update

results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax6_True__fitnoise_True/best_values_305_w-tau-fixed-m-af_nmax_6.csv

@@ -39,3 +39,19 @@ max val,10.0,0.966902320113118,3.7650312158984405,4.6716093206353655,11.64294160
 max val ml,10.0,0.9661069677921408,3.699266949175322,3.468793972069537,18.62841072038658,43.613778906457476,81.20815259885323,89.1349914796007,1.3992762038914044,5.452943698495768,2.7787282077698805,2.0112297129212773,4.547798748818473,1.2222447701113186,6.014784142398508,0.951043313078556,0.6901783769508922,-7.7942548427108065
 lower bound,10.0,0.9642143258390732,3.6180116262586504,2.3779680994690073,2.453643551084364,4.309956285585379,9.78557514994757,10.823215076145404,1.39641756471648,5.416694620768972,2.1591721141203877,1.4661453518921284,0.4902608457898056,0.3181421017183521,0.4873894143404883,0.9506700563917547,0.6896596175703535,-7.660747772432668
 higher bound,10.0,0.9694515434675737,3.9192293603688153,7.076204687810264,23.34566695180798,46.3124679595041,93.6557111226682,95.43728255233232,1.4025647930721645,5.483157999643106,3.1222648985680594,5.474133604833565,5.667933890668727,5.134718863983085,5.917268231505626,0.9513012062414727,0.6904713605684982,-6.575307714650979
+max val,12.0,0.9670251165771372,3.726467505372689,3.437071928312974,21.175542936558813,27.30575128285093,52.17089040733984,55.666606159910934,1.3991608247991494,5.442485365443951,2.6203650668287186,2.192343001607941,2.2431534499030996,3.0518057960836495,3.4699146671161563,0.9509722654192492,0.6900409258625105,-10.051346166172564
+max val ml,12.0,0.9676254009424252,3.69696320672794,1.244532608557456,27.80151069263548,41.11872350386076,25.02771569540735,66.57794074954714,1.3991283179313436,5.423794831551052,2.422212498098356,2.128322370924777,1.9773100130211396,4.457369284423006,3.72529657214838,0.9509041829186153,0.6899383450498766,-11.823637745428439
+lower bound,12.0,0.9640956800272189,3.596851372076931,1.3272002318213494,3.5878520964611407,3.8396749335779115,7.1476945271759265,7.92216979931898,1.3961567143970166,5.408199604942261,1.8647159196282448,0.9962679900019723,0.4062051529058686,0.41560586603192573,0.5771027204004208,0.9506162152856226,0.6895819374811437,-14.322902338961587
+higher bound,12.0,0.9699872203948279,3.868309579120201,6.155048556719261,28.758322096526395,46.396876703929976,90.38964297464614,94.03883654324396,1.4022593905375726,5.481207060958391,3.408569721324317,3.5644613473488636,5.572238131487067,5.844679783931073,5.959909873393821,0.9513113758356544,0.6904889202815943,-7.439938829347717
+max val,15.0,0.9671407745918852,3.5783854510937028,2.2556197571428314,15.277632556512735,22.37908930335518,50.72324451053878,57.80710600947714,1.397733721990933,5.4212625775152095,3.469308335786856,2.738368729408291,3.096589488584536,2.9502075092659448,3.1487757879630913,0.9509711534787806,0.6899876096170465,-17.60919242795545
+max val ml,15.0,0.9667428270201341,3.5567491295283635,2.3612141641213458,24.73043262625738,30.79360185555297,17.413931629645894,40.168438635931416,1.3976934865776034,5.4353129725924445,4.123073532229919,1.7405034139686846,5.6983342930289105,1.2598961241227962,2.141628374980129,0.9510128010347911,0.690054474384885,-16.199647697546116
+lower bound,15.0,0.9640576434455641,3.401651229152475,0.3428442744103543,2.213707913862364,3.346704842543493,8.07148112191611,7.383783989097045,1.3945172273138062,5.376850481471674,0.9310956367513457,0.48522759505644875,0.43402163440361985,0.40535794445643625,0.4301967097687509,0.9506218083992417,0.6895353718095031,-28.126048602711887
+higher bound,15.0,0.9701433077018571,3.7458512094574976,5.257426390034787,27.978793801642915,45.92138182528146,93.45745642466451,94.29921068337235,1.4010537422186846,5.474978761293107,5.477659557601208,5.764571175641146,5.8662282133392765,5.789356379293556,5.8198017993357265,0.9513325443711937,0.6904684844874349,-8.552949019134807
+max val,18.0,0.9671596552507771,3.313422288374985,10.808013184607029,15.791778008397921,26.440498701979426,48.2391743826566,50.0724098469525,1.3962372987644305,5.393338578879202,5.070396854776754,3.1688607377008324,3.279102162421694,3.2039394351736425,3.136973035179568,0.9509770486230296,0.6899576473913354,-18.317864622124635
+max val ml,18.0,0.9672329473500392,3.226780913745468,13.239144668779051,22.26216231257902,19.66077363732319,52.0364928781477,17.32125525718009,1.3956487925497325,5.360862468520441,5.314087859557985,1.1634354250691803,0.8456242443297881,0.729287845060256,4.649282876658214,0.9509860648539241,0.6899431273830187,-23.034772863433894
+lower bound,18.0,0.9635605359241114,2.914634274161209,1.9634085182147865,2.144976815512454,3.872054741222508,6.613488319473884,6.414024390852881,1.3924097002398717,5.283309619957878,1.0973774709423931,0.43617715025267145,0.4573523346700628,0.5053098773224711,0.43296141381859776,0.9505892095757091,0.6894552499588654,-28.188880853057718
+higher bound,18.0,0.9705336438564698,3.6644111318903296,21.898411704485877,28.00767662404888,46.34552035383415,93.31504030912261,93.73256809019493,1.4000605504786579,5.485653697624302,5.9333569071642565,5.903434469225957,5.851010777023142,5.846839249660415,5.842750499302955,0.9513911098555221,0.6904902635555581,-8.441356005747906
+max val,20.0,0.9669742781164528,3.1903943878364114,17.756556790804925,14.060489153906738,25.160711831906706,49.64040232181562,48.25189533259604,1.3956903262930704,5.3820217725737844,5.081922808399559,3.464273244473581,3.3041606878019816,3.455276875908234,3.37576484396042,0.9510032075466597,0.6899742051515723,-17.273680272439215
+max val ml,20.0,0.9675884231523757,2.9155229638843823,27.685362634734258,21.175396781299288,2.3420566787262773,81.88818301648787,61.32060330966771,1.3941562580832727,5.313991442260186,5.284256747706202,6.0053793196670044,4.53467719799391,5.345757181945021,6.146703168130635,0.950943817087258,0.6898226331166609,-25.256311053659157
+lower bound,20.0,0.9635079709015282,2.85565815303898,3.288370998026436,1.846333790055282,3.726811678410428,6.575859078271495,6.698778986363763,1.392189208042884,5.261381285413786,1.0801665536554919,0.4526865300041366,0.4801068157296764,0.509529075890815,0.45111622869378687,0.9505891665635573,0.6894355082209433,-28.015607277943964
+higher bound,20.0,0.9706150012474308,3.6165574739253445,28.262728158846073,27.820214882288756,46.543930891214636,93.06653843964753,92.81370152558965,1.3994532903148174,5.493244337603177,5.9457821513255436,5.870513643320866,5.872625095944026,5.920011983776223,5.909364366569902,0.9513914491670239,0.690489264836797,-8.065668327625204

results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax6_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_6.csv

@@ -9,3 +9,7 @@ n,id,t_shift,dlogz,dlogz_err
 6.0,305.0,5.0,-64242.81113535772,0.23581611683989748
 6.0,305.0,7.5,-62214.37048044087,0.19091631486764263
 6.0,305.0,10.0,-60192.026748311255,0.16711766713077839
+6.0,305.0,12.0,-58580.76385793289,0.15981663566027862
+6.0,305.0,15.0,-56167.21741668899,0.15044885102536085
+6.0,305.0,18.0,-53761.244825743495,0.14637481146163425
+6.0,305.0,20.0,-52162.83900754922,0.14460678886120393

results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_4.csv

@@ -111,3 +111,59 @@ max val,20.0,0.9565271361364528,4.293033919151213,25.059229477582868,15.05101088
 max val ml,20.0,0.9566687663474747,4.412508054208435,29.904005071754973,11.548197526956756,33.227820076351364,1.4175310046642062,5.676000718258727,2.845692961136932,2.880145586321732,5.159554510783698,-6.2417080919173
 lower bound,20.0,0.9555837504588718,3.996875912483588,13.83800012910631,2.130204025785342,3.4152799679455184,1.4164952486380942,5.590926634009559,2.2554334917581853,0.47147016757243426,0.47289889644934613,-27.99289930809396
 higher bound,20.0,0.9574824864694333,4.5360805961516135,29.39685613522297,27.857093424030168,46.319285543381184,1.4184913239375896,5.713127572467586,3.4785127232153172,5.7811507356836325,5.843949437354773,-6.3718080038662315
+max val,0.0,0.9581301936512627,3.7494325088726805,6.800705501752613,6.187687968585382,2.222363717098698,1.414163391392038,5.492345987385133,2.7352151078871643,5.998909247486426,2.8799505390805926,-5.551527793157767
+max val ml,0.0,0.9579572247053467,3.744825642053435,6.782871174138551,6.164360007342536,2.212316638375462,1.4140191203813395,5.492016890831858,2.7351793537840456,5.998796674230954,2.879355776360095,-5.588332295092783
+lower bound,0.0,0.9572657858955407,3.728623035770975,6.699570489577422,6.028231812323413,2.1426322269308007,1.4132474787527005,5.486899796046192,2.722236470870984,5.976817934004029,2.8492766774355616,-5.675710869938104
+higher bound,0.0,0.9590278653725967,3.770814360131719,6.902925634266349,6.348617231471228,2.304065639813064,1.4150907264465131,5.497754051444983,2.748187224702566,6.020715115210676,2.9101923515122334,-5.437218704830842
+max val,0.2,0.957985056564786,3.7724302264839475,6.987105972461256,6.562969412621887,2.4475085545946027,1.4145083750922893,5.497781160380609,2.741993588822598,6.000993503120815,2.8744066022090404,-5.757403042381611
+max val ml,0.2,0.9580167880985884,3.7701377576816415,6.9796784317367475,6.551827160001556,2.441446468294944,1.4143463651799195,5.497507153150279,2.7413381264140235,5.9994410498344015,2.8717999419790554,-5.772696949070525
+lower bound,0.2,0.9570997294425078,3.7506453296430604,6.8781099743199805,6.383093140543736,2.353433675113469,1.4135864771674898,5.492227284081073,2.7286620789450104,5.978201536435507,2.842424353388451,-5.91352017280758
+higher bound,0.2,0.958874814382491,3.794273696112976,7.098644913465728,6.7469065902346035,2.54486842514908,1.4154381134157543,5.5033401083420195,2.75540536607035,6.023752436892054,2.906555047478789,-5.612289106249957
+max val,0.4,0.957908381666851,3.7866518852608677,7.107892695878163,6.81452248230018,2.604038827513178,1.41470779442157,5.501212426531806,2.746267971013189,6.002270763625176,2.870752303791359,-5.91873136947342
+max val ml,0.4,0.9577327960765107,3.783183949478289,7.095005307785304,6.79811880154769,2.597126076378314,1.4146608562287024,5.501462265587244,2.7478239990087254,6.005674458846836,2.875945028570517,-5.947112401784018
+lower bound,0.4,0.9570298852523618,3.7643212189487905,6.992086614020916,6.617936924937089,2.497430923770799,1.4137911637530924,5.495500806780426,2.7324628908846478,5.978689812478914,2.8373745250960356,-6.109339386343468
+higher bound,0.4,0.9587699218623309,3.809544874362879,7.228194057364782,7.0205890259093975,2.715873511398738,1.4156235686412617,5.506957641119259,2.7601251076299733,6.025944707744024,2.9039826767341137,-5.750428183021327
+max val,0.8,0.9577351754667964,3.813702743730826,7.344460165318202,7.3227489432582225,2.9316918327923833,1.4150842846847975,5.50776371250793,2.7545722873495073,6.004958551738505,2.86401163555906,-6.369815399588941
+max val ml,0.8,0.9577730002595852,3.8192555742793903,7.363911700631605,7.347933069956109,2.943047023286943,1.4153884323061516,5.507992851165191,2.7535002641717683,6.0023250365719125,2.8600559038149207,-6.401752901754939
+lower bound,0.8,0.9568762745172219,3.7910146335640893,7.219187185519064,7.097491789710924,2.80240958790462,1.4141849784465264,5.501877322924778,2.740160115780499,5.979933031917743,2.8288642671457134,-6.698917259107027
+higher bound,0.8,0.9585986414566257,3.8376685605887455,7.481690826923147,7.575375889345908,3.0787586477010622,1.4159864809841145,5.513695166227353,2.768956205671931,6.029394258154897,2.8981707516956785,-6.094169670102744
+max val,1.2,0.9575751369383187,3.8422361820496715,7.597184889993197,7.882796106644588,3.306497714215953,1.4154827597898636,5.51458326087286,2.7630736593369147,6.00750873445583,2.857107084900188,-8.936688531686272
+max val ml,1.2,0.9575692689480036,3.835691357949558,7.56180694146083,7.828525784133285,3.2786819573336747,1.415426451726759,5.5141673448075865,2.76472270816063,6.012419403809405,2.8652337517351048,-8.880854311458446
+lower bound,1.2,0.9567057760265345,3.8193564179175636,7.475387126242918,7.660938193348715,3.174969164509837,1.4145713136236595,5.508675884551778,2.747608537001263,5.980017442718757,2.8179181339681376,-16.643903503574215
+higher bound,1.2,0.9584427595597791,3.8653606416848714,7.727689981359154,8.131437778174066,3.458962462050329,1.41638717894187,5.520633000133368,2.778747626483738,6.034544815019995,2.8951558580187853,-6.8252802012580105
+max val,2.0,0.9573256349575852,3.9256071678179913,8.417236837277105,9.872942312489126,4.76132081845344,1.4162578599253288,5.534022572034942,2.787545049115729,6.012902840835213,2.834165333527997,-13.053528280218156
+max val ml,2.0,0.9573458686708123,3.927854358599246,8.430883890632185,9.90862750621543,4.793047852489078,1.4161950559687038,5.533361885526543,2.785158905255627,6.008490956680594,2.828211238334813,-13.727483962787637
+lower bound,2.0,0.9564558423549103,3.896347857189672,8.232848877775567,9.471191501584247,4.478845114482148,1.415343368540448,5.5265164941086,2.76561065018818,5.972247094666021,2.7746918253027886,-22.99704332782592
+higher bound,2.0,0.9581998850978608,3.955133684443916,8.604585638977714,10.283504006306726,5.048989944065604,1.4171685081563625,5.541485176921833,2.809335389427166,6.053172426924614,2.8929428294289243,-8.000566011811692
+max val,2.5,0.9572325873616533,3.9670812798805786,8.900921569533217,11.225826427135614,5.890740803321524,1.416576231567379,5.5438501632478365,2.8002787534316207,6.013642590419162,2.816759406972265,-13.639292442093964
+max val ml,2.5,0.9570991019904902,3.9632842562853483,8.857455918813965,11.100065540417443,5.786134978813614,1.4163408511085809,5.542646138363936,2.7979202573120934,6.011413308720369,2.8155071600264967,-18.02496367814991
+lower bound,2.5,0.9563483430243598,3.9335819041920117,8.660702779789109,10.63994581245312,5.434767836494307,1.4156667324653882,5.535182076944464,2.773272487223937,5.961633838754095,2.739636237428817,-26.177095207114803
+higher bound,2.5,0.9581099145811438,4.000889434801781,9.138258628664557,11.80292488958482,6.343608839157234,1.4174948859118737,5.552442635876717,2.827205998018141,6.065636098003001,2.89420176457125,-8.022416558373596
+max val,5.0,0.9569457097053157,4.077082872752104,10.767767847408905,18.463355892509878,14.294360391030178,1.4171956510352968,5.57273446012758,2.8468779065421814,6.017119468198914,2.7448472800550157,-10.775388449099779
+max val ml,5.0,0.9568832499483482,4.075582560519734,10.869440555863719,19.07710718503387,15.1450755662336,1.4172864364541737,5.5763739654131905,2.8614522621770537,6.041160999014874,2.7755317870712406,-10.972837316223533
+lower bound,5.0,0.9560655357528085,4.015289408084363,9.901575112885158,14.781746938577639,9.57662488138991,1.4162879852656785,5.556115950732712,2.774241239952537,5.844172732148642,2.448495056175509,-24.664992817470882
+higher bound,5.0,0.9578263743462987,4.137469893365953,11.44261544973843,21.268021259580152,17.909107500737655,1.4181019021171812,5.588253626625863,2.9142199070193873,6.1749734833573955,3.016900403033283,-7.434339822911462
+max val,7.5,0.9569630089840025,4.078487100480504,10.59773363759001,16.877292792285317,16.922866548308086,1.4171955579836018,5.572193125980754,2.8327000832956,5.822559506263717,2.8137585179903977,-14.455772490320921
+max val ml,7.5,0.9567946855069693,4.097314365070979,12.157447169026376,28.93872617040424,35.105225316582306,1.4172575480460012,5.595684048232366,2.9566317864056284,6.222852113944297,3.0097000776161993,-13.464782095609177
+lower bound,7.5,0.9561028702850973,3.98606165645168,8.824970964464258,6.064715904176854,2.5731420055678242,1.4162965261038085,5.54939151086086,2.6950540366622926,0.12860569788570195,0.7970788297001237,-27.05384850801814
+higher bound,7.5,0.9578290954966133,4.165733203231227,12.278911280615107,28.11987191952575,34.689803753246416,1.4181078604125585,5.593956927607924,2.9728379816280963,6.196400475919184,5.798622537267317,-7.692028287376253
+max val,10.0,0.9568491248106394,4.09216578166521,11.302556958523997,18.66703656719546,23.202249659907437,1.4172523902485206,5.583389703843411,2.869313025028125,5.680284957672129,3.879825875827999,-17.438353007759154
+max val ml,10.0,0.9569277363568669,4.133952847644041,12.82564048438804,29.664359638204175,23.82577734321478,1.4174414557391992,5.597938499104568,2.9183400527951435,6.0645997891532275,2.8649445742031836,-11.188147691488755
+lower bound,10.0,0.9559674915735148,3.979502552573577,8.89059836977603,4.697845374649926,2.8366635500449298,1.4163147568514205,5.554584576927325,2.6973319268284017,0.12426350407080891,0.2973416296720878,-28.18241279729481
+higher bound,10.0,0.9577463272154618,4.201942352177702,13.152135653320148,27.917624099909617,46.45703987806661,1.4181817769166367,5.608754628598343,3.0552315601137634,6.186739592210319,5.966182230515908,-7.852198457484699
+max val,12.0,0.9568551767204669,4.080054966100174,10.573588275810305,16.799888826963336,24.366687660364633,1.4172540577374295,5.58021131755927,2.8599316331964073,4.363485421251191,3.626045284700537,-17.654637269156527
+max val ml,12.0,0.9566127741944704,4.121768264109797,13.380860314542225,27.94330134613809,43.2042287532593,1.4174978761836265,5.608573989899181,2.9840493035295816,6.20831272841898,5.281294257838275,-21.564834611368155
+lower bound,12.0,0.9559541220273873,3.9580383057855824,7.9810066799909745,2.725074834611111,3.2602582874084836,1.4163121723437837,5.55084053745748,2.620759651560903,0.16975356156220256,0.3367898346516831,-28.204909074234187
+higher bound,12.0,0.9577658403398548,4.20247094910798,13.146319653390616,28.30159524989388,46.25339973640244,1.4181800878335435,5.608177634345656,3.1204772281818767,6.103145504359818,5.940841637261509,-7.590454643872349
+max val,15.0,0.9566870626750867,4.12671954593077,12.541895562909586,15.172117970712101,23.621112068448152,1.4173570969359297,5.607663404366606,2.912631470171421,3.034657944529586,3.328758320950047,-17.66585346148717
+max val ml,15.0,0.9563993054460529,4.164809922066709,15.042857833029782,27.846412412996425,0.2691937410203909,1.4174914665230658,5.621284125248381,2.924001062176305,5.591351733505779,4.318858859660949,-12.245805692964137
+lower bound,15.0,0.9557466498056932,3.9644177588030978,9.049969822570516,2.0884684842626338,3.261292145284778,1.4163941506307864,5.567935021022616,2.639703018924109,0.3690832374883553,0.4570022645651538,-28.2586355479287
+higher bound,15.0,0.9576274406513308,4.2873483670996775,16.007294637002037,27.947989601712248,46.40232102088734,1.4183209641121215,5.64746791033392,3.1865676080633607,5.861774698617365,5.879792432427919,-7.276306884752457
+max val,18.0,0.9565054770618623,4.269854959940242,23.003102812958513,15.06406519714641,24.765462891672303,1.4175228473613795,5.663484391052167,2.966411411743309,3.1232269474993704,3.0898185638553004,-17.20670770691941
+max val ml,18.0,0.9563688131400172,4.315838803683215,24.851581540193415,8.451597556631201,1.1016568920172107,1.4173669874723562,5.676722446976491,2.9371103086692387,5.38167338621127,1.4840128680398619,-6.38334645866367
+lower bound,18.0,0.9555530997680266,3.999742275774286,14.335333550038715,2.1353844082417557,3.677156697016952,1.4165211776325681,5.600570480547976,2.5668605495355283,0.4306306403042035,0.4466778830900324,-28.159308757680314
+higher bound,18.0,0.9574545801424998,4.512086872733847,28.75030400674838,27.879615215681127,46.31832213757206,1.418498589905264,5.719342251592488,3.3771864611604725,5.828398903758687,5.829235025045207,-6.839447618711848
+max val,20.0,0.956529863771382,4.289494286348769,25.1204425797697,15.12593476234079,24.441321098420374,1.4174897168512395,5.659063291445876,2.8783318496632733,3.1057529660683345,3.1227764875028923,-16.452385132839908
+max val ml,20.0,0.956664701390606,4.355747541279431,29.057410838973347,8.638628652679554,19.433384310714256,1.4173174837078446,5.681272235058956,2.8759054077423105,3.3272538915862233,3.378298953186465,-6.1245823546524605
+lower bound,20.0,0.9555777806641101,3.987314971522705,14.075597952033277,2.1208525877337294,3.4580909316943673,1.4165133959239147,5.592365652340149,2.2692700256187583,0.4785025549851335,0.45837696648786597,-28.068529788210316
+higher bound,20.0,0.9574728306544356,4.534073985466677,29.430822873298084,27.810419723156834,46.24448476824792,1.4184863811603698,5.713928356627093,3.4999161225077033,5.82357662429227,5.819630183051671,-6.397554534334802

results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/summary305_w-tau-fixed_nmax_4.csv

@@ -27,3 +27,17 @@ n,id,t_shift,dlogz,dlogz_err
 4.0,305.0,15.0,-56206.149910644206,0.1209703275218856
 4.0,305.0,18.0,-53799.34755733045,0.11614664688439594
 4.0,305.0,20.0,-52200.81189258547,0.11330882080860617
+4.0,305.0,0.0,-68488.00918258754,0.19861590630403606
+4.0,305.0,0.2,-68205.19756425121,0.19844781138970802
+4.0,305.0,0.4,-68020.65890022833,0.19923981888088843
+4.0,305.0,0.8,-67656.50795637962,0.19727147535026454
+4.0,305.0,1.2,-67301.29794915213,0.19448340309636533
+4.0,305.0,2.0,-66629.57764119485,0.18974422544275216
+4.0,305.0,2.5,-66224.65936187185,0.18564386572432437
+4.0,305.0,5.0,-64234.79885674402,0.17058815396813418
+4.0,305.0,7.5,-62235.33379900211,0.15263954274462377
+4.0,305.0,10.0,-60227.72502198266,0.14061972444232146
+4.0,305.0,12.0,-58616.717302771096,0.12702164208981004
+4.0,305.0,15.0,-56206.69509653211,0.12210960427455372
+4.0,305.0,18.0,-53799.380099572736,0.11626161847688711
+4.0,305.0,20.0,-52200.75824944506,0.11326883576347904

results_new/0305/NR_Model_Noise/w-tau-fixed-nmax5_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_5.csv

+,tshift,$A_0$,$A_1$,$A_2$,$A_3$,$A_4$,$A_5$,$\phi_0$,$\phi_1$,$\phi_2$,$\phi_3$,$\phi_4$,$\phi_5$,noise
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+max val ml,0.0,0.957605434960507,3.8841702038683397,8.256718732711734,10.489688219662508,7.29066139373095,2.099810713815365,1.4160483406954354,5.53005335322405,2.8044499008576453,6.069689069104318,2.9119494429721793,5.966514578303913,-8.307109756825714
+lower bound,0.0,0.9565290578421058,3.8585393749493084,8.107729166972858,10.153457360505698,6.957121925052387,1.9776869221771527,1.414931646926342,5.523805743905881,2.788817728482351,6.041402078235963,2.8703925418700855,5.913204826759384,-8.839200448639254
+higher bound,0.0,0.9582402025727197,3.906480328917468,8.415665001605417,10.90090023028802,7.737946624839943,2.274049853188381,1.4166953487460092,5.536018600765544,2.8205036746700936,6.097967655152787,2.9518398267215873,6.017225211453325,-7.612420993964886
+max val,0.2,0.9573002306999892,3.9179367086861756,8.61451230036866,11.52461044909388,8.495706647239171,2.599016306342617,1.4161472379276503,5.537602616145166,2.8134010348091727,6.069614917399712,2.899149472667348,5.945861168597827,-9.040251195459469
+max val ml,0.2,0.9570825680323403,3.9143371307757797,8.597163608037533,11.479393369966443,8.4429191466636,2.5762869752329864,1.415929395350329,5.537580239703391,2.8137313234769943,6.070575502589169,2.9007621199805143,5.947916034367986,-12.822196339689327
+lower bound,0.2,0.9564630091623254,3.8929342207918887,8.458716190387605,11.140811372531378,8.08576429167767,2.4384664119538666,1.4152726314441002,5.531343283211251,2.7953550076845355,6.036299872243944,2.850812570287052,5.883749059658609,-11.826912868604392
+higher bound,0.2,0.9581457495267677,3.9436361727712823,8.784861726573688,11.957715556188681,8.970764956192221,2.788196962183589,1.4170271741436389,5.544320075065514,2.8324445689606663,6.103971616080936,2.948922961312908,6.009405970052697,-7.855221282384019
+max val,0.4,0.9565828107974029,3.842090877792147,8.392168078574056,11.468337609192103,8.774630622272245,2.785711450975323,1.415783148275033,5.55457545545123,2.8975301453512334,6.245180532674236,3.163362992801922,0.006163434083759512,-8.752359293907514
+max val ml,0.4,0.9566836069268618,3.850187406803335,8.437592774982532,11.567457487275933,8.870869088827353,2.8206316489015646,1.4160022972682274,5.554851664029075,2.896342566476109,6.242011814079388,3.1585887170402303,0.0003950747270773633,-9.931778779175609
+lower bound,0.4,0.9557463954934438,3.8226102645681723,8.22609323604591,10.99003440981272,8.219551298902918,2.556728147976796,1.4149030567241987,5.547713417264003,2.8835612581894274,6.230321162514607,3.153392726764998,0.0006983023492430512,-12.926894486844699
+higher bound,0.4,0.9574194206798443,3.8618908565479497,8.566448755895525,11.969994708364101,9.361346787933579,3.0304239191122995,1.4166485628013266,5.5613400898715515,2.9108141266802887,6.259549045610837,3.1763770921773617,0.021458585449962538,-7.554812118947659
+max val,0.8,0.9571537594330628,3.9789745564338785,9.329770251688757,13.824147060395443,11.476046806725698,3.969089755857473,1.4166487285103728,5.551532711790925,2.8308121857951023,6.069786869592088,2.874207351889636,5.905432800575859,-9.839123938499746
+max val ml,0.8,0.9570911456003959,3.9828624272819235,9.36131586194468,13.892460385050443,11.539828843785308,3.992164062261948,1.4167155096096877,5.552330630641686,2.8309645144668774,6.068280775421193,2.8706765835881347,5.900279922954577,-10.196818838961537
+lower bound,0.8,0.9562998049711622,3.947616571805441,9.099422689219162,13.159005943423228,10.651239035151939,3.5993921647399443,1.4157573202023792,5.543555360931856,2.8054241902886883,6.020699604048593,2.8004772916422813,5.8097340598977585,-16.73218911710009
+higher bound,0.8,0.9580162488876243,4.010893525596481,9.561918865706838,14.488502021508838,12.304444077446368,4.3399349760592685,1.417548209764784,5.559685270610786,2.856535306523956,6.119844118711967,2.9482015348155697,6.001148784236313,-8.075350564852158
+max val,1.2,0.9564373706615549,3.910145924512794,9.286295474776496,14.676772545136448,13.345602934466774,5.052256278029092,1.416432197745423,5.574725740987312,2.9397771212413604,0.006918264087264877,3.1978759644679635,0.03585742067911689,-8.837646247828598
+max val ml,1.2,0.9564056033507649,3.9191880057409376,9.397984485184647,15.022913268167555,13.768379998689992,5.240540828520079,1.4165829676277613,5.576847956345902,2.9410509121711654,0.001999170110440747,3.18264474159637,0.012310212169706167,-10.858459060231958
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+higher bound,1.2,0.9572632570247304,3.935505266315616,9.537400224921734,15.49098089750095,14.443390769558967,5.584758452132824,1.4173295695824892,5.581632621848062,2.9517898687333948,0.02347630453652579,3.2283218380322265,0.0878007269765732,-7.627551603954586
+max val,2.0,0.9573116876896528,3.917767637627544,8.340204412073705,9.623220287469461,4.439653416532068,0.23779993294740587,1.4161963220346316,5.533537389946735,2.7905014131540624,6.028704205374969,2.8945498276914443,2.0201052843472502,-8.014016664256886
+max val ml,2.0,0.9573248855537584,3.9282649319708134,8.603902568185454,10.89835658466654,6.806744937366018,1.582593881933197,1.4160999329023933,5.541855373252338,2.8295800954025823,6.1416846605694415,3.1676363844156517,0.5415230736135984,-8.518964299552199
+lower bound,2.0,0.956506994096199,3.889246415255228,8.142793382246007,9.099709304987226,3.820066381860533,0.03419942776293046,1.4153282277292072,5.526354566799571,2.768962404640378,5.985566401175716,2.812241508343079,1.6127095530454074,-10.187453631251394
+higher bound,2.0,0.9581359961115562,3.945758757786442,8.535381641920141,10.104749288047802,4.861119227266298,0.759501558876708,1.417056910866436,5.540848521003549,2.813106024647011,6.0804018007711615,3.058726416947507,2.4569264533452304,-7.045719557304832
+max val,2.5,0.9573656247139115,3.9194053435016887,8.09867407489069,7.683130368228483,0.3045011141576433,3.833468775198465,1.416263996191759,5.529980249989752,2.7658239968326583,5.960858647303295,5.9220109659873605,2.666521200074099,-8.271103983420307
+max val ml,2.5,0.9572472412488879,3.914528922473444,8.10399608580294,7.806261520238669,0.04022670021797183,3.6113028260877074,1.4163372661925375,5.531293551730059,2.7717175739737763,5.970856304013284,6.225634430945699,2.691272999771427,-9.362445010427393
+lower bound,2.5,0.9565391626257619,3.8907761589205725,7.905504403723446,7.2006354358448705,0.041647902364367384,3.482911217523747,1.415403377382395,5.522616048481298,2.7441622995771184,5.917835642648103,5.379732171663147,2.5758126433954356,-10.136515551725061
+higher bound,2.5,0.9581855634616101,3.948837833440875,8.293271932681309,8.083114878007336,1.085359293895731,4.3243718513067755,1.417122949710318,5.537341440292788,2.787225320157219,6.004447404262673,6.235727457041157,2.7452783414162902,-7.149491545414009
+max val,5.0,0.9566843490054985,3.9937302263155017,10.390839041351255,19.836765546649342,21.89324640294008,8.811662914671054,1.4169445052311311,5.585662906169264,2.9683763517566972,0.03347175179272835,3.160494856474585,5.996934009008133,-9.556798060207328
+max val ml,5.0,0.9565213828540396,4.073530689942792,11.821026461207222,28.4790986462127,45.808313348342814,32.390193751971424,1.4170400310802038,5.597620035662317,2.9764501855374643,0.017078524002724402,3.15287686397345,6.260717182414416,-10.632184869959502
+lower bound,5.0,0.9558333965671086,3.948398174518075,9.687061867232318,16.43163893556071,13.951416296334784,1.0747144383163403,1.4160449223257388,5.571371518284093,2.9331948075926304,0.004042803164603954,3.041727047243408,4.739048024729045,-15.647603324152412
+higher bound,5.0,0.9575189532016715,4.038381826419162,11.116220291499825,23.75055060041464,31.739343909598155,19.277319581152806,1.417841328986878,5.599563154262448,3.0077034468869344,0.11051101168035742,3.285067558522762,6.247801368521862,-7.253077637038974
+max val,7.5,0.9569775962049676,4.053507506027773,10.127108283599615,13.91768095867494,20.274573217332133,24.265293796357025,1.4170991963929076,5.569054527314801,2.828795228248553,5.571951356260766,3.9821907605027946,2.780521238955607,-7.174408753904643
+max val ml,7.5,0.9569203031486608,4.070373619192869,12.005734919295534,29.498238373993104,35.97789246637291,14.693215978713473,1.4172665369599073,5.598771979469562,3.0025070979195982,0.06974411427924018,3.308441241468674,2.0451304969987008,-10.513308411085571
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+higher bound,7.5,0.9577800564664172,4.126100745731029,11.496514775357209,25.142186850882062,35.44300502855462,46.858310306145434,1.4179475239579078,5.598018519486662,3.0377650106237124,6.174801378356614,6.074125820295684,5.867208496194164,-6.3888157742479095
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results_new/0305/NR_Model_Noise/w-tau-fixed-nmax5_True__fitnoise_True/summary305_w-tau-fixed_nmax_5.csv

+n,id,t_shift,dlogz,dlogz_err
+5,305,0.0,-68325.54664684934,0.27719285226268675
+5.0,305.0,0.2,-68034.45363917234,0.2289071500854914
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+5.0,305.0,2.5,-66249.51042191668,0.19981105098017815
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+5.0,305.0,7.5,-62239.14046450192,0.15726310529857926
+5.0,305.0,10.0,-60228.44497510844,0.14192693219415456
+5.0,305.0,12.0,-58618.43616039653,0.13020693785694287
+5.0,305.0,15.0,-56207.439483843766,0.12363761923791138
+5.0,305.0,18.0,-53799.145692372076,0.11571785671298851
+5.0,305.0,20.0,-52200.31051052215,0.11220587706726101

results_new/0305/NR_Model_Noise/w-tau-fixed-nmax6_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_6.csv

+,tshift,$A_0$,$A_1$,$A_2$,$A_3$,$A_4$,$A_5$,$A_6$,$\phi_0$,$\phi_1$,$\phi_2$,$\phi_3$,$\phi_4$,$\phi_5$,$\phi_6$,noise
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+max val,5.0,0.9570163975449892,4.057555181928366,10.154055288242366,13.667577459074836,1.7480022399204647,17.667059556844826,7.968471682296318,1.4171060677851184,5.567543446496936,2.8278263466058324,5.9700642472540295,0.73515776983077,2.930730341996232,0.779276350162307,-6.549133778251157
+max val ml,5.0,0.9568503153237536,4.062863639360076,10.291740485699874,14.408980097833382,0.7942084882048556,21.327047733869648,11.809144414027648,1.4173276967503463,5.571597210121811,2.846706062066805,6.029423552338294,1.0656785183122977,2.9061486161982084,0.14823100481109003,-8.355386429766352
+lower bound,5.0,0.9562240414385865,4.007545507314424,9.62804082815175,11.954726594202846,0.2794460417757263,7.906777036846995,1.8727518257105646,1.4162540834161554,5.554560519469192,2.7720550726847857,5.807849282906405,0.2566507382914948,2.5134835705930243,0.13099110545790962,-7.447326342329752
+higher bound,5.0,0.957803970423235,4.108848158265201,10.662873199350695,15.227481956009667,6.52874300469397,22.306157623614688,13.849804939903706,1.4179170317320382,5.580778131573183,2.8874409273094286,6.110840031454325,1.4461732195162955,3.3470072162107076,2.8906633270187196,-6.111256224841991
+max val,7.5,0.956927458651927,4.0616179506414,9.768139967351521,9.925657750226385,9.766721866652645,9.601055430697649,11.148003817025945,1.4170797803295623,5.561227209295271,2.787322202689779,5.872341382264825,5.628165576992466,2.455444012391132,1.5315957815482717,-6.8621792733781675
+max val ml,7.5,0.9568052113714905,4.077546276772127,10.695745272409546,15.60460420699928,3.868047148417561,23.89108822713392,1.45231205939657,1.4174350724756564,5.5792273096610705,2.8696297668120514,6.088118189025483,4.9415035149920605,2.5374244716639507,3.7326578570279474,-8.134711897997601
+lower bound,7.5,0.9561518458499891,3.996625381519776,8.483443235955093,2.355419286004061,1.463554729160059,1.448709441100587,1.53114089214638,1.41620000887912,5.543025734594781,2.6905232195486266,4.569621576440994,3.908794877444895,0.5900049411386096,0.21703204925045444,-7.631516753628741
+higher bound,7.5,0.9577368253779042,4.127902605679962,10.761153157073796,14.772380844826515,27.081074257610734,25.826413639087853,32.133676462932236,1.417949054432963,5.578663745491524,2.8701487340487626,6.185245067163536,6.182866594799581,4.788266920590714,3.8279153477917083,-6.294165695835147
+max val,10.0,0.9568462138516136,4.093049945221532,11.234832074696735,18.85509550257698,24.011251986268267,25.57648769687312,25.187156922331344,1.4172580243007102,5.582340152731574,2.865751946020021,5.70505520523623,4.020929962674305,3.3279526188137556,3.3636226013081143,-9.475490873487864
+max val ml,10.0,0.9570174978560617,4.102339534817103,12.274582993251881,29.183602367685765,38.12192753292599,24.332910314756308,35.32946366011931,1.4173699883123316,5.597068329896788,2.987117751912712,0.14197630479113638,3.911186017959764,2.364246847012054,2.9279638945800057,-10.204228098737897
+lower bound,10.0,0.9560067942009094,3.981452778143602,8.95933670125705,4.83692141101219,3.185015041807291,3.813765375853774,3.285898836501339,1.4163482291860827,5.554586522463301,2.695128146477427,0.1505890048981228,0.4695306938308125,0.42147379438780797,0.5211088031943656,-15.569734942670204
+higher bound,10.0,0.9577189960685086,4.196934872417959,13.02048145086565,28.132088668851864,46.345906082647716,46.47045139847727,46.633647774854055,1.4181739766873576,5.606907615414439,3.0474875251733065,6.194401588434203,6.013337313555839,5.86803556774832,5.912185189076613,-6.817789936448936
+max val,12.0,0.9568552998612746,4.081826900577971,10.56213214831632,17.049693165978262,25.928101909563427,24.32148168293812,25.368650558759835,1.417242484760976,5.579031681174895,2.846833381693564,4.55143091987113,3.6602336070527794,3.0718212699190985,2.9422156276108273,-17.502942359085164
+max val ml,12.0,0.956760863362419,4.139526398612547,13.459816585646495,27.993703343415625,45.162407729605505,1.282140099808228,38.20956557156912,1.4175042487705136,5.603040063369259,2.9374588784829334,6.106009738613317,5.21841140113577,4.560360819661105,5.767330713407692,-20.044591714893706
+lower bound,12.0,0.9559601816385424,3.9590404351187267,8.00729880953581,2.701414369988087,3.6568167498348956,3.5343122337505104,3.534872406508847,1.4163198111154676,5.549415667278827,2.60025901237773,0.170864925602311,0.3745940984742821,0.38753702335370294,0.3873473713750572,-28.029659372955635
+higher bound,12.0,0.9577440393653738,4.201245666752048,13.092592979755787,28.226188732696336,46.67587564481774,46.14977542586414,46.636274807524764,1.4181702807531662,5.607399603507175,3.1139688463641617,6.099426132379406,5.9410351112922735,5.828740925265433,5.809824618278666,-7.706080870492153
+max val,15.0,0.9566774472449487,4.129861185143239,12.565702566351693,15.197746074665861,24.736490502679345,24.8316788453233,24.890539191964255,1.4173520318542452,5.607043560457288,2.9004283200961978,3.479932765664561,3.173581372108378,3.1221385115083176,3.0450155093638807,-17.652860599592195
+max val ml,15.0,0.9567235363844164,4.171231770407275,14.682130309457138,27.42920240210306,48.151985830596026,5.444366045054623,20.611273896609454,1.4172844120765018,5.613772189415996,2.9256834710709234,5.749498154155249,0.1976978316209003,1.799487384758866,4.508212690834133,-6.932446640474094
+lower bound,15.0,0.9557585753498634,3.966097650736356,9.105028708234073,2.262292867282246,3.599914474232737,3.578011913583005,3.5173062416310676,1.416390630398554,5.567234806527746,2.627475992785181,0.4267248376764373,0.4333419626086951,0.4407100099436733,0.4365516517553789,-28.17538409898436
+higher bound,15.0,0.9575993390512851,4.291011578644881,16.054666552983523,27.84061809981418,46.349383671590374,46.30180113250525,46.28549784030998,1.4183148996226234,5.647295292748413,3.1723277891021473,5.89355461203236,5.858518080158805,5.8215576488533465,5.825345946975137,-7.32120587186337
+max val,18.0,0.9565041163173489,4.2673427753105235,22.759672094814402,15.050442754681097,24.85214246222732,24.66014536698863,25.27236281653537,1.417502180034373,5.661544177653281,2.963933569523759,3.150997968222715,3.163406116725773,3.130711103845075,3.2349031958820436,-17.169948991497854
+max val ml,18.0,0.9562882449880924,4.3238154547144365,26.456701056685493,14.263496355614688,32.34738856196607,36.55342304027288,45.757425474064306,1.4174658696139013,5.683873515833187,2.984871275797441,5.542913816072792,3.3294519369911755,1.4588773133648725,4.98076036009603,-6.665853956180328
+lower bound,18.0,0.9555554921271612,3.9915044844622525,13.898577179294087,2.2789404836411498,3.4282771496942983,3.5323419843869233,3.498975200871967,1.4165071247526286,5.59737651480859,2.549392029681344,0.471069224930101,0.4557965524090154,0.44254142845052913,0.477704151241337,-28.09963078910829
+higher bound,18.0,0.9574522030700194,4.510708305970758,28.712806320486035,27.86212073931843,46.372141891007935,46.38228625100391,46.47667924559056,1.4184838662134998,5.71649295685896,3.386198557690215,5.813517667999127,5.836635328578217,5.839953059331443,5.844285237620233,-6.853631179520878
+max val,20.0,0.9565348807887164,4.28931586570199,24.706593249337324,15.201454169028736,25.376044725426635,24.917918666185994,24.859140656528997,1.4174821735177552,5.657225486457447,2.8679449870488427,3.0020472255112245,3.109526057900022,3.1433141977062933,3.1320135954685266,-16.612984183809466
+max val ml,20.0,0.9564392609657328,4.322377270526568,29.920491690559835,7.711779508678712,1.3999549329880607,34.515860076492736,8.502510075442071,1.417545694181721,5.687836532926801,2.927579925000678,4.309930019546488,1.5386521423735435,3.3026748104285435,5.771247679757235,-6.193341571223257
+lower bound,20.0,0.9555869856081591,3.9873424171840908,13.430561190492583,2.1390022885772306,3.468577905561184,3.505944754348519,3.6506370439485796,1.4165005721290698,5.58943254818402,2.2529523480624407,0.46999367697720007,0.4469102249690693,0.4769011029622304,0.4617719203923676,-27.93434883039923
+higher bound,20.0,0.9574810890261353,4.532443459279033,29.40657694768319,27.967048956854427,46.45259840662882,46.523683221398244,46.35499400177139,1.418476888525883,5.7123571344291175,3.489884430185861,5.801291651019605,5.810417555556217,5.83918134158669,5.824742587635269,-6.451316180950435

results_new/0305/NR_Model_Noise/w-tau-fixed-nmax6_True__fitnoise_True/summary305_w-tau-fixed_nmax_6.csv

+n,id,t_shift,dlogz,dlogz_err
+6,305,0.0,-68679.22273639863,0.2692772507402585
+6.0,305.0,0.2,-68105.77995360817,0.25647353049620747
+6.0,305.0,0.4,-68026.53786766232,0.25425144258042087
+6.0,305.0,0.8,-67707.96717187762,0.2677492459638247
+6.0,305.0,1.2,-67283.33548804435,0.25972076625260565
+6.0,305.0,2.0,-66711.31458461066,0.25029913419453925
+6.0,305.0,2.5,-66250.00110622283,0.22404946021944042
+6.0,305.0,5.0,-64257.539003371305,0.1960764238947956
+6.0,305.0,7.5,-62242.3830587893,0.16077191863010665
+6.0,305.0,10.0,-60228.72410655639,0.14246433852834214
+6.0,305.0,12.0,-58620.057354564255,0.13340142605329502
+6.0,305.0,15.0,-56207.83336626451,0.12444828473734494
+6.0,305.0,18.0,-53798.86737835822,0.11508866309407186
+6.0,305.0,20.0,-52200.6997051043,0.11301043858941563

results_new/0305/NR_Model_Noise/w-tau-fixed-nmax7_True__fitnoise_True/summary305_w-tau-fixed_nmax_7.csv

@@ -24,3 +24,20 @@ n,id,t_shift,dlogz,dlogz_err
 7.0,305.0,7.5,-62242.40387428263,0.16338685417812818
 7.0,305.0,10.0,-60229.307881310466,0.14317581094117424
 7.0,305.0,12.0,-58617.258807989514,0.12800481106974462
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+7.0,305.0,0.0,-68701.73219432698,0.3463693975654077
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+7.0,305.0,0.8,-67810.3644663739,0.3492922336168453
+7.0,305.0,1.2,-67446.52928212001,0.26211082852207734
+7.0,305.0,2.0,-66700.947204124,0.2650590615503063
+7.0,305.0,2.5,-66361.7119157828,0.2546174937376237
+7.0,305.0,5.0,-64269.47400068661,0.20491792520563107
+7.0,305.0,7.5,-62240.54968962732,0.16075076114164794
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+7.0,305.0,15.0,-56206.40461108565,0.12149524888480819
+7.0,305.0,18.0,-53798.44961848124,0.11429064328114646
+7.0,305.0,20.0,-52200.959734969474,0.11338159866310621