new updates

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

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

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

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

results_new/0305/NR_Model_Noise/w-tau-fixed-nmax3_True__fitnoise_True/best_values_305_w-tau-fixed_nmax_3.csv

@@ -55,3 +55,59 @@ max val,20.0,0.9565186189722589,4.293424239175842,25.466643375568506,15.78529427
 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
+max val,0.0,0.959568931344204,3.458526427500391,4.596927093824203,2.117330385690664,1.4097188615593754,5.416713895242995,2.607520514646352,5.860701413593438,-4.424568561787133
+max val ml,0.0,0.9597043937792866,3.457802772193003,4.592422115717136,2.113401755668334,1.4097426451275719,5.416422924483903,2.6072945381430324,5.860892151998385,-4.425096216337426
+lower bound,0.0,0.958462479792416,3.4398915559636105,4.543589178411001,2.0782941164099347,1.4085494110865158,5.411374357389182,2.596131739710615,5.842902271650748,-4.466506322202633
+higher bound,0.0,0.9606924556860981,3.477370065411452,4.6508180967147625,2.1566097019121915,1.4108724815166314,5.421999681016313,2.6188779446738506,5.878526660424333,-4.382481537704592
+max val,0.2,0.9594610870224398,3.497816405631741,4.793296033642105,2.301251647809407,1.4103892209116786,5.425290146205445,2.6171316304655012,5.864292713773449,-4.523156813080014
+max val ml,0.2,0.9594171827909734,3.498305649823232,4.795771275822549,2.303094230369054,1.4102026577394,5.425191391908778,2.616761882714559,5.863440250561254,-4.531770678546039
+lower bound,0.2,0.9583881215800389,3.4791650155937033,4.736419986068105,2.2571037351435894,1.4092799863776402,5.419987518617281,2.6056784383786034,5.84622039941349,-4.569085712465206
+higher bound,0.2,0.9605277430730477,3.516870554198153,4.851117797888415,2.345189277304405,1.4114880605456093,5.430625410834096,2.6285336232799583,5.882083176686772,-4.47923960367693
+max val,0.4,0.9593894057732141,3.5226599348447003,4.923794971846115,2.428831023983616,1.410766603318291,5.430638865894944,2.6230427560221914,5.866040863493092,-4.589633276182504
+max val ml,0.4,0.9594334172673052,3.5229920366944762,4.920921562495753,2.4250198770612426,1.410801699268163,5.42975392503771,2.620699043832716,5.862256107279531,-4.5877052579196445
+lower bound,0.4,0.9583281925022313,3.503774104905459,4.8643644846953755,2.3815165649476384,1.4096886062041307,5.425384349224032,2.611498390632248,5.847767618259404,-4.638633900381425
+higher bound,0.4,0.9604323419023231,3.5419904363814987,4.983760147560977,2.4758925946833523,1.4118665901305711,5.435912057094076,2.6345562442921167,5.884444614825848,-4.542224298785346
+max val,0.8,0.9592047645183153,3.5709493809588206,5.188739382196596,2.7003952369812008,1.411555212107919,5.441259426561372,2.6349829271370266,5.870056327394334,-4.730061429108531
+max val ml,0.8,0.9593231645510846,3.5721897050947806,5.187018323389686,2.6966901192330166,1.4115666021217081,5.440790617537802,2.6338828194606925,5.868767440122682,-4.724935885024834
+lower bound,0.8,0.9582270689452888,3.5521069474569145,5.125865184510142,2.647596285759326,1.4105246690192321,5.436083843616106,2.6235200609753253,5.851611491189361,-4.783879767610294
+higher bound,0.8,0.9601968660728513,3.5898748358783807,5.252257148465085,2.754559054963334,1.4126101338573391,5.446448321091691,2.6466812296468416,5.88880345429299,-4.677798916300819
+max val,1.2,0.9590295361865504,3.6157499928070433,5.452837103080453,2.9902909978882315,1.412268726461754,5.451268885339604,2.646453894055709,5.873680889939633,-4.878318778212318
+max val ml,1.2,0.9589308444986099,3.615495906622473,5.457407530738239,2.9967792239859263,1.412326803211198,5.452264110296179,2.648969364859426,5.877873350915977,-4.874417539471679
+lower bound,1.2,0.9580537609929312,3.596416143306712,5.383668067944356,2.928361655276194,1.4112515244660602,5.44593826466251,2.634268570416027,5.853830557507931,-4.941684891062561
+higher bound,1.2,0.9599979617412406,3.635661791985548,5.523462780227136,3.053904005080973,1.4132829828009792,5.456626849032938,2.6586253786083396,5.89354560964332,-4.817016306828084
+max val,2.0,0.9585604318973758,3.6976921072206044,5.986169819955756,3.6347020894570985,1.413546648931361,5.470378073956767,2.669324936155237,5.881951405661667,-5.222066802110639
+max val ml,2.0,0.9586651068698375,3.6990211856510893,5.991156973528856,3.640030833424839,1.4135995325438129,5.470672729154416,2.6698650233898835,5.883083356899286,-5.228952420552567
+lower bound,2.0,0.9576404311789602,3.6770441965383753,5.902660844806416,3.5491852143629883,1.4125813231023154,5.46488914452306,2.6561290446556054,5.8598018175573525,-5.318064147089082
+higher bound,2.0,0.9594830593567127,3.718400281340865,6.071980083331017,3.72324985580372,1.4145091499446638,5.476048904471881,2.6825925862748417,5.903899714431119,-5.131494569745033
+max val,2.5,0.958267507448167,3.744317123898588,6.320682191737991,4.080336184066902,1.4142456576800053,5.4813673543678245,2.68247177747556,5.8858250757872685,-5.5038150281128395
+max val ml,2.5,0.9582741041466684,3.7411259914537425,6.307308173153265,4.065347917482414,1.4142946658850872,5.481427529489146,2.683008890770893,5.8866263887265635,-5.534326362655623
+lower bound,2.5,0.9573706243806605,3.722387477181105,6.223176627780104,3.9721931674654236,1.4133156534157025,5.475667887380029,2.6682820752645253,5.8620190752023085,-5.661541470015884
+higher bound,2.5,0.9591618005270068,3.7664934475569574,6.418317119152335,4.188562458077149,1.4151922664840688,5.487147866040912,2.6964856548960747,5.909654050432905,-5.369822511956595
+max val,5.0,0.957278585039782,3.9627072480140804,8.353035819734755,7.568006743325369,1.4165910001292212,5.535673184797303,2.7542607362601115,5.909180299775111,-17.79943534446211
+max val ml,5.0,0.9571976837071801,3.964633398896016,8.369065418443592,7.5877166228736606,1.4166181497887602,5.536118538882834,2.753628017094626,5.905492622031378,-17.43735117049369
+lower bound,5.0,0.9563973748462413,3.926402171241445,8.10751264209106,7.140892802051376,1.4156621306446386,5.526413087675161,2.72446211405861,5.851904456726103,-28.23694890606556
+higher bound,5.0,0.9581645357634839,3.9986443206639937,8.59392551346126,7.9882706434809245,1.4175009253921886,5.544845369384681,2.783135072184432,5.965033558198312,-8.246178591077854
+max val,7.5,0.9569687936107761,4.068100771714666,10.143003869153299,12.584953000183049,1.4171627084408387,5.567219672404779,2.812701039155113,5.933222893115919,-14.585934834286178
+max val ml,7.5,0.9568756098559443,4.072908401481467,10.223115224278981,12.810958484413678,1.4172201242926887,5.568771060766367,2.813273624529485,5.928834273657318,-14.76871415509589
+lower bound,7.5,0.9560955437938592,4.000782993380292,9.371915285799824,10.419122024258849,1.416213160317384,5.55054169414012,2.73950985770801,5.762497787829037,-26.81291535809852
+higher bound,7.5,0.9578640130572325,4.134917143863978,10.892467105437891,14.770116403092425,1.4181008425167523,5.583815248890324,2.885260119034407,6.099593933412679,-7.812294825520713
+max val,10.0,0.9568519778956611,4.109796108045589,11.722879734272597,20.418574859141977,1.4172972622133613,5.58544783423644,2.867228036117602,5.9174683558104215,-18.059515490386122
+max val ml,10.0,0.9566529061490381,4.10102970042197,11.944615697200883,21.773627928489383,1.4171728338170926,5.592566114882464,2.9041164611196546,6.024508320113815,-13.268073393846333
+lower bound,10.0,0.9559362820959998,4.001865683661307,9.558283282252782,10.472158420187453,1.4163510186536554,5.556838047952577,2.701875990611839,0.23152913435259212,-28.550333021554007
+higher bound,10.0,0.9577613645277714,4.213353966241822,13.396534094749878,28.069858814648924,1.4182671700137799,5.610314512261347,3.014895136132369,6.218245231978851,-7.947923864713445
+max val,12.0,0.9568388601341604,4.07715762199763,10.610559093312888,17.9605745427525,1.4172386157619992,5.580427491978165,2.866706836384683,4.038372932716165,-17.82616729369987
+max val ml,12.0,0.9566814689848924,4.134241052080297,13.17742802321311,29.855904842776727,1.4175002352708586,5.601623251243939,2.9234383623912974,5.98833855930453,-28.905461951619525
+lower bound,12.0,0.9559256180463083,3.950673961725994,7.849373610896657,2.5213261205538244,1.4162828293384335,5.5501415001987295,2.617747985008484,0.1550269188850969,-28.426234768405962
+higher bound,12.0,0.9577607513432316,4.202591160601771,13.113911777321395,28.748696261986247,1.4181938076382785,5.608981150883609,3.1417733960138934,6.1262696715448,-7.5756229679749225
+max val,15.0,0.956694278517171,4.126798729057144,12.585547851065758,15.891708529446749,1.4173531357393814,5.607187371518072,2.907382068789136,3.4867092798173793,-17.408290179558826
+max val ml,15.0,0.9568085288170745,4.160017348746902,15.083249450193073,29.186653265862446,1.4172309566369727,5.618837136389632,2.9539884115988797,5.867473375554451,-18.710680334827146
+lower bound,15.0,0.9557776487599607,3.9620725271125106,9.056680338319072,2.1349731205306943,1.4163743413182273,5.566761647060365,2.628315609525127,0.3862450898753842,-28.185082814047043
+higher bound,15.0,0.9576218826608529,4.288790963437094,16.103395106699587,28.193597375549597,1.4183237388048906,5.64730681576384,3.1898787812645844,5.928203505053303,-7.170351344446235
+max val,18.0,0.9564968598112505,4.271295468173687,23.115895581493678,14.852212339516363,1.4175309220172596,5.662998809438694,2.965762249929905,3.0516332335490706,-16.72115864151841
+max val ml,18.0,0.9564604023096436,4.364615949140939,27.005892890954442,7.792391748979435,1.4176599116735913,5.685975503950861,2.951980979903852,6.20031077426175,-6.393634990450412
+lower bound,18.0,0.9555394086462132,3.9970919755397705,14.370223574422264,1.9919570203943517,1.416533674568498,5.599253872013253,2.5507751387227318,0.40537895280022856,-28.019679173501324
+higher bound,18.0,0.9574529306713435,4.51967444992613,28.786940606114037,27.923857621273548,1.4185311235572007,5.719971316975876,3.381560531213609,5.812971585081706,-6.746608915469876
+max val,20.0,0.9565268008312207,4.286902501049205,25.113725649058665,14.83993903302949,1.4174989662479838,5.659813965840624,2.8826900717958712,2.82822346829382,-16.308761981891294
+max val ml,20.0,0.9564462832463436,4.399323616590393,29.996687115051024,26.444832883359997,1.4175315939715363,5.687958381660935,2.8833175993460034,0.7789454968649445,-6.355088597359824
+lower bound,20.0,0.9555783546788328,3.9889465109367657,13.46727241922882,2.0451917895020686,1.4165030947687947,5.591372330875111,2.2653864018919205,0.38960786286106486,-27.965539202870033
+higher bound,20.0,0.9574713068055634,4.53433133217283,29.45019902523707,27.80116479052984,1.418477191978782,5.714899373557282,3.4957475754220386,5.79016844109787,-6.331712811151153