diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed-m-af_nmax_3.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed-m-af_nmax_3.csv
index 35ffa959fd351306ce17b27e5a878b50690426ea..94f4b1e129c4ad4fe4d4806031c243fc351c166d 100644
--- a/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed-m-af_nmax_3.csv
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed-m-af_nmax_3.csv
@@ -1,158 +1,21 @@
 ,tshift,$A_0$,$A_1$,$A_2$,$A_3$,$\phi_0$,$\phi_1$,$\phi_2$,$\phi_3$,mass,spin,noise
-max val,0.0,0.9705626053931666,2.2531158798387887,3.2905238543979998,3.2889983037049157,1.2998308730809485,5.127424810188069,3.118165967118606,2.9657184272809944,0.9523083584095697,0.6884981981311108,0.9429565390718864
-lower bound,0.0,0.8081918842993858,0.8286906457729515,0.753438419428345,0.6938015136909724,1.1089900669926598,3.954947132938913,0.7391980627546324,0.5854032274483065,0.9297592870151862,0.6580108799976121,0.8417028461492801
-higher bound,0.0,1.166200208807013,4.250565766983623,9.429535407400436,11.363891453932508,1.4978022329236125,5.805781908792223,5.411443392697004,5.636117495613845,0.9765500767019922,0.7185368636054049,0.9882120725948595
-max val,0.0,0.9629753600734298,3.3436815584550486,4.309885599754464,1.9449997410005881,1.3799957098303262,5.375536772556218,2.5700003680212813,5.827309107152735,0.9519126695399367,0.690670775355844,-4.235933628751704
-lower bound,0.0,0.9603295671029242,3.3185177699812245,4.248808555466423,1.9029940442988544,1.3771775355899911,5.3682024301624995,2.5560835386863894,5.80622292264796,0.9515863231429482,0.6902364974690973,-4.276341181708971
-higher bound,0.0,0.965504860915144,3.368760120944377,4.372612682954967,1.9882034434508173,1.3828440874699481,5.383215011836699,2.584450747502503,5.8489526288497125,0.9522649182946448,0.6911375797717649,-4.182806075571813
-max val,0.0,0.963909103673005,3.30612748683682,4.189249848246302,1.8625499011755524,1.3749511720658771,5.3628554323643876,2.556652318282996,5.815398227956742,0.9517919919836184,0.6903377718707528,-4.649714039353185
-lower bound,0.0,0.9615631123477135,3.2857922100042334,4.141846483315413,1.830984388383432,1.3725346014650923,5.357012880502154,2.545980583999496,5.799364139701974,0.951517459179802,0.689973309730282,-4.688615671238857
-higher bound,0.0,0.9660472500661523,3.3262802103054385,4.238425744161883,1.8955967835915972,1.377444117261266,5.369275399443011,2.5682698594601043,5.832514664743469,0.9520973611351586,0.6907370790604491,-4.603524496896999
-max val,0.0,0.9638574526942868,3.305898185733888,4.189256772943835,1.8626357580492627,1.3748840721339688,5.36298061383423,2.556904921695385,5.8157331986732315,0.9517984339422549,0.6903415409453441,-4.650372146928689
-max val ml,0.0,0.9635089664355829,3.3014074710152883,4.179492084091756,1.8566627815433816,1.3746613965137893,5.362871527279965,2.5574761781544937,5.81670218777659,0.9518110638944568,0.6903396670684224,-4.665606024196588
-lower bound,0.0,0.9612329133755126,3.2822323542092167,4.132324722865764,1.824383121384021,1.3720136235041154,5.3557437708345565,2.5436870923804498,5.796017308991664,0.951453121056186,0.6898834963495265,-4.699518530410664
-higher bound,0.0,0.9665104039204178,3.3296192462859993,4.246419984825344,1.9010800827880476,1.377767208083016,5.370134567174927,2.570231335798754,5.8356429576613476,0.9521489962184868,0.6907986153473931,-4.600847294353219
-max val,0.0,0.9638802546263248,3.306466978049592,4.190153071276972,1.8631303737587745,1.3749572565347474,5.3629401676756725,2.556769482282771,5.815490337135825,0.9517975853439629,0.6903428088872633,-4.651200559428901
-max val ml,0.0,0.9632071115217808,3.3020657410413885,4.183831751228676,1.8598021580598627,1.3747743493048177,5.36406285300713,2.559379066336884,5.81964842154924,0.9518907915956363,0.690479250051146,-4.659956498559545
-lower bound,0.0,0.9612469002482826,3.2827609428576734,4.132991868778381,1.8246219590326784,1.3720250045862608,5.355489292353477,2.5431293569338815,5.79507105943121,0.9514488493540876,0.6898765998722978,-4.701988496648703
-higher bound,0.0,0.9666030987074425,3.330268462889626,4.247220518815914,1.9011801427712012,1.3778902923058918,5.37011653290745,2.569923457778149,5.835156412459556,0.9521421673636656,0.690797248313031,-4.601015466422079
-max val,0.2,0.9643392582654129,3.3489512050273795,4.369189080812847,2.021162268307931,1.3771322758021334,5.371564416904996,2.565254209066806,5.817453797550878,0.9516969909435571,0.69027963186499,-4.7643039253360016
-max val ml,0.2,0.9645578655221053,3.351020194835871,4.372197365664438,2.0237138591147543,1.3773139395868539,5.370812674943654,2.5643136110777904,5.81723649914092,0.9516659606930225,0.690217566237203,-4.763772861023938
-lower bound,0.2,0.9618472886016854,3.3257266274640678,4.310418932287196,1.979529046825355,1.3743518550200327,5.364464681041308,2.552079744669519,5.7976813962391285,0.951368368097244,0.6898392672540979,-4.819057780294603
-higher bound,0.2,0.9669137486254132,3.373858191763891,4.432130170021639,2.0652042862307383,1.3800208361666706,5.378785208376341,2.5784854527449004,5.837400150779995,0.9520247710106382,0.6907179025892849,-4.710540735762201
-max val,0.4,0.9647383561881089,3.376283232890099,4.488198860793828,2.1302288096815416,1.378549051109351,5.376843171126364,2.5704173423092365,5.818572634423473,0.9516200394485108,0.6902266326658711,-4.8450378050356555
-max val ml,0.4,0.9646338401567909,3.3712687001386183,4.476078632964096,2.122914250947741,1.3780557992385183,5.376232094839172,2.5699764347351075,5.817938857206603,0.9516510555924305,0.690204043291328,-4.857621577635435
-lower bound,0.4,0.9622037476528762,3.352165487081081,4.426031519673523,2.0849512682320652,1.3757503459040668,5.369308177745635,2.5561441114220864,5.797014512390489,0.9512907218491666,0.6897895470951717,-4.903646665544514
-higher bound,0.4,0.96731103984839,3.4006398996273046,4.550068677199565,2.175410615735421,1.3814046517250471,5.3840853828360995,2.584033148826654,5.8388247337519585,0.9519486082954279,0.6906668735899169,-4.785968985378165
-max val,0.8,0.9653085625580539,3.4290721848151238,4.72559227742148,2.3585244458707204,1.3811921353156311,5.387022423757603,2.580210527581223,5.819718329123063,0.9514947012119257,0.6901478102564895,-5.018056224822843
-max val ml,0.8,0.9648384044513924,3.4240224744103753,4.718699064897556,2.355560240239717,1.381094407557232,5.388620749068015,2.584359889658914,5.826091485834329,0.9515778787378812,0.690241699232812,-5.0191242776887
-lower bound,0.8,0.9628725546346684,3.4043980263409654,4.6582501600488095,2.30667305337852,1.3785116989280848,5.3798880841983845,2.5666671890801114,5.79914691191362,0.9511828789350518,0.6897319666966027,-5.091111090101833
-higher bound,0.8,0.9677975973148023,3.453645458349998,4.794807047757789,2.412828472323279,1.3839165322308198,5.39437566740181,2.5939189327429952,5.8406960483019965,0.951810540267837,0.6905702928409495,-4.949410775758423
-max val,1.2,0.9658892193275479,3.479358911257279,4.964059402165834,2.6016505267796606,1.383712347352809,5.396694959975746,2.589557271755489,5.820789562023,0.9513706429592033,0.6900700615099415,-5.2124590702192855
-max val ml,1.2,0.9658879211503527,3.47681250782398,4.956604348883225,2.5970580516932014,1.383152934614591,5.395479351636839,2.5882237632602147,5.819343431392957,0.951371465553217,0.6900200295714343,-5.215755804232721
-lower bound,1.2,0.9634904174426704,3.4540218811945813,4.890128952164595,2.541322865900136,1.3809951603477135,5.389512963820768,2.5756277409276,5.799236713073604,0.9510618476339194,0.6896552432216091,-5.297976626564633
-higher bound,1.2,0.968292412277883,3.503869108636242,5.037540016003284,2.6627640333554954,1.3863198703876287,5.403861827553709,2.603332385633302,5.842178370337259,0.9516820694882124,0.6904754720296088,-5.12879161395896
-max val,2.0,0.966672841935085,3.5665771560145907,5.419582316727839,3.1121527030331086,1.3876080559029385,5.413727308508236,2.6065305083822685,5.8222369665644464,0.9511786669657878,0.6899423784020782,-5.7738426757793135
-max val ml,2.0,0.9664012544456085,3.5642018937302637,5.416077086354712,3.111470924693144,1.3877025171912818,5.414362609244975,2.608216621410681,5.824933671947998,0.9511893790926216,0.6899204406973515,-5.795683295692093
-lower bound,2.0,0.9643375731364469,3.5401870945944234,5.331324097148294,3.02853586757537,1.3850418727064118,5.405892029771385,2.590930852876431,5.798015949379828,0.9508757760262474,0.689535680186481,-5.962717599621668
-higher bound,2.0,0.969090504053908,3.594072840221644,5.511590599004244,3.197960054604433,1.3903302912721578,5.4212909134714895,2.6215133325997524,5.845623423301383,0.9514722551945423,0.6903390166587099,-5.611434869066824
-max val,0.0,0.9638383110215833,3.305775842529087,4.188857941048071,1.8624922022105126,1.3749224250088428,5.362998206732388,2.556927167110091,5.815592093694747,0.9518045346055388,0.6903522477050368,-4.6497440539529755
-max val ml,0.0,0.9639439561160443,3.305991285559974,4.18624169989432,1.8589831629353246,1.3751220808873936,5.362658429620429,2.5552932441520664,5.8123455687368475,0.9517931248131744,0.6903735711375681,-4.657056941916878
-lower bound,0.0,0.9611376330845447,3.2821228198479853,4.132763493512552,1.8246286004578958,1.372017579639377,5.355608569400305,2.5434686399778155,5.795617097422317,0.9514613331678938,0.6899014423015455,-4.700683176470957
-higher bound,0.0,0.9664774036615255,3.3298169175556853,4.246279438847774,1.9011319760838434,1.3779470520500154,5.3704625721993136,2.5706201031745204,5.835820341839319,0.9521578832621154,0.6908156070516313,-4.600534781567326
-max val,0.0,0.9639589938378856,3.3072012615372044,4.192486291945327,1.8647623064896084,1.3749642901597985,5.362930049416851,2.556577131578655,5.815026096876888,0.9517868585896663,0.6903282066031026,-4.648538908317597
-max val ml,0.0,0.9641427929785068,3.302648231184639,4.181378454943371,1.8585642443681392,1.3746714308035697,5.362581380111846,2.557494110956654,5.817174346565665,0.9517352466809683,0.6902138053633599,-4.658399954399002
-lower bound,0.0,0.9612679064818443,3.2830560529823316,4.134103232914155,1.8257584674571539,1.372002672295712,5.35552295140023,2.543038860409036,5.795395396432012,0.9514463130332225,0.689877450196691,-4.698765995771318
-higher bound,0.0,0.9665979656973462,3.3311411250542498,4.2492354070631935,1.9028978244828259,1.3778450224502077,5.37033850289607,2.5702249175490963,5.835321342982511,0.9521355532626609,0.6907875414756888,-4.598085541615099
-max val,10.0,0.9667314195435507,3.785454985386672,5.149257896046581,8.226064108105513,1.399732705570414,5.456753969208171,2.6309242747720982,2.113872829374253,0.950996516427524,0.6900899222776116,-15.613903546630446
-max val ml,10.0,0.9668709704302509,3.737240934909155,4.158285348487575,10.402803472885019,1.3992006693094206,5.450929382670638,2.7016487103021776,2.0228435868914594,0.95097839496079,0.6900265592349777,-23.366031269183246
-lower bound,10.0,0.9639238463748655,3.619356552614664,2.730892604260774,1.032213629509284,1.3966055457560265,5.42143094554258,2.221230629596162,0.7726099426246746,0.9506556455433208,0.689645550109697,-28.09538701813587
-higher bound,10.0,0.9696059825310466,3.908856918401515,6.8670822358173735,19.0669874349403,1.4026485438706633,5.488346149948575,3.133232934953014,4.205957432785138,0.9513255099031752,0.6905201830861397,-7.973058503470728
-max val,0.2,0.9643617407386642,3.3492613433004994,4.369572188288566,2.021150540541535,1.3772429388753527,5.371602609651192,2.565168838607119,5.817415256896034,0.9516933207565388,0.6902837205517898,-4.7647626873983455
-max val ml,0.2,0.9644855886657235,3.3476188494150003,4.364038144682895,2.017663493304551,1.3768996583162012,5.370438898778976,2.563377971445158,5.815138871419993,0.9516803372872196,0.6902485446926607,-4.7835683374692906
-lower bound,0.2,0.9617288800394008,3.325464370911554,4.310685259418226,1.9801054739643789,1.3743542815649172,5.364332382420992,2.5519256028071546,5.797614628761648,0.9513660519311413,0.6898396383116079,-4.8217593844438085
-higher bound,0.2,0.9668907227310083,3.372734787740697,4.430380280443533,2.0645326246098565,1.3801284749386065,5.379092082163533,2.578978980674608,5.837890175428459,0.9520324012214281,0.6907270201917365,-4.710771899255292
-max val,0.4,0.9647450428767474,3.3763982933519006,4.487564285852614,2.1296279441824,1.378568827946882,5.376778299067283,2.570366849897091,5.818522803963278,0.951621008858764,0.690228669807596,-4.843713950084066
-max val ml,0.4,0.9648557374551693,3.37448243854628,4.477688444554629,2.121819501656611,1.3782900245028071,5.375333608432964,2.568181597105735,5.815891512321356,0.9516416866945019,0.6902752878173497,-4.851789533761458
-lower bound,0.4,0.9621114325904652,3.352290468449161,4.426875030284005,2.085646598403873,1.3758234979404007,5.36955823390068,2.5565898458595564,5.797662303555083,0.9512950714738295,0.6897990656333216,-4.903870976076238
-higher bound,0.4,0.9673179783741919,3.4009114104252616,4.549676250046043,2.1745645406220264,1.3813897699447626,5.384202501951731,2.5842477619343054,5.839195146746775,0.9519572307750475,0.6906800247938191,-4.786179830505972
-max val,0.0,0.9638751103580678,3.3063351843613695,4.19000595734097,1.8630163074057546,1.3749602178262996,5.362905870664956,2.5566241183175062,5.815275529624547,0.9517931692842438,0.6903366516337536,-4.6501655216400515
-max val ml,0.0,0.9638566368057927,3.3061529316622837,4.193324558239943,1.8667727207089562,1.3745532430160383,5.362898999841279,2.5562830722573002,5.8139467059269245,0.9518130976290109,0.6903012119453628,-4.649079806807755
-lower bound,0.0,0.9612438744751339,3.2830988635085765,4.133873433271796,1.8250896596663144,1.3720722979845945,5.355769267475123,2.5435482071636697,5.795863697545284,0.9514549809267627,0.6898920332931889,-4.699225954715768
-higher bound,0.0,0.9665369886464469,3.329455829129964,4.246094868028202,1.9010175388346664,1.377823373645466,5.3702145975530255,2.5700170965860245,5.835031740068225,0.952138765635856,0.6907912869047307,-4.600698943662135
-max val,0.8,0.9653151212894252,3.4289015729225882,4.72637349638578,2.359644883757873,1.3811674035889112,5.387151413504201,2.5804743797009535,5.820158049568832,0.9514954585829727,0.690148574536216,-5.015611581948729
-max val ml,0.8,0.9648738846549085,3.4258235578381386,4.722164087770942,2.3585402488571763,1.3813816817642863,5.3881307408409596,2.582843865499201,5.823725179106488,0.9515676183812578,0.6902951835134759,-5.015882253534244
-lower bound,0.8,0.9628366151238984,3.404929268009704,4.661431169062139,2.309292988243318,1.3784710491220256,5.380005266152552,2.5670920180024908,5.799885836772571,0.9511789473872636,0.6897229444124541,-5.084236702832873
-higher bound,0.8,0.967787917683463,3.4537180028063323,4.795031392528923,2.4127891630715563,1.383922229665732,5.3945191688487855,2.594286910139482,5.840838845029076,0.9518121971094484,0.6905744410556778,-4.948071653113114
-max val,1.2,0.9658756873338308,3.4783861885792753,4.961794470812656,2.600143081696344,1.383607269539796,5.396626336747929,2.5897461489444176,5.821192504671679,0.9513767811348812,0.6900703735056997,-5.2111835427978725
-max val ml,1.2,0.9660234854614095,3.4776692340985806,4.95374500510337,2.5918841309086638,1.3841243201534439,5.396711253688081,2.5900399541017007,5.821940452920208,0.9513451773845647,0.690099779534716,-5.2391415426950125
-lower bound,1.2,0.963413005231847,3.4535845435798875,4.889171873862037,2.5401292925193033,1.3809431922803859,5.389315224053127,2.5755907250351835,5.7996271349016135,0.951067785619341,0.6896550602496538,-5.298290730026753
-higher bound,1.2,0.9682491305830156,3.5039469777924164,5.038012640308371,2.6638460754604383,1.3862970385164197,5.4042096985632435,2.6042622563943683,5.843486428908024,0.9516911423366088,0.6904928126906791,-5.128142737496123
-max val,0.2,0.9643335784347069,3.348896780450789,4.369124137459351,2.0209145125683663,1.3771611139782,5.3716039773202375,2.5653629906203004,5.817649323855991,0.9517001148469602,0.6902837278502628,-4.764246602058005
-max val ml,0.2,0.9639701257778077,3.3422354637856326,4.349677782376892,2.006587292366147,1.3762641313523525,5.369910476206155,2.5630435363813002,5.814711065439691,0.9517709703949793,0.6903223412846184,-4.7722438795456625
-lower bound,0.2,0.9617179932644594,3.3252636544001213,4.310550376056394,1.9799324132090346,1.3743533820230331,5.364419060786773,2.5521496378027075,5.797882537593242,0.9513633405997235,0.6898345832597284,-4.818620322996928
-higher bound,0.2,0.966890350056195,3.3731659130474236,4.430307444404177,2.063966585225094,1.3800108601244898,5.378672175236917,2.578424912946926,5.83753637442804,0.9520382578031463,0.6907354893269975,-4.709657179982905
-max val,2.0,0.9668449118824498,3.567778520448113,5.421724047876218,3.112631491437848,1.3876649254891604,5.413404399954661,2.6056277702559334,5.820949532639528,0.9511589171851895,0.6899151128350488,-5.778963793488558
-max val ml,2.0,0.9668194848787046,3.5732285291354677,5.448706408237346,3.1413240134014884,1.3881575438562759,5.414993501576808,2.607470932523289,5.822243474484937,0.9511768032200381,0.6899822454191983,-5.759998967742067
-lower bound,2.0,0.9644733311021403,3.5406590008225898,5.333481027814384,3.031159739479367,1.3850992650331801,5.4063159337612126,2.591560520813407,5.798393442335465,0.9508709174794852,0.6895286379658946,-5.964633274052616
-higher bound,2.0,0.9691304768614502,3.59532031415804,5.514620002695463,3.2001862607115203,1.3902530579289267,5.420972275238186,2.620868035852565,5.844989740875959,0.951455812330019,0.6903103654340894,-5.616122112776555
-max val,2.5,0.9673126973659695,3.6138708499104406,5.679398907777705,3.4286179142525546,1.3894895297284449,5.421818157417917,2.6136478672762284,5.819547766438465,0.9510495221958586,0.6898296295810509,-8.704045997557209
-max val ml,2.5,0.9674844954142531,3.6225295947889498,5.712961107266013,3.46208697991811,1.3905880792935787,5.423508594287633,2.614824617021418,5.819891454997586,0.9510338491831865,0.6898272068142592,-6.826163571809516
-lower bound,2.5,0.9650556569124088,3.588089533286926,5.595970587284543,3.346546629695206,1.3871622465490394,5.414781418733208,2.5990857023734417,5.796179918248126,0.9507645591501697,0.6894468799514728,-22.618028630989095
-higher bound,2.5,0.9695780236156317,3.641108726580984,5.777067498357999,3.5278077570300717,1.392029313731659,5.429553964555301,2.6298040465236756,5.845132690893926,0.9513360314527213,0.6902062792448501,-6.396507592509998
-max val,5.0,0.9663012029368813,3.8687274343706544,7.519636363228072,6.259125831208954,1.4003863363933378,5.478230761188601,2.6720582772785724,5.818327795092895,0.951038340662886,0.6901603741175453,-12.393602340900038
-max val ml,5.0,0.9662566354395568,3.8631794957181933,7.476640816836435,6.1798290256086625,1.4000345737616189,5.477221748011517,2.6715858395443184,5.820407352983962,0.9510365318992535,0.6901137032336933,-19.804256697321858
-lower bound,5.0,0.9637841008765442,3.8179063551733297,7.235238337652575,5.78739148701618,1.3976745151919787,5.465548697572707,2.634673897620475,5.743544680942213,0.9507187990176027,0.6897358739041429,-25.078606455520216
-higher bound,5.0,0.968893430343154,3.9186344043283796,7.802868602671884,6.728337731086961,1.403094182797932,5.491259772277359,2.7104798440697473,5.893439234557648,0.9513496315168359,0.6905678285848437,-7.922484826938696
-max val,0.4,0.9647499137687037,3.3779172062026204,4.492291784946986,2.1333980461025117,1.3787160461182428,5.3770159765316015,2.570445292023809,5.818398197540662,0.951615865771143,0.6902265315980686,-4.84296301327193
-max val ml,0.4,0.9653601563880189,3.3841319199646587,4.504797968235301,2.140600437907551,1.3786685891354538,5.376497682787579,2.5686978802171465,5.815601416984445,0.9515521005245562,0.6901841481900709,-4.848152629801824
-lower bound,0.4,0.9622170876022682,3.3534018237365415,4.429739721046567,2.087553868967342,1.3759233203765422,5.369940843034927,2.5570944152717456,5.798132262563427,0.9512912623457346,0.6898043017570018,-4.903157167372854
-higher bound,0.4,0.9673231260405566,3.4018914706332226,4.552489115286284,2.1770738846155027,1.3814085921989274,5.384127817112991,2.583963972862636,5.838818264079038,0.9519427533618185,0.690660913314787,-4.78672582989433
-max val,7.5,0.9665595123271464,3.900178076551066,7.689480818792948,6.411585333541165,1.4011269621552596,5.480100340302365,2.6583975793576884,5.742662022210201,0.9510016953265928,0.6901372683518726,-13.587598260737511
-max val ml,7.5,0.9665322084506867,3.894726229496043,7.683634663681814,6.392447495174053,1.40112121655091,5.481158048096736,2.6723970348831227,5.826360812308788,0.9510119337728662,0.6901163262490286,-27.783741081558347
-lower bound,7.5,0.9636521605102332,3.7903092882504827,6.737679869353499,3.9256469246950534,1.3980902937335082,5.4569159766358375,2.552432976959147,5.034858470409774,0.9506820987625526,0.6897212253207132,-26.6187931165423
-higher bound,7.5,0.9692519002825258,3.981530534611911,8.523294135580219,8.747813734561788,1.4039844788457894,5.504798864947328,2.7903188577944733,6.091728177654199,0.9513466605439356,0.6905810023590851,-7.864800905257432
-max val,10.0,0.9668249020867046,3.776334902880673,5.0579133868769155,9.045459902715228,1.3995521707363114,5.4555063346376285,2.6189113724676667,2.243702745701466,0.9509886561016327,0.6900667998589489,-15.42212839631204
-max val ml,10.0,0.9668504081275517,3.774180138109888,4.974963328258197,6.464681809610357,1.399395528152448,5.456161802928371,2.649033003786339,2.052400252048298,0.9509751059648939,0.6900743731933321,-19.106736398313323
-lower bound,10.0,0.9639350705151899,3.609580475092137,2.507788250843907,0.813534824061733,1.3962819320385422,5.41797712504591,2.190444482264853,1.0083861077121694,0.95064440178668,0.6896284061329049,-27.958975204223243
-higher bound,10.0,0.9696817767767849,3.918860054831392,6.98575759341921,20.41066651837397,1.4028272937223747,5.487503965603774,3.19933034360907,5.608092880784578,0.9513263580939341,0.6905134928717169,-8.071807649078334
-max val,12.0,0.9669573046770903,3.7234976886382167,3.4182574055889794,21.52589882051509,1.3991372477027741,5.44443582258954,2.6616622910705012,2.1702392961987242,0.9509754797666561,0.6900435059960609,-16.269801902388075
-max val ml,12.0,0.9674215404621958,3.6637456808758375,1.2623608622435536,29.401322139433823,1.3982375540976295,5.428157565507488,2.598910334945025,2.189669700358393,0.9509254234003504,0.6899746054899478,-21.658051308091828
-lower bound,12.0,0.9639951524315262,3.590005832288524,1.2769026314502883,3.730867357383322,1.396087640730362,5.407778853546999,1.868604242834384,1.0359591433730364,0.9506443267686573,0.6896094303604609,-28.323959547170674
-higher bound,12.0,0.9697879691656119,3.8791024264558427,6.539931700711656,29.1243358351278,1.4022080232194174,5.485004575624108,3.398036736680861,3.8230715223171057,0.9513194537605298,0.6904984990458638,-8.220143120672974
-max val,15.0,0.9673858632219046,3.587357498579115,2.08428340800202,14.18529712640375,1.397713069450562,5.416324128682121,3.2056604855881625,2.5676003894266373,0.9509477103942692,0.6899597859806876,-16.88003214909311
-max val ml,15.0,0.9668709052817273,3.551722721280438,2.76848439882031,29.975616744485173,1.3981080860682942,5.432296186427756,4.2395186616454925,1.242942781063906,0.9509999512362273,0.6900644200624138,-18.781531920868012
-lower bound,15.0,0.9641826419837181,3.405098848817154,0.35031592489133917,1.5959949112224865,1.3945533483547405,5.370563805332517,0.5294610427189567,0.47980989240977695,0.9506012839553513,0.6895143203032662,-28.119266794832992
-higher bound,15.0,0.9703449558739263,3.761343060978245,5.12070201808373,27.960800962814282,1.4010284421960986,5.469819988031045,5.383178219233207,5.811530819181176,0.9513123377149171,0.6904354482520978,-8.219499408610563
-max val,0.8,0.9653552936270373,3.429581809012064,4.728177438519223,2.361070740673056,1.3812861380858226,5.387322751624751,2.5806597699568368,5.820431195286009,0.951491033968282,0.6901425095329677,-5.017553840673607
-max val ml,0.8,0.9651725670455951,3.4271125880682196,4.720347617318963,2.3532439981122626,1.3809466889349233,5.387121148436265,2.5799877038906156,5.818658671172533,0.9515040601330496,0.6901518788023097,-5.027290865370453
-lower bound,0.8,0.9627588301080805,3.4050904588264865,4.661137352301939,2.308688777609446,1.378535069189848,5.380103119368915,2.5668367468394404,5.799224856842481,0.951179689638004,0.6897343652903615,-5.085523861855865
-higher bound,0.8,0.967796492659958,3.454362673074433,4.7960027445965165,2.4136475283518513,1.3840478473706146,5.394827573757364,2.594730921862533,5.841451973077494,0.9518254294775659,0.6905899865417,-4.950401911433762
-max val,18.0,0.9672133607052029,3.323937031338513,10.262769792306843,16.230575689283203,1.396342825919028,5.390391085770618,5.1103423439144,2.94243381540706,0.9509732300028528,0.6899536798564805,-18.71914372449458
-max val ml,18.0,0.9670620871882524,3.1550493593700333,14.212086582664579,19.894836457405816,1.3952354875187545,5.374445485333882,5.179598112561219,1.9059362981715886,0.9509932455783594,0.6899281922250021,-15.773897951400176
-lower bound,18.0,0.9637019662713124,2.9354110735134413,1.8068121173299594,1.7336544986289326,1.392466017683496,5.289453190345662,1.0209710098556717,0.3186499244844802,0.95058690063011,0.6894511828883279,-28.710254705064255
-higher bound,18.0,0.9705274828691903,3.6629078060293745,21.466157015753403,27.97481640577149,1.4000393168621967,5.482403417342444,5.937088232119119,5.878592598415696,0.9513746539627514,0.6904761464831225,-8.51021034034952
-max val,20.0,0.9669272804701416,3.1675652991128715,19.15713398553011,15.584756881097096,1.3956988994620227,5.3854359452157965,5.052232972566048,2.953771241106679,0.9510112949881229,0.6899820699921536,-17.289262098174696
-max val ml,20.0,0.9676741298623762,2.934332978861155,28.256385902202716,1.5727036793148352,1.3943574893697852,5.310639133672719,5.331311872254914,4.860349339143189,0.9509359703622751,0.689830644944463,-18.183181555421974
-lower bound,20.0,0.9635162142227454,2.839773139312728,3.172940681245412,1.9651670238799526,1.392072267359604,5.258305777044436,1.1571938354441902,0.45629513815906086,0.9506033107129097,0.6894522515952715,-28.29063882227867
-higher bound,20.0,0.9705050470976031,3.60835732125667,28.734362588454072,27.916232459757403,1.3994190302884393,5.503989323923132,5.904141047159292,5.749521311898825,0.9513933066956053,0.69048472471855,-8.146872978175125
-max val,1.2,0.9657513715624011,3.478022345859254,4.961155025197295,2.5995012109351556,1.3835894412788607,5.396707388783147,2.589768691592478,5.821031301601979,0.9513903966627542,0.6900865336435632,-5.211240998418557
-max val ml,1.2,0.9660504205595004,3.4779682569987593,4.952736645014642,2.5903675200372533,1.3831355489295656,5.394341355727046,2.5850004453559103,5.814174556600593,0.9513654808524066,0.6900505214916195,-5.230896437483061
-lower bound,1.2,0.9634193764547676,3.452490421372648,4.887729151655547,2.5397965742677453,1.3808966751784477,5.389419738238303,2.57547415525313,5.799305360203665,0.9510699609337063,0.6896543823095477,-5.299854701416443
-higher bound,1.2,0.9682710559419028,3.503481342408575,5.037247960546794,2.662747955167583,1.3862640446339125,5.404110899420711,2.603890453033011,5.842952953052751,0.9516895909086092,0.6904790033134195,-5.127680757740055
-max val,2.0,0.9667989393844016,3.568824849037095,5.425970825091171,3.1170917970059313,1.3878180224120549,5.4136863162324955,2.606173730431884,5.821582858535526,0.9511653349718254,0.6899261820253609,-5.7686425043541405
-max val ml,2.0,0.9669379776308249,3.5717178696493024,5.43344327556171,3.1231314314769083,1.388212388780038,5.4135779252541605,2.6043593712341377,5.817303003068046,0.9511715949759612,0.6899065726094107,-5.757500823777892
-lower bound,2.0,0.9643938794892521,3.541464445418239,5.3361023538130405,3.0333204514229957,1.385159766769826,5.40610882943674,2.5910218945342995,5.797872073386954,0.9508691326396188,0.6895299425129024,-5.95896684991386
-higher bound,2.0,0.969221054702545,3.595530910294474,5.516368696814841,3.202993883082493,1.3902858092729056,5.4215330240973385,2.621453523206684,5.845036313376156,0.9514708131978378,0.6903367708730617,-5.61107262926631
-max val,2.5,0.9671336690849239,3.614194002588618,5.686114720275789,3.4366759150689,1.3897461540982623,5.422865574492201,2.6154751822754734,5.822058203975286,0.9510663124879599,0.6898582066523242,-7.484645385470756
-max val ml,2.5,0.9673814615779757,3.618899033801964,5.698776754214293,3.448359647807095,1.3900137780495263,5.422063471859435,2.6125130828666387,5.816494842783118,0.9510509070172264,0.6898678685079322,-6.797880879726851
-lower bound,2.5,0.9649182614768224,3.588114227489153,5.596458987960699,3.3473339028161666,1.3872722879932249,5.415347055286941,2.5995696764691565,5.7967770811334765,0.9507721122452817,0.6894617985204681,-11.728126866015465
-higher bound,2.5,0.9695110610179625,3.642284602835524,5.786475097305097,3.538561497472331,1.3921493320213076,5.430280747542287,2.6307178545654413,5.846177701147892,0.9513449843994657,0.6902302613275678,-6.309841036049644
-max val,5.0,0.9664256667440719,3.87198958205098,7.54040680370785,6.286624960298836,1.4004500543662866,5.478720628815332,2.672027987988888,5.817269999968837,0.9510189873001678,0.690143130742509,-11.25777471183423
-max val ml,5.0,0.9662347925894327,3.8621504507594184,7.50365985061764,6.254563241238247,1.4001117153056393,5.479162415174047,2.6785264704248357,5.832543476137294,0.9510386690899264,0.6901687789900328,-28.631812017866384
-lower bound,5.0,0.9638536504575632,3.8198828712350767,7.242481609170639,5.798315620799314,1.3977523621507644,5.465118133839708,2.6335393231083275,5.742817554560389,0.950696252186388,0.689721027959801,-22.914727600077505
-higher bound,5.0,0.9690709117739762,3.920803547174323,7.818253850552224,6.745875688685993,1.4031645902470937,5.491513292512405,2.7111787050813474,5.895436408831451,0.9513330496589181,0.6905531574897633,-7.762776875881606
-max val,7.5,0.966354948560455,3.8948154396674504,7.709758552758459,6.49426993040886,1.4012075542758193,5.4822405403541445,2.6700471261254886,5.797676392282018,0.9510223955706549,0.6901648252842054,-11.252713152475405
-max val ml,7.5,0.9665691420300375,3.9054887090204016,7.81436491445937,6.72830688680524,1.4015108601782464,5.483349640959534,2.6705249568900773,5.79245877264728,0.9509974665371164,0.6901412745779261,-9.63007926966415
-lower bound,7.5,0.9637319902933055,3.806234844197687,6.798180035136036,4.013197789135444,1.3983562435339125,5.459161172139506,2.564447625582486,5.431935548882234,0.9506912530329699,0.6897308322861864,-26.83287637479616
-higher bound,7.5,0.9691317289331798,3.982660906731047,8.581693686776562,8.91884436284286,1.4040512478561102,5.504764789173989,2.773303368392275,6.128980754084496,0.9513396930042881,0.6905758993805042,-7.636116137072651
-max val,10.0,0.9667588891618867,3.7634911103929647,4.707472158858841,10.341583757969602,1.3994850388755211,5.454976911427642,2.6429520536748834,2.1434499069669615,0.9509939229429694,0.6900740758408962,-14.487032273026045
-max val ml,10.0,0.9662663472346655,3.733514844919846,4.336121620847677,9.839032500740725,1.3991967667262117,5.457572257196861,2.716282063534461,2.03738097926772,0.9510586011892603,0.690163330365997,-17.043305101320215
-lower bound,10.0,0.963799208405175,3.598988628076181,2.2343775251449434,1.3888700457051577,1.396179600889436,5.415493682804116,2.137829690992017,0.9588474275869062,0.9506627739431794,0.6896389497144326,-27.840528301588293
-higher bound,10.0,0.9696044769413636,3.9119146988533195,6.973859986076964,21.496672278106892,1.4025161052949644,5.486717029202696,3.228861945712561,4.944430583176907,0.9513453643148815,0.6905336437465368,-7.918007544317177
-max val,12.0,0.9668069406074393,3.722383984451462,3.3832170414439755,21.51641329388155,1.3991962739697459,5.444861953222639,2.663329349263657,2.1565238832572544,0.9509918790290746,0.6900661689902301,-17.088679753831254
-max val ml,12.0,0.9666950851507855,3.6543716403842805,1.82318943971695,29.478621285354283,1.3984232118252593,5.441374679545599,3.178898205855037,1.9742514441435504,0.9509997215433119,0.6900255595679262,-16.667748091068365
-lower bound,12.0,0.9639962748314232,3.590037659832469,1.3147736783918078,4.68787046649164,1.3961787964477206,5.409180676373566,1.894918363441955,1.1469053981294766,0.9506394034414105,0.6896124982594315,-28.26263496106652
-higher bound,12.0,0.969784802287294,3.8713551618124615,6.30538516555862,29.21497760371768,1.402313666052454,5.482673415232187,3.416855168980657,3.578750980397435,0.9513271831850817,0.690501128876911,-8.339291565391996
-max val,15.0,0.9670703947129737,3.580028062543374,2.1453255008419414,13.72894440988051,1.3977939600681992,5.4205734119349085,3.4570263444362013,2.6467015032634937,0.9509755974814238,0.6900043227467304,-18.297199592389237
-max val ml,15.0,0.9667116795598517,3.51562791574907,2.5422572325561625,28.21857054219512,1.397672894378312,5.421402370827953,4.69753937669395,1.5460813781016935,0.9510177809234981,0.6900294406431462,-25.482796210695
-lower bound,15.0,0.9639999133646386,3.4023919301955434,0.3225323562741686,1.8110925755641416,1.3944673054045051,5.374996319909213,0.8257051424952373,0.4854729622534016,0.9506189207913947,0.6895348994982522,-28.33620069523547
-higher bound,15.0,0.9701550445131926,3.7563754379147385,5.102404860511614,28.117879067127454,1.4010284004618145,5.47250875016301,5.7239737937837525,5.740687073972134,0.9513361650773884,0.6904797033259426,-8.429066989067827
-max val,18.0,0.9670216955947113,3.2855756027913183,11.239009425109666,15.81984587279753,1.3960208409417114,5.389951991119887,5.118829595741766,3.2198561684390556,0.9510027425172269,0.6899794600296744,-17.961980463567667
-max val ml,18.0,0.9663897833054091,3.1722789311273125,12.913396258423143,8.540229769742664,1.3958369372897539,5.391093904474166,5.146792530645788,1.7602703159491973,0.9510577630377903,0.6900607061804472,-12.773150154394585
-lower bound,18.0,0.9636440798711523,2.8953426889930256,1.9845007649117505,1.9887561285328361,1.3922640371483506,5.2856541525832235,1.278582728675298,0.5040709696269711,0.9505836555436031,0.6894331419392644,-28.47084219920355
-higher bound,18.0,0.9706839499650904,3.6526489092397187,22.090214469355136,28.253330435489627,1.3998394378450925,5.480348000079692,5.943452718116228,5.949221048638471,0.9513897631798596,0.6904782723376246,-8.341290841788627
-max val,20.0,0.9670381562884349,3.1718862302966957,18.390856867481514,14.032374439234129,1.3957717656347073,5.384034115646174,5.049807984012281,3.1530665229785795,0.9509950789634756,0.6899734290838928,-18.355726585948712
-max val ml,20.0,0.9677121682873235,2.9233075106221817,28.669901788641603,13.313077547733892,1.394615919113102,5.315842998398534,5.307729495970674,3.4668640777682107,0.9509316138050949,0.68983832405584,-26.140660285379166
-lower bound,20.0,0.9634838591549035,2.825922145067941,3.08663186215136,2.0014375217327873,1.3920221957647607,5.264469967365206,1.2984983904109364,0.3819909802437772,0.9506074799829416,0.6894500126206944,-28.47031603421827
-higher bound,20.0,0.9705316676782071,3.6091337983255354,28.669602198498424,27.83158461970355,1.3995085372183214,5.4953382214838475,5.8976349411424875,5.885137781694633,0.9514091457321208,0.6904961804241191,-8.26309014087365
+max val,0.0,0.9638050060504596,3.306259240715403,4.190503449508882,1.8634893278477853,1.374946180475723,5.363110030176641,2.557064856228585,5.815916428328881,0.9518064163251401,0.6903566829830934,-4.650502071650763
+max val ml,0.0,0.9637945384572977,3.304972346116283,4.188879143864184,1.8631431750729408,1.3752599201901823,5.363727931794276,2.558168978457528,5.817119664939688,0.9518025914182766,0.6903697777279613,-4.652180748864719
+lower bound,0.0,0.9611654408003822,3.2832379181140796,4.135555610722698,1.8264941966313364,1.372045477284664,5.355897440719939,2.5438040068577643,5.796219392245506,0.9514587083222954,0.6898923991502938,-4.700945893861984
+higher bound,0.0,0.9664950938383738,3.3296217402256514,4.247247801320881,1.9017132814011188,1.3778722073233467,5.370451535185987,2.5706718387554877,5.836163416450129,0.9521452475115073,0.6908015869394516,-4.602481064164099
+max val,0.2,0.9644457665089493,3.349948704094919,4.370713088274291,2.0216974265284686,1.3772329439327964,5.371430265381002,2.564895741054308,5.817007263236034,0.9516774962266512,0.6902671578906712,-4.762377916079437
+max val ml,0.2,0.9645858288586655,3.349075695788087,4.365149128636359,2.0176143122031958,1.3770107423745086,5.370446400854378,2.5637650731842734,5.81606728434125,0.951673324002156,0.6902582632957832,-4.769160343050803
+lower bound,0.2,0.9618177371824818,3.3254444316091947,4.310097210896,1.9794446270738995,1.3743964403204345,5.364239499363013,2.551452530901811,5.796722141773764,0.9513523268032817,0.6898252227066184,-4.816797102200702
+higher bound,0.2,0.9670258831121494,3.3736204555284517,4.429934387420215,2.064122873948127,1.3800744886496725,5.3787138732523605,2.578482022379885,5.837633486438371,0.9520210351960396,0.6907182036878231,-4.708980732226689
+max val,0.4,0.9646900946087449,3.377551308817358,4.4909594612544845,2.132127437859984,1.3786854003540105,5.376981764032834,2.5703637251970237,5.818275560775721,0.9516293234575703,0.6902428235177268,-4.844630247974461
+max val ml,0.4,0.964671683327744,3.374422268103761,4.481144067702873,2.1252214027057983,1.378222043285473,5.376270396140064,2.569670674970684,5.817858263782511,0.9516448051258799,0.690282606565862,-4.84077404794435
+lower bound,0.4,0.9621370050767468,3.3529713383058195,4.4275238449583885,2.086046734634146,1.37583928450778,5.369674891052007,2.556991399743956,5.798189773493529,0.9512972397736728,0.689803438190546,-4.902613451461487
+higher bound,0.4,0.9672606257910314,3.4013457162347907,4.553666300288925,2.177937892928722,1.3814993259381223,5.384272554009278,2.584041054286471,5.838898320425689,0.9519538575795972,0.6906772010877866,-4.78737624185819
+max val,0.8,0.9652581980181953,3.429472592421269,4.72868982686117,2.361549473377181,1.3812466852059306,5.387391868083456,2.580605805859225,5.820120435287052,0.9514978798620128,0.6901590156860181,-5.015366850185693
+max val ml,0.8,0.9653423514803257,3.433390962246108,4.736320511530599,2.365078364843363,1.3820602769980581,5.387999150713558,2.5805441253409516,5.819558799235364,0.9514769927966982,0.6901892341261426,-5.021466920461428
+lower bound,0.8,0.9628230872979948,3.4052048356122646,4.6622007391558835,2.3097671874572163,1.378457944474604,5.3799669306870435,2.566669126640191,5.799318832187367,0.9511697670214179,0.6897153684280904,-5.089225385836549
+higher bound,0.8,0.9678227232669845,3.4536977587584357,4.795994751277249,2.413670077749745,1.3840025009521941,5.394744863554161,2.594589539103241,5.841212312286177,0.9518120814701307,0.69057695464545,-4.947447864203376
+max val,1.2,0.9658454894344155,3.478606312953175,4.963177212671031,2.6017845390107386,1.3836458038127801,5.396865043076685,2.5899732759597454,5.821327259039709,0.9513771926353807,0.6900718868468884,-5.210699933733018
+max val ml,1.2,0.9660626499523446,3.478540169500019,4.956339262776349,2.593510491945852,1.3838233913942273,5.396212464165353,2.58889867812365,5.820334638049265,0.9513530699956205,0.6900136294382615,-5.2190224880174405
+lower bound,1.2,0.9633984914354029,3.4536666931605344,4.8901120314075595,2.541335417337388,1.3809766461583497,5.389392085191963,2.575800648130977,5.799758703866052,0.9510706012753497,0.689663248959976,-5.299360635470961
+higher bound,1.2,0.9682584343378371,3.503883739288246,5.038089611709161,2.6638628905087676,1.3863639773452567,5.404139947890646,2.6041640089172096,5.843321210608275,0.9516927580359458,0.6904926370222988,-5.128235356040641
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_3.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_3.csv
index 9c4a011ae6c2d9f17f860c0f393748d04fbc3854..40f69ef49e4ae3af7491b12b15d036aa9b18b54e 100644
--- a/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_3.csv
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax3_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_3.csv
@@ -1,41 +1,6 @@
 n,id,t_shift,dlogz,dlogz_err
-3,305,0.0,-23.237164774415838,0.09087258044931923
-3.0,305.0,0.0,6652.40705612386,0.19090257665384036
-3.0,305.0,0.0,-68950.32634290072,0.19526040375873802
-3.0,305.0,0.0,-68951.05523189939,0.13879574731716712
-3.0,305.0,0.0,-68951.17101294095,0.19625787350230584
-3.0,305.0,0.2,-68615.69965457838,0.19649919398686455
-3.0,305.0,0.4,-68395.76075300573,0.1960212649417687
-3.0,305.0,0.8,-67966.75039709208,0.19657566376274932
-3.0,305.0,1.2,-67550.04437736994,0.1958856953873787
-3.0,305.0,2.0,-66756.18629231755,0.19489642672701282
-3.0,305.0,0.0,-68951.13906653314,0.196231333028297
-3.0,305.0,0.0,-68951.28515651128,0.19642456564365382
-3.0,305.0,10.0,-60187.32770511915,0.16186419814884095
-3.0,305.0,0.2,-68615.74472580549,0.19644472618320533
-3.0,305.0,0.4,-68396.1838079262,0.19657782845137495
-3.0,305.0,0.0,-68951.81354238243,0.19720917533192864
-3.0,305.0,0.8,-67966.89075549423,0.19688590574284495
-3.0,305.0,1.2,-67550.61254102194,0.19654489288024968
-3.0,305.0,0.2,-68615.87521697974,0.1966783778827382
-3.0,305.0,2.0,-66756.31915718547,0.19510863481133398
-3.0,305.0,2.5,-66283.92271638228,0.19362803715286653
-3.0,305.0,5.0,-64194.12709102574,0.18371702280685062
-3.0,305.0,0.4,-68396.03453614654,0.19644844389412577
-3.0,305.0,7.5,-62197.233609765,0.1733002715389161
-3.0,305.0,10.0,-60187.38509879318,0.16189594725363313
-3.0,305.0,12.0,-58579.20543412226,0.1573996821602957
-3.0,305.0,15.0,-56166.711220423254,0.14963545653534474
-3.0,305.0,0.8,-67966.83614168759,0.19674670827344667
-3.0,305.0,18.0,-53760.59523730346,0.14549182555829965
-3.0,305.0,20.0,-52161.80270086863,0.1428741797236005
-3.0,305.0,1.2,-67550.51155463139,0.19636466773194586
-3.0,305.0,2.0,-66756.57271633725,0.19540558975541
-3.0,305.0,2.5,-66284.4902250932,0.1941435723590576
-3.0,305.0,5.0,-64194.066405391204,0.18354578966745427
-3.0,305.0,7.5,-62196.39373600496,0.17227471347346696
-3.0,305.0,10.0,-60187.041631026106,0.16136282986569886
-3.0,305.0,12.0,-58578.91720633833,0.1570553996083349
-3.0,305.0,15.0,-56166.466117112504,0.149266942161034
-3.0,305.0,18.0,-53760.48807191091,0.14530709109125542
-3.0,305.0,20.0,-52161.9268031995,0.14303700079223589
+3,305,0.0,-68951.09875263304,0.1963043451544921
+3.0,305.0,0.2,-68616.41148301038,0.19729606377017347
+3.0,305.0,0.4,-68396.54303057845,0.19703558924482542
+3.0,305.0,0.8,-67966.60030868772,0.19634736959860977
+3.0,305.0,1.2,-67550.46727624717,0.19624118511240315
diff --git a/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 b/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
index 834c8ec57ab55543665dbdd0cd6a726ff87bd7cd..f0e7a2f70915241ac8246b59a9ab29e8519f3775 100644
--- a/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
+++ b/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
@@ -1,25 +1,41 @@
 ,tshift,$A_0$,$A_1$,$A_2$,$A_3$,$A_4$,$A_5$,$A_6$,$\phi_0$,$\phi_1$,$\phi_2$,$\phi_3$,$\phi_4$,$\phi_5$,$\phi_6$,mass,spin,noise
-max val,0.0,0.9614322323752356,3.4595410879611386,5.273639695478327,3.645921936581215,1.2733960477629123,0.0853036132011236,0.43423208405018987,1.3860386046376871,5.440426615454388,2.751236547479181,0.008728482833382803,4.043702300423334,0.302747555557977,2.0805697556561924,0.9518135753177528,0.6907106487118089,-5.538255755181723
-max val ml,0.0,0.9619374406132588,3.479983472333001,5.428907873771058,4.017883448234202,1.4476357579938346,0.07915803988405586,0.3706471888012623,1.3874439559620773,5.44624562130402,2.7630558051780105,0.005284023901408597,3.871689027585969,0.5306932592130326,1.9442553700854042,0.9516648125168591,0.6905600882827909,-5.606107534234198
-lower bound,0.0,0.9594991996544859,3.4391453766173807,5.180081099730311,3.4611654394571127,1.1679436568784356,0.008373506432827235,0.4032235400053231,1.3837597512955582,5.433610904956085,2.739763353620034,0.0011679743191579071,3.974825889249655,0.16148095496304582,1.9706555277877464,0.9515653872266677,0.6903697531297177,-5.642258629440676
-higher bound,0.0,0.9634008660843392,3.4800665646804276,5.361991943432025,3.797315462629195,1.397873413917167,0.17970261194816264,0.46833499301849196,1.3883607184543771,5.4472120126029395,2.7622536115085583,0.027792220000442847,4.159443432317039,0.43510241668044203,2.1532396459181435,0.9520626652601051,0.6910418780070993,-5.438611304927701
-max val,0.0,0.9658650163490123,3.5243446777804945,5.305933895869592,3.132302711071279,0.015215498698458702,0.010506620739650493,0.44782924968590454,1.385544302637352,5.410045637034793,2.6150619836601403,5.846818537988275,0.2335174038460286,5.981551383559875,2.635303926974432,0.9513259579857005,0.6900604134178772,-5.482114586839909
-max val ml,0.0,0.9659705453983727,3.5261895632752958,5.310136390900128,3.146620616774107,0.0025906171549692414,0.0009163944602944331,0.43648965065824386,1.385374624995833,5.4086337963875915,2.6122404312298717,5.845044908157531,0.0016969446928987737,6.1184418279746415,2.6151549962494425,0.9513118213316183,0.6900522839551408,-5.523283404316189
-lower bound,0.0,0.9637263758427033,3.501080386376416,5.233060744309816,3.0591837380313356,0.001819011988636873,0.001252528904261979,0.427741747797799,1.3832393077205145,5.403854268585528,2.6027102031110285,5.825583455777437,0.03670189450300592,5.671728139695991,2.5978413903540893,0.9510634079268914,0.6897194979828745,-5.569283954824211
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-max val ml,0.2,0.9691292298374574,3.7244317949613386,6.671422334126671,6.453207288811585,3.37324250555098,0.974463643812043,0.005867358949273998,1.390241897793291,5.421731383570936,2.574464941271466,5.628230699329819,2.055236683187839,4.51787014629075,3.736600643020732,0.9508118220332327,0.6895412819224955,-6.501621752040052
-lower bound,0.2,0.968436946615145,3.7235528034761893,6.589223789405313,6.212511637086705,3.29811539349699,1.0281692559321,0.0010610690552525033,1.389052457197585,5.408589686249039,2.527366599551689,5.5066003284026115,1.7973507658958214,4.230664983213155,3.3897354773397907,0.9504352070493713,0.6890991514219915,-6.418594404164786
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-max val ml,0.4,0.9679708335140644,3.658695168033602,5.57994347465429,0.924161035834678,11.060013055843552,13.34683877546324,4.879460993485187,1.3910127795654956,5.4253464789760395,2.58215516576007,4.626435550620173,5.84885996628732,2.5390434497290713,5.5271638232404605,0.9509678619367028,0.68973484138169,-7.500979295250524
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-max val ml,0.8,0.9671812187331004,3.5468733412205595,3.9840056812924747,7.9525923714749345,30.23902617877668,33.19220040592704,12.398955258069186,1.3905794711227424,5.415071109211862,2.5451218878769843,2.7229719190644515,5.70310572086869,2.4191215301661315,5.424063668536397,0.9510331061317283,0.6898729132465125,-7.5200842850685845
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-max val ml,0.0,0.9669549239121827,3.8245527660922907,7.723338764168088,9.191763003267841,5.863057838758248,1.8071208995675694,0.5038558748243659,1.398549545985149,5.476553833876249,2.7076231452801713,5.8868733208410635,2.5181819629894275,4.924285525531975,0.5355890365981074,0.950992664065968,0.6900349885559466,-7.69506912834073
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+max val ml,2.5,0.9700264223137336,3.567228342579235,3.480244494411605,10.540670269226203,24.97366951569551,10.754178675653748,8.32415561135999,1.3907207669388382,5.376056794429958,2.233336626932742,2.858545022671868,5.668711570763274,2.0302096678554347,2.7329365078523606,0.950811438651262,0.6895914861748182,-6.865854886992196
+lower bound,2.5,0.9668994092431686,3.46845236252809,2.6985351970109055,12.03172732808613,25.949901960247697,7.411358091346984,11.072707734466624,1.386344608216491,5.362786758658461,2.116139775130025,2.7595898061689152,5.608661437526319,1.7889739337100958,2.5599837863403034,0.9506713711039179,0.6893113291172639,-6.381881661463154
+higher bound,2.5,0.9709001886208626,3.534197192243095,3.1030171176398214,13.363882889215084,28.21782526543919,10.024328686237082,13.155229101702457,1.391001058224749,5.37823463919047,2.2013015557371447,2.8500074775743123,5.695381300181181,1.9480509825511452,2.6844009641176254,0.9511574525985489,0.6899517577384309,-5.889875710323839
+max val,5.0,0.9643481585717715,3.768575284161004,6.276089898180065,2.2175597186705156,24.063865641544822,43.28180333393697,60.40580163021389,1.3995070126055194,5.486741913295834,2.724593573750246,3.1047069558783225,0.05296805778958581,4.1005652692002075,1.6404514895638584,0.9512452239554636,0.6904001799867131,-6.563807922330319
+max val ml,5.0,0.9648486041640068,3.8092728107445444,6.45704080425698,2.176867323872764,24.77097810682021,46.486720760029904,61.253037857994855,1.4004669866834656,5.4820161048700164,2.6792483622777445,3.3690810687917474,0.02369081554216889,3.9471844293615037,1.4038678546377563,0.9511842332649487,0.6903626411433843,-7.530881757374846
+lower bound,5.0,0.9620887562716612,3.7174019797321805,5.874599794842429,1.2402254811507942,21.505293402045517,38.49755820184453,52.57017079323339,1.3971409887320463,5.475313860406307,2.678480549531674,2.778417636110448,0.006769065145527197,3.9734340343999768,1.444749566766557,0.950975703245827,0.6900444247053317,-7.101722011902524
+higher bound,5.0,0.9664388557161198,3.8123178880825743,6.533667907641504,3.23847814847432,26.477316827657653,47.37656950324667,65.06489668163796,1.4019026243337438,5.499256319096705,2.775691690019419,3.3424731830579772,0.1541403748643151,4.275227715983036,1.8813150511820742,0.9515220199879963,0.6907653475914807,-6.224814248933325
+max val,7.5,0.9663181696444552,3.8955769025802938,7.263760756318821,2.783897434285183,10.952784679006006,26.553500919113134,25.36618768603639,1.4011797419354768,5.4731975657513265,2.597051982284097,5.167087504708649,4.988462614935392,0.4686237492127026,2.6458299342220863,0.9510450623333302,0.6901930515139594,-6.424954258648846
+max val ml,7.5,0.9657733147403752,3.847364296636803,6.708108168498239,1.008559873022717,11.227689988194337,17.768763183401152,30.764187660975,1.4000018457451053,5.471001190806386,2.6132899206172735,4.2543699427301,5.490621718018826,0.24211846860299835,3.2185576186191374,0.9511173690039787,0.6902201467834677,-7.209794631311691
+lower bound,7.5,0.9638926329889734,3.8261884452908657,6.652323925912463,0.43482028703981257,2.466746870203615,4.546258664743226,3.8096090310402104,1.3986064405378187,5.4517098893787415,2.450236115133854,4.019839647125492,3.9897744868865637,0.056640579017488236,0.5638105215717846,0.9507600230418038,0.6898220244977836,-6.805936057973729
+higher bound,7.5,0.9686790637773166,3.9632309730482005,8.064038472941183,7.744082718951203,24.105158482247415,61.049268209757344,70.04820814694307,1.4038242752010608,5.492723583539099,2.6881381363950005,5.7720085105553025,5.690562043196591,2.0266359648115233,4.635677368595427,0.9513341223358094,0.6905731854126348,-6.149408421164111
+max val,10.0,0.966902320113118,3.7650312158984405,4.6716093206353655,11.642941605275901,20.227838089641356,60.08865700564203,63.20003705468119,1.3993725158500359,5.448330853508725,2.594615117882693,2.359382239320189,3.620074300168262,2.220548779942626,2.8697146785712566,0.9509762614739463,0.6900606562366052,-7.0970483076255775
+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
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax6_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_6.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax6_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_6.csv
index 68f5e2d95b57e7338adf00bf76c54a44e8c8db74..fb5f78a0d4c68a7835ce7b7f850146f7b07bc2b5 100644
--- a/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax6_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_6.csv
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-m-af-nmax6_True__fitnoise_True/summary305_w-tau-fixed-m-af_nmax_6.csv
@@ -1,7 +1,11 @@
 n,id,t_shift,dlogz,dlogz_err
-6,305,0.0,-68571.3747771472,0.20828753226977714
-6.0,305.0,0.0,-68536.55624373596,0.2450588231314259
-6.0,305.0,0.2,-68165.1825183243,0.2759113787670991
-6.0,305.0,0.4,-67931.13349687059,0.27839457327992717
-6.0,305.0,0.8,-67648.93316559169,0.2833011150248104
-6.0,305.0,0.0,-68254.07306444975,0.2740682036690089
+6,305,0.0,-68468.80421440631,0.2975622458086638
+6.0,305.0,0.2,-68105.69409218559,0.2813094881716795
+6.0,305.0,0.4,-67884.79957087911,0.2756589555557085
+6.0,305.0,0.8,-67772.51022362588,0.27845639634656416
+6.0,305.0,1.2,-67353.37094810375,0.28008432029546504
+6.0,305.0,2.0,-66699.57311424716,0.3023055380108593
+6.0,305.0,2.5,-66380.60508059396,0.272775875187003
+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
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax0_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_0.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax0_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..282820bcdc220e9357bcef598b7f92b4e0d7b4e7
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax0_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_0.csv
@@ -0,0 +1,85 @@
+,tshift,$A_0$,$\phi_0$,noise
+max val,0.0,0.8646399709118386,1.3135359479369022,-1.451143526594377
+max val ml,0.0,0.8646876265162687,1.313573973595475,-1.4517580504527317
+lower bound,0.0,0.8535340175418511,1.3009077439213104,-1.4807109093380078
+higher bound,0.0,0.875648698194635,1.3264965002764761,-1.4206133518847892
+max val,10.0,0.9386255311381146,1.3727734067804045,-2.550077928512863
+max val ml,10.0,0.9385966012264992,1.372809911501674,-2.550673310119759
+lower bound,10.0,0.9343086479120365,1.3681914491905123,-2.5795534805840035
+higher bound,10.0,0.9428167505903384,1.3773673837321654,-2.5198350702964625
+max val,0.2,0.8678921122177425,1.3149564467263852,-1.4750326180966447
+max val ml,0.2,0.8678277608729564,1.315193875536744,-1.4758786144290355
+lower bound,0.2,0.8568678059848149,1.3026386353214463,-1.5052114516472237
+higher bound,0.2,0.8787980411819918,1.3276484428476936,-1.4444996901713445
+max val,0.2,0.8679313353806682,1.3152646866985767,-1.475180780950108
+max val ml,0.2,0.8681379358296708,1.3151925495554355,-1.4764533651173792
+lower bound,0.2,0.8568977244556595,1.3025780228650878,-1.5046563357543228
+higher bound,0.2,0.8787022797722863,1.3277845248598297,-1.4441386585119353
+max val,0.4,0.8699036246158206,1.3163008135336451,-1.4917619498689625
+max val ml,0.4,0.8701319385931613,1.3161476311355582,-1.492648621025058
+lower bound,0.4,0.8592484556496044,1.3038681793194242,-1.5220357279170074
+higher bound,0.4,0.8807526962610936,1.3286557364960536,-1.4614705242718031
+max val,0.4,0.8698944152442426,1.3163139317727155,-1.49159359499712
+max val ml,0.4,0.8701562523067286,1.3161334729788554,-1.4925809866884343
+lower bound,0.4,0.8590961445767542,1.3036416524754468,-1.5214649647533953
+higher bound,0.4,0.8806569531652331,1.3287413640489698,-1.460554043449065
+max val,0.8,0.8742193723654952,1.318176473456626,-1.525677198008676
+max val ml,0.8,0.874319051948213,1.3183976905060952,-1.5262700111572514
+lower bound,0.8,0.8636923650901035,1.3060895707970979,-1.5555621770422512
+higher bound,0.8,0.8847932718043394,1.3301320539139714,-1.4948454659787735
+max val,0.0,0.8647427102910674,1.3138572284038161,-1.4510808618196336
+max val ml,0.0,0.8647036244225721,1.313562758800486,-1.4513949766853464
+lower bound,0.0,0.8536669961241893,1.3006593696809996,-1.4806684619090902
+higher bound,0.0,0.8758168008983029,1.326527535515626,-1.4205915957749764
+max val,0.2,0.8679940208240129,1.315209794323175,-1.4750199693784936
+max val ml,0.2,0.868013955026469,1.3152396318622968,-1.4761965273666746
+lower bound,0.2,0.8568533520473149,1.3027035938259848,-1.5051703250871853
+higher bound,0.2,0.8789222022722061,1.3274683542132555,-1.4449205856327936
+max val,0.4,0.8700422481634595,1.3161653992198958,-1.491874206438446
+max val ml,0.4,0.870021695202404,1.3162423376191228,-1.4923156125355952
+lower bound,0.4,0.859331357154955,1.3038132849111734,-1.5215676744252669
+higher bound,0.4,0.8809519462151306,1.3284199945785784,-1.461024327194707
+max val,0.8,0.874077441124629,1.3182909217255296,-1.525504729162364
+max val ml,0.8,0.8741971097245889,1.3183516027814843,-1.5262749911447386
+lower bound,0.8,0.8636931305537655,1.3064265440317269,-1.5558210581727785
+higher bound,0.8,0.884568380596979,1.3302886078606035,-1.4955052825845812
+max val,1.2,0.8782262196084258,1.3203122638312912,-1.5600649134050908
+max val ml,1.2,0.8782607862263953,1.3202796219872257,-1.5610390401566079
+lower bound,1.2,0.8678911390333419,1.3084538841146836,-1.590211988548809
+higher bound,1.2,0.8884052958707156,1.3317779149385165,-1.529106769060102
+max val,2.0,0.8861482377619276,1.3250722047426695,-1.632493304413451
+max val ml,2.0,0.8862015661824423,1.3250061244218003,-1.63334139836725
+lower bound,2.0,0.8765329116125596,1.3142128484653142,-1.6622409368667874
+higher bound,2.0,0.895762240219204,1.335939029788276,-1.602521671938657
+max val,2.5,0.8907220636971089,1.3278375091122483,-1.6798288153218497
+max val ml,2.5,0.890885757944536,1.3277703341383826,-1.6806881736097736
+lower bound,2.5,0.8814056057692891,1.317358096430914,-1.7094032304139795
+higher bound,2.5,0.9001821485656105,1.338407762398542,-1.6498318739950122
+max val,5.0,0.9115814903932832,1.3435582754028408,-1.9363909266772552
+max val ml,5.0,0.9115804670778207,1.343651797575743,-1.9375293489322232
+lower bound,5.0,0.9039929293716389,1.3354343291906854,-1.9653131972594764
+higher bound,5.0,0.9189625882342967,1.3516625581536008,-1.9068171011536776
+max val,7.5,0.9273444253833661,1.3590290081596192,-2.2273059038746332
+max val ml,7.5,0.9273423682493563,1.3590877088470128,-2.2279413533505803
+lower bound,7.5,0.921564455215099,1.3527443736077234,-2.256409386830022
+higher bound,7.5,0.9331601978502162,1.3652824806790136,-2.1974897098611508
+max val,10.0,0.9386732533399447,1.37272647002696,-2.550084776565992
+max val ml,10.0,0.938653675431076,1.3727350822097715,-2.550800107690854
+lower bound,10.0,0.9343634226758892,1.3680075222664707,-2.579654831924363
+higher bound,10.0,0.9429282836040485,1.3773066191278844,-2.520030116662376
+max val,12.0,0.9449500910003338,1.382081965194285,-2.8294154571934484
+max val ml,12.0,0.9449161011309919,1.3821089693922652,-2.8300021640751716
+lower bound,12.0,0.9415639613615284,1.3784894601004924,-2.859443084133659
+higher bound,12.0,0.9483737094264673,1.385653373239087,-2.7987423031522383
+max val,15.0,0.951071608683575,1.3930048492845564,-3.28595449795489
+max val ml,15.0,0.9510946783811969,1.3930245617020145,-3.287303740906829
+lower bound,15.0,0.9487873310193999,1.3906393957213727,-3.31899070283216
+higher bound,15.0,0.9533774908013481,1.3954483481516824,-3.252242538083795
+max val,18.0,0.9544880863087253,1.400870087141137,-3.803710737077264
+max val ml,18.0,0.9544677116919139,1.4008674245421098,-3.805003139997307
+lower bound,18.0,0.9529033287507703,1.3992312962475717,-3.8453093166385877
+higher bound,18.0,0.956033283344963,1.4025103756806143,-3.7631535417497552
+max val,20.0,0.9556727942682796,1.4048701715353002,-4.202393037595144
+max val ml,20.0,0.955698601809499,1.404875674720033,-4.203312660394481
+lower bound,20.0,0.9544332744931407,1.403583216498282,-4.258157599046509
+higher bound,20.0,0.9569113677017668,1.4061743073353228,-4.148144350814074
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax0_True__fitnoise_True/summary305_w-tau-fixed_nmax_0.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax0_True__fitnoise_True/summary305_w-tau-fixed_nmax_0.csv
new file mode 100644
index 0000000000000000000000000000000000000000..680458f61de864921289a18f3655cc03e4c37c33
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax0_True__fitnoise_True/summary305_w-tau-fixed_nmax_0.csv
@@ -0,0 +1,22 @@
+n,id,t_shift,dlogz,dlogz_err
+0,305,0.0,-73933.3092785313,0.09026592352004777
+0.0,305.0,10.0,-63347.432566991985,0.09550022856009163
+0.0,305.0,0.2,-73627.41288320672,0.09072293786328818
+0.0,305.0,0.2,-73627.18097451072,0.09009616028039148
+0.0,305.0,0.4,-73422.9732506834,0.09068203640585092
+0.0,305.0,0.4,-73422.97806288657,0.09067534051893525
+0.0,305.0,0.8,-73013.35903630631,0.09104839685218657
+0.0,305.0,0.0,-73933.36220431571,0.09040341683772729
+0.0,305.0,0.2,-73627.47987780209,0.09094623857182538
+0.0,305.0,0.4,-73422.76941770712,0.09013893715715872
+0.0,305.0,0.8,-73013.24053767172,0.09075874611890017
+0.0,305.0,1.2,-72602.45222624418,0.09098287868292532
+0.0,305.0,2.0,-71777.30766986772,0.09109737616640715
+0.0,305.0,2.5,-71259.58763338685,0.09163244717933511
+0.0,305.0,5.0,-68647.33529485847,0.09269514796716542
+0.0,305.0,7.5,-66005.4120749132,0.09425562272377933
+0.0,305.0,10.0,-63347.329411791536,0.09519158124836592
+0.0,305.0,12.0,-61220.76822345277,0.09653327996772623
+0.0,305.0,15.0,-58053.49478963603,0.09841350495342935
+0.0,305.0,18.0,-54953.259955732545,0.09903806062912907
+0.0,305.0,20.0,-52958.430301104934,0.09903092857690032
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax1_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_1.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax1_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..10c993abdd132c2b98dd180073f780cf01bee202
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax1_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_1.csv
@@ -0,0 +1,57 @@
+,tshift,$A_0$,$A_1$,$\phi_0$,$\phi_1$,noise
+max val,0.0,0.9390224445124687,1.7538618907896968,1.3725169231763559,5.096310050694141,-2.4073160334197716
+max val ml,0.0,0.9388809114511392,1.7517951078529401,1.3724434436570685,5.095488500942127,-2.4096019106351285
+lower bound,0.0,0.9341132295851389,1.7225185203614528,1.3671595751966519,5.081615479027682,-2.4343700828433157
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+max val,0.2,0.9407388156132322,1.7864955559682505,1.3740452740141234,5.103063389772416,-2.4545720497988874
+max val ml,0.2,0.9405950114050681,1.7874850679235927,1.3739571211787516,5.103343640391572,-2.45494243937598
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+max val,2.5,0.951049211549694,2.0849732731388206,1.3862332515091194,5.1611975591978645,-2.8604256979169627
+max val ml,2.5,0.9512101372268464,2.084843249952704,1.3861720540131077,5.161716456964104,-2.863195774374322
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+max val,12.0,0.9580323134405195,3.4617996561171784,1.4144207746591235,5.42293500189796,-5.70081283657381
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+max val,20.0,0.9567578351723056,3.9965979464388175,1.4172297844145114,5.569831646870056,-15.548250959536126
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+higher bound,20.0,0.9577068564725995,4.132271226918128,1.4181995006129355,5.604445159974069,-6.096773422902415
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax1_True__fitnoise_True/summary305_w-tau-fixed_nmax_1.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax1_True__fitnoise_True/summary305_w-tau-fixed_nmax_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1775363d9113e3895e7905a6e43c5e988b513b81
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax1_True__fitnoise_True/summary305_w-tau-fixed_nmax_1.csv
@@ -0,0 +1,15 @@
+n,id,t_shift,dlogz,dlogz_err
+1,305,0.0,-72279.89666055392,0.11867514035083018
+1.0,305.0,0.2,-71936.99408540741,0.11899318973919605
+1.0,305.0,0.4,-71707.3816925292,0.11907141653986342
+1.0,305.0,0.8,-71246.12115352202,0.11947256869443469
+1.0,305.0,1.2,-70782.12153794515,0.12009551924600322
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+1.0,305.0,5.0,-66271.59852646594,0.1239033230919371
+1.0,305.0,7.5,-63325.82214459451,0.12564477072071298
+1.0,305.0,10.0,-60610.4828799314,0.12564833425668073
+1.0,305.0,12.0,-58734.547879618505,0.12179982356635918
+1.0,305.0,15.0,-56224.951523775984,0.11455241541415934
+1.0,305.0,18.0,-53806.05264888167,0.11169030378142179
+1.0,305.0,20.0,-52204.68546681246,0.1100312333375251
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax2_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_2.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax2_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..41b106fbfe5a22f7b895d888240f8358b48fee3a
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax2_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_2.csv
@@ -0,0 +1,57 @@
+,tshift,$A_0$,$A_1$,$A_2$,$\phi_0$,$\phi_1$,$\phi_2$,noise
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+lower bound,18.0,0.9555405706533067,3.999390027465914,14.372773528520822,1.4164996773150667,5.600822630380472,2.5580096375830936,-28.12973709407327
+higher bound,18.0,0.957433955854951,4.513270423180179,28.762073640614005,1.4185146235156654,5.719349785523936,3.3804470687492616,-6.73804470762034
+max val,20.0,0.956531526699634,4.29126650465797,25.21761410666126,1.4174856848247754,5.65955824567912,2.881948689253318,-16.23374085456711
+max val ml,20.0,0.9564645376904166,4.388996648402739,29.73878800244398,1.4175674898827806,5.684074171503187,2.8283379548418504,-6.250971579955653
+lower bound,20.0,0.9555701260620509,3.9909679040432096,14.562417166065632,1.416497174493263,5.5929178634190855,2.266223975884309,-28.00217897732481
+higher bound,20.0,0.9574868093322447,4.538985186050224,29.444970516418067,1.4184725593962826,5.7145527713878455,3.4959575469493793,-6.32276313141147
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax2_True__fitnoise_True/summary305_w-tau-fixed_nmax_2.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax2_True__fitnoise_True/summary305_w-tau-fixed_nmax_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c2cc14f2be8b9184c70bb565c6a7ae7d3985f0e
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax2_True__fitnoise_True/summary305_w-tau-fixed_nmax_2.csv
@@ -0,0 +1,15 @@
+n,id,t_shift,dlogz,dlogz_err
+2,305,0.0,-70610.08255914613,0.15048337380007465
+2.0,305.0,0.2,-70223.9337848354,0.15073856904829974
+2.0,305.0,0.4,-69966.84421418361,0.1504005689817281
+2.0,305.0,0.8,-69455.57894504836,0.15095084353451269
+2.0,305.0,1.2,-68947.7786354893,0.15054753725353118
+2.0,305.0,2.0,-67950.10925864513,0.15096221184177633
+2.0,305.0,2.5,-67342.38638088695,0.1517258233103606
+2.0,305.0,5.0,-64564.233907541064,0.15024113812323597
+2.0,305.0,7.5,-62275.1597718151,0.14211125447967657
+2.0,305.0,10.0,-60230.79768536833,0.13571233913530495
+2.0,305.0,12.0,-58620.13903712041,0.131260257808891
+2.0,305.0,15.0,-56206.30820667896,0.12108980629445304
+2.0,305.0,18.0,-53799.140496715045,0.11570353436958081
+2.0,305.0,20.0,-52200.903059677534,0.11356157987993624
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_3.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..31fd3d46d01031ce8da3f0e5c5c08967c976b85b
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_3.csv
@@ -0,0 +1,57 @@
+,tshift,$A_0$,$A_1$,$A_2$,$A_3$,$\phi_0$,$\phi_1$,$\phi_2$,$\phi_3$,noise
+max val,0.0,0.9595553602445378,3.4580164665641537,4.595137851255597,2.116001786732932,1.4097369431045994,5.416674976436692,2.6075753518161435,5.860768602303991,-4.4241991436155494
+max val ml,0.0,0.9595681542470759,3.4566386707252006,4.5959397175305545,2.117698145058952,1.409700751402529,5.417697871835504,2.6100616328967843,5.864392872161587,-4.432429871218837
+lower bound,0.0,0.9584731749347802,3.439600754204438,4.541650527546739,2.076656299561607,1.4085787481720449,5.411402645402319,2.5962506027726766,5.842958534900382,-4.467167073510375
+higher bound,0.0,0.9606669680754809,3.4766683078276848,4.649260293754319,2.155743299083356,1.4109020068895388,5.422121442891731,2.618946701519536,5.878569735317605,-4.3821267958210655
+max val,0.2,0.9594744239598708,3.4982066975373507,4.794530275331257,2.30201362360277,1.4103989285950476,5.4252883385419235,2.6170398315989507,5.864145733918023,-4.522692546772195
+max val ml,0.2,0.9595924645386285,3.494514516733758,4.780456768365758,2.290850550463921,1.4103795279713502,5.424626613517948,2.6166798922121823,5.864177383522141,-4.527908730512223
+lower bound,0.2,0.9584082925980293,3.4793582821535773,4.737354078194977,2.2583558706575264,1.4092800096250542,5.419948737823476,2.6054086529144307,5.845643829298175,-4.568171422811922
+higher bound,0.2,0.960561929301273,3.5174085394753973,4.8521332880493055,2.3461537788216544,1.4115312240320987,5.43076164827963,2.6287298808999187,5.882378937158812,-4.47744518862568
+max val,0.4,0.9593808053980953,3.522623037492908,4.924069669410677,2.4288320621370914,1.410786406399758,5.430751130058975,2.623202046270735,5.866209195557751,-4.590740452604525
+max val ml,0.4,0.959525365367188,3.5244682029834844,4.929712802275229,2.4334619029048095,1.4109658950923654,5.430812767775291,2.623197793882276,5.866415840645664,-4.601777364871115
+lower bound,0.4,0.9583316476526132,3.504124433636652,4.865927090057134,2.3829525921727837,1.4096958538689013,5.425573277395848,2.6118310784396983,5.848152051429464,-4.63887997111193
+higher bound,0.4,0.9604252206241423,3.541662206249628,4.983952597427529,2.4763908014393032,1.4118905008459022,5.436016351148287,2.63458492117041,5.8843580046655495,-4.543409317469326
+max val,0.8,0.9592160464535104,3.5708102313510484,5.188082673386944,2.6999830040287076,1.41155092520635,5.441243420337019,2.6350357506887296,5.870252421226441,-4.729582937578449
+max val ml,0.8,0.9591886500785756,3.568404858456956,5.1824121798654605,2.6970980923784076,1.4115368753054238,5.440880305901388,2.6349752335184826,5.870372403469574,-4.739984929187713
+lower bound,0.8,0.9582168871092234,3.551784238818965,5.12476632271432,2.6467359843158484,1.4105177997074905,5.4360258155184065,2.6232696119974452,5.851155795967456,-4.783547688602397
+higher bound,0.8,0.9602206208148575,3.5901529354601305,5.253143579123083,2.7553934851086037,1.4126081723878854,5.446573142199758,2.6468761248325743,5.889069178166466,-4.676457273649483
+max val,1.2,0.9590220361403958,3.615751806242172,5.453132955653386,2.9906377812649003,1.4122625366168637,5.4513272689301875,2.6466409555867023,5.874010632309552,-4.87776894209286
+max val ml,1.2,0.9591378060588185,3.617254113216581,5.454866154622329,2.990868719204345,1.4121781826435829,5.450698150074979,2.64496222056863,5.871591724818059,-4.878681225558957
+lower bound,1.2,0.9580439494742277,3.5963514584015517,5.383550840432564,2.927494918765147,1.4112603216096464,5.445906660737652,2.634195776372511,5.853869488085385,-4.941678492015727
+higher bound,1.2,0.9599831706713179,3.6353964901848492,5.523372816588569,3.0540449804407617,1.4132637775839112,5.456679708849825,2.65880686784996,5.893709468965255,-4.816383046049765
+max val,2.0,0.9585795971141725,3.697245350573607,5.983542311587903,3.632036910755305,1.4135210792603892,5.470195946252564,2.6689844135577876,5.88148929105703,-5.22036475582054
+max val ml,2.0,0.9584939907440612,3.698391298069141,5.987912574724321,3.6362497670810128,1.4135322866345208,5.4696487417513815,2.6671143531170114,5.878113629718663,-5.241605268083326
+lower bound,2.0,0.957670144340431,3.6770219512225033,5.902229567358142,3.5478455268064355,1.4125672019347977,5.464805463087287,2.6559499981171473,5.85962788283219,-5.3181510171849595
+higher bound,2.0,0.9595016989760186,3.718157862853144,6.0693172249801535,3.7197823956053213,1.4144897050261478,5.475757244274103,2.6820973589167143,5.903222941429713,-5.130906111404911
+max val,2.5,0.9582561190036808,3.7440328384760613,6.319973667269135,4.079240561912779,1.414247993077236,5.48142126163597,2.6825365179836584,5.886050633206477,-5.504010603923277
+max val ml,2.5,0.9582126695149671,3.748739319229218,6.344952954911414,4.1055717036466515,1.4142770755876273,5.4824309459154845,2.683045245807733,5.8851112414300015,-5.497445305996912
+lower bound,2.5,0.9573734799823104,3.7224817107545936,6.225519108721079,3.9739307912523723,1.4133230613559138,5.4757585562622655,2.668695305238545,5.862725503998954,-5.658438734594245
+higher bound,2.5,0.9591591103355622,3.7660002340703813,6.416227311992841,4.187156566601223,1.415182860223428,5.487135287664532,2.6965321113795944,5.9097742714293,-5.371307289240235
+max val,5.0,0.957286047774097,3.9630441233895617,8.35440127857092,7.568442060825374,1.4166025528378636,5.535669682112009,2.7538936694184573,5.908430362258513,-17.020642392944012
+max val ml,5.0,0.9572421593199838,3.960461020115479,8.352197568380467,7.574544126953214,1.4165800465706642,5.5359683670706294,2.7553349904316593,5.910117334817967,-22.024937855739108
+lower bound,5.0,0.9563986124987924,3.9268323262554663,8.10847487904906,7.139290788675574,1.4156751656872053,5.526341411518579,2.7246196681371413,5.851799578098846,-28.014675067432243
+higher bound,5.0,0.958161607088453,3.9999002253270675,8.60069070951071,7.995113862224696,1.4175151858849024,5.544794121463959,2.7834565334198746,5.965514284992186,-8.143655337377442
+max val,7.5,0.9569636004382015,4.068138098123933,10.141687660849763,12.58916936885968,1.4171454226695608,5.567254218712485,2.812885350831012,5.9350400770356,-14.271115724862828
+max val ml,7.5,0.9569343705899374,4.08053171677479,10.274340929263932,12.843925993445232,1.4171769379311794,5.568382372213228,2.8060435226201017,5.908406693037215,-11.766809194907818
+lower bound,7.5,0.9560427110364359,4.000251365867508,9.383427050295492,10.417339737720885,1.4162048149495305,5.551180011868724,2.7419105225250524,5.767405764238116,-27.360287265423317
+higher bound,7.5,0.9578543162301493,4.13319615458664,10.866091562051484,14.670775875707884,1.4180785693151032,5.583580086028705,2.8840761161182695,6.0999893080878795,-7.46385471433846
+max val,10.0,0.9568302844522015,4.101605494714019,11.670508927014819,20.767649131998574,1.4172832286535666,5.587217308169638,2.8826102344627573,5.891888848289521,-16.890511065575676
+max val ml,10.0,0.9567053327436292,4.1209229969091705,12.570136554941595,24.745332794015358,1.4173324660889361,5.5994390304280275,2.920384228799755,6.027962136380207,-11.812833260111788
+lower bound,10.0,0.9559113003917629,3.981212319025387,9.276890574533898,9.557464465843678,1.4163099859396662,5.55550494835998,2.7073504471093948,0.10970291003762134,-28.009125282236273
+higher bound,10.0,0.9577436878100566,4.210645942184332,13.469171298341998,28.492481053118805,1.4182235302830524,5.612546310813362,3.062782311888249,6.216475109719207,-7.674461733262046
+max val,12.0,0.9568319704621349,4.086242139733374,10.85095964976255,17.718390386467796,1.4172627231160626,5.580637340667328,2.8479211463741274,5.106179672791769,-16.662681280614233
+max val ml,12.0,0.9566641257420885,4.1071958302029365,12.80139065688701,28.566055379049125,1.4174735782756434,5.603537015300892,2.9655357380647893,6.11328147781105,-20.835721640014896
+lower bound,12.0,0.9559263251930377,3.96201055507254,8.06168408808506,2.3690272014869196,1.416304684132744,5.551001869101559,2.620453009662799,0.1893883753400924,-28.075988702077062
+higher bound,12.0,0.9577615119826328,4.208791954146363,13.188185801895871,28.58317613488726,1.4182122445137353,5.609028022596547,3.1141194004646513,6.152125393294721,-7.512186695403166
+max val,15.0,0.9566860039162506,4.12369988401709,12.531550613758572,13.90939401960248,1.4173610768788214,5.607321689006883,2.9161078051553933,3.2889500306925292,-17.106854153992582
+max val ml,15.0,0.9566897738161578,4.17760965407968,14.832670453617936,28.008532088838145,1.41738859715102,5.614333664921112,2.8533865052756076,5.199971405960978,-14.182844761674929
+lower bound,15.0,0.9557556420904525,3.962780489110279,9.102540076882281,1.7244155922979387,1.4163969292395873,5.5670972589330505,2.637107754655933,0.3574390219394335,-28.156639505228007
+higher bound,15.0,0.9576026979603873,4.286990334045216,15.965393289786329,27.75746442776653,1.4183515768400172,5.647140868023185,3.1900940055415155,5.920061278253119,-7.202740872523972
+max val,18.0,0.9564996109109627,4.267033710149109,22.96890875105743,14.04919414520585,1.4175284808857809,5.663518110459395,2.9720663327848635,3.0691206404304854,-16.541521425493876
+max val ml,18.0,0.9567288370252622,4.384516885053285,26.661643446813446,20.25225763731179,1.4176043348116913,5.6762371357791,2.9010086452653026,4.681900649146225,-6.505676027815738
+lower bound,18.0,0.9555555958272348,3.9973296098354676,14.217635609597227,1.7768470978940334,1.4165389337658032,5.5995666205001235,2.556850756700796,0.43287404844030225,-28.010582042534715
+higher bound,18.0,0.9574602479418868,4.51236409482041,28.762818187968165,27.83448568643124,1.4185191157260264,5.718315445766006,3.377743846153854,5.837967321723853,-6.7289789472044745
+max val,20.0,0.9565186189722589,4.293424239175842,25.466643375568506,15.785294275589926,1.4174823270454138,5.660594298536793,2.875244768398651,3.1019755307501518,-15.706017111645663
+max val ml,20.0,0.9566141303383616,4.38095858085298,29.264147841277218,22.591364999721335,1.417542896416536,5.67388885118712,2.8407878482882065,3.579039340587197,-6.12353806184926
+lower bound,20.0,0.955571956798604,3.997644955502161,14.408328536144696,2.2267572244019593,1.416497487007649,5.591998660372234,2.2651686179240227,0.4364143360058594,-27.84981453403333
+higher bound,20.0,0.9574775704916632,4.539537513208787,29.490447160305802,28.03112156216558,1.418484212417978,5.714799904639874,3.4782353264912573,5.857789390337855,-6.319228015251781
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax3_True__fitnoise_True/summary305_w-tau-fixed_nmax_3.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax3_True__fitnoise_True/summary305_w-tau-fixed_nmax_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5613f39beb75ac040e52cc6a45553222a401ef7
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax3_True__fitnoise_True/summary305_w-tau-fixed_nmax_3.csv
@@ -0,0 +1,15 @@
+n,id,t_shift,dlogz,dlogz_err
+3,305,0.0,-69128.46210632399,0.17531173019497737
+3.0,305.0,0.2,-68785.38947726508,0.17559429069342516
+3.0,305.0,0.4,-68560.33617703416,0.1752367811925431
+3.0,305.0,0.8,-68121.70537367245,0.17574405214178884
+3.0,305.0,1.2,-67696.57540165073,0.1755516476769796
+3.0,305.0,2.0,-66886.3994525885,0.17378260877388943
+3.0,305.0,2.5,-66406.2659351285,0.1727487606433252
+3.0,305.0,5.0,-64244.13896579006,0.16157668961110394
+3.0,305.0,7.5,-62234.63748836127,0.15053668860442562
+3.0,305.0,10.0,-60227.51038522686,0.1402326410626297
+3.0,305.0,12.0,-58619.638893608,0.1325804533853861
+3.0,305.0,15.0,-56207.704548967915,0.12412244981511238
+3.0,305.0,18.0,-53799.29309086893,0.11607637481828158
+3.0,305.0,20.0,-52200.807086190245,0.11349231813175194
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_4.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22733446bc2aa2d504eeb10d5d6f90246b0270a7
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_4.csv
@@ -0,0 +1,113 @@
+,tshift,$A_0$,$A_1$,$A_2$,$A_3$,$A_4$,$\phi_0$,$\phi_1$,$\phi_2$,$\phi_3$,$\phi_4$,noise
+max val,0.0,0.9581619818000162,3.7500267820193796,6.802131265748727,6.1893688422795705,2.2232086936563005,1.4141453735710283,5.49222675424195,2.7348226131681472,5.9981516605300245,2.8789118600479706,-5.549735505272647
+max val ml,0.0,0.9583651726719639,3.745702522219552,6.777297682090456,6.150501570857919,2.2037035787747574,1.414200452256945,5.491717087167735,2.735100530719686,5.999811621471611,2.8818081793810704,-5.582601582265248
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+max val,15.0,0.9566859965425973,4.1259816588827345,12.53341235856722,14.909798410051357,24.41862602136552,1.4173518072278954,5.606894106387116,2.905994169936146,3.209385372236201,3.159946712946081,-17.577901314987965
+max val ml,15.0,0.9565307910740454,4.166025080693942,14.789999930373662,28.781850866405854,22.31000872088297,1.4174468326719238,5.614743017502938,2.9333030700503055,5.809687100427568,0.830337141951157,-11.61503228681245
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+higher bound,15.0,0.9576363292315643,4.28798660170028,16.002325728934004,27.817836325005054,46.23409791655113,1.4183306293243059,5.647362087551695,3.18516187727744,5.869504939305245,5.811986990629128,-7.171904734354214
+max val,18.0,0.956492195080387,4.2645202600080045,22.7518304020849,15.227271817815843,25.26193839682333,1.417517514218692,5.662349564249285,2.968657306241136,3.1419946933179532,3.1644251678604864,-17.13521837080874
+max val ml,18.0,0.9564895597039256,4.306029605252783,25.35308503549021,24.826258956325294,4.912090972719486,1.4173501292786694,5.674023618138519,2.984371176627635,5.3719536595795,3.186294714724052,-6.618172509708632
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+higher bound,18.0,0.9574395865877571,4.507648371987067,28.65234268932194,27.842602724792293,46.50556329803746,1.4185024249270026,5.7182174574956575,3.3816704281646217,5.812174698069828,5.856534877115095,-6.819517766431975
+max val,7.5,0.956914314587807,4.067731777605232,10.646771780256707,18.32243849412762,18.661114381425822,1.4171859562715117,5.574416634415742,2.85129114434754,5.650813094083182,3.1781205200963285,-12.384682510233265
+max val ml,7.5,0.956829967432814,4.115376696670883,12.320265503522899,29.155680985752863,35.14131482284577,1.4174267504669313,5.589344433909737,2.894323691015305,6.017027876968137,2.631228179881902,-21.93275451406824
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+higher bound,7.5,0.9577915103908576,4.16633159108186,12.215052019334685,28.53516728291504,40.17274641674128,1.418099410292862,5.597533763467989,3.0558183597129136,6.168585472996243,5.623645968642803,-7.46820356376487
+max val,20.0,0.9565335858964319,4.289331790416045,25.06760934226964,15.057873830032962,25.561935652214324,1.4174935842171383,5.658448503469826,2.877062484733805,3.0024206671068625,3.24549429527157,-16.110582380015373
+max val ml,20.0,0.9565690121261428,4.382460617872729,29.70569278492044,20.627433570057512,30.03691951196178,1.4173809970738163,5.680568137124307,2.858010449379816,2.9930676591277385,5.730262923177376,-6.091623610214967
+lower bound,20.0,0.9555931061867295,3.986965757522565,13.70945687386628,2.2436838265227337,3.7968677250582163,1.4164997659156398,5.591130913338629,2.258346157138323,0.4583918169301491,0.47039328227404265,-27.977051110876467
+higher bound,20.0,0.9574807495069481,4.535268336094603,29.44555297192628,27.744511700412886,46.537332413829176,1.418482681220789,5.713847399810659,3.498019785980932,5.796289851085214,5.854813128580289,-6.3787884708932765
+max val,10.0,0.95684036528508,4.089431666843602,11.205928862207616,18.58660885768869,20.415874467082652,1.4172670248813017,5.583462442700032,2.8766713809168296,5.658950461758067,4.297228878277561,-17.197695255075857
+max val ml,10.0,0.9569250872511645,4.093894058995712,12.035915442367962,26.530823008064388,22.8183651924092,1.4172428396236736,5.591009771951858,2.930797554515223,6.159835460140742,3.0667764042099255,-9.376869671753838
+lower bound,10.0,0.9559598790110884,3.9735842664296985,8.84002490429022,4.659831605641135,2.753510980261738,1.41632162217758,5.554427291383493,2.701158712817284,0.099075861396222,0.4359405276710838,-28.068680045522903
+higher bound,10.0,0.9577362936409115,4.201163110009791,13.125088648762928,27.895522628296877,45.539263335213185,1.4182115113310707,5.608393520127122,3.0631690460209113,6.190383017764611,5.985406712286908,-7.840924337307037
+max val,12.0,0.956843100107104,4.078454963429248,10.665186817262214,17.921168087444713,25.72586568083548,1.4172345302650222,5.581283669873107,2.8680011341669696,4.29160774229077,3.6166568064782854,-17.440011404228002
+max val ml,12.0,0.9566524566930374,4.101735230438152,13.24362518531865,29.93504982976031,45.29337519121164,1.4171219243231297,5.604139478345548,2.9700950296474407,5.940509683652678,0.37652660617356215,-21.308606375447816
+lower bound,12.0,0.9559478997724693,3.953880649058754,7.905465515108087,3.019166772766373,3.701963276929116,1.416295522166002,5.550780632894982,2.621158638521962,0.1568748778925005,0.342106267701924,-28.149139098695382
+higher bound,12.0,0.9577519997998714,4.2030468017829286,13.183657038061723,28.46813593901473,46.54441343755566,1.4181662803688395,5.6095011452733035,3.130022927706282,6.108396347412823,5.951549128357357,-7.601952684463605
+max val,15.0,0.9566867796142822,4.127065980328138,12.487255534105364,14.570006136154355,24.75247833840472,1.417376054550885,5.606469269439986,2.9044353370483846,3.329896261268564,3.2885312269900155,-17.298418582918696
+max val ml,15.0,0.9566733246159151,4.151779484440083,14.564217325079955,28.989297738559742,31.303072738270572,1.4172971754451573,5.612174678044,2.9542094618839956,5.930984211813991,0.04190957763704981,-21.611251570045365
+lower bound,15.0,0.9557677408103994,3.964324244756615,9.037550171621497,1.974697326274181,3.3808124911692623,1.4163962941397121,5.566730783569155,2.63265551661918,0.3984963675980743,0.44913900167006726,-28.192585297851828
+higher bound,15.0,0.9576087176585525,4.287587334808069,15.973661677718457,27.803742287715394,46.31070127408104,1.4183284080081602,5.646831843957728,3.1821600896689013,5.899830352250067,5.846966037884765,-7.223125278082229
+max val,18.0,0.9564903848784634,4.268807095221112,22.979474555744375,15.249773568202766,24.410413714793407,1.4175117769125982,5.662925767325625,2.964377065212478,3.0500646599552192,3.092230076216758,-16.843013385142882
+max val ml,18.0,0.9565380228850136,4.331153979108006,26.86325584864583,23.832914911285222,38.568098294349824,1.4174656292373922,5.681834107690367,2.9436724383675257,5.429094448606281,1.8698243611158154,-6.392303243598413
+lower bound,18.0,0.9555483623749947,3.994933052007265,14.199170774009716,2.1744532928841083,3.319271120800044,1.4165018866244679,5.5998490015468985,2.5579045834370087,0.425234347549193,0.4494060182409162,-27.94446719371285
+higher bound,18.0,0.9574412449555227,4.513160228651034,28.763565363414234,27.936651625263316,46.20115146062353,1.418517915326892,5.718493494554664,3.3823760850641493,5.810904500518072,5.80026290597401,-6.805427337870373
+max val,20.0,0.9565271361364528,4.293033919151213,25.059229477582868,15.051010887686756,24.658942943615152,1.417501301424953,5.6578117983487175,2.8731660486951753,3.020653091897675,3.2004008541843936,-16.323362097959425
+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
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/summary305_w-tau-fixed_nmax_4.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/summary305_w-tau-fixed_nmax_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e15932a7ccf79281bbd87c99725d0392afa8d8d
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax4_True__fitnoise_True/summary305_w-tau-fixed_nmax_4.csv
@@ -0,0 +1,29 @@
+n,id,t_shift,dlogz,dlogz_err
+4,305,0.0,-68488.42512217516,0.1991520083661459
+4.0,305.0,0.0,-68486.32996921342,0.19645680399446083
+4.0,305.0,0.2,-68206.73547070504,0.20042013970881437
+4.0,305.0,0.2,-68204.56617552902,0.1977172116388927
+4.0,305.0,0.4,-68019.24867469643,0.19740518910994248
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+4.0,305.0,0.8,-67655.92469669647,0.19653017065646639
+4.0,305.0,0.8,-67657.97122023551,0.19909121025781945
+4.0,305.0,1.2,-67301.03367488997,0.19413731987308988
+4.0,305.0,2.0,-66629.37738873903,0.18946295148927436
+4.0,305.0,1.2,-67300.78329871269,0.1938984220925982
+4.0,305.0,2.5,-66225.7184324112,0.18701724604004416
+4.0,305.0,2.0,-66629.12034907906,0.18922976448806098
+4.0,305.0,5.0,-64236.21812817984,0.17229099076154886
+4.0,305.0,2.5,-66225.66900229549,0.18692642445217844
+4.0,305.0,7.5,-62235.54780637173,0.15318724573089165
+4.0,305.0,10.0,-60225.35836457273,0.13579307534248566
+4.0,305.0,12.0,-58619.80831163836,0.1327439001003471
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+4.0,305.0,15.0,-56206.52705525419,0.12168229671529042
+4.0,305.0,18.0,-53799.04348803219,0.11549623180299838
+4.0,305.0,7.5,-62235.80339017754,0.1533933533923458
+4.0,305.0,20.0,-52200.359504951026,0.11233082049384553
+4.0,305.0,10.0,-60227.50847259219,0.14012555181228528
+4.0,305.0,12.0,-58617.52183819173,0.1286406507179163
+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
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax7_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_7.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax7_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_7.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1f9ea1073d5cf70516441232fc51153ff70b09dc
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax7_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_7.csv
@@ -0,0 +1,101 @@
+,tshift,$A_0$,$A_1$,$A_2$,$A_3$,$A_4$,$A_5$,$A_6$,$A_7$,$\phi_0$,$\phi_1$,$\phi_2$,$\phi_3$,$\phi_4$,$\phi_5$,$\phi_6$,$\phi_7$,noise
+max val,10.0,0.9569108457453259,4.086300416236886,10.858721141327305,16.35634540690461,29.33104838177325,26.926282822779367,26.180024931069507,28.14350590422942,1.4172521034947485,5.578012855615458,2.844048218365219,5.531045539432795,4.082027393034114,3.331504136971291,3.0916655864352682,3.0700279614593544,-7.829134292244792
+max val ml,10.0,0.9567025263481502,4.121965488506483,12.45996296774025,29.684581183161736,44.888633440349345,15.389673356499095,21.601900606266366,26.014336946566974,1.417380779782126,5.5966568949962285,2.961394592269412,0.08060947651912732,3.714025270715256,1.0902167836473728,5.350869720438645,5.3982301706762446,-9.857411886489661
+lower bound,10.0,0.9560704283333056,3.979122938574337,8.681105376008157,3.288471438004474,4.083285049215878,3.9911201771797953,3.542484454130564,4.235796398189639,1.416350632681727,5.5501670256492455,2.67273471647956,0.18566120175162512,0.32926217339175057,0.49514580128001734,0.45712419984948105,0.4452420813400423,-10.410231394062748
+higher bound,10.0,0.9577550486445929,4.192193394338927,12.84629874502943,27.375923387413675,47.174408226689515,46.741386545799266,46.60795508133935,46.97126647912525,1.4181435130663675,5.602739860401786,3.0373407569384847,6.159926116508029,6.023792842266855,5.860201108105245,5.82941912806493,5.849821482080137,-6.489915712615449
+max val,0.0,0.9582150578137432,4.081987896526408,9.735010280845492,15.192059055477264,14.923004888913521,7.081654288504387,0.23056999977279416,0.9377163974609196,1.4167784852028777,5.514957113763775,2.656650879445513,5.663290298906254,2.1960417806525268,5.001606620559206,4.711038074828865,1.3381208779006633,-7.02527609131581
+max val ml,0.0,0.957689443142374,4.085749909583523,9.85039740468232,15.57880370687235,15.325640629939812,7.273512852234185,0.04116420890267464,0.8202235354077906,1.4166849734915492,5.520603101321305,2.676237684989393,5.712191411439861,2.2847309121865895,5.119858758148463,4.813280711062888,1.472460200615628,-7.403687678797951
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+higher bound,0.0,0.9589573939799232,4.101721085745006,9.865635278482316,15.544934017147492,15.361327937652067,7.375241035505318,0.7238118744447839,1.1371286248797159,1.417536948931154,5.5205708126325685,2.672541401538246,5.693041372084246,2.2406588832849,5.056625617932573,4.769750656618738,1.4039757367667198,-6.744651320453535
+max val,0.2,0.9579481839286138,3.725333010207209,5.801633944860433,0.12180699137125116,11.85453879246153,10.943225270668746,0.08776867768359847,2.344932467716646,1.414590611831623,5.486427472404596,2.6895673516576615,3.0713222508113174,5.813859001104139,2.575981167638705,2.528628153702136,5.534616389835197,-5.861406971045298
+max val ml,0.2,0.9578850717165592,3.719035864699614,5.786902422846217,0.006220966701662893,11.381501905344544,10.553831600787502,0.007430707388444193,2.197491430361196,1.4145366931832006,5.485029780452484,2.6894747024017804,3.0533800993918097,5.803166500891826,2.566338151039159,2.2870072057094344,5.518046377468849,-5.9445601863045425
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+higher bound,0.2,0.9587476659882519,3.746153225112244,5.897665024567301,0.5930870359520299,12.813476486200784,11.735204984944135,0.23559303677642665,2.5454354487495943,1.4154275802750356,5.491748002118527,2.7033109976606435,3.118743283065565,5.847072749111903,2.6148864244067385,2.7987736649834916,5.585437106454695,-5.7052445614823775
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+max val ml,7.5,0.9565999307690021,4.105150659468465,11.810247985954524,23.740790714354024,16.54866086984918,42.007838730478326,38.82035462169751,37.99965215692306,1.417520652074314,5.588658825657698,2.883603225676478,5.95238341866506,1.9410588248092744,2.7740565997228144,4.9197886225278085,4.667632633144056,-7.155032431014554
+lower bound,7.5,0.9562997895906477,4.011173365448313,9.416628845267333,10.124900027193808,1.3844091829401302,7.064018126418041,14.235457511049187,20.56337174460485,1.4163433137385413,5.549432934253064,2.6834458607907314,5.227465098017771,0.3194707948686972,1.5239507034103794,2.514316360183334,0.9482939891250999,-7.317726243925584
+higher bound,7.5,0.9579055988767945,4.150774494909838,11.467952731680185,20.999900784900046,32.102186698802974,45.607045314932975,47.838727696241435,48.92486271190882,1.4180012126362467,5.583448456951739,2.8874166362213876,6.10928239627249,2.58541244004614,5.770939099633128,6.068409430926073,5.620336421588013,-6.228186817988206
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+max val ml,12.0,0.9568779985299545,4.147946752456694,13.746331550638521,29.825128651300346,45.684381221610096,19.207199554217883,25.226955567758676,42.978014075917734,1.4175691294938708,5.606312297253307,2.929390805467464,5.866493260524353,6.123709632992459,2.963242172544604,6.109865196418306,4.59111262591187,-14.897784834384066
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+max val ml,2.5,0.9570488452515917,3.880681055062912,7.127739674531337,2.399207360983731,27.53864806799491,35.17122134228801,0.5240118767766351,15.750567204479735,1.4162839672827865,5.531245893365973,2.793340122968061,1.3818578262774153,5.519374917079859,2.2935557489335605,5.821165710147124,5.24942389682776,-7.959208646082981
+lower bound,2.5,0.9565247151883254,3.8184610041980376,6.61223945438583,2.336105575190178,22.49358989101207,26.223500913222818,0.11014646582614751,8.81273060791685,1.4151902358724187,5.514788540730369,2.7647031098297434,1.2568533768866597,5.3262903590010655,2.092516925728263,5.131070334717612,4.945251621727681,-7.132917641446317
+higher bound,2.5,0.958016005670074,3.8692427861196226,6.909290862498285,3.7041968733910293,25.918360095147662,31.636059861388045,1.9366003748355607,12.983398022849336,1.4167509241322171,5.529037454149912,2.819787072330333,1.5332525086855435,5.534902303667348,2.3328978715802284,5.779448178182417,5.32072522800544,-6.292295117418636
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+max val ml,15.0,0.9566075914705511,4.142035140276084,14.706455412461969,27.80500477962452,23.04949845343716,2.0119025060140032,20.633726791819974,48.62545769522977,1.4175532947553797,5.621450366288363,2.9760557076546927,6.0101323832252165,3.927970878278546,1.8116302673839244,4.578852928615438,5.57458809928738,-23.279693727041277
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+higher bound,15.0,0.9576085596468593,4.287092959867883,15.934779279723019,27.681149101272762,46.42621062767337,46.261750204087086,46.231156463366126,46.4507683407666,1.4183153379288058,5.645974854432213,3.171585574700005,5.885017219994793,5.836333040179171,5.817501990768413,5.831101394974943,5.821484884156343,-7.32341423377006
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+lower bound,18.0,0.9555452715906347,3.9968390850814552,14.069498438175577,2.0794737227819615,3.6037091895238036,3.5873126638742745,3.6430618613577463,3.5200806186843003,1.4165196198966288,5.598894352100696,2.5562779976151226,0.4766556118429777,0.47820030737527386,0.4605478332296609,0.44432003296925376,0.46809892167497685,-28.04265657337937
+higher bound,18.0,0.957455122285731,4.514339204020342,28.67079703263511,27.80252604013483,46.058959187565804,46.37738580166106,46.33874385269147,46.36269733659835,1.4184991129779914,5.717006273135745,3.3770802555919897,5.808803827291832,5.838292413130027,5.810799957830564,5.811774718772136,5.83250409780974,-6.7841793126833565
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+lower bound,20.0,0.9555910176309305,3.989153028677644,13.257987025991016,2.2363364897496645,3.7162002137201746,3.600510617892299,3.934187312802491,3.475795161691652,1.4164893755066574,5.589999952024632,2.260156529271954,0.49076292409897315,0.47108040100301385,0.443242166183223,0.45773464267072295,0.4636012531846956,-28.01811269143125
+higher bound,20.0,0.9574780912995496,4.533869874559443,29.402842307538172,27.782604546515664,46.458821814933025,46.27794114762685,46.44455591294142,46.42840560766805,1.4184747360415306,5.712988909216035,3.5004539544511752,5.807140200799326,5.824885319962928,5.810035621476839,5.83775350460349,5.867681328558611,-6.440328063449307
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+lower bound,5.0,0.9565957186785599,3.9167719466173976,7.512930323588138,0.7202930318609975,27.97727353840501,27.47386363718772,11.813227716628486,5.506913476770949,1.4158240764167351,5.528561425672858,2.7263835585292204,0.8482896204786297,5.215489780939551,1.8089781638387326,2.1136427186047992,4.836177940738857,-6.6266350504539595
+higher bound,5.0,0.9581264689946225,3.9962833621220444,8.09582538873001,4.3367467954245535,34.129391132196915,38.28410370282596,26.6432606725026,22.03866972203981,1.417394780193873,5.5477002712225385,2.8300227634546977,1.474167554427567,5.619385997764361,2.367659139584471,3.0073570429536343,6.247596265973552,-5.994821272433434
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+max val ml,7.5,0.956689507645291,4.099316690700337,12.38901081615007,28.835158625629564,24.462978946811106,32.37995349552893,6.585614939242951,47.78813483195689,1.4173839695375738,5.600571680538001,2.955021676686636,6.163537789401634,2.984447664521138,2.3226968737172253,4.214581879201478,4.8850284780053945,-7.689929357316849
+lower bound,7.5,0.956131532413077,4.042190413156253,10.022305039417926,12.354933602686538,2.6059597406803765,8.891530224154263,1.641980378779616,14.567771122173056,1.4163924200901328,5.557196854374226,2.7280100759001717,5.584390492086666,0.7626386804442926,0.2274523298949459,0.8787547174286772,0.21198826016049563,-7.531863317823095
+higher bound,7.5,0.9577540221699556,4.187646720170438,12.688092987596448,28.989928341183337,39.73876168847049,48.3636976609345,35.66148591076874,47.33039689538302,1.41810689779699,5.596833999728404,2.9332370656614346,6.2309104092853556,4.669511250326439,2.853264990529604,6.028083488949676,4.268835086542309,-6.24843874936392
+max val,10.0,0.9568778238676264,4.094221160684227,11.059698419041116,16.710940087154356,21.89841017706881,24.022353350240152,24.055407246787098,26.30128431064943,1.417284052399459,5.579320248017161,2.8496850964261915,5.700505122047272,4.27670624481912,2.8025692180544506,3.671129505983636,3.1210541564551835,-8.212281018394943
+max val ml,10.0,0.9568518129454233,4.118614863674102,12.446644334801157,28.39757546894375,25.7584459759762,6.96150683374859,28.69890022188153,12.909811127454295,1.4173477120792453,5.5928108244666985,2.899405457465667,6.000437281439516,2.5712047954993404,4.611326420962663,2.194983288968517,5.453476227177987,-11.59662565032204
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+higher bound,10.0,0.957750870792853,4.198019226976994,13.019073890198346,27.19489694447509,45.375449367195756,46.21360026915096,46.15806814344661,46.63802435474277,1.418177738813979,5.604756999734731,3.014214848210353,6.181823313120779,6.026738847362699,5.809327654153394,5.936354113564653,5.8297645693845395,-6.59250222545527
+max val,12.0,0.9568870265127345,4.087610488252773,10.548750209057834,15.659709994128633,25.795854904123388,24.28697653492358,23.996775990462112,25.805011341345423,1.4172529852316527,5.578367870403747,2.8308983017575216,4.826974650032904,3.716248596581505,3.2083191181865898,3.195258766128866,3.122526442016781,-17.996240392908994
+max val ml,12.0,0.9567231017108192,4.1568030468027155,13.957053889032206,29.502699015124524,47.15719835808974,29.55710563942697,14.991303960135854,13.05161013673617,1.4173655151680928,5.607863488750966,2.9249681967292283,5.896051483931819,5.755116766818806,2.060855437125754,2.8891052517881657,2.8349154957488927,-13.955589011559383
+lower bound,12.0,0.9560113679106617,3.9645822532723205,8.024039970842955,2.562427663320012,3.867209868650444,3.4404567455759087,3.406076148290158,3.7197569569768234,1.4163506970124182,5.549825481527371,2.605600945680185,0.21180896462281287,0.3777665314472003,0.4465136645170909,0.45690542652231786,0.42735439158639144,-28.16978634645443
+higher bound,12.0,0.9577601918156158,4.205969237086125,13.125278312427382,27.947137812933367,46.45599314498277,46.16388332111878,46.24768311375021,46.51782831879817,1.4181815688946642,5.605437416801348,3.100188937176143,6.115490909906038,5.962997501459462,5.854601705868804,5.842837708576677,5.832277358167505,-7.761609016309592
diff --git a/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax7_True__fitnoise_True/summary305_w-tau-fixed_nmax_7.csv b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax7_True__fitnoise_True/summary305_w-tau-fixed_nmax_7.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1366da55318912e8394892c615f02e99baf0f69e
--- /dev/null
+++ b/results_new/0305/NR_Model_Noise/w-tau-fixed-nmax7_True__fitnoise_True/summary305_w-tau-fixed_nmax_7.csv
@@ -0,0 +1,26 @@
+n,id,t_shift,dlogz,dlogz_err
+7,305,10.0,-60229.88247176929,0.14392721849460646
+7.0,305.0,0.0,-68386.05722466052,0.30613912766323903
+7.0,305.0,0.2,-68409.57718826705,0.3817716692568417
+7.0,305.0,0.2,-68368.26616265958,0.29742360279877034
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