | |
| 35.8543735226865, | |
| 5.202982805919419, | |
| -27.31936106718058 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1751.3652365622045, | |
| 8.337849448229017e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6787.144614918455, | |
| 0.0006810242882902799, | |
| 33.14842808006626 | |
| ], | |
| [ | |
| 0.0006810242882902799, | |
| 4.118536575137138e-10, | |
| 1.2110140660230423e-05 | |
| ], | |
| [ | |
| 33.14842808006625, | |
| 1.2110140660230423e-05, | |
| 0.3938549484374101 | |
| ] | |
| ], | |
| "r2": 0.9754459102071559, | |
| "aic": 229.23495089896412, | |
| "residuals": [ | |
| 7.472030162811085, | |
| 2.7599488675589425, | |
| 10.790483811520268, | |
| 96.71037387235846, | |
| 152.0895565548851, | |
| 152.45482675937495, | |
| 150.0592752452541, | |
| 141.5739459218055, | |
| 118.73500068394145, | |
| 80.25037063458115, | |
| 43.074023818575824, | |
| 9.048943395267088, | |
| -43.55918923924594, | |
| -76.62435779428074, | |
| -31.59717043098533, | |
| -72.08135900266768, | |
| -58.02235705417024, | |
| -74.10211439314867, | |
| -66.74852255045903, | |
| -61.34078129647469, | |
| -95.54792559190764, | |
| -21.843493198641454, | |
| 75.16878995164211, | |
| 114.16581814596475, | |
| 92.17287161787658 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 840.6856862590579, | |
| 1.5374979272557809e-21, | |
| 8.086982408080479e-06, | |
| 0.1704114211765406, | |
| 1498.1202795550653 | |
| ], | |
| "pcov": [ | |
| [ | |
| 16390.702026989315, | |
| 17.954953927134202, | |
| -3.9601229615211396e-05, | |
| 5.315338045216621, | |
| 0.0010774470468618669 | |
| ], | |
| [ | |
| 17.954953927134202, | |
| 0.022535319948332574, | |
| -4.350787763165105e-08, | |
| 0.00559162706153414, | |
| 1.1334522871842767e-06 | |
| ], | |
| [ | |
| -3.9601229615211396e-05, | |
| -4.3507877631651036e-08, | |
| 1.1827573889548695e-13, | |
| -1.3108033880249044e-08, | |
| -2.6570675793791264e-12 | |
| ], | |
| [ | |
| 5.315338045216621, | |
| 0.00559162706153414, | |
| -1.3108033880249044e-08, | |
| 0.0017537101354510585, | |
| 3.5548629088449616e-07 | |
| ], | |
| [ | |
| 0.0010774470468618669, | |
| 1.1334522871842767e-06, | |
| -2.6570675793791264e-12, | |
| 3.5548629088449616e-07, | |
| 7.205894546210957e-11 | |
| ] | |
| ], | |
| "r2": 0.9959444322914938, | |
| "aic": 186.9227110712678, | |
| "residuals": [ | |
| -2.7557288548775887, | |
| -41.41257554500771, | |
| -57.67944877218906, | |
| 1.5511868595851865, | |
| 46.44475196739086, | |
| 45.79570274754178, | |
| 48.64770652425227, | |
| 48.50078393484114, | |
| 35.134457106703394, | |
| 8.380640490461815, | |
| -7.49196622934187, | |
| -37.12920867145408, | |
| -67.11071976865469, | |
| -53.91802916251913, | |
| 4.2503473830531675, | |
| -20.478660013314197, | |
| 18.379825047850545, | |
| 12.48452040541224, | |
| 13.168229438562548, | |
| 7.062099263629989, | |
| -44.234028024179, | |
| 7.069614678850257, | |
| 40.90974299932441, | |
| 14.272864512113301, | |
| -19.839534117877974 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 840.9763614820495, | |
| 7.378657073472487e-10, | |
| 5.287135759404225e-06, | |
| 0.11150051351029007, | |
| 1855.4444654740223 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9959444246378709, | |
| "aic": 186.92275825094868, | |
| "residuals": [ | |
| -2.83478345837716, | |
| -41.4749210546463, | |
| -57.727103628101304, | |
| 1.527912886991544, | |
| 46.440543969353484, | |
| 45.80646048246899, | |
| 48.670216533125085, | |
| 48.5324935452104, | |
| 35.17331483803014, | |
| 8.424980943677383, | |
| -7.440513711921767, | |
| -37.07442148710743, | |
| -67.05524619820221, | |
| -53.863759811747286, | |
| 4.302044853333541, | |
| -20.430532603201527, | |
| 18.416237506509106, | |
| 12.507047265607525, | |
| 13.175973656673705, | |
| 7.05482210592163, | |
| -44.25621502092372, | |
| 7.0328165150506265, | |
| 40.84495599046909, | |
| 14.181905356984544, | |
| -19.93426248379319 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 145.3826757331677, | |
| -3523.029760951609, | |
| 7.622975317528524e-06, | |
| 2702.749314913441, | |
| 2345.9636367931944 | |
| ], | |
| "pcov": [ | |
| [ | |
| 10978.937449889241, | |
| -129807.13870505731, | |
| -0.000301699263269726, | |
| 334605.0991112131, | |
| 26486.511759061992 | |
| ], | |
| [ | |
| -129807.13870505731, | |
| 1552135.000069238, | |
| 0.0037043269492411713, | |
| -3894973.738640525, | |
| -333132.96527242486 | |
| ], | |
| [ | |
| -0.000301699263269726, | |
| 0.003704326949241172, | |
| 9.498288994435214e-12, | |
| -0.00849100916291223, | |
| -0.0008933789710590042 | |
| ], | |
| [ | |
| 334605.0991112132, | |
| -3894973.7386405254, | |
| -0.00849100916291223, | |
| 11066532.019027295, | |
| 720507.2037032419 | |
| ], | |
| [ | |
| 26486.511759061992, | |
| -333132.9652724249, | |
| -0.0008933789710590042, | |
| 720507.2037032419, | |
| 87412.01941782548 | |
| ] | |
| ], | |
| "r2": 0.9969078448063163, | |
| "aic": 180.1421521114239, | |
| "residuals": [ | |
| 35.98651833238591, | |
| -27.142307980730493, | |
| -57.93789680601003, | |
| -12.971613426407657, | |
| 27.271176730080242, | |
| 26.387574734452073, | |
| 31.14339322798969, | |
| 33.9070944337177, | |
| 23.85474260082856, | |
| 0.4840018207485173, | |
| -9.080265899362075, | |
| -33.47867636310002, | |
| -59.42438489679694, | |
| -43.332400862297845, | |
| 16.734266135346388, | |
| -6.945688158677967, | |
| 31.748601419629495, | |
| 23.155458833588455, | |
| 19.94353846930244, | |
| 9.642214710477901, | |
| -45.55718580287362, | |
| 2.51632617039877, | |
| 32.765275598413155, | |
| 6.962444455162313, | |
| -26.632194856238584 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 642.8749254542737, | |
| -7253.205015182915, | |
| 3.755644742835961e-26, | |
| 9999.999999999998, | |
| 1245.143016005024 | |
| ], | |
| "pcov": [ | |
| [ | |
| 8939.703363457176, | |
| -51045.53849520277, | |
| 0.0001222179565329651, | |
| 342811.90361561935, | |
| -51045.536920341794 | |
| ], | |
| [ | |
| -51045.53849520276, | |
| 291588.11708286556, | |
| -0.0006952548122049899, | |
| -1964312.943223403, | |
| 291588.108086826 | |
| ], | |
| [ | |
| 0.00012221795653296507, | |
| -0.0006952548122049899, | |
| 2.0995884663874305e-12, | |
| 0.004490870961046863, | |
| -0.0006952547907536202 | |
| ], | |
| [ | |
| 342811.9036156193, | |
| -1964312.943223403, | |
| 0.004490870961046863, | |
| 13731858.087581392, | |
| -1964312.8826237232 | |
| ], | |
| [ | |
| -51045.536920341794, | |
| 291588.108086826, | |
| -0.0006952547907536203, | |
| -1964312.8826237232, | |
| 291588.0990907867 | |
| ] | |
| ], | |
| "r2": 0.9894818412415901, | |
| "aic": 210.74802330028552, | |
| "residuals": [ | |
| 94.70302225334945, | |
| 33.75121866605514, | |
| -1.2028840568773376, | |
| 28.815055221990406, | |
| 52.3850573487498, | |
| 35.93589644660824, | |
| 26.98583213319762, | |
| 18.007771507786856, | |
| -1.934665870907338, | |
| -33.52285290437794, | |
| -55.25152414310105, | |
| -87.22480354240543, | |
| -117.22964680921359, | |
| -102.50163993620845, | |
| -41.72937776396975, | |
| -63.11469546523222, | |
| -13.985236193947458, | |
| -8.309208230995864, | |
| 4.3126280022088395, | |
| 10.071383359832907, | |
| -29.643695602016123, | |
| 32.8600247784334, | |
| 87.83318454595519, | |
| 80.65913977207674, | |
| 49.3300164830589 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 165.0146375532078, | |
| -3748.6567082797, | |
| 7.182624079388066e-06, | |
| 3403.5291963725304, | |
| 2382.854547807774 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9968947088450753, | |
| "aic": 180.24813109190885, | |
| "residuals": [ | |
| 31.547274444558752, | |
| -27.558703684319426, | |
| -56.662236505688725, | |
| -10.800084778782093, | |
| 29.24284909270682, | |
| 27.882912721339835, | |
| 32.1273817203421, | |
| 34.4232973130745, | |
| 23.970362435362404, | |
| 0.2695926509381934, | |
| -9.762743326947657, | |
| -34.420887303330574, | |
| -60.47191978263686, | |
| -44.37430726935486, | |
| 15.775568437504035, | |
| -7.768940897854918, | |
| 31.377234289061562, | |
| 23.25864944609134, | |
| 20.444592412371776, | |
| 10.415958009047245, | |
| -44.65641509290526, | |
| 3.3938200973702806, | |
| 33.16797930074517, | |
| 6.394438967942506, | |
| -27.3820312134892 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1711.446642205041, | |
| 8.213728915772729e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6613.1381543842745, | |
| 0.0006570896694627864, | |
| 32.70040001216004 | |
| ], | |
| [ | |
| 0.0006570896694627864, | |
| 3.885023672268616e-10, | |
| 1.1640831196055002e-05 | |
| ], | |
| [ | |
| 32.70040001216004, | |
| 1.1640831196055002e-05, | |
| 0.38673307679355806 | |
| ] | |
| ], | |
| "r2": 0.9759028197166814, | |
| "aic": 227.47281489860805, | |
| "residuals": [ | |
| 7.737903118133545, | |
| 2.871867581416777, | |
| 10.314939159981488, | |
| 96.31699638644886, | |
| 150.82459569206387, | |
| 150.1606150701521, | |
| 147.58612013943366, | |
| 138.99564277070044, | |
| 115.55259387188704, | |
| 77.90691266472868, | |
| 39.606455113110655, | |
| -11.752685109801519, | |
| -61.81562122169919, | |
| -66.62986241030558, | |
| -24.199505920550223, | |
| -62.335328209131376, | |
| -47.02741457555612, | |
| -63.4474032874125, | |
| -62.234986193900795, | |
| -58.79742814596898, | |
| -93.4028103679716, | |
| -19.879119718397305, | |
| 69.80488298323849, | |
| 107.82368369180563, | |
| 83.81732114718852 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 807.1110281911785, | |
| 2.7023512807275008e-14, | |
| 8.018862874764421e-06, | |
| 0.1654141387401043, | |
| 1461.7580250780281 | |
| ], | |
| "pcov": [ | |
| [ | |
| 14889.685008936489, | |
| 17.554265697643366, | |
| -3.65328394661162e-05, | |
| 4.968427089950887, | |
| 0.0010182592439324013 | |
| ], | |
| [ | |
| 17.554265697643366, | |
| 0.023825115423909207, | |
| -4.36208717730747e-08, | |
| 0.005617024786998634, | |
| 1.151186756298296e-06 | |
| ], | |
| [ | |
| -3.653283946611619e-05, | |
| -4.36208717730747e-08, | |
| 1.1281435841516666e-13, | |
| -1.2426643003949736e-08, | |
| -2.546790730279293e-12 | |
| ], | |
| [ | |
| 4.968427089950886, | |
| 0.005617024786998634, | |
| -1.2426643003949736e-08, | |
| 0.0016877758688577606, | |
| 3.459029069873601e-07 | |
| ], | |
| [ | |
| 0.0010182592439324013, | |
| 1.1511867562982961e-06, | |
| -2.546790730279293e-12, | |
| 3.459029069873601e-07, | |
| 7.089141589829779e-11 | |
| ] | |
| ], | |
| "r2": 0.9958000557174088, | |
| "aic": 186.1960138953134, | |
| "residuals": [ | |
| -2.0054379005457577, | |
| -39.92188850828211, | |
| -56.19951807705229, | |
| 3.9433095922267967, | |
| 47.86970671092854, | |
| 46.04079513337547, | |
| 47.22007818538441, | |
| 46.18593268915879, | |
| 31.6036600405464, | |
| 4.5002739084753784, | |
| -12.244052049685706, | |
| -44.03927712868517, | |
| -64.3272925402947, | |
| -50.638664536119336, | |
| 3.7738796766163887, | |
| -17.747315476572453, | |
| 24.339892980015975, | |
| 14.09079226930703, | |
| 16.662514846988643, | |
| 5.042624751444009, | |
| -42.36825280438984, | |
| 11.098749289401894, | |
| 37.91888242308073, | |
| 11.417000072345218, | |
| -22.204759957328406 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 807.3906955260748, | |
| 2.6618390551690153e-09, | |
| 5.263487882830705e-06, | |
| 0.1086627213964088, | |
| 1801.607430008114 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9958000478480321, | |
| "aic": 186.1960607374188, | |
| "residuals": [ | |
| -2.08326098981388, | |
| -39.98312579191065, | |
| -56.246206189916165, | |
| 3.920692771417407, | |
| 47.865839795389775, | |
| 46.051591117422504, | |
| 47.242346479862135, | |
| 46.21714759477118, | |
| 31.641798114590074, | |
| 4.543697210673827, | |
| -12.193835415780768, | |
| -43.9859556403851, | |
| -64.27344082924992, | |
| -50.586113055510395, | |
| 3.823812141599319, | |
| -17.70096053950931, | |
| 24.37464239382109, | |
| 14.111888113873647, | |
| 16.66913353524251, | |
| 5.0345710861392945, | |
| -42.3908424211852, | |
| 11.061935362142776, | |
| 37.854864145609326, | |
| 11.327583062723079, | |
| -22.297832183863648 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 131.75412455418208, | |
| -3273.8091870011112, | |
| 8.162433962247767e-06, | |
| 2502.8743679650925, | |
| 2215.9921737699337 | |
| ], | |
| "pcov": [ | |
| [ | |
| 9612.813844003846, | |
| -111064.16585062792, | |
| -0.0002802658229130463, | |
| 307842.3046471381, | |
| 20968.49681059471 | |
| ], | |
| [ | |
| -111064.16585062792, | |
| 1296405.0422571846, | |
| 0.0033586901824133957, | |
| -3506581.1415979615, | |
| -257540.97208881535 | |
| ], | |
| [ | |
| -0.0002802658229130463, | |
| 0.0033586901824133953, | |
| 9.426228349933776e-12, | |
| -0.008265363176984907, | |
| -0.0007596555203564334 | |
| ], | |
| [ | |
| 307842.3046471381, | |
| -3506581.141597962, | |
| -0.008265363176984909, | |
| 10737115.635312289, | |
| 596637.3141843467 | |
| ], | |
| [ | |
| 20968.496810594712, | |
| -257540.97208881535, | |
| -0.0007596555203564335, | |
| 596637.3141843467, | |
| 63987.228922038965 | |
| ] | |
| ], | |
| "r2": 0.9967301889628294, | |
| "aic": 179.93753732756, | |
| "residuals": [ | |
| 34.33056202201851, | |
| -27.538567815179704, | |
| -57.61441005221877, | |
| -10.476475936072347, | |
| 29.647540707395137, | |
| 28.101740791412794, | |
| 31.464293756677307, | |
| 33.45101486448493, | |
| 22.17273030336628, | |
| -1.6429109369526032, | |
| -12.431525159018975, | |
| -39.45566858279267, | |
| -56.21644403338814, | |
| -40.134618278243806, | |
| 15.698218981712216, | |
| -5.208703652064514, | |
| 35.86330118852766, | |
| 22.426738691229957, | |
| 20.95897024680835, | |
| 5.30843067756814, | |
| -45.576002447487554, | |
| 5.312966943112315, | |
| 30.35780989344039, | |
| 6.968525055252485, | |
| -25.767512025353426 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 446.8261537377877, | |
| -8273.308482315275, | |
| 1.29508302378586e-06, | |
| 9999.999970555336, | |
| 4139.877818462999 | |
| ], | |
| "pcov": [ | |
| [ | |
| 280556.92829170125, | |
| -8999335.676967274, | |
| -0.004274800456663241, | |
| 5443763.811655836, | |
| 6179207.534041037 | |
| ], | |
| [ | |
| -8999335.676967273, | |
| 298018950.6063496, | |
| 0.14207010619997573, | |
| -169332192.62303028, | |
| -207764351.8063399 | |
| ], | |
| [ | |
| -0.004274800456663241, | |
| 0.14207010619997573, | |
| 6.776835128892169e-11, | |
| -0.08004016316940037, | |
| -0.0992127265959295 | |
| ], | |
| [ | |
| 5443763.811655836, | |
| -169332192.62303028, | |
| -0.08004016316940037, | |
| 109754902.32280041, | |
| 114464297.49693814 | |
| ], | |
| [ | |
| 6179207.534041037, | |
| -207764351.8063399, | |
| -0.0992127265959295, | |
| 114464297.49693814, | |
| 145862900.7054484 | |
| ] | |
| ], | |
| "r2": 0.996119103283543, | |
| "aic": 184.22088840206607, | |
| "residuals": [ | |
| 25.524980481343846, | |
| -22.096842893279245, | |
| -45.99152608555005, | |
| 3.46961382718564, | |
| 40.89765485179714, | |
| 35.301569476924215, | |
| 34.539812136973524, | |
| 32.803459519344415, | |
| 18.364558259478144, | |
| -8.019800232977104, | |
| -22.30024883506212, | |
| -50.98206326104582, | |
| -68.00524411355991, | |
| -51.16616627173926, | |
| 6.141762613731316, | |
| -12.809929664006177, | |
| 34.12689590274749, | |
| 26.535118038086694, | |
| 29.828094141419115, | |
| 17.292815042079837, | |
| -32.39439620753001, | |
| 17.671968166643637, | |
| 35.076769976526975, | |
| -3.3640372788358945, | |
| -38.93853802984586 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 155.36106529732413, | |
| -3539.6608471368495, | |
| 7.611438938206494e-06, | |
| 3398.498332325427, | |
| 2255.172855368405 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9967078833606828, | |
| "aic": 180.10750024973478, | |
| "residuals": [ | |
| 28.748629417923894, | |
| -27.989216731746637, | |
| -55.96079903476357, | |
| -7.755728091648507, | |
| 32.086245243149506, | |
| 29.931463519563067, | |
| 32.652306843400766, | |
| 34.05784762600797, | |
| 22.285545799845067, | |
| -1.9344614179160544, | |
| -13.291044638372796, | |
| -40.62453568117462, | |
| -57.504761092732224, | |
| -41.40707552349136, | |
| 14.535375348950993, | |
| -6.199530077837835, | |
| 35.43403399405065, | |
| 22.57774489643043, | |
| 21.589937340712822, | |
| 6.26262010622213, | |
| -44.47766437445853, | |
| 6.373095934032335, | |
| 30.82982892480277, | |
| 6.271030134415696, | |
| -26.682116559673204 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1654.7195854544832, | |
| 8.281060108914579e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5992.813862343849, | |
| 0.0006270163360990584, | |
| 30.828680421333292 | |
| ], | |
| [ | |
| 0.0006270163360990584, | |
| 3.9307949303201374e-10, | |
| 1.165766364776137e-05 | |
| ], | |
| [ | |
| 30.828680421333292, | |
| 1.1657663647761368e-05, | |
| 0.3828249952635733 | |
| ] | |
| ], | |
| "r2": 0.9761460503821219, | |
| "aic": 225.61797756778654, | |
| "residuals": [ | |
| 7.5152783393858025, | |
| 2.7137237869443354, | |
| 9.635584670941174, | |
| 95.9164666359338, | |
| 149.19108526616373, | |
| 147.3154141735918, | |
| 143.18016505464485, | |
| 133.8997019672771, | |
| 109.48621057504283, | |
| 71.76171874212469, | |
| 33.15559316225739, | |
| -19.805464958038897, | |
| -59.65205762890787, | |
| -63.49048837900864, | |
| -24.383607783007847, | |
| -58.92899641862539, | |
| -39.65751531928527, | |
| -60.00619931513506, | |
| -56.767993804623984, | |
| -58.96268837964635, | |
| -90.02337576965806, | |
| -14.864877235702807, | |
| 66.30341330970555, | |
| 102.55437894572447, | |
| 78.72912162264902 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 782.8507616396225, | |
| 0.003560988125502688, | |
| 8.28052589615135e-06, | |
| 0.16850392207317413, | |
| 1399.669826958835 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3148428.8494129637, | |
| -11409.088356336753, | |
| 17.454460975192596, | |
| 355624.27683788975, | |
| -1644659924.9571764 | |
| ], | |
| [ | |
| -11409.088356336757, | |
| 41.671225026417375, | |
| -0.06362752227572621, | |
| -1296.3459259504757, | |
| 5995335.384481009 | |
| ], | |
| [ | |
| 17.4544609751926, | |
| -0.06362752227572621, | |
| 9.720288154905372e-05, | |
| 1.9804193158348897, | |
| -9158.996597190428 | |
| ], | |
| [ | |
| 355624.27683788975, | |
| -1296.3459259504757, | |
| 1.9804193158348897, | |
| 40349.22453844554, | |
| -186606133.76421207 | |
| ], | |
| [ | |
| -1644659924.9571764, | |
| 5995335.384481008, | |
| -9158.996597190428, | |
| -186606133.76421204, | |
| 863011645677.5077 | |
| ] | |
| ], | |
| "r2": 0.9957818149178691, | |
| "aic": 184.9289591828936, | |
| "residuals": [ | |
| 1.1891861961294126, | |
| -36.26515058446921, | |
| -52.66474985763716, | |
| 7.4129510265684075, | |
| 49.76287508449059, | |
| 46.63951338521542, | |
| 45.628212202140276, | |
| 44.7980351869528, | |
| 28.43634280193703, | |
| 2.065829799180733, | |
| -14.860676350355448, | |
| -47.567423950414536, | |
| -60.7030443504658, | |
| -47.13393827223217, | |
| 5.344353322155143, | |
| -15.800304544284131, | |
| 27.583882792619875, | |
| 15.544450460303551, | |
| 18.13874192444996, | |
| 0.4315508371632859, | |
| -40.763965137744435, | |
| 12.74011279374895, | |
| 35.29266667865636, | |
| 8.30329415822007, | |
| -22.388475743110803 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 781.1387245774908, | |
| 2.9084130384054034e-10, | |
| 5.155906820635384e-06, | |
| 0.10499225624176989, | |
| 1769.1187648746854 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9957913418394032, | |
| "aic": 184.87243193230537, | |
| "residuals": [ | |
| -0.9370833665575447, | |
| -38.266566626511576, | |
| -54.548415575728086, | |
| 5.746055830492878, | |
| 48.29123908193628, | |
| 45.34490772227582, | |
| 44.49496045597493, | |
| 43.81248587025743, | |
| 27.586478824560572, | |
| 1.340973169471681, | |
| -15.363283638040002, | |
| -47.879257426766344, | |
| -60.85048401450467, | |
| -47.13951483026631, | |
| 5.461095592800348, | |
| -15.578418550408855, | |
| 28.005235312664468, | |
| 16.091022186722512, | |
| 18.75077513549286, | |
| 1.059407159436205, | |
| -40.16252051854599, | |
| 13.27852752249396, | |
| 35.61183483150762, | |
| 8.299280704034118, | |
| -22.448762890216358 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 122.97430205540647, | |
| -3103.80305214929, | |
| 8.542708458130635e-06, | |
| 2424.3499755236257, | |
| 2120.123396704025 | |
| ], | |
| "pcov": [ | |
| [ | |
| 8838.940776116959, | |
| -100524.85740867768, | |
| -0.0002676335098720592, | |
| 297125.7099123458, | |
| 17820.236426989082 | |
| ], | |
| [ | |
| -100524.8574086777, | |
| 1153920.1313294207, | |
| 0.0031519085663689224, | |
| -3335523.198624868, | |
| -215076.98698359157 | |
| ], | |
| [ | |
| -0.0002676335098720592, | |
| 0.0031519085663689224, | |
| 9.376789930257537e-12, | |
| -0.008275589660061245, | |
| -0.0006747994766804824 | |
| ], | |
| [ | |
| 297125.70991234574, | |
| -3335523.198624868, | |
| -0.008275589660061245, | |
| 10894316.126676463, | |
| 531034.2691020456 | |
| ], | |
| [ | |
| 17820.236426989082, | |
| -215076.98698359157, | |
| -0.0006747994766804824, | |
| 531034.2691020457, | |
| 50933.31188219212 | |
| ] | |
| ], | |
| "r2": 0.996667064764681, | |
| "aic": 179.0401693722631, | |
| "residuals": [ | |
| 32.8992998704407, | |
| -27.33993208029142, | |
| -56.59752255795706, | |
| -8.215513419062518, | |
| 31.131399929786312, | |
| 28.7756522929144, | |
| 30.229174074783714, | |
| 32.56605555708916, | |
| 19.56225401184747, | |
| -3.530231545362085, | |
| -14.638130969561189, | |
| -42.79292348317699, | |
| -52.649581165308064, | |
| -36.93520909853578, | |
| 16.732560177831374, | |
| -4.002076649792343, | |
| 37.999298382115285, | |
| 22.618217391116787, | |
| 21.215500036304775, | |
| -0.31194211661431837, | |
| -44.633588675952296, | |
| 6.747547480049434, | |
| 28.655066722282754, | |
| 6.061720303443963, | |
| -23.547090394263478 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 605.8301620142436, | |
| -5840.644478779285, | |
| 2.0599382299220397e-26, | |
| 9999.999999999998, | |
| 181.19166137377147 | |
| ], | |
| "pcov": [ | |
| [ | |
| 15046.736417389411, | |
| -82589.87493696745, | |
| 9.222210158046538e-05, | |
| 482197.5755695511, | |
| -82589.87709210132 | |
| ], | |
| [ | |
| -82589.87493696745, | |
| 453576.8648965182, | |
| -0.000502939775174419, | |
| -2660006.2852615053, | |
| 453576.87673219707 | |
| ], | |
| [ | |
| 9.222210158046539e-05, | |
| -0.0005029397751744191, | |
| 6.308495325678206e-13, | |
| 0.0027919067819151488, | |
| -0.0005029397883001686 | |
| ], | |
| [ | |
| 482197.5755695511, | |
| -2660006.2852615053, | |
| 0.0027919067819151488, | |
| 16339635.35569112, | |
| -2660006.354665319 | |
| ], | |
| [ | |
| -82589.87709210133, | |
| 453576.87673219707, | |
| -0.0005029397883001686, | |
| -2660006.354665319, | |
| 453576.88856787625 | |
| ] | |
| ], | |
| "r2": 0.9898414365555552, | |
| "aic": 206.9017611497808, | |
| "residuals": [ | |
| 87.14839187886423, | |
| 29.524760440624732, | |
| -3.73697647456288, | |
| 30.077568414838197, | |
| 53.35287638537807, | |
| 36.16896823301681, | |
| 24.713786690647567, | |
| 16.11839784045219, | |
| -5.981735623960276, | |
| -36.53005245531517, | |
| -58.409155396816686, | |
| -92.94202380132288, | |
| -105.86267253950541, | |
| -90.71255904577833, | |
| -35.72419953425219, | |
| -53.721715061806435, | |
| -0.8531504623517776, | |
| -2.354525449048424, | |
| 11.020101979499259, | |
| 3.959118631825504, | |
| -26.900146162497776, | |
| 36.55265224316713, | |
| 77.75555082435199, | |
| 67.80183240433576, | |
| 39.53490604024569 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 145.87460299156933, | |
| -3358.3174180127944, | |
| 7.988511694062702e-06, | |
| 3338.3668573578016, | |
| 2155.0111627284223 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9966438404733213, | |
| "aic": 179.21376823358906, | |
| "residuals": [ | |
| 27.388602944336526, | |
| -27.71487045922231, | |
| -54.90532045819418, | |
| -5.514884856692106, | |
| 33.52234443599423, | |
| 30.548487359379806, | |
| 31.360981854506008, | |
| 33.12243040490466, | |
| 19.632835957774432, | |
| -3.8547623333386127, | |
| -15.51199920644649, | |
| -43.95958833170903, | |
| -53.92221157562881, | |
| -38.18170815304984, | |
| 15.602916210051944, | |
| -4.955183511493715, | |
| 37.60942725182372, | |
| 22.80067360054636, | |
| 21.864770953106472, | |
| 0.6457352928041473, | |
| -43.54549268201572, | |
| 7.786901976067838, | |
| 29.10072823270616, | |
| 5.358823830510119, | |
| -24.46142704280055 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1607.9380174202583, | |
| 8.320714048488622e-05, | |
| 1.9999999999998792 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5489.695668757615, | |
| 0.000597289439154898, | |
| 29.16085999799094 | |
| ], | |
| [ | |
| 0.000597289439154898, | |
| 3.9097996653404297e-10, | |
| 1.1526069899472274e-05 | |
| ], | |
| [ | |
| 29.16085999799094, | |
| 1.1526069899472274e-05, | |
| 0.3759512967268295 | |
| ] | |
| ], | |
| "r2": 0.9765840657813047, | |
| "aic": 223.77925368101987, | |
| "residuals": [ | |
| 7.597574234008789, | |
| 2.7217081178193654, | |
| 9.159402846010423, | |
| 95.02978719068895, | |
| 146.7157379494717, | |
| 143.72846439773824, | |
| 137.69550895077364, | |
| 128.9703465587878, | |
| 103.1562542302097, | |
| 66.55248159619214, | |
| 28.5276203893049, | |
| -24.62882634392497, | |
| -56.66940132566447, | |
| -60.04107077428705, | |
| -22.35034959762379, | |
| -56.06841064216053, | |
| -34.654453540194254, | |
| -56.31711444209054, | |
| -52.902815822734965, | |
| -61.30728541833173, | |
| -86.50706503999209, | |
| -11.858234420476265, | |
| 63.506723557488385, | |
| 97.32306485749405, | |
| 76.1107815975895 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 728.18077918638, | |
| 3.0686359156868794e-18, | |
| 7.876028531539502e-06, | |
| 0.15176352080321504, | |
| 1381.067229126099 | |
| ], | |
| "pcov": [ | |
| [ | |
| 11015.71871334929, | |
| 15.700456744744875, | |
| -2.80551850840661e-05, | |
| 3.934860910836603, | |
| 0.0008200825434389767 | |
| ], | |
| [ | |
| 15.700456744744875, | |
| 0.0261490927101924, | |
| -4.182115036469591e-08, | |
| 0.0053546174990225515, | |
| 1.115980573923914e-06 | |
| ], | |
| [ | |
| -2.80551850840661e-05, | |
| -4.18211503646959e-08, | |
| 9.608986869479207e-14, | |
| -1.0173455914456799e-08, | |
| -2.120296953295798e-12 | |
| ], | |
| [ | |
| 3.934860910836603, | |
| 0.0053546174990225515, | |
| -1.01734559144568e-08, | |
| 0.0014336303594588002, | |
| 2.987895272995534e-07 | |
| ], | |
| [ | |
| 0.0008200825434389767, | |
| 1.115980573923914e-06, | |
| -2.120296953295798e-12, | |
| 2.987895272995534e-07, | |
| 6.227210594060814e-11 | |
| ] | |
| ], | |
| "r2": 0.9955687611622225, | |
| "aic": 183.7588344587265, | |
| "residuals": [ | |
| -0.4799582921882575, | |
| -37.293123939931775, | |
| -53.56485819756972, | |
| 6.945324547860309, | |
| 48.2822148828709, | |
| 46.092118585072285, | |
| 43.530713728086084, | |
| 42.39884249612555, | |
| 25.181949086359396, | |
| 0.030644498349261085, | |
| -16.832682801336546, | |
| -48.76792970932797, | |
| -59.20476722144599, | |
| -44.91795159793082, | |
| 3.6239921041283196, | |
| -16.34517773881646, | |
| 27.944189796616683, | |
| 15.369678617800218, | |
| 19.738961412211665, | |
| 3.1917130327356062, | |
| -36.105225856139896, | |
| 13.755285492202574, | |
| 33.31316630977744, | |
| 5.965828488483339, | |
| -21.84725357767161 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 727.6435611823645, | |
| 3.811003119885344e-05, | |
| 6.0359809235399156e-06, | |
| 0.11599144623807979, | |
| 1575.0015029870067 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9955684874077033, | |
| "aic": 183.76037886918124, | |
| "residuals": [ | |
| 0.1616889929014178, | |
| -36.72231761649073, | |
| -53.05698289324505, | |
| 7.3467761705669545, | |
| 48.59774921520602, | |
| 46.33745991917431, | |
| 43.71814922717567, | |
| 42.5381295803827, | |
| 25.28094491013576, | |
| 0.09575327463949179, | |
| -16.820408758432905, | |
| -48.79363463142113, | |
| -59.25778868577129, | |
| -44.990444565380926, | |
| 3.5379184975475937, | |
| -16.440333145087607, | |
| 27.83997891034494, | |
| 15.268787128141867, | |
| 19.64854773171919, | |
| 3.1160409127896855, | |
| -36.16358936949882, | |
| 13.71576130381959, | |
| 33.31353325624377, | |
| 6.00690479674563, | |
| -21.800090514773046 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 117.63565420492431, | |
| -2932.520309642166, | |
| 8.78073240025288e-06, | |
| 2307.3065733374165, | |
| 1997.1323295638033 | |
| ], | |
| "pcov": [ | |
| [ | |
| 7860.998557033987, | |
| -88538.12476520834, | |
| -0.000256263750031093, | |
| 266696.64868882933, | |
| 15214.26203501053 | |
| ], | |
| [ | |
| -88538.12476520834, | |
| 1006168.8844351538, | |
| 0.002987333512128931, | |
| -2966498.0435491563, | |
| -181831.8810006863 | |
| ], | |
| [ | |
| -0.000256263750031093, | |
| 0.002987333512128931, | |
| 9.693596538603346e-12, | |
| -0.007985181650075533, | |
| -0.000623715138182375 | |
| ], | |
| [ | |
| 266696.64868882933, | |
| -2966498.0435491563, | |
| -0.007985181650075533, | |
| 9893847.071394546, | |
| 456361.712997657 | |
| ], | |
| [ | |
| 15214.26203501053, | |
| -181831.8810006863, | |
| -0.000623715138182375, | |
| 456361.71299765696, | |
| 42209.896703904575 | |
| ] | |
| ], | |
| "r2": 0.9965040750765789, | |
| "aic": 177.8318042150234, | |
| "residuals": [ | |
| 32.0888572080471, | |
| -27.540025214137813, | |
| -56.431550424351144, | |
| -7.119283174551356, | |
| 31.53447300199855, | |
| 30.259723991150167, | |
| 30.18252365990702, | |
| 32.146878053485125, | |
| 18.15552703672597, | |
| -3.8906853336150107, | |
| -15.346508623454156, | |
| -43.16872726636484, | |
| -50.75231006318336, | |
| -34.711578801998485, | |
| 14.672965804704063, | |
| -5.184693783823832, | |
| 37.18483862297353, | |
| 20.99796379820009, | |
| 21.31298351770647, | |
| 1.0506721842857587, | |
| -41.148430023951505, | |
| 6.896171146081997, | |
| 26.56385401530133, | |
| 4.427849818665891, | |
| -22.181494971163147 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 577.6037176104468, | |
| -4702.300769892178, | |
| 2.0064599124133688e-26, | |
| 9999.999999999998, | |
| -687.6647288043697 | |
| ], | |
| "pcov": [ | |
| [ | |
| 15671.658706949951, | |
| -85182.67872560146, | |
| 6.550793510841517e-05, | |
| 492799.4582731367, | |
| -85182.68535434072 | |
| ], | |
| [ | |
| -85182.67872560146, | |
| 463268.34629726154, | |
| -0.0003538915153801326, | |
| -2692654.325369851, | |
| 463268.38234754535 | |
| ], | |
| [ | |
| 6.550793510841519e-05, | |
| -0.00035389151538013267, | |
| 2.992349709591291e-13, | |
| 0.0019493616641903238, | |
| -0.0003538915429217103 | |
| ], | |
| [ | |
| 492799.4582731368, | |
| -2692654.3253698517, | |
| 0.0019493616641903238, | |
| 16425649.816102942, | |
| -2692654.534890618 | |
| ], | |
| [ | |
| -85182.68535434072, | |
| 463268.38234754524, | |
| -0.0003538915429217103, | |
| -2692654.5348906177, | |
| 463268.4183978319 | |
| ] | |
| ], | |
| "r2": 0.9904908831741315, | |
| "aic": 202.84812975836735, | |
| "residuals": [ | |
| 77.69076662428972, | |
| 22.66834380137618, | |
| -8.793833988089204, | |
| 28.12083895192893, | |
| 52.37252348438244, | |
| 37.61753598050666, | |
| 25.738907273365044, | |
| 17.686935328593904, | |
| -4.641746653222867, | |
| -33.51606959493881, | |
| -54.80586518357711, | |
| -88.40158725224398, | |
| -98.69835678471088, | |
| -83.0688852021284, | |
| -32.36739114373347, | |
| -49.61705321289435, | |
| 2.8940775284864912, | |
| -0.5235668837904086, | |
| 13.230528537334976, | |
| 5.968872942638882, | |
| -24.294368801613018, | |
| 34.280459790727036, | |
| 70.23410159570903, | |
| 57.943756690665396, | |
| 32.28107617093792 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 133.22523018780387, | |
| -3104.1335481790156, | |
| 8.369850674433558e-06, | |
| 2937.511989631702, | |
| 2019.9366159996878 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9964899542875612, | |
| "aic": 177.93258117280052, | |
| "residuals": [ | |
| 28.0031787684527, | |
| -27.681167452743466, | |
| -55.076546066108676, | |
| -5.117443985654063, | |
| 33.25122656551457, | |
| 31.496613353331668, | |
| 30.94129451730305, | |
| 32.48588972238804, | |
| 18.145944378032937, | |
| -4.179727380751274, | |
| -16.01574716181949, | |
| -44.03177852496037, | |
| -51.67594893983687, | |
| -35.603103335278774, | |
| 13.876164471551192, | |
| -5.846453913586629, | |
| 36.93842211034098, | |
| 21.162764437930946, | |
| 21.806556829346846, | |
| 1.7558508734018687, | |
| -40.36035668406589, | |
| 7.639472450980065, | |
| 26.869354150477648, | |
| 3.912831567306057, | |
| -22.84615568047684 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1527.1517373585898, | |
| 8.512376588071755e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4820.475164270219, | |
| 0.0005800463734421139, | |
| 27.391410665251346 | |
| ], | |
| [ | |
| 0.0005800463734421139, | |
| 4.2843553256585544e-10, | |
| 1.2275673915162055e-05 | |
| ], | |
| [ | |
| 27.391410665251346, | |
| 1.2275673915162055e-05, | |
| 0.38777983643907066 | |
| ] | |
| ], | |
| "r2": 0.9758068853901267, | |
| "aic": 222.1935564614529, | |
| "residuals": [ | |
| 7.652107238769362, | |
| 2.729171204437254, | |
| 8.659480497291746, | |
| 93.94316661815321, | |
| 143.9414998491344, | |
| 141.49253140313508, | |
| 133.71448931802738, | |
| 124.62681526743035, | |
| 97.98367990124035, | |
| 62.680774887406585, | |
| 24.97581187792872, | |
| -27.0904156351354, | |
| -56.08706611060063, | |
| -58.38697166705015, | |
| -24.281022119770796, | |
| -56.483489438551146, | |
| -33.41105439403577, | |
| -55.05785855797512, | |
| -49.565985317552304, | |
| -56.771119447299725, | |
| -80.28981287953775, | |
| -9.739597571903687, | |
| 61.11677075008242, | |
| 92.45337119066266, | |
| 73.76311872579504 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 687.3859915123525, | |
| 1.152912887171219e-13, | |
| 7.731886345261823e-06, | |
| 0.14181713520550243, | |
| 1348.984873677272 | |
| ], | |
| "pcov": [ | |
| [ | |
| 8879.467305129403, | |
| 14.430945691897431, | |
| -2.2967966791897677e-05, | |
| 3.261450863219482, | |
| 0.0006728824591481959 | |
| ], | |
| [ | |
| 14.430945691897433, | |
| 0.027765900631870725, | |
| -4.0415092953314967e-08, | |
| 0.0050408260222714165, | |
| 1.0399922266229514e-06 | |
| ], | |
| [ | |
| -2.2967966791897683e-05, | |
| -4.041509295331496e-08, | |
| 8.498752229675673e-14, | |
| -8.513529029902504e-09, | |
| -1.7564588732638082e-12 | |
| ], | |
| [ | |
| 3.2614508632194825, | |
| 0.0050408260222714165, | |
| -8.513529029902504e-09, | |
| 0.0012239358466128445, | |
| 2.525149031193636e-07 | |
| ], | |
| [ | |
| 0.000672882459148196, | |
| 1.0399922266229514e-06, | |
| -1.7564588732638082e-12, | |
| 2.525149031193636e-07, | |
| 5.209731904972314e-11 | |
| ] | |
| ], | |
| "r2": 0.9955089475980221, | |
| "aic": 182.17723199731407, | |
| "residuals": [ | |
| 1.0573279546897538, | |
| -35.251519024370964, | |
| -51.82869332324435, | |
| 7.41916843273134, | |
| 46.933482944472416, | |
| 45.004284510109756, | |
| 41.282010486722356, | |
| 40.49361565339541, | |
| 22.568562713356187, | |
| -1.9723552367757975, | |
| -17.85902627657879, | |
| -49.61668292112188, | |
| -57.46560394975927, | |
| -43.600824373221826, | |
| 4.7755796598235065, | |
| -14.652591834792702, | |
| 27.649048606094993, | |
| 18.546665191659486, | |
| 20.70777172198291, | |
| 3.0268113736724445, | |
| -33.651988253258196, | |
| 12.619975347849959, | |
| 30.127328143979867, | |
| 4.455401944243022, | |
| -20.762011726075343 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 685.3576104141737, | |
| 0.00016213011611426184, | |
| 5.964276061567559e-06, | |
| 0.10841187765183413, | |
| 1527.5361548466933 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9955074047257519, | |
| "aic": 182.1858191121529, | |
| "residuals": [ | |
| 2.605010957092418, | |
| -33.9184921570677, | |
| -50.68397403188146, | |
| 8.251212053152813, | |
| 47.519338565479984, | |
| 45.39411659279767, | |
| 41.514443142025584, | |
| 40.59890256694098, | |
| 22.570752184579533, | |
| -2.053902936925624, | |
| -18.063574691031704, | |
| -49.900827110890305, | |
| -57.79889722369694, | |
| -43.96137803965735, | |
| 4.403813229351272, | |
| -15.023620411635761, | |
| 27.314732354994362, | |
| 18.278801431614397, | |
| 20.521854523525917, | |
| 2.930756275899739, | |
| -33.654500584592824, | |
| 12.71224150068997, | |
| 30.407696540088182, | |
| 4.91791256175361, | |
| -20.27283106412756 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 114.52073704176314, | |
| -2806.7705313157503, | |
| 9.048599244626694e-06, | |
| 2305.9941528746817, | |
| 1896.2791451380128 | |
| ], | |
| "pcov": [ | |
| [ | |
| 7571.174320951318, | |
| -84216.02764019149, | |
| -0.00025826594988662057, | |
| 263033.4937930651, | |
| 13624.765046238503 | |
| ], | |
| [ | |
| -84216.02764019149, | |
| 944210.3309482555, | |
| 0.002965998416827577, | |
| -2892833.0462599704, | |
| -160313.4045832435 | |
| ], | |
| [ | |
| -0.0002582659498866205, | |
| 0.002965998416827577, | |
| 1.0209423629759979e-11, | |
| -0.008243286092839192, | |
| -0.0005847895952112161 | |
| ], | |
| [ | |
| 263033.4937930651, | |
| -2892833.046259971, | |
| -0.008243286092839194, | |
| 9990979.08747147, | |
| 418206.0597530585 | |
| ], | |
| [ | |
| 13624.765046238503, | |
| -160313.4045832435, | |
| -0.0005847895952112162, | |
| 418206.0597530585, | |
| 35340.27618252184 | |
| ] | |
| ], | |
| "r2": 0.996414211871225, | |
| "aic": 176.5495127046816, | |
| "residuals": [ | |
| 31.155036561681527, | |
| -26.840047895059797, | |
| -55.2593203310787, | |
| -6.240366408627779, | |
| 31.10917168634296, | |
| 30.35324386708703, | |
| 29.21068579359826, | |
| 31.509264312088135, | |
| 16.73226264729442, | |
| -4.825053563479514, | |
| -15.617862098672731, | |
| -43.60902684810276, | |
| -48.942903928895475, | |
| -33.63328895181303, | |
| 15.31567150305932, | |
| -4.228118382881121, | |
| 35.772422474946325, | |
| 22.913773549616963, | |
| 21.065824107474327, | |
| -0.142975839187784, | |
| -39.43535201891109, | |
| 5.377126285524355, | |
| 23.80791167883467, | |
| 4.173536625367888, | |
| -19.72162269283922 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 556.0621789818956, | |
| -5030.513736463198, | |
| 2.4104570368366294e-27, | |
| 9999.999999999998, | |
| -154.78717690143694 | |
| ], | |
| "pcov": [ | |
| [ | |
| 12196.189391884398, | |
| -66615.08438805, | |
| 6.715584294131419e-05, | |
| 411973.79987953603, | |
| -66615.08633101145 | |
| ], | |
| [ | |
| -66615.08438805, | |
| 364052.795371314, | |
| -0.0003644908399001306, | |
| -2261771.6619774294, | |
| 364052.8059895701 | |
| ], | |
| [ | |
| 6.715584294131418e-05, | |
| -0.0003644908399001306, | |
| 4.082142958970308e-13, | |
| 0.002144377897687432, | |
| -0.00036449085053199957 | |
| ], | |
| [ | |
| 411973.79987953603, | |
| -2261771.6619774294, | |
| 0.002144377897687432, | |
| 14734065.919130709, | |
| -2261771.7279426455 | |
| ], | |
| [ | |
| -66615.08633101145, | |
| 364052.80598957004, | |
| -0.0003644908505319995, | |
| -2261771.7279426455, | |
| 364052.81660782645 | |
| ] | |
| ], | |
| "r2": 0.9911410189936867, | |
| "aic": 199.16084912658195, | |
| "residuals": [ | |
| 71.20729021394672, | |
| 18.39048878784942, | |
| -11.919852798665858, | |
| 26.074557203750004, | |
| 50.27047767077474, | |
| 37.12383919509978, | |
| 25.117865449674923, | |
| 18.202853211963543, | |
| -4.227269391855202, | |
| -32.03192078749123, | |
| -51.757261984049705, | |
| -84.90137576257382, | |
| -92.54869497592279, | |
| -77.42696799381827, | |
| -27.080438091565497, | |
| -44.05236462804294, | |
| 5.613425823394778, | |
| 4.662847575079127, | |
| 15.14924960948656, | |
| 5.685930225608445, | |
| -23.012151674114193, | |
| 30.947958158487836, | |
| 62.89839534067278, | |
| 50.47020380231834, | |
| 27.142915820000326 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 130.10344741841502, | |
| -2976.6566319036992, | |
| 8.617677561951882e-06, | |
| 2949.508267227742, | |
| 1917.4981537494664 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9963993460421096, | |
| "aic": 176.65294253922485, | |
| "residuals": [ | |
| 27.139122224414223, | |
| -26.959922329878736, | |
| -53.90549558529574, | |
| -4.258063163405723, | |
| 32.80107771060966, | |
| 31.564928544542, | |
| 29.946153981553607, | |
| 31.82797650509042, | |
| 16.705903890662512, | |
| -5.127150477460646, | |
| -16.292810069461666, | |
| -44.47115390662407, | |
| -49.86001046604497, | |
| -34.51379682531228, | |
| 14.53325390394275, | |
| -4.873183957945685, | |
| 35.544478006740405, | |
| 23.094467236421792, | |
| 21.570027762674727, | |
| 0.5663738880539313, | |
| -38.64951914625567, | |
| 6.112823194787779, | |
| 24.101119119179884, | |
| 3.652589490573064, | |
| -20.390179584246425 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1464.7624712264444, | |
| 8.668433236022095e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4245.399050361099, | |
| 0.0005535153615276099, | |
| 25.46176837669688 | |
| ], | |
| [ | |
| 0.0005535153615276098, | |
| 4.504157764555642e-10, | |
| 1.2617249627593866e-05 | |
| ], | |
| [ | |
| 25.461768376696877, | |
| 1.2617249627593866e-05, | |
| 0.38861538047138194 | |
| ] | |
| ], | |
| "r2": 0.975764492556495, | |
| "aic": 220.32052562924366, | |
| "residuals": [ | |
| 7.428313255309896, | |
| 2.6942008433654534, | |
| 8.028265467630977, | |
| 91.62263583368829, | |
| 139.5929137980404, | |
| 137.3768063500926, | |
| 128.53087407352814, | |
| 119.95460762282215, | |
| 92.8140928083975, | |
| 58.35466245362278, | |
| 22.11497108347652, | |
| -29.288859463586277, | |
| -55.23215777974053, | |
| -57.513782973107595, | |
| -23.16164566853513, | |
| -54.44305713180995, | |
| -32.564970345143934, | |
| -50.195447308012035, | |
| -46.6308902441624, | |
| -54.94843706342385, | |
| -76.07097348665889, | |
| -9.550892276089371, | |
| 57.82269778402201, | |
| 88.85237355413892, | |
| 72.42540847130249 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 651.8054829604548, | |
| 3.50908101569776e-18, | |
| 8.04128793302289e-06, | |
| 0.14404560248563356, | |
| 1270.5219025414542 | |
| ], | |
| "pcov": [ | |
| [ | |
| 8397.23534611226, | |
| 13.539837955384119, | |
| -2.2836186159062723e-05, | |
| 3.307181515361104, | |
| 0.000730869816501391 | |
| ], | |
| [ | |
| 13.539837955384119, | |
| 0.02576305551935494, | |
| -3.884444280690943e-08, | |
| 0.005082912380519369, | |
| 1.1232970495979389e-06 | |
| ], | |
| [ | |
| -2.2836186159062723e-05, | |
| -3.884444280690943e-08, | |
| 8.98491448074e-14, | |
| -9.162033967502938e-09, | |
| -2.0247615839714657e-12 | |
| ], | |
| [ | |
| 3.307181515361104, | |
| 0.005082912380519369, | |
| -9.162033967502938e-09, | |
| 0.0013299365370069882, | |
| 2.939090183731651e-07 | |
| ], | |
| [ | |
| 0.000730869816501391, | |
| 1.1232970495979387e-06, | |
| -2.0247615839714657e-12, | |
| 2.93909018373165e-07, | |
| 6.495235575336598e-11 | |
| ] | |
| ], | |
| "r2": 0.9952725574622497, | |
| "aic": 181.2642080577889, | |
| "residuals": [ | |
| -0.1246359313290668, | |
| -35.36031906264816, | |
| -51.58251556838809, | |
| 7.930274973742371, | |
| 46.327753407195814, | |
| 45.964291675884624, | |
| 41.20148848855945, | |
| 41.00671032361413, | |
| 22.000636826579125, | |
| -0.25710100682317716, | |
| -15.538644391454909, | |
| -48.10027639452426, | |
| -57.11565316660858, | |
| -43.65058840691097, | |
| 2.0872254739595064, | |
| -16.302924329653024, | |
| 23.57342717178983, | |
| 15.981548450430068, | |
| 20.14358386816616, | |
| 4.637078449939054, | |
| -29.118738121689603, | |
| 13.754109498326898, | |
| 29.191490808388153, | |
| 2.97780527415307, | |
| -19.620679615139807 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 651.922699495349, | |
| 1.7213225957265e-10, | |
| 5.881839333802754e-06, | |
| 0.10540854697438544, | |
| 1474.3724406319386 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9952725550850382, | |
| "aic": 181.26422062912624, | |
| "residuals": [ | |
| -0.1615834688141149, | |
| -35.388693846889055, | |
| -51.603489691373625, | |
| 7.9212831307045235, | |
| 46.32784418273127, | |
| 45.97130598999979, | |
| 41.21378565967302, | |
| 41.02302215704799, | |
| 22.019968793613998, | |
| -0.23553848564574764, | |
| -15.514400730500142, | |
| -48.0750454945354, | |
| -57.09058292716543, | |
| -43.62647236469218, | |
| 2.109831312229744, | |
| -16.282221231033873, | |
| 23.588332856962438, | |
| 15.989921732442099, | |
| 20.145194928244337, | |
| 4.631943928781311, | |
| -29.13047929480672, | |
| 13.735959778737652, | |
| 29.161203637563176, | |
| 2.9362946432015633, | |
| -19.663798389483645 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 110.88738478533907, | |
| -2696.8474539835474, | |
| 8.975671343604958e-06, | |
| 2195.004640471818, | |
| 1820.4952349914586 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6607.347017569228, | |
| -73790.12383265045, | |
| -0.00024092909774198703, | |
| 229175.1657242969, | |
| 12367.603656458874 | |
| ], | |
| [ | |
| -73790.12383265045, | |
| 831286.5691017406, | |
| 0.002783616938039228, | |
| -2528657.960229673, | |
| -146559.71702422109 | |
| ], | |
| [ | |
| -0.00024092909774198703, | |
| 0.002783616938039228, | |
| 1.0214789085974119e-11, | |
| -0.00766434967224453, | |
| -0.0005696731869615882 | |
| ], | |
| [ | |
| 229175.1657242969, | |
| -2528657.960229673, | |
| -0.00766434967224453, | |
| 8714566.651827827, | |
| 378294.23167741473 | |
| ], | |
| [ | |
| 12367.603656458874, | |
| -146559.71702422109, | |
| -0.0005696731869615882, | |
| 378294.23167741473, | |
| 33507.22088908976 | |
| ] | |
| ], | |
| "r2": 0.9963047061590906, | |
| "aic": 175.10610077228918, | |
| "residuals": [ | |
| 30.633838253304702, | |
| -26.924347487913565, | |
| -55.18034253265159, | |
| -5.953266310552863, | |
| 30.306186347092307, | |
| 31.140859592907645, | |
| 28.971106267982577, | |
| 31.86820772852252, | |
| 16.011062265167993, | |
| -3.2627420941951186, | |
| -13.442888293752276, | |
| -42.21493542404801, | |
| -48.675308575411464, | |
| -33.71086464733844, | |
| 12.664982482758433, | |
| -5.768324863054886, | |
| 31.994988414578984, | |
| 20.809283490390044, | |
| 21.06882005713078, | |
| 2.067959573225835, | |
| -34.34918681033673, | |
| 6.932966120054061, | |
| 22.789694692268085, | |
| 1.8197829081682357, | |
| -19.597528260645277 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 532.2071649187179, | |
| -4898.634202101967, | |
| 4.0252976231236815e-20, | |
| 9999.999999998725, | |
| -60.386758680713974 | |
| ], | |
| "pcov": [ | |
| [ | |
| 10763.047107096998, | |
| -58853.68102904452, | |
| 6.494856620295696e-05, | |
| 382782.03713366255, | |
| -58853.68026595353 | |
| ], | |
| [ | |
| -58853.681029044536, | |
| 321999.13202817255, | |
| -0.00035289571028033367, | |
| -2103820.1708388897, | |
| 321999.1278532333 | |
| ], | |
| [ | |
| 6.494856620295696e-05, | |
| -0.00035289571028033367, | |
| 4.337224803897836e-13, | |
| 0.0021831048659601096, | |
| -0.00035289570570385217 | |
| ], | |
| [ | |
| 382782.03713366255, | |
| -2103820.1708388897, | |
| 0.0021831048659601096, | |
| 14409544.1536084, | |
| -2103820.1435651076 | |
| ], | |
| [ | |
| -58853.680265953546, | |
| 321999.12785323337, | |
| -0.0003528957057038522, | |
| -2103820.1435651076, | |
| 321999.1236782942 | |
| ] | |
| ], | |
| "r2": 0.9912635942129582, | |
| "aic": 196.6170705908045, | |
| "residuals": [ | |
| 64.65426589403916, | |
| 14.10124632123945, | |
| -14.84631253291142, | |
| 25.008166304941682, | |
| 49.268767740621456, | |
| 38.57446913829557, | |
| 26.19786929004067, | |
| 20.383295476063267, | |
| -2.7461634024979276, | |
| -27.98352744928917, | |
| -46.75140328374084, | |
| -80.54878661284408, | |
| -89.34603939270505, | |
| -74.69900271642246, | |
| -27.129483320408667, | |
| -43.24625153584839, | |
| 3.420067334116993, | |
| 3.3232693928013077, | |
| 15.127388894893329, | |
| 7.155792318938893, | |
| -19.28831241212515, | |
| 30.623767826634094, | |
| 59.27583528214791, | |
| 45.17098435004414, | |
| 24.300097109426588 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 120.90330255302963, | |
| -2806.2175528151233, | |
| 8.67708396514955e-06, | |
| 2609.2396860745325, | |
| 1834.7175509455478 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9962967272560009, | |
| "aic": 175.16002274549402, | |
| "residuals": [ | |
| 27.818632997633813, | |
| -26.923560978273144, | |
| -54.17587436875783, | |
| -4.572662404499397, | |
| 31.453071322281858, | |
| 31.94243667619321, | |
| 29.440810591530862, | |
| 32.05256093403386, | |
| 15.962175304453694, | |
| -3.4959416566327945, | |
| -13.921238608343856, | |
| -42.81211966307251, | |
| -49.302619177942006, | |
| -34.307535741560514, | |
| 12.139295272044592, | |
| -6.19763304430785, | |
| 31.85239459040247, | |
| 20.943612075427154, | |
| 21.420232341213705, | |
| 2.555358463214361, | |
| -33.8130765756373, | |
| 7.432382739983495, | |
| 22.98597665952775, | |
| 1.4644340407523941, | |
| -20.05260851725984 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1400.6177980251905, | |
| 8.772920023930426e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3942.8116412310123, | |
| 0.0005512475209895645, | |
| 24.926416829675265 | |
| ], | |
| [ | |
| 0.0005512475209895645, | |
| 4.864640287570131e-10, | |
| 1.3426401467364427e-05 | |
| ], | |
| [ | |
| 24.92641682967527, | |
| 1.3426401467364427e-05, | |
| 0.40674565396634166 | |
| ] | |
| ], | |
| "r2": 0.9745788091774445, | |
| "aic": 219.31917665704538, | |
| "residuals": [ | |
| 7.44244241714462, | |
| 2.8061483839470265, | |
| 7.727158667267382, | |
| 90.54744075542501, | |
| 136.84332995153915, | |
| 135.9495038855031, | |
| 126.01890916114635, | |
| 118.11647033925567, | |
| 90.05178544612102, | |
| 58.07901601722136, | |
| 22.92256166844436, | |
| -28.773321425895574, | |
| -55.3750214655729, | |
| -57.571825856815394, | |
| -25.40897335039699, | |
| -55.245780230812215, | |
| -34.99042717822033, | |
| -50.631563154503056, | |
| -44.903119280040755, | |
| -51.17173874183004, | |
| -69.74945304200651, | |
| -7.221188080217189, | |
| 56.39820314294775, | |
| 84.74468662330332, | |
| 70.588894245868 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 601.625073792323, | |
| 0.0008382039385491984, | |
| 8.501339757269257e-06, | |
| 0.1421700737859796, | |
| 1178.057022986113 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1330143.9960458484, | |
| -6557.809514403042, | |
| 43.39025714733036, | |
| 725844.7226545252, | |
| -3068223216.045476 | |
| ], | |
| [ | |
| -6557.809514403041, | |
| 32.635955735009844, | |
| -0.21541671490111622, | |
| -3603.5311208976855, | |
| 15232593.732670305 | |
| ], | |
| [ | |
| 43.39025714733035, | |
| -0.21541671490111622, | |
| 0.0014228458306195762, | |
| 23.80166603211662, | |
| -100612.6004579714 | |
| ], | |
| [ | |
| 725844.7226545252, | |
| -3603.5311208976855, | |
| 23.801666032116625, | |
| 398159.3058366269, | |
| -1683068863.9826875 | |
| ], | |
| [ | |
| -3068223216.0454755, | |
| 15232593.732670305, | |
| -100612.6004579714, | |
| -1683068863.9826875, | |
| 7114541262097.455 | |
| ] | |
| ], | |
| "r2": 0.9950979084967945, | |
| "aic": 179.4419072695546, | |
| "residuals": [ | |
| 2.9399916855520587, | |
| -31.86773504344592, | |
| -48.44372850093282, | |
| 8.453007900017155, | |
| 44.604330923354496, | |
| 45.232642745396674, | |
| 39.258875741748625, | |
| 39.34473533765356, | |
| 19.908541917028174, | |
| -0.8794231700147748, | |
| -15.633065381711845, | |
| -47.60482117980496, | |
| -56.45975874458361, | |
| -44.06059239469084, | |
| -1.3714228436534768, | |
| -15.861782191832958, | |
| 22.81446795901786, | |
| 16.299991609915423, | |
| 21.81212668384228, | |
| 7.831195569189049, | |
| -23.608606951108868, | |
| 13.183899543616917, | |
| 25.910619190618718, | |
| 1.3838533304751763, | |
| -19.11561092767647 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 603.7258619387736, | |
| 1.4524787249681791e-09, | |
| 5.855392375153232e-06, | |
| 0.09899598825858173, | |
| 1402.4335728535134 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9951008979868715, | |
| "aic": 179.4266566260244, | |
| "residuals": [ | |
| 1.316748617246958, | |
| -33.23910113511988, | |
| -49.596085412990305, | |
| 7.660101676311342, | |
| 44.09048463863519, | |
| 44.93820861500444, | |
| 39.13855588632032, | |
| 39.36345082277785, | |
| 20.03867156033175, | |
| -0.6599423392576682, | |
| -15.28516189031302, | |
| -47.17721095245838, | |
| -55.98642231620022, | |
| -43.56590783663421, | |
| -0.8732838170066088, | |
| -15.37357267765276, | |
| 23.238312261746614, | |
| 16.624743973432714, | |
| 22.01844085475898, | |
| 7.907912957587996, | |
| -23.668032835980284, | |
| 12.984491002109053, | |
| 25.42564524722866, | |
| 0.6108146938627215, | |
| -19.931880223205326 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 104.70659541950384, | |
| -2520.098361708935, | |
| 9.352662567623302e-06, | |
| 2123.4660218768227, | |
| 1695.9381291666027 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5925.066951955302, | |
| -65203.11645415863, | |
| -0.00023255290946288913, | |
| 212301.04544177832, | |
| 10246.254223155982 | |
| ], | |
| [ | |
| -65203.11645415863, | |
| 723163.1124085353, | |
| 0.0026422153745480495, | |
| -2310988.890995231, | |
| -119382.25207767557 | |
| ], | |
| [ | |
| -0.00023255290946288916, | |
| 0.0026422153745480495, | |
| 1.0628794769612803e-11, | |
| -0.007635439686493227, | |
| -0.0005105040803769376 | |
| ], | |
| [ | |
| 212301.04544177832, | |
| -2310988.890995231, | |
| -0.007635439686493227, | |
| 8353183.348428856, | |
| 323006.01732505386 | |
| ], | |
| [ | |
| 10246.254223155982, | |
| -119382.25207767557, | |
| -0.0005105040803769376, | |
| 323006.0173250539, | |
| 25974.215675541775 | |
| ] | |
| ], | |
| "r2": 0.9961631281173898, | |
| "aic": 173.3167940015932, | |
| "residuals": [ | |
| 29.551467177449922, | |
| -26.33359868583193, | |
| -53.8979570553895, | |
| -5.802189024627296, | |
| 29.118214447548553, | |
| 31.47990277318786, | |
| 28.389950034228832, | |
| 31.69455126954722, | |
| 15.423139707574592, | |
| -2.4402286438812553, | |
| -12.344643170704103, | |
| -40.863440530159096, | |
| -47.52013372923125, | |
| -33.9646070807662, | |
| 9.050810907880418, | |
| -5.754912061996379, | |
| 30.314313551636587, | |
| 19.95998611786854, | |
| 21.525379516082126, | |
| 4.15778353602127, | |
| -29.728282329529748, | |
| 5.758655196454129, | |
| 19.569932676281496, | |
| 0.942037785411685, | |
| -18.28612901585666 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 504.0816582407316, | |
| -4812.540151272281, | |
| 1.6124696606714713e-20, | |
| 9999.999999999429, | |
| 120.21455739173918 | |
| ], | |
| "pcov": [ | |
| [ | |
| 8503.958360807153, | |
| -46634.83261012929, | |
| 6.0613402292548805e-05, | |
| 325554.9052768933, | |
| -46634.833556032805 | |
| ], | |
| [ | |
| -46634.83261012929, | |
| 255882.24896572597, | |
| -0.00033026518545756803, | |
| -1794313.3426601796, | |
| 255882.25415581022 | |
| ], | |
| [ | |
| 6.0613402292548805e-05, | |
| -0.00033026518545756803, | |
| 4.811844645164072e-13, | |
| 0.0021922680591665022, | |
| -0.0003302651921567919 | |
| ], | |
| [ | |
| 325554.90527689335, | |
| -1794313.3426601796, | |
| 0.0021922680591665022, | |
| 13181748.734043943, | |
| -1794313.3790529433 | |
| ], | |
| [ | |
| -46634.833556032805, | |
| 255882.25415581022, | |
| -0.0003302651921567919, | |
| -1794313.379052943, | |
| 255882.2593458946 | |
| ] | |
| ], | |
| "r2": 0.9918392138944112, | |
| "aic": 192.18387100377663, | |
| "residuals": [ | |
| 57.089985191837044, | |
| 9.182886097885316, | |
| -18.227812147795262, | |
| 22.030160979169054, | |
| 46.30579990389606, | |
| 38.31735155767592, | |
| 26.03807228170035, | |
| 21.504670468635197, | |
| -1.2920818160459362, | |
| -24.483282278638796, | |
| -41.98571275855318, | |
| -74.84652899146329, | |
| -83.39920193803232, | |
| -69.9146842719357, | |
| -25.617103926736604, | |
| -38.14720602985835, | |
| 6.29433787044411, | |
| 6.071435982151684, | |
| 17.95504609828788, | |
| 10.22608871886564, | |
| -15.169615117655667, | |
| 27.42372257123361, | |
| 50.99839189427507, | |
| 36.36803172686223, | |
| 17.27724794375581 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 112.88731652631778, | |
| -2608.308111110813, | |
| 9.08958225304851e-06, | |
| 2473.497811824736, | |
| 1706.6246645494598 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9961566792737081, | |
| "aic": 173.35877761792747, | |
| "residuals": [ | |
| 27.179019602263907, | |
| -26.28568067167612, | |
| -53.017476733866715, | |
| -4.637674694904263, | |
| 30.067888402639255, | |
| 32.131162513999925, | |
| 28.759881495015406, | |
| 31.825446869781672, | |
| 15.36052038240723, | |
| -2.654363320909397, | |
| -12.757196611939435, | |
| -41.36858592465592, | |
| -48.044386585033635, | |
| -34.45818280877188, | |
| 8.620534697514017, | |
| -6.101736140945945, | |
| 30.21026992586667, | |
| 20.086097720326052, | |
| 21.82892463485439, | |
| 4.569753685652131, | |
| -29.280870800445882, | |
| 6.171006236601215, | |
| 19.725324931075875, | |
| 0.6421795898418168, | |
| -18.66756629874544 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1321.698429897434, | |
| 8.969751088144173e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3367.994075012586, | |
| 0.0005223299172681536, | |
| 22.888015190187836 | |
| ], | |
| [ | |
| 0.0005223299172681536, | |
| 5.223928049394129e-10, | |
| 1.402915612461015e-05 | |
| ], | |
| [ | |
| 22.888015190187836, | |
| 1.402915612461015e-05, | |
| 0.4122714695898261 | |
| ] | |
| ], | |
| "r2": 0.9742377361961914, | |
| "aic": 216.92312793258503, | |
| "residuals": [ | |
| 7.528038978576514, | |
| 2.9339043664173188, | |
| 7.181863709367182, | |
| 86.99690162115377, | |
| 130.9585079653517, | |
| 131.1841260080017, | |
| 120.30462970397957, | |
| 113.01973726482305, | |
| 84.89809105543986, | |
| 54.78130608013737, | |
| 20.9177668731906, | |
| -29.464707806380147, | |
| -55.23582276248635, | |
| -57.88472836550511, | |
| -28.214627283325513, | |
| -53.65527948437318, | |
| -33.62935233051326, | |
| -47.61738939234499, | |
| -40.350914865332925, | |
| -45.268617699075094, | |
| -62.03119514364016, | |
| -6.368705703195474, | |
| 52.28498870484145, | |
| 79.40928214857718, | |
| 66.8764252708911 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 560.3569585921985, | |
| 1.2875100179149226e-13, | |
| 8.713473767522793e-06, | |
| 0.1383820436368024, | |
| 1113.543757874917 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5887.158388630251, | |
| 10.265920920769217, | |
| -1.75334218164766e-05, | |
| 2.7128203270850353, | |
| 0.0006699405363614543 | |
| ], | |
| [ | |
| 10.265920920769217, | |
| 0.02128036462290274, | |
| -3.122232485510637e-08, | |
| 0.004513601114061801, | |
| 1.114649726867591e-06 | |
| ], | |
| [ | |
| -1.7533421816476598e-05, | |
| -3.1222324855106366e-08, | |
| 8.693573940164056e-14, | |
| -8.39516202430196e-09, | |
| -2.07321478962187e-12 | |
| ], | |
| [ | |
| 2.712820327085035, | |
| 0.004513601114061801, | |
| -8.395162024301961e-09, | |
| 0.001277381252055875, | |
| 3.15453796124257e-07 | |
| ], | |
| [ | |
| 0.0006699405363614543, | |
| 1.114649726867591e-06, | |
| -2.0732147896218703e-12, | |
| 3.15453796124257e-07, | |
| 7.790242523839097e-11 | |
| ] | |
| ], | |
| "r2": 0.9948769744730703, | |
| "aic": 177.98474257701562, | |
| "residuals": [ | |
| 2.163460324586822, | |
| -31.819133257174826, | |
| -48.0539183050189, | |
| 6.885418228098729, | |
| 42.047728506336625, | |
| 44.44053036450305, | |
| 37.66372688405113, | |
| 38.264499557464774, | |
| 19.36149534268054, | |
| -0.3597197903760616, | |
| -14.050110741993876, | |
| -44.56116268622952, | |
| -55.663524828176946, | |
| -43.58817959000419, | |
| -2.3292367997601104, | |
| -16.205650954341763, | |
| 21.926299203562166, | |
| 16.32256822946806, | |
| 22.445400751608076, | |
| 9.252365768494542, | |
| -21.783335206619313, | |
| 12.623174368448417, | |
| 23.566468369322592, | |
| 0.37789486851943366, | |
| -18.918074474578816 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 560.4376567391874, | |
| 6.933672182219436e-10, | |
| 6.265804585504314e-06, | |
| 0.09954555412778997, | |
| 1298.3417710280105 | |
| ], | |
| "pcov": null, | |
| "r2": 0.99487697280175, | |
| "aic": 177.98475073293847, | |
| "residuals": [ | |
| 2.1348487650664083, | |
| -31.840702907129753, | |
| -48.06950094642548, | |
| 6.879333947608984, | |
| 42.04866342849709, | |
| 44.4466905281688, | |
| 37.67378207163904, | |
| 38.27744335288571, | |
| 19.37655340682045, | |
| -0.3431517240182984, | |
| -14.03185788030919, | |
| -44.54246699271437, | |
| -55.64520596071441, | |
| -43.570789889554135, | |
| -2.313153307412904, | |
| -16.191132430115317, | |
| 21.93625167439609, | |
| 16.327537721861063, | |
| 22.445305833285147, | |
| 9.247280629450643, | |
| -21.79326427822639, | |
| 12.60857871303233, | |
| 23.54310162088086, | |
| 0.3464782766745884, | |
| -18.950640534261538 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 104.18844115473574, | |
| -2424.563290166004, | |
| 9.38226102723356e-06, | |
| 2129.435768714375, | |
| 1604.5455156520084 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5717.393394955071, | |
| -62674.025633432786, | |
| -0.00023882079870710327, | |
| 205401.61942557213, | |
| 9670.074317422437 | |
| ], | |
| [ | |
| -62674.0256334328, | |
| 692160.9250790435, | |
| 0.0026997367087609418, | |
| -2228022.0155284693, | |
| -112059.10630473557 | |
| ], | |
| [ | |
| -0.00023882079870710327, | |
| 0.0026997367087609418, | |
| 1.1585863023410955e-11, | |
| -0.007866456895429932, | |
| -0.0005114262109556943 | |
| ], | |
| [ | |
| 205401.61942557213, | |
| -2228022.0155284693, | |
| -0.007866456895429932, | |
| 8101246.69964579, | |
| 305661.88768473803 | |
| ], | |
| [ | |
| 9670.074317422439, | |
| -112059.10630473557, | |
| -0.0005114262109556944, | |
| 305661.8876847381, | |
| 23942.940855299545 | |
| ] | |
| ], | |
| "r2": 0.9959802857248494, | |
| "aic": 171.92138348997176, | |
| "residuals": [ | |
| 29.026488046402847, | |
| -25.661242866201974, | |
| -52.6736652974962, | |
| -6.365739896999912, | |
| 27.554112626464075, | |
| 31.576566698550323, | |
| 27.533417482391542, | |
| 31.18242390974342, | |
| 15.26886040321051, | |
| -1.698594035810629, | |
| -10.848079626422305, | |
| -38.15601911222166, | |
| -47.248326449591104, | |
| -34.14719392522625, | |
| 7.358247984202876, | |
| -6.869977923441866, | |
| 28.706578925651797, | |
| 19.444201579303694, | |
| 21.86098750344661, | |
| 5.5335482552045505, | |
| -27.716365350859178, | |
| 5.576011168202513, | |
| 17.82050849693519, | |
| 0.49737125269189164, | |
| -17.55412349646258 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 389.5844432074247, | |
| -6490.980127548725, | |
| 1.0273929292667832e-06, | |
| 9999.99258448747, | |
| 2892.1097790406216 | |
| ], | |
| "pcov": [ | |
| [ | |
| 255668.73155214393, | |
| -8145232.6508042095, | |
| -0.005266654407224753, | |
| 5408345.373527813, | |
| 5585628.296693185 | |
| ], | |
| [ | |
| -8145232.650804209, | |
| 267444078.17053118, | |
| 0.173120586192869, | |
| -167242722.77860457, | |
| -186071411.12662575 | |
| ], | |
| [ | |
| -0.005266654407224752, | |
| 0.173120586192869, | |
| 1.1209509672122788e-10, | |
| -0.10786634136702178, | |
| -0.12051403825255377 | |
| ], | |
| [ | |
| 5408345.373527813, | |
| -167242722.77860457, | |
| -0.10786634136702178, | |
| 118791365.67808789, | |
| 112959329.25832117 | |
| ], | |
| [ | |
| 5585628.296693185, | |
| -186071411.12662575, | |
| -0.12051403825255377, | |
| 112959329.25832117, | |
| 130328526.68232226 | |
| ] | |
| ], | |
| "r2": 0.995084842958438, | |
| "aic": 176.94920549758788, | |
| "residuals": [ | |
| 18.133847261115534, | |
| -21.70520625417248, | |
| -42.46051085248382, | |
| 6.28073203313852, | |
| 37.786467737567364, | |
| 38.13062369354793, | |
| 30.34959257451328, | |
| 30.63536798424957, | |
| 11.875047185807489, | |
| -7.400807419527155, | |
| -19.683907203209856, | |
| -48.487210541871264, | |
| -57.840462963863956, | |
| -44.105998916535555, | |
| -1.3430323976449472, | |
| -13.900019258258908, | |
| 26.68269165272568, | |
| 22.394634394872355, | |
| 28.864440019909807, | |
| 15.220526020706757, | |
| -16.91508676792637, | |
| 15.86586897043776, | |
| 22.365257639471338, | |
| -6.3836124996787476, | |
| -26.582999232229895 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 111.48573258371762, | |
| -2502.9853365633016, | |
| 9.131694070885986e-06, | |
| 2442.0277392796434, | |
| 1613.8797123111142 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9959746320606493, | |
| "aic": 171.9565208880744, | |
| "residuals": [ | |
| 26.92033631028312, | |
| -25.609523341191107, | |
| -51.88391623089365, | |
| -5.329095154962715, | |
| 28.396229112314586, | |
| 32.151552386238336, | |
| 27.857513828585297, | |
| 31.29386405012815, | |
| 15.208492551866584, | |
| -1.893210204180832, | |
| -11.217890965567676, | |
| -38.60686939470361, | |
| -47.715001107217404, | |
| -34.585623274413365, | |
| 6.9768543579539255, | |
| -7.17662697842411, | |
| 28.616368952404173, | |
| 19.558388615269337, | |
| 22.132241500055898, | |
| 5.900353504830036, | |
| -27.318835957224564, | |
| 5.941804448124458, | |
| 17.95777833543525, | |
| 0.23155202778912098, | |
| -17.892066926706775 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1251.6966719051177, | |
| 9.190324952252207e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2956.0753470829777, | |
| 0.0005083960799672892, | |
| 21.533695097373457 | |
| ], | |
| [ | |
| 0.0005083960799672892, | |
| 5.777465421050119e-10, | |
| 1.50609106158285e-05 | |
| ], | |
| [ | |
| 21.533695097373457, | |
| 1.50609106158285e-05, | |
| 0.4282441300249764 | |
| ] | |
| ], | |
| "r2": 0.973240435299936, | |
| "aic": 215.3134120910276, | |
| "residuals": [ | |
| 7.46853542327867, | |
| 3.0130087532838523, | |
| 6.9711227168530066, | |
| 83.83300348473486, | |
| 126.1684622031408, | |
| 127.80508479543829, | |
| 115.96774033831593, | |
| 109.17481056845537, | |
| 81.6491867006153, | |
| 52.71789443749856, | |
| 20.254335010519185, | |
| -28.25842303517345, | |
| -55.8331816579564, | |
| -58.34898386885209, | |
| -29.654451350900672, | |
| -54.040870637318335, | |
| -33.5800175157849, | |
| -45.92350081493589, | |
| -37.60194341340696, | |
| -41.583802539145836, | |
| -58.075517996689086, | |
| -5.186046098083807, | |
| 50.28201228844864, | |
| 76.72647515615654, | |
| 65.0562736128229 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 515.6641531105435, | |
| 0.004451437858249328, | |
| 8.928752836205803e-06, | |
| 0.13347839795627287, | |
| 1041.0247760809218 | |
| ], | |
| "pcov": [ | |
| [ | |
| 844073.2699697209, | |
| -4892.751528569329, | |
| 6.403502931082903, | |
| 95885.83159224465, | |
| -368269691.2404398 | |
| ], | |
| [ | |
| -4892.751528569329, | |
| 28.654257930250825, | |
| -0.03740465025141992, | |
| -560.0757054852781, | |
| 2151159.494832975 | |
| ], | |
| [ | |
| 6.403502931082903, | |
| -0.037404650251419924, | |
| 4.8862484571366154e-05, | |
| 0.7316449567692228, | |
| -2810.107235494664 | |
| ], | |
| [ | |
| 95885.83159224466, | |
| -560.0757054852781, | |
| 0.7316449567692228, | |
| 10955.325334419786, | |
| -42077287.521280654 | |
| ], | |
| [ | |
| -368269691.2404398, | |
| 2151159.494832975, | |
| -2810.1072354946637, | |
| -42077287.52128065, | |
| 161610748163.79156 | |
| ] | |
| ], | |
| "r2": 0.9945794084898213, | |
| "aic": 176.21822861977574, | |
| "residuals": [ | |
| 4.340060899287664, | |
| -28.82498006780952, | |
| -44.72375372429144, | |
| 7.614377659240631, | |
| 40.3383588007697, | |
| 44.24854229604421, | |
| 37.082376508402376, | |
| 38.18082703985374, | |
| 19.385148884659657, | |
| 0.6499379408646746, | |
| -11.552848971084359, | |
| -40.64474253634967, | |
| -54.912994467791805, | |
| -44.09631835825428, | |
| -5.050258378419585, | |
| -17.86010992674403, | |
| 18.623812640255665, | |
| 14.317097480396797, | |
| 22.93116861410158, | |
| 12.19802519463235, | |
| -19.520960337192946, | |
| 10.384299065609412, | |
| 21.84789253397821, | |
| 0.40764551124220816, | |
| -17.61343429045428 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 514.6434699323413, | |
| 4.023176881182871e-10, | |
| 6.668203429820492e-06, | |
| 0.09983395469590932, | |
| 1190.7988020421867 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9945902405057719, | |
| "aic": 176.16822091661808, | |
| "residuals": [ | |
| 2.5959734498719627, | |
| -30.43468376125975, | |
| -46.21006462199898, | |
| 6.347542382905658, | |
| 39.261568861545584, | |
| 43.33844125216194, | |
| 36.31994025716642, | |
| 37.55022649426462, | |
| 18.872977510160695, | |
| 0.24466957990102856, | |
| -11.773222833752811, | |
| -40.71181367345628, | |
| -54.85230790561468, | |
| -43.92909116480007, | |
| -4.79449401631291, | |
| -17.53135314607391, | |
| 19.078778128543945, | |
| 14.83357836075811, | |
| 23.45792858994355, | |
| 12.692931619261913, | |
| -19.093528119025564, | |
| 10.713496828796679, | |
| 21.90256663396258, | |
| 0.10087005444552233, | |
| -17.980945658378687 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 101.93083043133406, | |
| -2303.33834558116, | |
| 9.372968189703592e-06, | |
| 2109.051826999817, | |
| 1502.4586988439548 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5296.469900097746, | |
| -57945.72899622716, | |
| -0.00023938624121751993, | |
| 192484.82676168034, | |
| 8901.49316205821 | |
| ], | |
| [ | |
| -57945.72899622716, | |
| 638616.6207489916, | |
| 0.0026996050383037967, | |
| -2083981.0458455167, | |
| -102901.79568517953 | |
| ], | |
| [ | |
| -0.00023938624121751993, | |
| 0.0026996050383037967, | |
| 1.2546825876083276e-11, | |
| -0.007977209673678709, | |
| -0.0005086707442812607 | |
| ], | |
| [ | |
| 192484.82676168028, | |
| -2083981.0458455167, | |
| -0.007977209673678709, | |
| 7683538.907755587, | |
| 284522.26096141787 | |
| ], | |
| [ | |
| 8901.49316205821, | |
| -102901.79568517953, | |
| -0.0005086707442812607, | |
| 284522.26096141787, | |
| 21889.07044219543 | |
| ] | |
| ], | |
| "r2": 0.9957650247232235, | |
| "aic": 170.04754227071808, | |
| "residuals": [ | |
| 28.230849139672955, | |
| -24.92260578810351, | |
| -51.05385182415057, | |
| -6.6230294964464065, | |
| 25.275412301583174, | |
| 31.053209713444858, | |
| 26.751669197431056, | |
| 30.96500453900785, | |
| 15.187378736615301, | |
| -0.7869269350483137, | |
| -8.460426485487233, | |
| -34.36187897889863, | |
| -46.61624356293066, | |
| -34.74869601896421, | |
| 4.589196107344037, | |
| -8.510338614377247, | |
| 25.61853422214483, | |
| 17.867285494334055, | |
| 22.954046586363802, | |
| 9.197170686026766, | |
| -24.713283578590108, | |
| 4.001941916841361, | |
| 16.305589937131117, | |
| -0.13089722506833823, | |
| -17.069112624784566 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 449.6240601723825, | |
| -5157.278167929941, | |
| 2.09712310300853e-21, | |
| 9999.999999999827, | |
| 982.0473963741895 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2535.6589683934403, | |
| -14658.77291747627, | |
| 5.811256802601484e-05, | |
| 148647.2930040131, | |
| -14658.772866115334 | |
| ], | |
| [ | |
| -14658.77291747627, | |
| 84778.29232216234, | |
| -0.00033572434835466963, | |
| -862144.3099350946, | |
| 84778.29202512071 | |
| ], | |
| [ | |
| 5.8112568026014824e-05, | |
| -0.0003357243483546696, | |
| 1.763099564680201e-12, | |
| 0.0033100768475174745, | |
| -0.00033572434717835657 | |
| ], | |
| [ | |
| 148647.2930040131, | |
| -862144.3099350946, | |
| 0.0033100768475174745, | |
| 9080699.256386356, | |
| -862144.3069144887 | |
| ], | |
| [ | |
| -14658.772866115334, | |
| 84778.29202512071, | |
| -0.0003357243471783566, | |
| -862144.3069144887, | |
| 84778.29172807909 | |
| ] | |
| ], | |
| "r2": 0.9926699410171061, | |
| "aic": 183.7626940805151, | |
| "residuals": [ | |
| 41.569279841140315, | |
| -1.039877988451508, | |
| -24.68385393638505, | |
| 15.89595521763863, | |
| 40.35161143520986, | |
| 38.348938542317455, | |
| 26.92043802484136, | |
| 24.947761003507594, | |
| 3.9613082107882747, | |
| -16.301348053313404, | |
| -30.1494001116896, | |
| -59.63013685130932, | |
| -73.4965174403676, | |
| -61.768085395742446, | |
| -21.477154911984826, | |
| -32.824099849679214, | |
| 7.824009105798041, | |
| 7.9448186260326565, | |
| 20.967537221535395, | |
| 14.504079416533614, | |
| -13.133069782582197, | |
| 20.650326194130912, | |
| 39.265963231059914, | |
| 24.234805703934626, | |
| 7.116712548195437 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 108.08871304094139, | |
| -2369.3767402959384, | |
| 9.143636639546335e-06, | |
| 2375.8241006010308, | |
| 1510.2843520719996 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9957603429284783, | |
| "aic": 170.0751646797445, | |
| "residuals": [ | |
| 26.4371930508089, | |
| -24.862288906442927, | |
| -50.36936200860282, | |
| -5.738954649907555, | |
| 25.98813835622559, | |
| 31.53610907180405, | |
| 27.020361080610883, | |
| 31.052968981079403, | |
| 15.129854401098783, | |
| -0.9577591665208729, | |
| -8.77834409856564, | |
| -34.74696542452125, | |
| -47.01337040774047, | |
| -35.12074437504282, | |
| 4.26637903105518, | |
| -8.76914916202827, | |
| 25.543970888805916, | |
| 17.965939338962926, | |
| 23.18537124937052, | |
| 9.508881286142582, | |
| -24.376084811498686, | |
| 4.311862389116413, | |
| 16.421847082302065, | |
| -0.35506158174894153, | |
| -17.354121225787367 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1171.526763634943, | |
| 9.412034202934037e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2560.800849207236, | |
| 0.0004932226971073359, | |
| 20.215349412639615 | |
| ], | |
| [ | |
| 0.0004932226971073359, | |
| 6.434127218028123e-10, | |
| 1.6293142746503055e-05 | |
| ], | |
| [ | |
| 20.21534941263961, | |
| 1.6293142746503055e-05, | |
| 0.4486947529815375 | |
| ] | |
| ], | |
| "r2": 0.971956915127686, | |
| "aic": 213.30665683835448, | |
| "residuals": [ | |
| 7.529141902923454, | |
| 3.182216429552125, | |
| 6.901588898673705, | |
| 80.41507447507146, | |
| 120.00502548610083, | |
| 123.15386052974662, | |
| 111.11140524660894, | |
| 105.11232342484308, | |
| 78.0529467221071, | |
| 50.49949253163521, | |
| 20.342238995289904, | |
| -25.937185405644584, | |
| -55.8969125691541, | |
| -58.93842076371152, | |
| -31.781360400749122, | |
| -54.49028737139963, | |
| -34.46065737319725, | |
| -44.755663663370115, | |
| -33.6483140237699, | |
| -35.29796119917205, | |
| -52.97508801328786, | |
| -5.411027876416256, | |
| 48.167154822349175, | |
| 73.23264060564452, | |
| 62.32510008094505 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 480.61049216336784, | |
| 4.241277833989031e-16, | |
| 7.715992922326108e-06, | |
| 0.11033212682603467, | |
| 1064.3408298980678 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3474.8289883805496, | |
| 9.671969822416312, | |
| -1.0904278800521177e-05, | |
| 1.6540590465460254, | |
| 0.0003797167464980966 | |
| ], | |
| [ | |
| 9.671969822416312, | |
| 0.0337461963095168, | |
| -3.828225005509498e-08, | |
| 0.004320505174673078, | |
| 9.918437744532803e-07 | |
| ], | |
| [ | |
| -1.0904278800521177e-05, | |
| -3.828225005509498e-08, | |
| 7.387941514685607e-14, | |
| -5.1558476085580844e-09, | |
| -1.183610514020361e-12 | |
| ], | |
| [ | |
| 1.6540590465460256, | |
| 0.004320505174673078, | |
| -5.155847608558085e-09, | |
| 0.0008097562075667805, | |
| 1.8589299652924121e-07 | |
| ], | |
| [ | |
| 0.0003797167464980967, | |
| 9.918437744532803e-07, | |
| -1.183610514020361e-12, | |
| 1.8589299652924121e-07, | |
| 4.267482710933172e-11 | |
| ] | |
| ], | |
| "r2": 0.9943365763764529, | |
| "aic": 174.71709198987193, | |
| "residuals": [ | |
| 2.904742961558668, | |
| -29.573436506192138, | |
| -44.97327738215779, | |
| 5.388315690725221, | |
| 37.07745143080069, | |
| 42.828378118192404, | |
| 35.362087024939115, | |
| 37.03768360169272, | |
| 19.14079225357375, | |
| 1.3553985345198498, | |
| -9.836203580254733, | |
| -37.07252787013931, | |
| -54.65465733855615, | |
| -44.194184069889616, | |
| -6.209528437101881, | |
| -18.31635647360656, | |
| 16.984579590454132, | |
| 13.189613439554023, | |
| 23.22180480422071, | |
| 12.689233451922064, | |
| -17.779035671099905, | |
| 9.674769963448853, | |
| 20.574823044804134, | |
| 1.1217707896439606, | |
| -15.938481801335683 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 480.6573837694329, | |
| 7.077621585158084e-11, | |
| 6.191059741562184e-06, | |
| 0.08854925621814254, | |
| 1170.1763076425839 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9943365755548718, | |
| "aic": 174.7170956165699, | |
| "residuals": [ | |
| 2.886578705313468, | |
| -29.58683177593639, | |
| -44.982676919372125, | |
| 5.385134863922303, | |
| 37.07875814769386, | |
| 42.832952499629755, | |
| 35.369044634083934, | |
| 37.04636818374138, | |
| 19.15070748869539, | |
| 1.3661630583230817, | |
| -9.824568189449565, | |
| -37.06077589664221, | |
| -54.64327475531934, | |
| -44.18349069280259, | |
| -6.19973719799259, | |
| -18.307609436083794, | |
| 16.9903753609525, | |
| 13.192266872970094, | |
| 23.221310497075365, | |
| 12.685667751329788, | |
| -17.78556146406413, | |
| 9.665408090869619, | |
| 20.560163139255565, | |
| 1.102277782935289, | |
| -15.958663047793152 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 102.74522139901185, | |
| -2243.82797388213, | |
| 9.1180000126463e-06, | |
| 2147.551290727161, | |
| 1435.4969306119835 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5202.973412079565, | |
| -57247.91332559057, | |
| -0.00024907329456796696, | |
| 189102.99745534745, | |
| 9052.610786637884 | |
| ], | |
| [ | |
| -57247.913325590576, | |
| 634673.6645222649, | |
| 0.002825444407187699, | |
| -2058033.723267466, | |
| -105253.67675754649 | |
| ], | |
| [ | |
| -0.00024907329456796696, | |
| 0.002825444407187699, | |
| 1.377171716063672e-11, | |
| -0.008310040747035967, | |
| -0.000544498602065016 | |
| ], | |
| [ | |
| 189102.99745534745, | |
| -2058033.723267466, | |
| -0.008310040747035967, | |
| 7542060.981120312, | |
| 289790.67399413395 | |
| ], | |
| [ | |
| 9052.610786637884, | |
| -105253.67675754648, | |
| -0.0005444986020650159, | |
| 289790.6739941339, | |
| 22809.656620104688 | |
| ] | |
| ], | |
| "r2": 0.9955633276519004, | |
| "aic": 168.61399285155983, | |
| "residuals": [ | |
| 27.916149770731636, | |
| -24.208191103362196, | |
| -49.75057759094125, | |
| -7.375822677493716, | |
| 23.28728946625506, | |
| 30.674681248434354, | |
| 25.844533707198025, | |
| 30.423459991316577, | |
| 15.356002402921376, | |
| 0.16780530250684933, | |
| -6.748729511856709, | |
| -30.96162031949666, | |
| -46.625426718675726, | |
| -35.15373579267316, | |
| 3.125276193742593, | |
| -9.23813935340354, | |
| 23.865576659502494, | |
| 16.81297366558408, | |
| 23.472451713201167, | |
| 10.005346104321688, | |
| -22.64636077285718, | |
| 3.5390905442901612, | |
| 14.872134597818786, | |
| -0.2754459641896574, | |
| -16.378717486442838 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 426.9042923146854, | |
| -4126.094666265838, | |
| 4.0824391902302514e-21, | |
| 9999.999999999412, | |
| 166.08083939188174 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5228.933285260919, | |
| -28708.14568762355, | |
| 4.588109802418767e-05, | |
| 238193.34712744385, | |
| -28708.146900837117 | |
| ], | |
| [ | |
| -28708.145687623553, | |
| 157701.7567282956, | |
| -0.0002502765930078411, | |
| -1314291.1589715385, | |
| 157701.76339273367 | |
| ], | |
| [ | |
| 4.588109802418767e-05, | |
| -0.0002502765930078411, | |
| 4.4957287149742655e-13, | |
| 0.0019743501261351108, | |
| -0.0002502766035860577 | |
| ], | |
| [ | |
| 238193.34712744385, | |
| -1314291.1589715385, | |
| 0.0019743501261351108, | |
| 11472292.39484235, | |
| -1314291.2145079088 | |
| ], | |
| [ | |
| -28708.146900837117, | |
| 157701.76339273364, | |
| -0.0002502766035860577, | |
| -1314291.2145079088, | |
| 157701.77005717202 | |
| ] | |
| ], | |
| "r2": 0.9928339276818839, | |
| "aic": 180.60032001078548, | |
| "residuals": [ | |
| 35.935016550579064, | |
| -4.743571771240852, | |
| -26.858755694742115, | |
| 13.321908156193956, | |
| 37.856959877627276, | |
| 38.488557424335056, | |
| 27.324398315143924, | |
| 26.325679168282193, | |
| 6.509677659791805, | |
| -12.626412951251268, | |
| -25.312236319683734, | |
| -52.9664769035337, | |
| -70.28780099439086, | |
| -59.127048739331485, | |
| -20.153049635638354, | |
| -31.079338657448943, | |
| 7.629103528996666, | |
| 7.500288620168931, | |
| 21.21513465312728, | |
| 14.277106345343782, | |
| -12.728788603689281, | |
| 18.03942950531018, | |
| 35.12212742484121, | |
| 21.298730814222154, | |
| 5.0393622301874075 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 108.57806241727667, | |
| -2306.6745346977805, | |
| 8.88715159173985e-06, | |
| 2399.5543190097615, | |
| 1443.2083457195663 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9955588788386102, | |
| "aic": 168.63904870388282, | |
| "residuals": [ | |
| 26.253998940658676, | |
| -24.157976345357156, | |
| -49.11806130538912, | |
| -6.552497472582218, | |
| 23.953726707536816, | |
| 31.128070821639312, | |
| 26.098499839727538, | |
| 30.508701384206233, | |
| 15.30509484088202, | |
| 0.010609847989144328, | |
| -7.044488143045783, | |
| -31.321374454051806, | |
| -46.997589818424444, | |
| -35.503465306254384, | |
| 2.820744098921182, | |
| -9.483461078186565, | |
| 23.79178848825336, | |
| 16.901448256012486, | |
| 23.686014816693046, | |
| 10.295523354310149, | |
| -22.330787527753728, | |
| 3.8305745041839145, | |
| 14.984119935311355, | |
| -0.4827639635986998, | |
| -16.643341661121895 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1110.2983906159902, | |
| 9.592477439636405e-05, | |
| 1.9999999999999996 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2310.050861201494, | |
| 0.00048704486927745124, | |
| 19.451937898389133 | |
| ], | |
| [ | |
| 0.00048704486927745124, | |
| 7.097194732469966e-10, | |
| 1.7563866752129865e-05 | |
| ], | |
| [ | |
| 19.45193789838913, | |
| 1.7563866752129865e-05, | |
| 0.4716274020667556 | |
| ] | |
| ], | |
| "r2": 0.9705155998283045, | |
| "aic": 211.9629101374852, | |
| "residuals": [ | |
| 7.855028152465697, | |
| 3.3550818085677196, | |
| 6.868915504217572, | |
| 77.38294267049108, | |
| 115.32957236431768, | |
| 119.99739894471409, | |
| 107.51977852551272, | |
| 102.0814770115189, | |
| 75.97978854546949, | |
| 49.4833723920014, | |
| 20.636008846647883, | |
| -23.430807120443944, | |
| -56.32428120789734, | |
| -59.33970539994891, | |
| -32.87408536821965, | |
| -54.532950144052734, | |
| -34.964568528144014, | |
| -44.28015390480152, | |
| -31.556716329002597, | |
| -33.06400617569295, | |
| -49.77662060399962, | |
| -5.144003912146559, | |
| 46.468247475237604, | |
| 71.73454242627008, | |
| 61.4996349373821 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 457.8845661666711, | |
| 0.001202439157764824, | |
| 8.205961216755075e-06, | |
| 0.11484930740668403, | |
| 994.1052192476369 | |
| ], | |
| "pcov": [ | |
| [ | |
| 603632.6844594824, | |
| -4233.223262876102, | |
| 18.478238632307498, | |
| 258731.07944838158, | |
| -1029886328.1604688 | |
| ], | |
| [ | |
| -4233.223262876101, | |
| 30.00300267663951, | |
| -0.1305731766108835, | |
| -1828.2591540014757, | |
| 7277502.129771528 | |
| ], | |
| [ | |
| 18.4782386323075, | |
| -0.1305731766108835, | |
| 0.0005687888441883132, | |
| 7.964086535944852, | |
| -31701.480691629822 | |
| ], | |
| [ | |
| 258731.07944838158, | |
| -1828.259154001476, | |
| 7.964086535944851, | |
| 111511.81253469863, | |
| -443878845.955822 | |
| ], | |
| [ | |
| -1029886328.1604688, | |
| 7277502.129771528, | |
| -31701.480691629822, | |
| -443878845.955822, | |
| 1766883947245.2224 | |
| ] | |
| ], | |
| "r2": 0.9942410310062376, | |
| "aic": 173.04241936491798, | |
| "residuals": [ | |
| 4.546403184797782, | |
| -26.981439656106772, | |
| -42.161993561108034, | |
| 5.313922136863198, | |
| 35.42490264404296, | |
| 42.413068489969646, | |
| 34.42072576766816, | |
| 36.06068438806756, | |
| 18.96211586269567, | |
| 1.9566509964010947, | |
| -8.150704824043828, | |
| -33.944211030563, | |
| -54.417952061630274, | |
| -44.12240596725621, | |
| -7.578176827937114, | |
| -18.72933780060066, | |
| 14.991842236974207, | |
| 11.859150164126504, | |
| 21.85718041987684, | |
| 13.02623914762944, | |
| -17.109331141586495, | |
| 9.334532752677887, | |
| 19.93868498674783, | |
| 2.3401207453107418, | |
| -14.343056342910131 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 459.42009114751204, | |
| 1.290664114533648e-10, | |
| 6.262934515243069e-06, | |
| 0.08874481261301556, | |
| 1117.797773392249 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9942465756152478, | |
| "aic": 173.01833831914155, | |
| "residuals": [ | |
| 2.777958810838072, | |
| -28.47438117423667, | |
| -43.4196959091812, | |
| 4.433862716515478, | |
| 34.83105923364724, | |
| 42.040223780247175, | |
| 34.2209234379942, | |
| 35.99776843022153, | |
| 19.00825089491559, | |
| 2.090023489572445, | |
| -7.8915680476980015, | |
| -33.60555054298618, | |
| -54.031394749178844, | |
| -43.710319727642286, | |
| -7.156816689282209, | |
| -18.310784849254787, | |
| 15.36779741375608, | |
| 12.161109659744625, | |
| 22.067274081221967, | |
| 13.133718482022232, | |
| -17.1112158870219, | |
| 9.218890842942528, | |
| 19.58758047555989, | |
| 1.7475054507744971, | |
| -14.972230840315433 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 100.75245424499293, | |
| -2176.5586632724962, | |
| 8.966848173851627e-06, | |
| 2171.2363145811637, | |
| 1383.2134595837917 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4951.495243061556, | |
| -54720.08008831207, | |
| -0.00024705158165879386, | |
| 184649.98604920518, | |
| 8835.203615491797 | |
| ], | |
| [ | |
| -54720.08008831207, | |
| 609446.9189393915, | |
| 0.0028158740901256148, | |
| -2017643.9559286695, | |
| -103215.64774561356 | |
| ], | |
| [ | |
| -0.00024705158165879386, | |
| 0.0028158740901256148, | |
| 1.4213546303046208e-11, | |
| -0.008461757907715622, | |
| -0.0005522348951360158 | |
| ], | |
| [ | |
| 184649.98604920515, | |
| -2017643.9559286695, | |
| -0.00846175790771562, | |
| 7552103.829128083, | |
| 290447.08214405406 | |
| ], | |
| [ | |
| 8835.203615491797, | |
| -103215.64774561353, | |
| -0.0005522348951360157, | |
| 290447.08214405406, | |
| 22703.264898490346 | |
| ] | |
| ], | |
| "r2": 0.9954978342986267, | |
| "aic": 166.88742145062668, | |
| "residuals": [ | |
| 27.123584153980346, | |
| -23.14566618787694, | |
| -47.95690372866352, | |
| -7.936821101587839, | |
| 21.38922887918079, | |
| 30.129229477853187, | |
| 24.828422405533274, | |
| 29.398166206314045, | |
| 15.142482083035702, | |
| 0.7431584062787806, | |
| -5.06875802764614, | |
| -27.805294246922017, | |
| -46.31248473240396, | |
| -34.94579317393459, | |
| 1.960211249440249, | |
| -9.376816252922481, | |
| 22.315386703446848, | |
| 16.049618113862493, | |
| 22.731956288635843, | |
| 10.944874116372489, | |
| -21.477491120455625, | |
| 3.51457921298595, | |
| 13.963867765337227, | |
| -0.16909217535226162, | |
| -16.039648543159274 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 409.4017571463146, | |
| -2687.7959191773743, | |
| 8.645449284397632e-25, | |
| 9999.999999999998, | |
| -1108.7587766003326 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6605.876107203446, | |
| -35731.861114833766, | |
| 2.8462175594647542e-05, | |
| 283131.025824065, | |
| -35731.86241460919 | |
| ], | |
| [ | |
| -35731.861114833766, | |
| 193386.09561291168, | |
| -0.00015305340808420168, | |
| -1539623.2146620557, | |
| 193386.10264747226 | |
| ], | |
| [ | |
| 2.8462175594647542e-05, | |
| -0.00015305340808420168, | |
| 1.3274598978692884e-13, | |
| 0.0011561463506164827, | |
| -0.00015305341365177153 | |
| ], | |
| [ | |
| 283131.025824065, | |
| -1539623.2146620557, | |
| 0.0011561463506164827, | |
| 12874638.485275852, | |
| -1539623.2706659422 | |
| ], | |
| [ | |
| -35731.86241460919, | |
| 193386.1026474723, | |
| -0.00015305341365177153, | |
| -1539623.2706659425, | |
| 193386.1096820331 | |
| ] | |
| ], | |
| "r2": 0.9928250056108365, | |
| "aic": 178.53850724240024, | |
| "residuals": [ | |
| 33.68989059528076, | |
| -5.253158968385378, | |
| -26.492389663441827, | |
| 11.827004320755805, | |
| 35.531301481628816, | |
| 37.95546459492516, | |
| 26.682760156433687, | |
| 25.964271330377414, | |
| 7.185807427617874, | |
| -10.990037223098625, | |
| -22.359282359491772, | |
| -48.45642607145783, | |
| -68.6326247967827, | |
| -57.65256185301041, | |
| -20.171103833971756, | |
| -30.219424211369187, | |
| 6.646293958253409, | |
| 6.8652259826121735, | |
| 20.210422801688765, | |
| 14.632297096625734, | |
| -12.381511467842756, | |
| 17.040960399460346, | |
| 33.176678701453056, | |
| 20.58654733459207, | |
| 4.61359426717172 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 106.56164547567371, | |
| -2239.3916495387743, | |
| 8.726715587565519e-06, | |
| 2428.10160361158, | |
| 1391.1255006776903 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9954931492202936, | |
| "aic": 166.91342361615284, | |
| "residuals": [ | |
| 25.497235441049497, | |
| -23.099450534901507, | |
| -47.337550209867686, | |
| -7.126500133231502, | |
| 22.046877400931635, | |
| 30.577719085474882, | |
| 25.08051382384656, | |
| 29.48375567544781, | |
| 15.093492144481843, | |
| 0.5889368150017162, | |
| -5.360536066324698, | |
| -28.161024655438155, | |
| -46.68113747120003, | |
| -35.2928248934827, | |
| 1.6574308346790758, | |
| -9.621358378224727, | |
| 22.240229601409624, | |
| 16.135309805281395, | |
| 22.94213935752998, | |
| 11.23178941041715, | |
| -21.16451739217905, | |
| 3.8044834795556426, | |
| 14.076693904158901, | |
| -0.37356623136679445, | |
| -16.30121649285934 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1064.5597849745377, | |
| 9.634340265199601e-05, | |
| 1.9999999999999993 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2140.5357257110486, | |
| 0.0004746384469173877, | |
| 18.84491287464492 | |
| ], | |
| [ | |
| 0.00047463844691738764, | |
| 7.308339201185165e-10, | |
| 1.7991603463827572e-05 | |
| ], | |
| [ | |
| 18.84491287464492, | |
| 1.7991603463827572e-05, | |
| 0.4803371158835401 | |
| ] | |
| ], | |
| "r2": 0.969959942047994, | |
| "aic": 210.3367516526037, | |
| "residuals": [ | |
| 7.864727020263554, | |
| 3.5824131056522717, | |
| 6.840382542664761, | |
| 74.0336046149227, | |
| 110.37818403126973, | |
| 116.47465973114913, | |
| 103.77185301179625, | |
| 98.65094830155238, | |
| 73.7215548041354, | |
| 48.38271491728631, | |
| 21.351079524931663, | |
| -20.60028108091035, | |
| -55.78549124061482, | |
| -58.44357743396927, | |
| -32.974452470143206, | |
| -53.31051180831855, | |
| -34.71893467367738, | |
| -43.16677089653524, | |
| -30.5992431763558, | |
| -30.78735278982367, | |
| -47.752063396661356, | |
| -4.867407842369289, | |
| 44.666546058638346, | |
| 69.78043674532273, | |
| 59.61209486338021 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 432.2498595101452, | |
| 0.0008495619035423816, | |
| 8.152142334772714e-06, | |
| 0.1110131695066237, | |
| 952.4791513255763 | |
| ], | |
| "pcov": [ | |
| [ | |
| 518174.48362865817, | |
| -3896.9977509677146, | |
| 23.840318351332744, | |
| 324749.6248476969, | |
| -1263057015.3170772 | |
| ], | |
| [ | |
| -3896.9977509677146, | |
| 29.625367711927563, | |
| -0.18067592976078872, | |
| -2461.1260220100507, | |
| 9572182.209739944 | |
| ], | |
| [ | |
| 23.840318351332744, | |
| -0.18067592976078872, | |
| 0.0011029778006883004, | |
| 15.024538426065885, | |
| -58435.59999446041 | |
| ], | |
| [ | |
| 324749.6248476969, | |
| -2461.1260220100507, | |
| 15.024538426065883, | |
| 204661.19616151397, | |
| -795997813.7114677 | |
| ], | |
| [ | |
| -1263057015.3170772, | |
| 9572182.209739944, | |
| -58435.599994460405, | |
| -795997813.7114677, | |
| 3095909405249.542 | |
| ] | |
| ], | |
| "r2": 0.9940909334468205, | |
| "aic": 171.24299218378678, | |
| "residuals": [ | |
| 5.260724025013246, | |
| -25.037492867791684, | |
| -40.062736559705854, | |
| 4.732442782337898, | |
| 33.503644078742695, | |
| 41.89441258152726, | |
| 33.718110979340736, | |
| 35.520029389281035, | |
| 19.08245408392736, | |
| 3.149837388173296, | |
| -6.686661135143368, | |
| -31.415362401234518, | |
| -52.492822341323574, | |
| -43.12825053971778, | |
| -8.784920312785061, | |
| -19.14938911406739, | |
| 13.294319052668584, | |
| 10.339824951707556, | |
| 20.937752078718404, | |
| 13.39659400692949, | |
| -16.332604130989353, | |
| 8.763115537104795, | |
| 19.06383022030036, | |
| 1.9432641114794933, | |
| -13.325128406889917 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 432.9845706172478, | |
| 7.959459171349459e-05, | |
| 6.79536925682424e-06, | |
| 0.09315289500925834, | |
| 1031.0797333499834 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9940966722532133, | |
| "aic": 171.21870072052158, | |
| "residuals": [ | |
| 4.305479141492469, | |
| -25.845776817621072, | |
| -40.745811505550705, | |
| 4.249931026816853, | |
| 33.17289212632079, | |
| 41.680810320298065, | |
| 33.59631938305449, | |
| 35.47100612745112, | |
| 19.09157321864052, | |
| 3.2056553688240683, | |
| -6.562971603263691, | |
| -31.24802897487143, | |
| -52.298437205661344, | |
| -42.91858149561551, | |
| -8.568555196927605, | |
| -18.932745956906274, | |
| 13.492561464486698, | |
| 10.50251017062783, | |
| 21.05480331342403, | |
| 13.461693892822268, | |
| -16.32363608051196, | |
| 8.713051202342172, | |
| 18.88991341028418, | |
| 1.6404172788545566, | |
| -13.647637005523393 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 99.17565671040892, | |
| -2104.670470104932, | |
| 8.801097050876027e-06, | |
| 2193.624640163662, | |
| 1323.0341813710334 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4706.186186116243, | |
| -52231.6249758142, | |
| -0.0002473292720517827, | |
| 179083.25858468594, | |
| 8611.927132667146 | |
| ], | |
| [ | |
| -52231.6249758142, | |
| 584340.6236310686, | |
| 0.002831822041221905, | |
| -1964457.3119821418, | |
| -101061.40118311366 | |
| ], | |
| [ | |
| -0.00024732927205178265, | |
| 0.002831822041221905, | |
| 1.4954173840401976e-11, | |
| -0.008649710410855152, | |
| -0.0005649044565028922 | |
| ], | |
| [ | |
| 179083.25858468594, | |
| -1964457.3119821418, | |
| -0.008649710410855153, | |
| 7469976.801826446, | |
| 289138.60828239186 | |
| ], | |
| [ | |
| 8611.927132667146, | |
| -101061.40118311366, | |
| -0.0005649044565028922, | |
| 289138.60828239186, | |
| 22553.787674885913 | |
| ] | |
| ], | |
| "r2": 0.9953870110664882, | |
| "aic": 165.05269544066414, | |
| "residuals": [ | |
| 26.345443838349183, | |
| -21.99938218324064, | |
| -46.29339732960375, | |
| -8.64227794140129, | |
| 19.421829586540525, | |
| 29.549630968883093, | |
| 24.013465515519783, | |
| 28.682930771336032, | |
| 15.02772490670668, | |
| 1.6485743632684944, | |
| -3.9651386063545715, | |
| -25.664308049365104, | |
| -44.76310290298295, | |
| -34.28394062261907, | |
| 0.48778118632014866, | |
| -9.980013704400562, | |
| 20.67306041602842, | |
| 14.818649673076834, | |
| 22.28889777298525, | |
| 11.913218591706368, | |
| -20.057234743302615, | |
| 3.5535324003399182, | |
| 13.40607340765348, | |
| -0.810907499122095, | |
| -15.371106487934412 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 389.8928200386858, | |
| -2261.4959322844857, | |
| 1.160849201320289e-21, | |
| 9999.999999998925, | |
| -1352.0856329662956 | |
| ], | |
| "pcov": [ | |
| [ | |
| 6156.823044178233, | |
| -33252.27481353434, | |
| 2.4630778911749366e-05, | |
| 274059.80490547826, | |
| -33252.27793739648 | |
| ], | |
| [ | |
| -33252.27481353434, | |
| 179692.4260968903, | |
| -0.0001322608492625827, | |
| -1488048.1537350032, | |
| 179692.442977825 | |
| ], | |
| [ | |
| 2.4630778911749366e-05, | |
| -0.0001322608492625827, | |
| 1.0636054355427813e-13, | |
| 0.0010396569214256256, | |
| -0.0001322608616888552 | |
| ], | |
| [ | |
| 274059.80490547826, | |
| -1488048.1537350032, | |
| 0.0010396569214256256, | |
| 12945677.83032304, | |
| -1488048.293517177 | |
| ], | |
| [ | |
| -33252.27793739647, | |
| 179692.442977825, | |
| -0.00013226086168885518, | |
| -1488048.293517177, | |
| 179692.4598587613 | |
| ] | |
| ], | |
| "r2": 0.9928809325338303, | |
| "aic": 175.90021387564582, | |
| "residuals": [ | |
| 30.23426443934386, | |
| -6.590764558660794, | |
| -26.935049902936044, | |
| 9.849728846761536, | |
| 33.04240521767042, | |
| 37.4780742479611, | |
| 26.473854178375404, | |
| 26.25502444489939, | |
| 8.389208949258318, | |
| -8.527852444110067, | |
| -19.39636784687127, | |
| -44.32801782709976, | |
| -65.09073132371077, | |
| -55.07986889354697, | |
| -19.87500925890936, | |
| -29.23792725126941, | |
| 6.032285918053049, | |
| 6.068836594635286, | |
| 19.64280721603518, | |
| 14.987503345937512, | |
| -11.975899462904636, | |
| 15.756473196199295, | |
| 30.95025035992694, | |
| 18.25855380482426, | |
| 3.6182180103915016 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 104.81508256831752, | |
| -2165.8905538266586, | |
| 8.554973904583018e-06, | |
| 2447.447071813258, | |
| 1330.9438450452026 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9953822919774177, | |
| "aic": 165.07825737550002, | |
| "residuals": [ | |
| 24.793784370250705, | |
| -21.956299068484896, | |
| -45.70075332397141, | |
| -7.864506547122119, | |
| 20.054150833022504, | |
| 29.981506881119685, | |
| 24.25671521535037, | |
| 28.76603511670669, | |
| 14.981227706103027, | |
| 1.500612989080878, | |
| -4.246015814799193, | |
| -26.00731446409759, | |
| -45.119081579187764, | |
| -34.619556970289295, | |
| 0.19441563745851909, | |
| -10.217553036720915, | |
| 20.598453334382043, | |
| 14.899309377392456, | |
| 22.49018922890309, | |
| 12.189335668706008, | |
| -19.755083480282792, | |
| 3.8342600278222108, | |
| 13.516931223564825, | |
| -1.0067392302462395, | |
| -15.622268580498485 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 1012.8922380925478, | |
| 9.731944171682075e-05, | |
| 1.9999999999999987 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1944.2317515712407, | |
| 0.0004618790742173085, | |
| 18.090460335658094 | |
| ], | |
| [ | |
| 0.00046187907421730846, | |
| 7.703679677917041e-10, | |
| 1.8735964030636853e-05 | |
| ], | |
| [ | |
| 18.090460335658094, | |
| 1.8735964030636853e-05, | |
| 0.493601662793119 | |
| ] | |
| ], | |
| "r2": 0.9691326128822679, | |
| "aic": 208.57330013728057, | |
| "residuals": [ | |
| 7.6982803344725435, | |
| 3.8069222597146233, | |
| 6.616691881475248, | |
| 70.43439374004627, | |
| 105.19248825866028, | |
| 112.70598421512378, | |
| 99.98273826681375, | |
| 95.27072350117447, | |
| 71.29440950288688, | |
| 47.343250560219246, | |
| 21.232028325050408, | |
| -19.01971028288284, | |
| -54.213501484106416, | |
| -57.25966173542895, | |
| -33.50747422476036, | |
| -52.63511150085628, | |
| -34.542094986556094, | |
| -42.406548033331205, | |
| -29.163474790179293, | |
| -28.2634035416404, | |
| -45.24898050197123, | |
| -4.318322567560017, | |
| 43.322148889843106, | |
| 67.02142534744985, | |
| 57.969322519071625 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 411.19891875511655, | |
| 2.2151271864391362e-16, | |
| 8.40556189125067e-06, | |
| 0.11372964399950936, | |
| 897.8995727067377 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2633.791865405944, | |
| 7.471988919640318, | |
| -8.772100469193737e-06, | |
| 1.5172663794764751, | |
| 0.0004196464466369644 | |
| ], | |
| [ | |
| 7.47198891964032, | |
| 0.0262567046295579, | |
| -2.895833635462268e-08, | |
| 0.004067203997445412, | |
| 1.124909724616513e-06 | |
| ], | |
| [ | |
| -8.772100469193737e-06, | |
| -2.895833635462268e-08, | |
| 6.989062895628874e-14, | |
| -5.212030033064019e-09, | |
| -1.4415463965279799e-12 | |
| ], | |
| [ | |
| 1.5172663794764751, | |
| 0.004067203997445412, | |
| -5.212030033064019e-09, | |
| 0.0008975562692653799, | |
| 2.482466521028456e-07 | |
| ], | |
| [ | |
| 0.0004196464466369644, | |
| 1.124909724616513e-06, | |
| -1.4415463965279799e-12, | |
| 2.482466521028456e-07, | |
| 6.866020815687738e-11 | |
| ] | |
| ], | |
| "r2": 0.994182453484099, | |
| "aic": 168.55715216923022, | |
| "residuals": [ | |
| 3.849126481842518, | |
| -25.199148806843027, | |
| -39.662244284816666, | |
| 1.830831029219894, | |
| 29.274459320494998, | |
| 39.67589582037965, | |
| 31.360188183692458, | |
| 33.68989557311545, | |
| 17.471882999152058, | |
| 2.984855522500652, | |
| -5.890294466349133, | |
| -29.00830748977654, | |
| -49.460710115962115, | |
| -41.182973237961676, | |
| -8.456063476577924, | |
| -18.38409648824279, | |
| 13.16549324218363, | |
| 10.360553697302635, | |
| 20.439700428093488, | |
| 14.23367063718149, | |
| -15.281187253098551, | |
| 8.364150487335792, | |
| 17.58710036664297, | |
| 1.23879858946475, | |
| -12.993913372025645 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 410.5672604089976, | |
| 8.410658668750875e-05, | |
| 6.939521858219239e-06, | |
| 0.09310649664785006, | |
| 977.1097864155912 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9941791028654723, | |
| "aic": 168.57154678598445, | |
| "residuals": [ | |
| 5.404447011438833, | |
| -23.837941329091564, | |
| -38.46726193274833, | |
| 2.757254328459794, | |
| 29.99486930025091, | |
| 40.23467592396787, | |
| 31.789867760588322, | |
| 34.014953601128695, | |
| 17.71114949478624, | |
| 3.153086450912383, | |
| -5.831154529587252, | |
| -29.026885162603094, | |
| -49.53547081309654, | |
| -41.29862298666575, | |
| -8.601438746084568, | |
| -18.550864092112533, | |
| 12.969920374368371, | |
| 10.158059489716493, | |
| 20.24274778282802, | |
| 14.04967719563615, | |
| -15.44768936318394, | |
| 8.217938108145972, | |
| 17.48592329110329, | |
| 1.1850752896310723, | |
| -13.04046039968307 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 96.66173048173147, | |
| -2023.5531775137433, | |
| 8.834969903954813e-06, | |
| 2262.0793036240216, | |
| 1259.339577733444 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4529.265827624516, | |
| -50067.174195751366, | |
| -0.00024760927033870545, | |
| 180082.9625160104, | |
| 8027.52611043831 | |
| ], | |
| [ | |
| -50067.174195751366, | |
| 557552.4991429443, | |
| 0.0028189626187356217, | |
| -1968679.5426939193, | |
| -93594.14651915854 | |
| ], | |
| [ | |
| -0.00024760927033870545, | |
| 0.0028189626187356217, | |
| 1.5519150981405118e-11, | |
| -0.00906039962083598, | |
| -0.0005455817991746303 | |
| ], | |
| [ | |
| 180082.9625160104, | |
| -1968679.5426939193, | |
| -0.00906039962083598, | |
| 7835059.459131132, | |
| 281945.37148056686 | |
| ], | |
| [ | |
| 8027.52611043831, | |
| -93594.14651915854, | |
| -0.0005455817991746303, | |
| 281945.3714805668, | |
| 20286.041403272833 | |
| ] | |
| ], | |
| "r2": 0.9954127838269458, | |
| "aic": 162.61702041455203, | |
| "residuals": [ | |
| 25.42509860064274, | |
| -20.60949761412803, | |
| -43.92304478544975, | |
| -9.437651791612325, | |
| 17.09789287076933, | |
| 28.93390895151242, | |
| 22.934680847837853, | |
| 27.818666223100877, | |
| 14.092958436374488, | |
| 1.8972131837476809, | |
| -3.1939753546924976, | |
| -23.616480421404958, | |
| -42.335323017939345, | |
| -33.11487085541057, | |
| -0.07190152715361364, | |
| -10.167513510443655, | |
| 19.583103921261568, | |
| 14.008094990943846, | |
| 21.16095997765501, | |
| 12.351552929408626, | |
| -19.170140801643697, | |
| 3.2112090588564115, | |
| 12.350219466514204, | |
| -0.8617547733068704, | |
| -14.363401396489394 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 372.4397987695559, | |
| -2126.9653381800217, | |
| 8.666112461169516e-22, | |
| 9999.999999998978, | |
| -1323.9207768208764 | |
| ], | |
| "pcov": [ | |
| [ | |
| 5455.052269687326, | |
| -29457.528492402205, | |
| 2.2540945716702067e-05, | |
| 253914.76037261242, | |
| -29457.528128589962 | |
| ], | |
| [ | |
| -29457.528492402205, | |
| 159161.24824166353, | |
| -0.00012102136744589453, | |
| -1378455.39993566, | |
| 159161.2462759496 | |
| ], | |
| [ | |
| 2.2540945716702064e-05, | |
| -0.00012102136744589453, | |
| 1.0050829536966324e-13, | |
| 0.0009949683783532775, | |
| -0.00012102136595130206 | |
| ], | |
| [ | |
| 253914.76037261242, | |
| -1378455.39993566, | |
| 0.0009949683783532775, | |
| 12542303.61310811, | |
| -1378455.3829104581 | |
| ], | |
| [ | |
| -29457.528128589962, | |
| 159161.2462759496, | |
| -0.00012102136595130206, | |
| -1378455.3829104581, | |
| 159161.24431023572 | |
| ] | |
| ], | |
| "r2": 0.9931107086200961, | |
| "aic": 172.7843926716642, | |
| "residuals": [ | |
| 28.41934425791328, | |
| -6.805865679377575, | |
| -26.30733611918481, | |
| 7.585693940619194, | |
| 29.72136145188574, | |
| 36.34522289163783, | |
| 25.31494820232524, | |
| 25.691759005545237, | |
| 8.08039476691124, | |
| -7.380475445430193, | |
| -17.316359669171334, | |
| -40.70834056151557, | |
| -60.94154332935955, | |
| -52.12715947300035, | |
| -18.65610066157228, | |
| -27.70371127294561, | |
| 6.367765565079253, | |
| 6.260299714242365, | |
| 19.03979657121522, | |
| 15.463416922102397, | |
| -11.522759866818205, | |
| 14.540055575075485, | |
| 28.266008379961704, | |
| 16.012100474581302, | |
| 2.3614843594393733 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 102.95243523277938, | |
| -2091.681766468356, | |
| 8.548574965118446e-06, | |
| 2556.400210327384, | |
| 1267.93106291393 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9954068522731729, | |
| "aic": 162.64932607619542, | |
| "residuals": [ | |
| 23.779853471263323, | |
| -20.576915456839515, | |
| -43.29809683908957, | |
| -8.602716838150627, | |
| 17.781954344657606, | |
| 29.403975916410445, | |
| 23.201513092585856, | |
| 27.91205310755106, | |
| 14.045470860305613, | |
| 1.7391136502317295, | |
| -3.4975381592092845, | |
| -23.988553794547784, | |
| -42.72226668057351, | |
| -33.48021027891457, | |
| -0.3916280642893071, | |
| -10.426695262397061, | |
| 19.50118936907279, | |
| 14.09545454165459, | |
| 21.37998020778059, | |
| 12.652321067893581, | |
| -18.840849060986557, | |
| 3.517234599520407, | |
| 12.471094618587586, | |
| -1.0752778092951303, | |
| -14.637251646412778 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 966.3930763618764, | |
| 9.800824474969077e-05, | |
| 1.9999999999999984 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1734.1801895854592, | |
| 0.00043759256766399843, | |
| 16.977517988959782 | |
| ], | |
| [ | |
| 0.0004375925676639985, | |
| 7.812841257967869e-10, | |
| 1.884103951779716e-05 | |
| ], | |
| [ | |
| 16.977517988959782, | |
| 1.884103951779716e-05, | |
| 0.4917884252060335 | |
| ] | |
| ], | |
| "r2": 0.9692780764795939, | |
| "aic": 206.1595998916293, | |
| "residuals": [ | |
| 7.8305439949035645, | |
| 4.015877828478003, | |
| 6.518728768572958, | |
| 65.93836327303339, | |
| 98.82544327027365, | |
| 108.13070274513652, | |
| 95.2420029123897, | |
| 91.14793928813268, | |
| 67.55215346569835, | |
| 45.250713265515856, | |
| 20.574889311059735, | |
| -17.56381075179013, | |
| -51.64135621627992, | |
| -55.31580277361968, | |
| -32.7662441470203, | |
| -51.09497976623163, | |
| -33.22881230494886, | |
| -40.607726092991356, | |
| -27.83986664378199, | |
| -25.80431438757398, | |
| -42.96978863381423, | |
| -4.034630897261422, | |
| 41.128499101172224, | |
| 63.966811624680645, | |
| 55.69513204235807 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 394.51308357662543, | |
| 1.9898822602324476e-15, | |
| 8.358646780603608e-06, | |
| 0.11373518895046851, | |
| 860.5275347187554 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2259.765696573307, | |
| 6.732449541992832, | |
| -7.902446137247879e-06, | |
| 1.3549931689914136, | |
| 0.0003906344566283945 | |
| ], | |
| [ | |
| 6.732449541992832, | |
| 0.02485042615769477, | |
| -2.7515670905283433e-08, | |
| 0.003813277778698788, | |
| 1.09933963284283e-06 | |
| ], | |
| [ | |
| -7.902446137247877e-06, | |
| -2.7515670905283433e-08, | |
| 6.526243658431188e-14, | |
| -4.875231114326614e-09, | |
| -1.405492883512469e-12 | |
| ], | |
| [ | |
| 1.3549931689914136, | |
| 0.003813277778698788, | |
| -4.875231114326615e-09, | |
| 0.0008343296226122568, | |
| 2.4053102719362465e-07 | |
| ], | |
| [ | |
| 0.00039063445662839444, | |
| 1.0993396328428297e-06, | |
| -1.405492883512469e-12, | |
| 2.4053102719362465e-07, | |
| 6.934330685955712e-11 | |
| ] | |
| ], | |
| "r2": 0.9945922254758366, | |
| "aic": 164.55205712727167, | |
| "residuals": [ | |
| 5.177590612637459, | |
| -22.676468508874223, | |
| -36.720621701769005, | |
| 0.11304980955469546, | |
| 25.47622648026379, | |
| 37.760560166869595, | |
| 28.419823905844964, | |
| 30.832262175201436, | |
| 15.599243784148712, | |
| 2.265900790773003, | |
| -6.044964631083417, | |
| -28.665339736854037, | |
| -44.548447497724794, | |
| -37.62652837567293, | |
| -6.655244861350184, | |
| -16.004020706674055, | |
| 12.945152154254174, | |
| 9.97381574591293, | |
| 20.002833480733898, | |
| 13.817497506660175, | |
| -14.505486134960165, | |
| 7.385589383304364, | |
| 16.519381490896308, | |
| 0.3484124482313291, | |
| -13.18317936507276 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 393.77233744230637, | |
| 9.876731815663228e-05, | |
| 6.91981360166011e-06, | |
| 0.09324802626724073, | |
| 935.4605106773806 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9945881949563239, | |
| "aic": 164.57068317310814, | |
| "residuals": [ | |
| 6.83281990617229, | |
| -21.231805345865837, | |
| -35.45617356224761, | |
| 1.0866390896592293, | |
| 26.227090833404645, | |
| 38.33705901785686, | |
| 28.857399108227355, | |
| 31.15757784388336, | |
| 15.832802397028559, | |
| 2.4237601328358096, | |
| -6.002645861328119, | |
| -28.704496383428477, | |
| -44.645743570940624, | |
| -37.76542866101346, | |
| -6.823711325072509, | |
| -16.193093654296035, | |
| 12.73096808215746, | |
| 9.75776233181341, | |
| 19.79798256864251, | |
| 13.631502585000248, | |
| -14.668051605400706, | |
| 7.249189549434732, | |
| 16.439390035711654, | |
| 0.3266287861268893, | |
| -13.196228807780244 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 92.03463842745815, | |
| -1925.7731841669724, | |
| 9.064731002174082e-06, | |
| 2378.1318502416802, | |
| 1194.316256724193 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4269.932625264166, | |
| -46723.42940502187, | |
| -0.0002389554846413574, | |
| 184252.71715631062, | |
| 6977.255982086903 | |
| ], | |
| [ | |
| -46723.42940502187, | |
| 514472.9756713058, | |
| 0.0026848810592524056, | |
| -1996551.334480016, | |
| -80169.8188502252 | |
| ], | |
| [ | |
| -0.0002389554846413574, | |
| 0.0026848810592524056, | |
| 1.5274279486309028e-11, | |
| -0.009507066122148, | |
| -0.00048379799305919 | |
| ], | |
| [ | |
| 184252.71715631062, | |
| -1996551.334480016, | |
| -0.009507066122148, | |
| 8676031.075241396, | |
| 266349.26294423593 | |
| ], | |
| [ | |
| 6977.255982086903, | |
| -80169.8188502252, | |
| -0.00048379799305919, | |
| 266349.26294423593, | |
| 16243.29439665982 | |
| ] | |
| ], | |
| "r2": 0.9956806597883944, | |
| "aic": 158.9336825508326, | |
| "residuals": [ | |
| 24.053219793241624, | |
| -18.75785454902575, | |
| -40.647389837486344, | |
| -10.001938450288435, | |
| 14.636880193442039, | |
| 28.295444732494502, | |
| 21.10844395875756, | |
| 25.871335595679398, | |
| 12.914986224598238, | |
| 1.6601819941231497, | |
| -3.257380168093391, | |
| -23.51128131572966, | |
| -37.92631499213519, | |
| -30.26847527300913, | |
| 0.8641125461174397, | |
| -8.761665696587897, | |
| 18.27449663191578, | |
| 12.587734705699404, | |
| 19.85855050228315, | |
| 11.312310021314715, | |
| -18.72862325413803, | |
| 2.2134283255941227, | |
| 11.915620603228263, | |
| -0.4965782559557965, | |
| -13.209245279843117 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 356.62127884419334, | |
| -2372.8693316535723, | |
| 1.597109841286702e-21, | |
| 9999.999999999518, | |
| -932.7744954353421 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4538.45343197301, | |
| -24553.925334553027, | |
| 2.2793931943033192e-05, | |
| 223634.6932192711, | |
| -24553.93104552371 | |
| ], | |
| [ | |
| -24553.925334553023, | |
| 132916.36176356603, | |
| -0.00012259619329447783, | |
| -1216334.9385879512, | |
| 132916.39267815996 | |
| ], | |
| [ | |
| 2.279393194303319e-05, | |
| -0.00012259619329447783, | |
| 1.239688269738964e-13, | |
| 0.0010644078821418282, | |
| -0.00012259622181167665 | |
| ], | |
| [ | |
| 223634.69321927114, | |
| -1216334.9385879515, | |
| 0.0010644078821418284, | |
| 11690869.366495037, | |
| -1216335.2214701215 | |
| ], | |
| [ | |
| -24553.93104552371, | |
| 132916.39267816, | |
| -0.00012259622181167668, | |
| -1216335.2214701215, | |
| 132916.42359276113 | |
| ] | |
| ], | |
| "r2": 0.9934690511354209, | |
| "aic": 169.2699220369983, | |
| "residuals": [ | |
| 29.120526957018797, | |
| -4.74546546920044, | |
| -23.695407188526474, | |
| 5.734378478960139, | |
| 25.92337028297254, | |
| 34.523300058188966, | |
| 22.533574152345068, | |
| 23.039297271780583, | |
| 6.445101821681533, | |
| -7.84024843147597, | |
| -17.1896436497658, | |
| -40.08042760183923, | |
| -55.75217297377674, | |
| -48.3085964262217, | |
| -16.61270160945935, | |
| -25.103484574515846, | |
| 6.3051134073224375, | |
| 5.965917141216664, | |
| 18.630754282144494, | |
| 15.01280380833839, | |
| -10.840966286958178, | |
| 13.411033687947452, | |
| 26.943109078441125, | |
| 14.771875481246866, | |
| 1.8089583041584092 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 100.49514360659674, | |
| -2016.8059357386915, | |
| 8.67019374603912e-06, | |
| 2804.4536282939976, | |
| 1205.0313803306428 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9956705007844077, | |
| "aic": 158.9924130241195, | |
| "residuals": [ | |
| 22.027288639838616, | |
| -18.75495779021753, | |
| -39.89423190488037, | |
| -8.955636873727826, | |
| 15.508586046951677, | |
| 28.902704682455237, | |
| 21.459524710218147, | |
| 26.00135769342603, | |
| 12.86407977914996, | |
| 1.4663400474927357, | |
| -3.6407169760842635, | |
| -23.98525015814073, | |
| -38.42145788786888, | |
| -30.73730097068585, | |
| 0.453008369351096, | |
| -9.095421584571909, | |
| 18.168595053939498, | |
| 12.70009463063991, | |
| 20.140756382892164, | |
| 11.699821422569812, | |
| -18.304663463236693, | |
| 2.606899543864529, | |
| 12.069417382379584, | |
| -0.7739428507168213, | |
| -13.564253662206852 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 924.859543679422, | |
| 9.764526562095364e-05, | |
| 1.9999999999999991 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1529.4006139854976, | |
| 0.00040043826265551754, | |
| 15.613632491847964 | |
| ], | |
| [ | |
| 0.00040043826265551754, | |
| 7.388138121651691e-10, | |
| 1.7896459712892935e-05 | |
| ], | |
| [ | |
| 15.613632491847964, | |
| 1.7896459712892935e-05, | |
| 0.46941587595920203 | |
| ] | |
| ], | |
| "r2": 0.97071307408666, | |
| "aic": 202.78464605286044, | |
| "residuals": [ | |
| 8.080061912536518, | |
| 4.319721986682831, | |
| 6.508174054037321, | |
| 60.565017405021514, | |
| 91.24120970994903, | |
| 102.58449225608416, | |
| 88.96967533128822, | |
| 85.3286481155491, | |
| 63.1208888386642, | |
| 42.38711271645769, | |
| 19.08940094390738, | |
| -17.79740149873686, | |
| -46.63463985495707, | |
| -51.08634883958621, | |
| -29.807987585845012, | |
| -47.16462562396919, | |
| -31.282499719660336, | |
| -38.651846722343976, | |
| -26.096493539471908, | |
| -24.45221157236358, | |
| -41.015515001001404, | |
| -4.54605810470855, | |
| 38.89945749006699, | |
| 60.184334070542036, | |
| 52.35360634316726 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 374.45467856122514, | |
| 1.2306433857496766e-11, | |
| 7.934118812492313e-06, | |
| 0.10557725715655615, | |
| 842.6808262282626 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1659.6927135320607, | |
| 5.8723764925289235, | |
| -6.172134107129982e-06, | |
| 1.0031876696539217, | |
| 0.00028285776462144463 | |
| ], | |
| [ | |
| 5.8723764925289235, | |
| 0.026291540556807363, | |
| -2.812937048829368e-08, | |
| 0.003329963405993619, | |
| 9.389151704924939e-07 | |
| ], | |
| [ | |
| -6.172134107129982e-06, | |
| -2.812937048829368e-08, | |
| 5.80874701396194e-14, | |
| -3.7387962749877995e-09, | |
| -1.0541870773774418e-12 | |
| ], | |
| [ | |
| 1.0031876696539215, | |
| 0.003329963405993619, | |
| -3.738796274987799e-09, | |
| 0.0006242066025333047, | |
| 1.7600048086715385e-07 | |
| ], | |
| [ | |
| 0.00028285776462144463, | |
| 9.389151704924939e-07, | |
| -1.0541870773774416e-12, | |
| 1.7600048086715385e-07, | |
| 4.962486641562857e-11 | |
| ] | |
| ], | |
| "r2": 0.9951249511005873, | |
| "aic": 159.72099422645476, | |
| "residuals": [ | |
| 7.060897993272761, | |
| -19.523564676972, | |
| -33.637171656766554, | |
| -2.4234307214773025, | |
| 21.31683809616686, | |
| 36.21698637453994, | |
| 24.860891418237998, | |
| 27.713889139107096, | |
| 13.560494232121755, | |
| 0.9317861543178196, | |
| -6.792707671884898, | |
| -28.510494082817672, | |
| -38.532905774226776, | |
| -33.30999696973436, | |
| -4.136204174965201, | |
| -13.341851285640928, | |
| 12.852069036965304, | |
| 9.171751068221056, | |
| 18.949450843546174, | |
| 13.403873990480747, | |
| -14.047462884954484, | |
| 6.476236303151268, | |
| 14.950769260742618, | |
| -0.1975643847832771, | |
| -13.005740755203306 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 374.0571838813903, | |
| 0.003024025834068571, | |
| 7.041680613285882e-06, | |
| 0.09294113139349501, | |
| 887.576674021023 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9951178921813578, | |
| "aic": 159.75716726674193, | |
| "residuals": [ | |
| 8.705192831202226, | |
| -18.07505567576709, | |
| -32.35778211319018, | |
| -1.4209934790276293, | |
| 22.10264274711676, | |
| 36.82932556313892, | |
| 25.331729377855936, | |
| 28.067567088966143, | |
| 13.815988320884458, | |
| 1.1041882570465305, | |
| -6.752037365421643, | |
| -28.567798979672432, | |
| -38.664046287485974, | |
| -33.497027048735845, | |
| -4.3653485579703215, | |
| -13.602248262509079, | |
| 12.548589958091043, | |
| 8.86054383477915, | |
| 18.654901083878826, | |
| 13.144003653886102, | |
| -14.258619458961562, | |
| 6.3251729957054295, | |
| 14.947110129455837, | |
| -0.02497802509901703, | |
| -12.804619294255872 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 90.80509147715053, | |
| -1858.8563238462552, | |
| 9.244419356111917e-06, | |
| 2603.945049350845, | |
| 1129.7685850866626 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4261.7708051351265, | |
| -46135.40239745037, | |
| -0.0002425338393053006, | |
| 197086.11230664488, | |
| 6278.024583361544 | |
| ], | |
| [ | |
| -46135.40239745037, | |
| 501880.5215541414, | |
| 0.0026847993130219984, | |
| -2116108.6481024395, | |
| -70910.18494712765 | |
| ], | |
| [ | |
| -0.0002425338393053006, | |
| 0.0026847993130219984, | |
| 1.563344085115891e-11, | |
| -0.010379183554375867, | |
| -0.0004385183131295577 | |
| ], | |
| [ | |
| 197086.11230664488, | |
| -2116108.6481024395, | |
| -0.010379183554375867, | |
| 9898287.028195929, | |
| 257684.5005723777 | |
| ], | |
| [ | |
| 6278.024583361544, | |
| -70910.18494712765, | |
| -0.0004385183131295577, | |
| 257684.5005723777, | |
| 13069.02374019283 | |
| ] | |
| ], | |
| "r2": 0.9960261858937959, | |
| "aic": 154.61089998856772, | |
| "residuals": [ | |
| 22.77607310552571, | |
| -16.44886882997548, | |
| -37.2600643772123, | |
| -11.286176952104029, | |
| 11.960673308002015, | |
| 28.187416283284392, | |
| 18.817372853525285, | |
| 23.802490925122015, | |
| 11.690592811769534, | |
| 0.905872376765501, | |
| -3.8601101544478524, | |
| -23.579885919908406, | |
| -32.4317314775293, | |
| -26.703775727476, | |
| 2.4599771621075206, | |
| -7.142070335300787, | |
| 17.02212794699153, | |
| 10.69841306627518, | |
| 17.91178931940783, | |
| 10.273886723944997, | |
| -18.5854096673213, | |
| 1.3170568568673389, | |
| 11.006785771966634, | |
| 0.19003203104159638, | |
| -11.722469379140989 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 341.12447169373525, | |
| -2422.5883657862805, | |
| 4.284664587971531e-25, | |
| 9999.999999999998, | |
| -739.8078649794281 | |
| ], | |
| "pcov": [ | |
| [ | |
| 3625.6016206613217, | |
| -19637.348032901187, | |
| 2.064265447295243e-05, | |
| 188283.8222117622, | |
| -19637.349647849875 | |
| ], | |
| [ | |
| -19637.348032901187, | |
| 106421.7473847293, | |
| -0.00011114393104730607, | |
| -1025207.1087790254, | |
| 106421.75613666303 | |
| ], | |
| [ | |
| 2.0642654472952426e-05, | |
| -0.00011114393104730607, | |
| 1.2754626734423042e-13, | |
| 0.0010155311068018049, | |
| -0.000111143940188134 | |
| ], | |
| [ | |
| 188283.8222117622, | |
| -1025207.1087790254, | |
| 0.001015531106801805, | |
| 10371450.367738616, | |
| -1025207.1930865585 | |
| ], | |
| [ | |
| -19637.34964784987, | |
| 106421.75613666301, | |
| -0.000111143940188134, | |
| -1025207.1930865583, | |
| 106421.76488859743 | |
| ] | |
| ], | |
| "r2": 0.99414594988077, | |
| "aic": 164.29608459446683, | |
| "residuals": [ | |
| 28.3744023483207, | |
| -3.589678917667925, | |
| -22.08590213108141, | |
| 2.5273397783237215, | |
| 21.666485938583037, | |
| 33.297655096517474, | |
| 19.5962593963784, | |
| 20.764792266131963, | |
| 5.411756575606205, | |
| -8.053536394027333, | |
| -16.684654048630136, | |
| -38.630163160046095, | |
| -48.45552461527427, | |
| -42.762640271275586, | |
| -12.940817345665664, | |
| -21.381761167411014, | |
| 6.997441456153183, | |
| 5.650360031818536, | |
| 17.761338467468477, | |
| 14.486349178137743, | |
| -10.782703992705365, | |
| 11.82648744638459, | |
| 24.18394003622484, | |
| 12.56466320193499, | |
| 0.25811082581526534 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 105.74831605723088, | |
| -2018.719470993292, | |
| 8.541780299425258e-06, | |
| 3401.9401705468017, | |
| 1146.8729389995262 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9960008034607509, | |
| "aic": 154.77007774414952, | |
| "residuals": [ | |
| 19.741190633477572, | |
| -16.585509425111695, | |
| -36.22348213990699, | |
| -9.696805891115446, | |
| 13.341845177918913, | |
| 29.186272717839074, | |
| 19.426583223029297, | |
| 24.06584450565572, | |
| 11.665052697819306, | |
| 0.6481148192669934, | |
| -4.433582266000599, | |
| -24.31256521686703, | |
| -33.21126128334697, | |
| -27.452011916880565, | |
| 1.7955831537416316, | |
| -7.689086444707868, | |
| 16.831202205119325, | |
| 10.855495480865784, | |
| 18.343428355200786, | |
| 10.878718069328329, | |
| -17.916947791360712, | |
| 1.941910644998643, | |
| 11.256692721836998, | |
| -0.24444128523521158, | |
| -12.280603144793304 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 882.6288731188237, | |
| 9.813332504463086e-05, | |
| 1.9999999999999993 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1305.2974832177606, | |
| 0.0003614958736151376, | |
| 14.001180455242448 | |
| ], | |
| [ | |
| 0.0003614958736151376, | |
| 7.093710722233243e-10, | |
| 1.7080641463342705e-05 | |
| ], | |
| [ | |
| 14.001180455242448, | |
| 1.7080641463342705e-05, | |
| 0.44509282325728733 | |
| ] | |
| ], | |
| "r2": 0.9723182818710789, | |
| "aic": 199.13704584911517, | |
| "residuals": [ | |
| 7.850665092468164, | |
| 4.657745421129967, | |
| 6.321805574614379, | |
| 54.3426434988296, | |
| 83.37360370855332, | |
| 97.51669177823847, | |
| 82.17593407603371, | |
| 79.31582907390333, | |
| 58.54928561700396, | |
| 38.886476081001604, | |
| 16.88837756095353, | |
| -18.43520578880924, | |
| -40.81794667452505, | |
| -46.44699454571867, | |
| -26.517700586734577, | |
| -43.35481564895588, | |
| -29.582727094855045, | |
| -37.388862474596976, | |
| -25.11875091004356, | |
| -23.111394004335125, | |
| -39.267077278817624, | |
| -4.769896751836768, | |
| 36.528223545158085, | |
| 57.14848007271951, | |
| 49.78008567206655 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 352.0624023067762, | |
| 2.5641398583737294e-12, | |
| 7.994595348726894e-06, | |
| 0.10456730970166184, | |
| 793.5512201774537 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1291.1765609806948, | |
| 4.837783162984148, | |
| -4.994979919991657e-06, | |
| 0.8283844399800655, | |
| 0.0002460429781519097 | |
| ], | |
| [ | |
| 4.837783162984149, | |
| 0.02298038223059871, | |
| -2.4203459099638798e-08, | |
| 0.0029119875565565795, | |
| 8.649056591252251e-07 | |
| ], | |
| [ | |
| -4.994979919991658e-06, | |
| -2.4203459099638798e-08, | |
| 5.10626100957798e-14, | |
| -3.221397802015652e-09, | |
| -9.568048890862444e-13 | |
| ], | |
| [ | |
| 0.8283844399800655, | |
| 0.002911987556556579, | |
| -3.2213978020156516e-09, | |
| 0.0005472158608262049, | |
| 1.625315360939886e-07 | |
| ], | |
| [ | |
| 0.0002460429781519097, | |
| 8.649056591252249e-07, | |
| -9.568048890862444e-13, | |
| 1.6253153609398863e-07, | |
| 4.8274368701990336e-11 | |
| ] | |
| ], | |
| "r2": 0.9956222610918091, | |
| "aic": 154.2294599166757, | |
| "residuals": [ | |
| 8.991368397424935, | |
| -15.98470419008413, | |
| -29.737777136070235, | |
| -5.668208896593114, | |
| 16.614514528889117, | |
| 34.85657746623565, | |
| 20.640368858310012, | |
| 24.20346360130395, | |
| 10.988308073573307, | |
| -0.41270800694235277, | |
| -7.56060165612007, | |
| -28.44653420976772, | |
| -31.70774822573111, | |
| -28.392887046625788, | |
| -1.846858973194628, | |
| -11.031111615295515, | |
| 13.256152821646083, | |
| 8.842277372802982, | |
| 18.527545486793656, | |
| 12.811938712545384, | |
| -13.15330376147449, | |
| 5.587612153503073, | |
| 13.436788682638053, | |
| -1.424659107926118, | |
| -13.384218829853921 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 352.080619791617, | |
| 1.458902671890332e-09, | |
| 6.9439778013960025e-06, | |
| 0.09083797469568557, | |
| 843.1566173259102 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9956222608377489, | |
| "aic": 154.22946136754013, | |
| "residuals": [ | |
| 8.983703486975742, | |
| -15.990275675113025, | |
| -29.741618690808536, | |
| -5.669406191680764, | |
| 16.615183056240312, | |
| 34.85857628325982, | |
| 20.643317425572377, | |
| 24.207084407600746, | |
| 10.992394422411849, | |
| -0.40831276528763283, | |
| -7.555923217767258, | |
| -28.441871877851327, | |
| -31.70329058408788, | |
| -28.388755411385432, | |
| -1.8431321159595768, | |
| -11.027840536034773, | |
| 13.258169290910928, | |
| 8.842985740638369, | |
| 18.526959671166196, | |
| 12.810100651474954, | |
| -13.156341331418162, | |
| 5.583430699944529, | |
| 13.430481436633045, | |
| -1.4328957040941077, | |
| -13.39272952949625 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 87.49580845534976, | |
| -1761.6238329277342, | |
| 9.59615899895704e-06, | |
| 2878.8184503361513, | |
| 1051.2208439210397 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4257.848632150666, | |
| -45453.45174737401, | |
| -0.00024758543957285385, | |
| 217413.50025246185, | |
| 5416.197613379469 | |
| ], | |
| [ | |
| -45453.45174737402, | |
| 486931.468762968, | |
| 0.0026905045505543003, | |
| -2306313.2744954024, | |
| -59901.91654092016 | |
| ], | |
| [ | |
| -0.00024758543957285385, | |
| 0.0026905045505543, | |
| 1.616993828100259e-11, | |
| -0.011744386007378016, | |
| -0.00038319156801819895 | |
| ], | |
| [ | |
| 217413.50025246185, | |
| -2306313.274495402, | |
| -0.011744386007378016, | |
| 11995840.75702657, | |
| 246253.30052725037 | |
| ], | |
| [ | |
| 5416.197613379469, | |
| -59901.91654092015, | |
| -0.00038319156801819895, | |
| 246253.30052725037, | |
| 9687.004076508421 | |
| ] | |
| ], | |
| "r2": 0.9963425143796738, | |
| "aic": 149.73554897311803, | |
| "residuals": [ | |
| 21.099376971156516, | |
| -13.945460957623254, | |
| -33.05370936424504, | |
| -13.05865586663083, | |
| 9.04497740993338, | |
| 28.582784632941184, | |
| 16.167286042339015, | |
| 21.608385166560424, | |
| 10.154470573379626, | |
| 0.3135276492135972, | |
| -4.411519906643889, | |
| -23.762866364005504, | |
| -26.235480500983726, | |
| -22.71888303728167, | |
| 3.5855428116460644, | |
| -6.162900406938547, | |
| 15.904150222233511, | |
| 8.902861392769523, | |
| 16.24787568015904, | |
| 8.774969873873147, | |
| -18.193940857718758, | |
| 0.3686846708368421, | |
| 10.350489170917626, | |
| 0.690011458979825, | |
| -10.251977334843673 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 322.6331875509856, | |
| -2464.069215351539, | |
| 1.277446606828963e-21, | |
| 9999.999999999915, | |
| -527.8622633264042 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2806.3590702716892, | |
| -15224.835823952164, | |
| 1.8788248367097417e-05, | |
| 155883.90567785373, | |
| -15224.83576570645 | |
| ], | |
| [ | |
| -15224.835823952164, | |
| 82643.18403194303, | |
| -0.00010131550090785389, | |
| -850153.8650210106, | |
| 82643.18371581359 | |
| ], | |
| [ | |
| 1.8788248367097417e-05, | |
| -0.00010131550090785389, | |
| 1.369370063159532e-13, | |
| 0.0009881433555796897, | |
| -0.0001013155005197391 | |
| ], | |
| [ | |
| 155883.90567785373, | |
| -850153.8650210106, | |
| 0.00098814335557969, | |
| 9181698.775284654, | |
| -850153.8617723016 | |
| ], | |
| [ | |
| -15224.83576570645, | |
| 82643.18371581359, | |
| -0.0001013155005197391, | |
| -850153.8617723015, | |
| 82643.18339968415 | |
| ] | |
| ], | |
| "r2": 0.9947434202761855, | |
| "aic": 158.803165230195, | |
| "residuals": [ | |
| 27.982340289143167, | |
| -1.806690881444183, | |
| -19.475693604820435, | |
| -1.294129332257171, | |
| 16.892217198264234, | |
| 32.229010120287285, | |
| 15.931905081313516, | |
| 18.00296702748642, | |
| 3.727206186434387, | |
| -8.411741890646454, | |
| -16.35517624301633, | |
| -37.43508013535461, | |
| -40.51458881858366, | |
| -36.77709359543428, | |
| -9.65156467395741, | |
| -18.15376385143668, | |
| 8.077999656027714, | |
| 5.736513620364349, | |
| 17.492012982917004, | |
| 13.789575558260367, | |
| -10.241797669189054, | |
| 10.34647619104635, | |
| 21.63367156978802, | |
| 9.895559483043598, | |
| -1.620134267782305 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 107.25510469477484, | |
| -1971.2066082030365, | |
| 8.644654437450606e-06, | |
| 4020.6387247223047, | |
| 1070.9435205646878 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9963064060058228, | |
| "aic": 149.98115006949592, | |
| "residuals": [ | |
| 17.74428004903075, | |
| -14.217830665525298, | |
| -31.98342081146268, | |
| -11.268796308926767, | |
| 10.653904707431934, | |
| 29.777760158115598, | |
| 16.92004895163825, | |
| 21.958833722030704, | |
| 10.163202708160156, | |
| 0.04395186019166886, | |
| -5.065869589486738, | |
| -24.61693639961527, | |
| -27.154008809087372, | |
| -23.60660875964959, | |
| 2.7933491240092962, | |
| -6.817805892902356, | |
| 15.672455387070386, | |
| 9.088412909630847, | |
| 16.763587977898396, | |
| 9.498892642484634, | |
| -17.394101507898313, | |
| 1.1149281460317297, | |
| 10.642916782245038, | |
| 0.1580356978073496, | |
| -10.932575644468216 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 832.8331288895583, | |
| 9.838448847692633e-05, | |
| 1.9999999999999996 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1074.2841215628382, | |
| 0.0003168245294068469, | |
| 12.229044841739682 | |
| ], | |
| [ | |
| 0.0003168245294068469, | |
| 6.639352800920985e-10, | |
| 1.593763887108192e-05 | |
| ], | |
| [ | |
| 12.229044841739682, | |
| 1.593763887108192e-05, | |
| 0.41391811686509145 | |
| ] | |
| ], | |
| "r2": 0.9743520773778576, | |
| "aic": 194.42771538813062, | |
| "residuals": [ | |
| 7.612334251403716, | |
| 5.026173608151259, | |
| 6.406072994935302, | |
| 46.68577322755119, | |
| 74.19901316452815, | |
| 91.8984336104332, | |
| 74.05089725931427, | |
| 72.32169668506293, | |
| 52.94311551839024, | |
| 34.96515685338602, | |
| 14.435557725696697, | |
| -19.230944656805832, | |
| -34.11421639230326, | |
| -41.007618450072414, | |
| -23.15835535917313, | |
| -39.52019757658525, | |
| -26.90080827913539, | |
| -35.15774606472473, | |
| -23.07421533204024, | |
| -21.622055787818113, | |
| -36.89515662245685, | |
| -4.943461386774516, | |
| 33.904021441202076, | |
| 52.790126919580985, | |
| 45.960826486791916 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 63.1251838711752, | |
| 102943.37239765462, | |
| 1.0594102663817038e-10, | |
| 2.762465296395032e-07, | |
| 917.3433006388326 | |
| ], | |
| "pcov": [ | |
| [ | |
| 4.19916271411842, | |
| 0.002690564216421503, | |
| -1.2086102506905439e-11, | |
| 6.45492054516461e-08, | |
| 51.66456577215974 | |
| ], | |
| [ | |
| 0.0026905642164215034, | |
| 4.483216711084387e-06, | |
| -2.7981807980008284e-14, | |
| -1.7689859444343323e-10, | |
| 0.08975218163859953 | |
| ], | |
| [ | |
| -1.2086102506905439e-11, | |
| -2.798180798000828e-14, | |
| 1.8706580342158847e-22, | |
| 1.386468902597999e-18, | |
| -5.641902039147864e-10 | |
| ], | |
| [ | |
| 6.45492054516461e-08, | |
| -1.7689859444343323e-10, | |
| 1.386468902597999e-18, | |
| 1.9256208497297097e-14, | |
| -3.6867204090132815e-06 | |
| ], | |
| [ | |
| 51.66456577215974, | |
| 0.08975218163859953, | |
| -5.641902039147864e-10, | |
| -3.6867204090132815e-06, | |
| 1798.6740917486295 | |
| ] | |
| ], | |
| "r2": 0.9961352534198966, | |
| "aic": 145.72543580747302, | |
| "residuals": [ | |
| 16.94978371572813, | |
| -11.855242759709654, | |
| -26.59455278912958, | |
| -14.693398146932395, | |
| 5.395061466933953, | |
| 33.65256052470136, | |
| 14.071935136649358, | |
| 19.241507754926943, | |
| 8.964673141228445, | |
| -0.1111547301355813, | |
| -4.263095391716661, | |
| -23.73711741112652, | |
| -20.880943090950268, | |
| -21.271335738936727, | |
| -0.16275628595246872, | |
| -7.567772223913494, | |
| 12.51735003555791, | |
| 8.238075014096694, | |
| 17.217200147492235, | |
| 10.28328231526109, | |
| -14.218851897398281, | |
| 1.4952232683867805, | |
| 8.579728472537226, | |
| -0.9166688293051948, | |
| -10.19264738363836 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 88.57570682668641, | |
| 2757.14705969286, | |
| 3.428164397817194e-09, | |
| 1.4187699416358893e-05, | |
| 943.1287360985383 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9960562306988602, | |
| "aic": 146.23145654258596, | |
| "residuals": [ | |
| 15.428415664379486, | |
| -10.831413878215358, | |
| -24.706816637955967, | |
| -12.793414218569524, | |
| 6.660394324598769, | |
| 34.2178118399662, | |
| 14.021891329530263, | |
| 18.69470346156868, | |
| 8.037708029717578, | |
| -1.3143832809261085, | |
| -5.7665857650390535, | |
| -25.292517448538433, | |
| -22.322590560607523, | |
| -22.49342007040468, | |
| -1.1023600979341381, | |
| -8.192745275524544, | |
| 12.689472102966647, | |
| 9.081052413107159, | |
| 18.52151217036885, | |
| 11.815393625818501, | |
| -12.687203387558384, | |
| 2.8175989752843407, | |
| 8.961619959866198, | |
| -1.9911879881337882, | |
| -11.517715819624414 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 58.85871861570114, | |
| -1383.177972192056, | |
| 1.1078446898399676e-05, | |
| 2453.198459828754, | |
| 914.439767470941 | |
| ], | |
| "pcov": [ | |
| [ | |
| 2652.9478871991596, | |
| -27667.80304196804, | |
| -0.0001738814865262138, | |
| 184629.41505910942, | |
| 2882.5827947613466 | |
| ], | |
| [ | |
| -27667.80304196804, | |
| 289483.2089438556, | |
| 0.0018458046096075404, | |
| -1916609.8647177967, | |
| -31184.36156873527 | |
| ], | |
| [ | |
| -0.0001738814865262138, | |
| 0.0018458046096075406, | |
| 1.3084437505158149e-11, | |
| -0.011157279186212043, | |
| -0.0002382872425638813 | |
| ], | |
| [ | |
| 184629.41505910942, | |
| -1916609.8647177967, | |
| -0.011157279186212043, | |
| 13985553.80529361, | |
| 176831.30222683024 | |
| ], | |
| [ | |
| 2882.5827947613466, | |
| -31184.361568735272, | |
| -0.00023828724256388128, | |
| 176831.30222683024, | |
| 4689.823093401548 | |
| ] | |
| ], | |
| "r2": 0.9961363646774569, | |
| "aic": 145.7182463493046, | |
| "residuals": [ | |
| 17.043792961684858, | |
| -12.089954444227942, | |
| -26.90098791483024, | |
| -14.935963779639792, | |
| 5.268672110914508, | |
| 33.631224481251934, | |
| 14.133824407310044, | |
| 19.36535042782964, | |
| 9.132202596997331, | |
| 0.08501595645759608, | |
| -4.043769996426818, | |
| -23.52611965475137, | |
| -20.697772961668647, | |
| -21.12740572259031, | |
| -0.06396223535904255, | |
| -7.516211053828954, | |
| 12.456949104669377, | |
| 8.08991066746944, | |
| 17.0133339295337, | |
| 10.056710575284797, | |
| -14.437388348057311, | |
| 1.3118274764506168, | |
| 8.531554609307705, | |
| -0.7688943174871383, | |
| -10.011940036355782 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 289.4782644820064, | |
| -3612.037662988196, | |
| 1.4769102704284608e-19, | |
| 9999.999999999804, | |
| 921.6037676276975 | |
| ], | |
| "pcov": [ | |
| [ | |
| 454.30753454926815, | |
| -2128.88416082066, | |
| -4.012154358662668e-05, | |
| 3873.07719146464, | |
| -2128.8841390619723 | |
| ], | |
| [ | |
| -2128.8841608206594, | |
| 10565.881227325479, | |
| 0.00014199413718725084, | |
| -66902.04045958715, | |
| 10565.881119347678 | |
| ], | |
| [ | |
| -4.012154358662667e-05, | |
| 0.0001419941371872508, | |
| 7.213818315419448e-12, | |
| 0.003419603539426123, | |
| 0.00014199413573494815 | |
| ], | |
| [ | |
| 3873.07719146464, | |
| -66902.04045958715, | |
| 0.003419603539426123, | |
| 4198174.946561928, | |
| -66902.03977681279 | |
| ], | |
| [ | |
| -2128.8841390619723, | |
| 10565.881119347678, | |
| 0.00014199413573494818, | |
| -66902.03977681279, | |
| 10565.881011369876 | |
| ] | |
| ], | |
| "r2": 0.9934044768810373, | |
| "aic": 159.08781059658608, | |
| "residuals": [ | |
| 31.947144136281963, | |
| 5.3032702272250845, | |
| -10.208503786471738, | |
| -2.932135921950362, | |
| 11.658308963506101, | |
| 34.8126115517224, | |
| 10.854459946470115, | |
| 12.41528126217554, | |
| -0.7530746301838462, | |
| -12.082832643092729, | |
| -19.157242555910898, | |
| -39.916717775662505, | |
| -37.16499439601387, | |
| -36.820177303931246, | |
| -14.390979971079616, | |
| -20.080175887176893, | |
| 5.167147934607215, | |
| 6.2699814058188394, | |
| 20.12091670875634, | |
| 17.191486691992736, | |
| -4.327989986501734, | |
| 13.305356353618436, | |
| 21.160574967882326, | |
| 8.803068741588277, | |
| -1.1747838035751101 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 83.98554915793513, | |
| -1644.7151548346962, | |
| 9.820365243738272e-06, | |
| 4505.600276247143, | |
| 933.4639222408694 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9960444317200159, | |
| "aic": 146.30613994165435, | |
| "residuals": [ | |
| 12.3809853180843, | |
| -12.51037982065509, | |
| -25.493896319781015, | |
| -12.543054689152314, | |
| 7.43511910786799, | |
| 35.2566926716795, | |
| 15.177782213665182, | |
| 19.878666035763217, | |
| 9.193794750077132, | |
| -0.2220784136684415, | |
| -4.862558258462741, | |
| -24.61326781582295, | |
| -21.875452749478313, | |
| -22.270579144629778, | |
| -1.0879135962845794, | |
| -8.366537804492111, | |
| 12.143669220937284, | |
| 8.304012721111349, | |
| 17.64128120340115, | |
| 10.942415085055245, | |
| -13.460442212866838, | |
| 2.2198894928684467, | |
| 8.884591206432788, | |
| -1.3993451408132387, | |
| -10.817454023613891 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 751.5046575276293, | |
| 9.408765616870675e-05, | |
| 1.9999999999999998 | |
| ], | |
| "pcov": [ | |
| [ | |
| 874.3291500055249, | |
| 0.000262342150048844, | |
| 10.757540763459314 | |
| ], | |
| [ | |
| 0.000262342150048844, | |
| 5.32944132700893e-10, | |
| 1.3501434910735489e-05 | |
| ], | |
| [ | |
| 10.757540763459314, | |
| 1.3501434910735489e-05, | |
| 0.3719867588526794 | |
| ] | |
| ], | |
| "r2": 0.9769050191899743, | |
| "aic": 186.41841583168042, | |
| "residuals": [ | |
| 7.706594944000161, | |
| 5.7095279940737225, | |
| 7.8470532963507935, | |
| 36.42452099898484, | |
| 60.876938781232056, | |
| 87.4717127632869, | |
| 63.24101165749485, | |
| 62.32825699111862, | |
| 45.363548193621426, | |
| 29.4478007469491, | |
| 12.072689268296983, | |
| -19.32320548526394, | |
| -26.77240487624448, | |
| -35.79319352346363, | |
| -21.691257193919967, | |
| -34.58037220589188, | |
| -22.369731735372625, | |
| -27.792397080303658, | |
| -15.03788125440974, | |
| -14.764516385000434, | |
| -29.793134580363017, | |
| -3.228215935181993, | |
| 27.215289631062888, | |
| 40.7176585376659, | |
| 34.743085052061474 | |
| ] | |
| } | |
| }, | |
| { | |
| "original": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 155.5104709507258, | |
| 3.9090998081686382e-22, | |
| 707631801543287.1, | |
| 4.5558709358760197e+18, | |
| -6674.987739225445 | |
| ], | |
| "pcov": [ | |
| [ | |
| 1.8046124607315503e-90, | |
| -1.0193389971906486e-68, | |
| 1.378559349638399e-105, | |
| 2.9185246848101223e-109, | |
| 4.1018219477299156e-92 | |
| ], | |
| [ | |
| -1.0193389971906486e-68, | |
| 5.757756935649375e-47, | |
| -7.786820359527791e-84, | |
| -1.6485345691808632e-87, | |
| -2.316922420650171e-70 | |
| ], | |
| [ | |
| 1.3785593496383993e-105, | |
| -7.786820359527793e-84, | |
| 1.0530936263761889e-120, | |
| 2.2294867063948315e-124, | |
| 3.133417905306279e-107 | |
| ], | |
| [ | |
| 2.9185246848101223e-109, | |
| -1.6485345691808632e-87, | |
| 2.229486706394831e-124, | |
| 4.720008600845581e-128, | |
| 6.633706054702074e-111 | |
| ], | |
| [ | |
| 4.1018219477299156e-92, | |
| -2.316922420650171e-70, | |
| 3.133417905306279e-107, | |
| 6.633706054702074e-111, | |
| 9.323299964391455e-94 | |
| ] | |
| ], | |
| "r2": 0.9791421987578593, | |
| "aic": 130.2026021828329, | |
| "residuals": [ | |
| 13.314073175903104, | |
| -6.101514051918457, | |
| -14.935774105474593, | |
| -10.973439251520176, | |
| 6.454700120001689, | |
| 3.7354504255999927, | |
| 2.8303431792946867, | |
| 4.606365401715266, | |
| 9.68017195153152, | |
| 10.956469621437464, | |
| 2.441506586302239, | |
| 9.903516027963633, | |
| 2.2996530563832493, | |
| -22.219084983063112, | |
| -26.62220619273012, | |
| -11.766271489289466, | |
| 1.5522265426297963, | |
| 3.0431957520277138, | |
| 16.827296492547248, | |
| 8.590416088370148, | |
| 11.491594622116281, | |
| -1.166483378677185, | |
| -15.601379195330992, | |
| 2.9220094658085145, | |
| -1.3076390220739995 | |
| ] | |
| }, | |
| "original_regularized": { | |
| "param_names": [ | |
| "A", | |
| "\u03bb", | |
| "\u03b3", | |
| "t0", | |
| "K" | |
| ], | |
| "popt": [ | |
| 154.71120481929174, | |
| 2.908793069866633e-06, | |
| 0.4174778640040853, | |
| 2718.0892979788237, | |
| -1219.3087062362222 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9789823950552448, | |
| "aic": 130.39341164944096, | |
| "residuals": [ | |
| 13.162374780703203, | |
| -6.122886765358771, | |
| -14.878479360843585, | |
| -10.847672886563942, | |
| 6.586523544880265, | |
| 3.844441473805091, | |
| 2.9038130897472456, | |
| 4.640039823682855, | |
| 9.67432520640591, | |
| 10.913863783168836, | |
| 2.3383161839483364, | |
| 9.75949896282441, | |
| 2.1341822227136618, | |
| -22.388645580014554, | |
| -26.78103325958091, | |
| -11.902166465148639, | |
| 1.510899720831958, | |
| 3.122943542819712, | |
| 17.02721680543823, | |
| 8.888011494275588, | |
| 11.847224646232235, | |
| -0.8062166711201826, | |
| -15.43462813421229, | |
| 2.5717301444649365, | |
| -1.766434771629747 | |
| ] | |
| }, | |
| "reparam": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 155.81404399766677, | |
| 417431.95276568894, | |
| 4.6702724976070945e-09, | |
| 6420.089065835345, | |
| -418803.73379169015 | |
| ], | |
| "pcov": [ | |
| [ | |
| 607.6014147654702, | |
| -3170.463502314792, | |
| 1.7311468992216885e-08, | |
| 46530.843616494814, | |
| -3170.5084529259207 | |
| ], | |
| [ | |
| -3170.463502314792, | |
| 16557.042585942385, | |
| -8.97102640473543e-08, | |
| -244576.83623387123, | |
| 16557.27872213291 | |
| ], | |
| [ | |
| 1.7311468992216885e-08, | |
| -8.97102640473543e-08, | |
| 5.309969336443762e-19, | |
| 1.2490356105194006e-06, | |
| -8.971147642391136e-08 | |
| ], | |
| [ | |
| 46530.843616494814, | |
| -244576.8362338713, | |
| 1.2490356105194006e-06, | |
| 3865770.9313480556, | |
| -244580.547216323 | |
| ], | |
| [ | |
| -3170.5084529259207, | |
| 16557.278722132913, | |
| -8.971147642391136e-08, | |
| -244580.547216323, | |
| 16557.514861887517 | |
| ] | |
| ], | |
| "r2": 0.9791827998509228, | |
| "aic": 130.15389059968552, | |
| "residuals": [ | |
| 13.356618851481471, | |
| -6.0966187243466265, | |
| -14.95407423976576, | |
| -11.012981402454898, | |
| 6.411891515541356, | |
| 3.697961327212397, | |
| 2.802161607891321, | |
| 4.589053136587609, | |
| 9.673952651617583, | |
| 10.960814785445109, | |
| 2.4639140084618703, | |
| 9.938962029467802, | |
| 2.343015995924361, | |
| -22.17251200292958, | |
| -26.576526466407813, | |
| -11.724932973796967, | |
| 1.5717924123164266, | |
| 3.032462514936924, | |
| 16.785171805124264, | |
| 8.521807633223943, | |
| 11.406286165118217, | |
| -1.2546967674861662, | |
| -15.64117263222579, | |
| 3.0197275157552212, | |
| -1.1805941963102669 | |
| ] | |
| }, | |
| "reparam_hard_bounds": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 155.3669175553453, | |
| 8631.9656806455, | |
| 1.8813926774686874e-07, | |
| 6428.181515869074, | |
| -9999.999796226362 | |
| ], | |
| "pcov": [ | |
| [ | |
| 603.9971552729282, | |
| -3117.9328809125227, | |
| 6.300889864140674e-07, | |
| 46656.01285509776, | |
| -3190.816725300823 | |
| ], | |
| [ | |
| -3117.932880912523, | |
| 16106.209051866676, | |
| -3.2298397036121915e-06, | |
| -242390.3017037499, | |
| 16484.88386992527 | |
| ], | |
| [ | |
| 6.300889864140674e-07, | |
| -3.229839703612191e-06, | |
| 7.200918559159772e-16, | |
| 4.553646215852389e-05, | |
| -3.3009260509809475e-06 | |
| ], | |
| [ | |
| 46656.01285509777, | |
| -242390.3017037499, | |
| 4.553646215852389e-05, | |
| 3908870.555578941, | |
| -248501.45221983222 | |
| ], | |
| [ | |
| -3190.8167253008232, | |
| 16484.88386992527, | |
| -3.3009260509809475e-06, | |
| -248501.45221983222, | |
| 16873.11296821606 | |
| ] | |
| ], | |
| "r2": 0.9791556929771863, | |
| "aic": 130.18642288116285, | |
| "residuals": [ | |
| 13.334034755089306, | |
| -6.099748798624205, | |
| -14.9453517749007, | |
| -10.993865565635133, | |
| 6.431862484823796, | |
| 3.7142668625128863, | |
| 2.8127666752097866, | |
| 4.5932441454588115, | |
| 9.671747201857215, | |
| 10.952640627314395, | |
| 2.4458817323320545, | |
| 9.914316049333138, | |
| 2.314993459322068, | |
| -22.200968717117576, | |
| -26.602874193673415, | |
| -11.747054092445978, | |
| 1.5668165307870368, | |
| 3.0494741401107603, | |
| 16.824214889202267, | |
| 8.579038478022994, | |
| 11.474688400119703, | |
| -1.1847603306723613, | |
| -15.605512624802941, | |
| 2.9602344559934863, | |
| -1.2602851846568228 | |
| ] | |
| }, | |
| "reparam_regularized": { | |
| "param_names": [ | |
| "A_1", | |
| "A_2", | |
| "\u03b2", | |
| "\u03c40", | |
| "K" | |
| ], | |
| "popt": [ | |
| 157.74140782135245, | |
| 4242.721073888098, | |
| 3.2893938591536577e-07, | |
| 6664.704331562789, | |
| -5636.50862428245 | |
| ], | |
| "pcov": null, | |
| "r2": 0.9791205178138279, | |
| "aic": 130.22857529871473, | |
| "residuals": [ | |
| 12.567064478722386, | |
| -6.479589482708434, | |
| -15.066373545166243, | |
| -10.82021095178061, | |
| 6.737737397319506, | |
| 4.06929093607323, | |
| 3.1719746914905045, | |
| 4.931677567297811, | |
| 9.97563768584132, | |
| 11.214768671615275, | |
| 2.6171344781814696, | |
| 9.996898515843895, | |
| 2.3175269030698473, | |
| -22.267660860931755, | |
| -26.72758612742473, | |
| -11.918996205386065, | |
| 1.3188071169570321, | |
| 2.7746100780641427, | |
| 16.559603335485917, | |
| 8.351997544585174, | |
| 11.304792886134237, | |
| -1.2840819789344096, | |
| -15.542202408358207, | |
| 3.191510945150185, | |
| -1.0047014319779919 | |
| ] | |
| }, | |
| "step2": { | |
| "param_names": [ | |
| "K", | |
| "omega_n", | |
| "zeta" | |
| ], | |
| "popt": [ | |
| 229.09810602496282, | |
| 0.0003131462263174751, | |
| 1.999999999999983 | |
| ], | |
| "pcov": [ | |
| [ | |
| 26.804999632636612, | |
| 0.00014863675361253035, | |
| 1.504188123210352 | |
| ], | |
| [ | |
| 0.00014863675361253035, | |
| 2.034550201961897e-08, | |
| 0.00013645477358389789 | |
| ], | |
| [ | |
| 1.5041881232103518, | |
| 0.00013645477358389786, | |
| 0.9412706297602288 | |
| ] | |
| ], | |
| "r2": 0.9624588398519246, | |
| "aic": 140.89534959381842, | |
| "residuals": [ | |
| 7.6264958381652574, | |
| 1.1214779008550586, | |
| -4.463036021689192, | |
| -1.9222292158663805, | |
| 11.8372463271904, | |
| 5.44031936590784, | |
| 1.3824082510278686, | |
| 0.6873772411690027, | |
| 3.9877400406112713, | |
| 4.14023352887375, | |
| -4.98610002186436, | |
| 3.4863423993841707, | |
| -2.0838671089807406, | |
| -24.01436223521293, | |
| -25.617105482845602, | |
| -7.987315878551158, | |
| 11.244460717328508, | |
| 16.441421273066112, | |
| 31.556762860320703, | |
| 22.482943979016483, | |
| 22.680489461572847, | |
| 5.744365740852999, | |
| -21.007797008775952, | |
| -18.623664573719452, | |
| -25.536971517562648 | |
| ] | |
| } | |
| } | |
| ] |