| { | |
| "params_used": { | |
| "n": 222, | |
| "log10_cond": 14.7595, | |
| "noise_level": 0.2169, | |
| "noise_rho": 0.9, | |
| "solution_type": "mixed", | |
| "seed": 1802620927 | |
| }, | |
| "input_files": [ | |
| "K.npy", | |
| "y_obs.csv" | |
| ], | |
| "reference_files": [ | |
| "x_true.csv", | |
| "picard_data.csv", | |
| "diagnosis_ref.json", | |
| "x_lcurve.csv", | |
| "lam_lcurve.txt", | |
| "lcurve_data_ref.csv", | |
| "x_opt_tikhonov.csv", | |
| "lam_opt_tikhonov.txt", | |
| "x_I_lcurve.csv", | |
| "lam_I_lcurve.txt", | |
| "lcurve_data_I_ref.csv", | |
| "x_I_opt.csv", | |
| "lam_I_opt.txt", | |
| "x_k_gcv.csv", | |
| "k_gcv.txt", | |
| "x_k_opt_tsvd.csv", | |
| "k_opt_tsvd.txt", | |
| "x_cgls_opt.csv", | |
| "k_cgls_opt.txt", | |
| "oracle_info.json" | |
| ], | |
| "oracle_error": 0.6675622520789818, | |
| "diagnosis": { | |
| "singular_values": [ | |
| 0.9999999999999997, | |
| 0.8574620978133686, | |
| 0.7352412491865021, | |
| 0.6304415039263789, | |
| 0.5405796945053273, | |
| 0.4635265988858473, | |
| 0.39745648987295445, | |
| 0.34080387559600106, | |
| 0.29222640611147305, | |
| 0.25057306722080486, | |
| 0.2148569078746815, | |
| 0.18423165495591778, | |
| 0.15797166134212984, | |
| 0.13545471212948557, | |
| 0.11614728162125446, | |
| 0.09959189175428088, | |
| 0.08539627242882758, | |
| 0.07322406690226434, | |
| 0.06278686201644196, | |
| 0.05383735441973682, | |
| 0.04616349086146933, | |
| 0.03958344371646372, | |
| 0.03394130268779639, | |
| 0.029103380605196398, | |
| 0.024955045787192574, | |
| 0.021398005911714795, | |
| 0.018347979038081837, | |
| 0.01573269659662933, | |
| 0.01349019102800701, | |
| 0.01156732749877798, | |
| 0.009918544903196427, | |
| 0.008504776319950887, | |
| 0.00729252334473855, | |
| 0.006253062365532459, | |
| 0.005361763973707294, | |
| 0.004597509384875197, | |
| 0.003942190041871727, | |
| 0.0033802785432823063, | |
| 0.0028984607309163464, | |
| 0.0024853202187612128, | |
| 0.0021310678885169544, | |
| 0.0018273099422704672, | |
| 0.0015668490164544658, | |
| 0.0013435136446058459, | |
| 0.0011520120281446086, | |
| 0.000987806650359128, | |
| 0.0008470067626509236, | |
| 0.0007262761955647728, | |
| 0.0006227543102408797, | |
| 0.0005339882172814657, | |
| 0.0004578746569977882, | |
| 0.0003926101639248977, | |
| 0.0003366483347818883, | |
| 0.00028866318736745926, | |
| 0.0002475177422016089, | |
| 0.00021223708247420533, | |
| 0.00018198525397210665, | |
| 0.0001560454576420263, | |
| 0.0001338030654639893, | |
| 0.00011473105720660489, | |
| 9.837753299672173e-05, | |
| 8.435500582107744e-05, | |
| 7.233122025239963e-05, | |
| 6.202127985501267e-05, | |
| 5.3180896733568696e-05, | |
| 4.560060327674673e-05, | |
| 3.91007889472405e-05, | |
| 3.35274445168636e-05, | |
| 2.8748512909746423e-05, | |
| 2.4650760188607666e-05, | |
| 2.113709254400133e-05, | |
| 1.8124255714473232e-05, | |
| 1.5540862326227863e-05, | |
| 1.3325700412081509e-05, | |
| 1.1426283030178228e-05, | |
| 9.797604617258579e-06, | |
| 8.401074608667202e-06, | |
| 7.203603057820214e-06, | |
| 6.1768165897997e-06, | |
| 5.296386110877752e-06, | |
| 4.541450345474256e-06, | |
| 3.894121540338906e-06, | |
| 3.339061625118359e-06, | |
| 2.8631187857942133e-06, | |
| 2.45501584036255e-06, | |
| 2.105083032639358e-06, | |
| 1.8050289132468278e-06, | |
| 1.547743878562978e-06, | |
| 1.3271317129886304e-06, | |
| 1.137965142696359e-06, | |
| 9.75761978493716e-07, | |
| 8.366789130488859e-07, | |
| 7.174204559700224e-07, | |
| 6.151608492010253e-07, | |
| 5.274771122413157e-07, | |
| 4.522916312246093e-07, | |
| 3.8782293092460457e-07, | |
| 3.325434639344325e-07, | |
| 2.851434161920368e-07, | |
| 2.4449967183056416e-07, | |
| 2.0964920153068993e-07, | |
| 1.7976624413236913e-07, | |
| 1.541427408079757e-07, | |
| 1.3217155790156406e-07, | |
| 1.1333210130937554e-07, | |
| 9.717798134311443e-08, | |
| 8.332643574003132e-08, | |
| 7.1449260385629e-08, | |
| 6.126503271986705e-08, | |
| 5.253244347629991e-08, | |
| 4.50445791749979e-08, | |
| 3.8624019347809256e-08, | |
| 3.311863266149085e-08, | |
| 2.839797224579543e-08, | |
| 2.4350184850031922e-08, | |
| 2.0879360578398288e-08, | |
| 1.7903260326009808e-08, | |
| 1.5351367171080665e-08, | |
| 1.316321548567144e-08, | |
| 1.1286958376074918e-08, | |
| 9.67813899548249e-09, | |
| 8.298637356393363e-09, | |
| 7.1157670163265055e-09, | |
| 6.101500496990199e-09, | |
| 5.231805430958751e-09, | |
| 4.486074847119128e-09, | |
| 3.846639146660624e-09, | |
| 3.2983472744598277e-09, | |
| 2.828207788503143e-09, | |
| 2.425080971706886e-09, | |
| 2.0794150166613907e-09, | |
| 1.7830195632155277e-09, | |
| 1.5288716954729706e-09, | |
| 1.3109495326975033e-09, | |
| 1.1240895308285984e-09, | |
| 9.638641728861529e-10, | |
| 8.264770024612308e-10, | |
| 7.086727048957671e-10, | |
| 6.076599693693938e-10, | |
| 5.210453943740405e-10, | |
| 4.467766838679951e-10, | |
| 3.830940712258336e-10, | |
| 3.284886410642424e-10, | |
| 2.816665513489489e-10, | |
| 2.4151840230393175e-10, | |
| 2.0709288192130162e-10, | |
| 1.7757430549367526e-10, | |
| 1.5226321980333403e-10, | |
| 1.3055993232300165e-10, | |
| 1.1195019547002651e-10, | |
| 9.599304842375002e-11, | |
| 8.231040841065493e-11, | |
| 7.05780591910328e-11, | |
| 6.051800840583262e-11, | |
| 5.18918996720539e-11, | |
| 4.449534154081188e-11, | |
| 3.8153055285586224e-11, | |
| 3.271481052127783e-11, | |
| 2.805170783478334e-11, | |
| 2.4053278525636905e-11, | |
| 2.0624772476547146e-11, | |
| 1.7684961185812313e-11, | |
| 1.516417665898035e-11, | |
| 1.3002699068564968e-11, | |
| 1.1149341489692702e-11, | |
| 9.560117645522212e-12, | |
| 8.197446661099899e-12, | |
| 7.028995242589773e-12, | |
| 6.027116923664169e-12, | |
| 5.168013327904443e-12, | |
| 4.4313698476023405e-12, | |
| 3.799737112657607e-12, | |
| 3.2581335794003198e-12, | |
| 2.793705788469218e-12, | |
| 2.395507466687062e-12, | |
| 2.054062349163388e-12, | |
| 1.7612780729747654e-12, | |
| 1.5102221726236398e-12, | |
| 1.2949587754905729e-12, | |
| 1.1103757265176308e-12, | |
| 9.521266465080514e-13, | |
| 8.163948636964873e-13, | |
| 7.000411670920821e-13, | |
| 6.002536328364708e-13, | |
| 5.146841604913958e-13, | |
| 4.413232258601332e-13, | |
| 3.784279725937725e-13, | |
| 3.244732513694858e-13, | |
| 2.782388101880834e-13, | |
| 2.3857060585304354e-13, | |
| 2.0457546721534594e-13, | |
| 1.7540315612039997e-13, | |
| 1.5039627876341917e-13, | |
| 1.2897382268502085e-13, | |
| 1.1058703731987129e-13, | |
| 9.483051131096704e-14, | |
| 8.130612643549488e-14, | |
| 6.972648080184349e-14, | |
| 5.978959707319999e-14, | |
| 5.124419564784061e-14, | |
| 4.394800842258649e-14, | |
| 3.768105105218821e-14, | |
| 3.2319943839758336e-14, | |
| 2.7705790489073046e-14, | |
| 2.37556789446484e-14, | |
| 2.038589256293309e-14, | |
| 1.7475503501748088e-14, | |
| 1.496804999923184e-14, | |
| 1.2852563041567043e-14, | |
| 1.1014097443250245e-14, | |
| 9.445397210686814e-15, | |
| 8.095778788186934e-15, | |
| 6.948376666541707e-15, | |
| 5.835610582344932e-15, | |
| 5.116980340428356e-15, | |
| 4.390919744642845e-15, | |
| 3.77368876428734e-15, | |
| 3.224122881438923e-15, | |
| 2.7703843399846916e-15, | |
| 2.3754414133856146e-15, | |
| 2.0505606777547916e-15, | |
| 1.7438902998310398e-15 | |
| ], | |
| "fourier_coeffs": [ | |
| 1.6284338622918022, | |
| 0.36179886200630934, | |
| 0.05307976114500123, | |
| 0.49914095640765827, | |
| 0.583560605145097, | |
| 0.05159221066941297, | |
| 0.042690834699923734, | |
| 0.4486217398163057, | |
| 0.22610050898146256, | |
| 0.11317771021775232, | |
| 0.02641816907195356, | |
| 0.05850951965341378, | |
| 0.1945743448693858, | |
| 0.023420673310807837, | |
| 0.0403923370351039, | |
| 0.0997025186627302, | |
| 0.025738645478541277, | |
| 0.13516363430003428, | |
| 0.020493571920464596, | |
| 0.11319258445460498, | |
| 0.055557342381391144, | |
| 0.09505818904325011, | |
| 0.040174037965004926, | |
| 0.0022538757516699474, | |
| 0.055251408356193604, | |
| 0.0819984386038386, | |
| 0.00865829081697591, | |
| 0.051987157495804036, | |
| 0.020045207740935312, | |
| 0.004581082769876169, | |
| 0.014823838612919025, | |
| 0.0031405167800988847, | |
| 0.04539389026136286, | |
| 0.03397652529416388, | |
| 0.025862405164753896, | |
| 0.020911241048351722, | |
| 0.010699584662350619, | |
| 0.01792636944435261, | |
| 0.004436817907048981, | |
| 0.0006066420993721799, | |
| 0.06266910569418657, | |
| 0.03555324731072123, | |
| 0.013302951104688486, | |
| 0.05735003917051864, | |
| 0.009435373411410023, | |
| 0.026257873918047497, | |
| 0.023992109718519117, | |
| 0.020992939638242773, | |
| 0.041880179950550295, | |
| 0.020500403356244618, | |
| 0.01643436932642753, | |
| 0.005234440665813987, | |
| 0.04450274202206376, | |
| 0.05817507504108905, | |
| 0.008654685203233335, | |
| 0.01726782027871189, | |
| 0.011314320540281182, | |
| 0.006152306126579661, | |
| 0.01963677924331673, | |
| 0.007099850287887297, | |
| 0.0008005908856145074, | |
| 0.008652874862543609, | |
| 0.02060113235701211, | |
| 0.0237087597522862, | |
| 0.00858381650579004, | |
| 0.025053156347933467, | |
| 0.015321429003047362, | |
| 0.006530853370051034, | |
| 0.022927295846450816, | |
| 0.0021774568295779414, | |
| 0.03511118700587045, | |
| 0.006917146748019118, | |
| 0.00014591103439757494, | |
| 0.015544359127943967, | |
| 0.03682947451481294, | |
| 0.025716977648054445, | |
| 0.01030532420498929, | |
| 0.024433533564372424, | |
| 0.020911148532311706, | |
| 0.007509903426369003, | |
| 0.02560110867321076, | |
| 0.003993112711596622, | |
| 0.00479418836965869, | |
| 0.02699940533618328, | |
| 0.009622747700138542, | |
| 0.03655612356915175, | |
| 0.0363959627545194, | |
| 0.021933289480095885, | |
| 0.006211494145154754, | |
| 0.022972276814187047, | |
| 0.009154852637620557, | |
| 0.024032406672823484, | |
| 0.004461394328089685, | |
| 0.036202337045195335, | |
| 0.003312343667901843, | |
| 0.014973767901018228, | |
| 0.035543174657671796, | |
| 0.02386820536090947, | |
| 0.05817625635393435, | |
| 0.010080511699467776, | |
| 0.041522634133580094, | |
| 0.013198028323404543, | |
| 0.018056824662030308, | |
| 0.02027470489908801, | |
| 0.026736905891759817, | |
| 0.013775171474589936, | |
| 0.0584086037551968, | |
| 0.02437925859855162, | |
| 0.022124064697627868, | |
| 0.04167938099860918, | |
| 0.03030323781099638, | |
| 0.08834611908309706, | |
| 0.059434850851707015, | |
| 0.01360920003515385, | |
| 0.07715083749064797, | |
| 0.009028803285934623, | |
| 0.012291911743300446, | |
| 0.006509344235599259, | |
| 0.01948314839241199, | |
| 0.020528646237785622, | |
| 0.015118234492518574, | |
| 0.006526085776683141, | |
| 0.059374539863413796, | |
| 0.017649640074733332, | |
| 0.015016113281665078, | |
| 0.016720239986793995, | |
| 0.04378123057852307, | |
| 0.004911740621691706, | |
| 0.003796082622322253, | |
| 0.015120714743606808, | |
| 0.018740574461852184, | |
| 0.01678400483623327, | |
| 0.019264932305092988, | |
| 0.007660827266511804, | |
| 0.010706784504182557, | |
| 0.0018189739065921362, | |
| 0.03693566216956429, | |
| 0.008239381296101717, | |
| 0.05737661738254222, | |
| 0.04713250631314152, | |
| 0.021028984318602367, | |
| 0.042851291222846546, | |
| 0.007073927799830569, | |
| 0.024096351033927436, | |
| 0.047300045733739665, | |
| 0.01280015164855635, | |
| 0.07833094458750865, | |
| 0.040287400856444194, | |
| 0.00480035146527071, | |
| 0.05843999093247769, | |
| 0.02742621885246669, | |
| 0.02478607860508098, | |
| 0.034956977606784206, | |
| 0.008265986497956766, | |
| 0.01717378808110086, | |
| 0.00015505732764441215, | |
| 0.07846024798146178, | |
| 0.016878930828378158, | |
| 0.017345702939936744, | |
| 0.020973175089892993, | |
| 0.00723674652602589, | |
| 0.019001718947078618, | |
| 0.00016464798247831178, | |
| 0.053313205605118597, | |
| 0.015444380616300539, | |
| 0.012480069281201718, | |
| 0.020244081448314126, | |
| 0.04799771548925072, | |
| 0.05508834381095946, | |
| 0.012047310129696513, | |
| 0.007880757546284345, | |
| 0.015759807739161486, | |
| 0.011776954090406678, | |
| 0.03258653941929534, | |
| 0.00934487526340421, | |
| 0.0101773456314534, | |
| 0.04684312848614359, | |
| 0.005522357050683951, | |
| 0.04270132023834582, | |
| 0.008466908912006988, | |
| 0.024938017349194725, | |
| 0.0366710743644859, | |
| 0.029743163133772805, | |
| 0.004665288578319787, | |
| 0.01857182561432601, | |
| 0.005899401462986382, | |
| 0.01309387725821812, | |
| 0.01805056498766886, | |
| 0.019592193216462547, | |
| 0.0157727158689437, | |
| 0.017038720709569057, | |
| 0.013508573926652707, | |
| 0.024491264042962202, | |
| 0.048981479406251596, | |
| 0.02164670106900209, | |
| 0.037389565814740115, | |
| 0.020028760905177405, | |
| 0.01701351746133264, | |
| 0.022389712291301007, | |
| 0.047321760380884904, | |
| 0.00205050978554921, | |
| 0.03743895769029094, | |
| 0.007620381591143486, | |
| 0.038252337668478485, | |
| 0.0095264735500852, | |
| 0.027185589270037575, | |
| 0.03638875651351598, | |
| 0.01608846652503385, | |
| 0.010335795999640181, | |
| 0.006654617538498555, | |
| 0.03569223563379708, | |
| 0.027144011226314015, | |
| 0.03252986429215103, | |
| 0.04072180303266477, | |
| 0.04580053437572401, | |
| 0.03706636690222315, | |
| 0.027074261594074223, | |
| 0.0009290250959655758, | |
| 0.008211541933112621, | |
| 0.03370618620200147, | |
| 0.017908381681273337, | |
| 0.037656452933706126 | |
| ], | |
| "picard_ratios": [ | |
| 1.6284338622918026, | |
| 0.42194152129748935, | |
| 0.07219366596165629, | |
| 0.7917323864292197, | |
| 1.0795089254676882, | |
| 0.11130366799536909, | |
| 0.10741008333659291, | |
| 1.3163633747760402, | |
| 0.7737168998177871, | |
| 0.45167547922466933, | |
| 0.12295703839953961, | |
| 0.3175866800274562, | |
| 1.2317041120937702, | |
| 0.17290408685390918, | |
| 0.34776825140703316, | |
| 1.0011108023605202, | |
| 0.3014024470446625, | |
| 1.8458908391477853, | |
| 0.32639904690726473, | |
| 2.1024915818134717, | |
| 1.2034909263710483, | |
| 2.401463342203172, | |
| 1.18363276549929, | |
| 0.07744377817288754, | |
| 2.2140375468495326, | |
| 3.8320598163283432, | |
| 0.47189343300454734, | |
| 3.304402215888539, | |
| 1.485909851040613, | |
| 0.39603640256231476, | |
| 1.4945577962894316, | |
| 0.36926506494141637, | |
| 6.224716482274122, | |
| 5.433581708931304, | |
| 4.823488182541502, | |
| 4.54838463563449, | |
| 2.7141219851670373, | |
| 5.30322256429963, | |
| 1.5307497043944025, | |
| 0.24409011554839222, | |
| 29.40737178382386, | |
| 19.456604754498105, | |
| 8.490257175379273, | |
| 42.6866071667949, | |
| 8.19034279234594, | |
| 26.58199750781305, | |
| 28.325759340373732, | |
| 28.90489839325943, | |
| 67.24992386540231, | |
| 38.39111555796527, | |
| 35.8927253894878, | |
| 13.332412522094772, | |
| 132.19356053222933, | |
| 201.53271212596286, | |
| 34.965918508516026, | |
| 81.36099534260498, | |
| 62.17163365343522, | |
| 39.42637113278405, | |
| 146.7588143457118, | |
| 61.88254916105288, | |
| 8.137944317440708, | |
| 102.57689841071117, | |
| 284.8166018093501, | |
| 382.2681474440747, | |
| 161.4078933041343, | |
| 549.4040549395298, | |
| 391.8444976576018, | |
| 194.79126620479983, | |
| 797.5124111090255, | |
| 88.33223855645035, | |
| 1661.11715377974, | |
| 381.65135479165576, | |
| 9.388863457809874, | |
| 1166.4947167693304, | |
| 3223.2244219350896, | |
| 2624.8229697648476, | |
| 1226.667383046154, | |
| 3391.848963394428, | |
| 3385.42487514427, | |
| 1417.9297485402574, | |
| 5637.209861541992, | |
| 1025.4206681101948, | |
| 1435.7891251823637, | |
| 9430.068172562318, | |
| 3919.6275404550875, | |
| 17365.644491142753, | |
| 20163.645295327442, | |
| 14171.136312592054, | |
| 4680.390110765116, | |
| 20187.153325061638, | |
| 9382.260058700898, | |
| 28723.57160914764, | |
| 6218.660606850755, | |
| 58850.19680985087, | |
| 6279.596955074096, | |
| 33106.44475219621, | |
| 91647.9450375296, | |
| 71774.69398591324, | |
| 204024.54712387302, | |
| 41229.14204340311, | |
| 198057.67839999008, | |
| 73417.72303862733, | |
| 117143.52922091034, | |
| 153396.8822111318, | |
| 235916.44011587717, | |
| 141751.98212805827, | |
| 700961.2644110301, | |
| 341210.79024430545, | |
| 361120.58894654707, | |
| 793402.6715778583, | |
| 672738.8370811169, | |
| 2287336.2372657373, | |
| 1794604.6100150659, | |
| 479231.40136066626, | |
| 3168388.164845772, | |
| 432427.19297044905, | |
| 686573.9267301381, | |
| 424023.74740028003, | |
| 1480120.7511660042, | |
| 1818793.4741834793, | |
| 1562101.4018888737, | |
| 786404.5018975761, | |
| 8344081.49215455, | |
| 2892672.0703275693, | |
| 2870158.96898775, | |
| 3727142.447819705, | |
| 11381683.830813916, | |
| 1489152.0549473085, | |
| 1342221.9674783398, | |
| 6235138.092302187, | |
| 9012426.240886321, | |
| 9413247.718922786, | |
| 12600751.496765202, | |
| 5843724.014873661, | |
| 9524850.299326498, | |
| 1887168.293791313, | |
| 44690489.946569204, | |
| 11626497.308533395, | |
| 94422243.15365955, | |
| 90457581.66572857, | |
| 47068222.39814019, | |
| 111855793.24088718, | |
| 21534771.421356767, | |
| 85549210.29325606, | |
| 195844479.27167186, | |
| 61808747.50403347, | |
| 441116435.0030281, | |
| 264590496.04021338, | |
| 36767416.92385972, | |
| 522017765.910238, | |
| 285710468.65182227, | |
| 301129335.69009566, | |
| 495295251.9162728, | |
| 136587219.50208962, | |
| 330953158.1930062, | |
| 3484799.133459644, | |
| 2056460416.9748666, | |
| 515941573.84466714, | |
| 618347483.2298287, | |
| 871946627.4644839, | |
| 350876429.509947, | |
| 1074456355.738155, | |
| 10857693.50891899, | |
| 4100164536.9158316, | |
| 1385228054.1033294, | |
| 1305430512.8815186, | |
| 2469559398.828447, | |
| 6828531508.803009, | |
| 9140082150.168184, | |
| 2331129849.1913, | |
| 1778402123.3407876, | |
| 4147604761.040635, | |
| 3614632059.5530343, | |
| 11664270287.083736, | |
| 3901000265.4376955, | |
| 4954740363.942018, | |
| 26596100414.18754, | |
| 3656652081.2565036, | |
| 32975042176.280216, | |
| 7625264772.817914, | |
| 26191912011.55386, | |
| 44918306073.66386, | |
| 42487734339.0013, | |
| 7772195490.553187, | |
| 36083926881.67151, | |
| 13367530003.635149, | |
| 34600711909.51278, | |
| 55630363709.43943, | |
| 70415026585.32304, | |
| 66113408282.408, | |
| 83288191597.44742, | |
| 77014429075.49606, | |
| 162844880500.5886, | |
| 379778457260.07434, | |
| 195743566277.02524, | |
| 394277804662.81274, | |
| 246337659697.35928, | |
| 244003673578.24295, | |
| 374475048960.26373, | |
| 923456008678.302, | |
| 46657627026.74322, | |
| 993575196149.3333, | |
| 235779543087.24023, | |
| 1380662200689.2356, | |
| 401018786803.8725, | |
| 1333549128943.6167, | |
| 2082272279587.0222, | |
| 1074853873808.5126, | |
| 804181700273.535, | |
| 604190908314.2074, | |
| 3778796681352.2446, | |
| 3352859797246.631, | |
| 4681649520929.26, | |
| 6978156348517.256, | |
| 8950695787095.78, | |
| 8441595168630.919, | |
| 7174481862493.286, | |
| 288148166223.4142, | |
| 2964044307714.357, | |
| 14189441175887.176, | |
| 8733407343440.164, | |
| 21593361083179.684 | |
| ], | |
| "dpc_holds": false, | |
| "dpc_slope": 0.1465207341195196, | |
| "noise_sigma_est": 0.02985425803664327, | |
| "effective_rank": 222, | |
| "condition_number": 573430565040064.0, | |
| "method_recommendation": "Truncated SVD (TSVD) is recommended. The Discrete Picard Condition does not hold consistently, suggesting a hard spectral cutoff may better separate signal from noise. TSVD with GCV parameter selection provides a natural truncation level." | |
| }, | |
| "generation_time_seconds": 3.4 | |
| } |