pull merge

motivation.py

@@ -306,6 +306,7 @@ def motivation_all_small(dev_desired = '1',ylim=[-1.25, 1.25], c1=10, dfs=['m1',
                                         fr = len(spikes_pure['base_0'][i])/duration
                                         frs.append(fr)
                                     fr = np.mean(frs)
+
                                     fr_isi, ax_ps, ax_as = plot_arrays_ROC_psd_single3(
                                         [arrays[0], arrays[2], arrays[1], arrays[3]],
                                         [arrays_original[0], arrays_original[2], arrays_original[1],
@@ -345,6 +346,6 @@ def motivation_all_small(dev_desired = '1',ylim=[-1.25, 1.25], c1=10, dfs=['m1',
 
 
 if __name__ == '__main__':
-    motivation_all_small(dev_desired = '1', c1=10, mult_type='_multsorted2_', devs=['05'], redo=True, save=True, end='all',
+    motivation_all_small(dev_desired = '1.5', c1=10, mult_type='_multsorted2_', devs=['05'], redo=True, save=True, end='all',
                    cut_matrix='malefemale', chose_score='mean_nrs', restrict='modulation_no_classes', step='50',
                    detections=['MeanTrialsIndexPhaseSort'], sorted_on='LocalReconst0.2NormAm')#

motivationcalc_coherence-coherence__cell_2021-08-03-ab-invivo-1_dev_05.csv

@@ -0,0 +1,367 @@
+,coherence_r_exp,MI_r_exp,MI_s,coherence_s,coherence_r,MI_r,f,file_name,amp
+0,0.031276558490276,0.0458432419511297,0.0324626328945354,0.0222501145120065,0.0175596881686385,0.0255583358018218,2.44140625,gwn300Hz50s0.3,0.5
+1,0.0256227105544363,0.0374475872446057,0.0241375500665697,0.0165916909920854,0.0103728989385179,0.0150430856486267,4.8828125,gwn300Hz50s0.3,0.5
+2,0.0381975746253998,0.0561875306289373,0.0376005896403136,0.0257260408843742,0.0231714548255097,0.0338227350821562,7.32421875,gwn300Hz50s0.3,0.5
+3,0.031274024853869,0.0458394686761751,0.0300394814563974,0.0206065053129008,0.0162532198095546,0.0236410862096819,9.765625,gwn300Hz50s0.3,0.5
+4,0.0182744954652137,0.0266083988656366,0.0151160583791408,0.0104229538450445,0.002795192490408,0.0040382568297811,12.20703125,gwn300Hz50s0.3,0.5
+5,0.0305821049055902,0.0448093805224426,0.0210109788268769,0.014458163006267,0.0153114133233626,0.022260558635694,14.6484375,gwn300Hz50s0.3,0.5
+6,0.0479647776580456,0.0709131451377,0.0434650854876138,0.0296783858490439,0.0329350099519202,0.0483152479262193,17.08984375,gwn300Hz50s0.3,0.5
+7,0.0349213824066486,0.0512816223593399,0.0419917407265345,0.028686943811826,0.0203117316330554,0.0296053305829353,19.53125,gwn300Hz50s0.3,0.5
+8,0.0270939714006364,0.0396276307040125,0.0215255735535911,0.0148096331230911,0.0116564469815964,0.0169154780955002,21.97265625,gwn300Hz50s0.3,0.5
+9,0.0333582027751471,0.0489467171863729,0.0291180588590319,0.0199807850339445,0.0181853940870717,0.0264774658474761,24.4140625,gwn300Hz50s0.3,0.5
+10,0.0406552688509902,0.0598787681205638,0.0360272063277661,0.024662931541869,0.0258812508366137,0.0378304412794773,26.85546875,gwn300Hz50s0.3,0.5
+11,0.049701340143595,0.0735470999922578,0.0510303574113859,0.0347532862120436,0.0352188301656354,0.051726345248544,29.296875,gwn300Hz50s0.3,0.5
+12,0.0412958514355137,0.0608424196334183,0.041914616401388,0.0286350174765887,0.0267307444710651,0.0390891122053266,31.73828125,gwn300Hz50s0.3,0.5
+13,0.0337487296468619,0.049529689103727,0.0270938831304914,0.0186048023474435,0.0189811599183371,0.0276472517849605,34.1796875,gwn300Hz50s0.3,0.5
+14,0.0258840904481586,0.0378346468236868,0.0216448154128787,0.0148910578685039,0.0117171833363118,0.0170041382885658,36.62109375,gwn300Hz50s0.3,0.5
+15,0.0272365976872622,0.0398391427250321,0.0200226386766921,0.0137827712846336,0.0133097957143822,0.0193309087847348,39.0625,gwn300Hz50s0.3,0.5
+16,0.028266076218619,0.0413667598533536,0.0208137379678163,0.0143234135257407,0.0128557309036346,0.0186671478958688,41.50390625,gwn300Hz50s0.3,0.5
+17,0.0295042415327182,0.0432061872050852,0.0219973816495258,0.0151317696665052,0.014185109832759,0.0206113226343566,43.9453125,gwn300Hz50s0.3,0.5
+18,0.0221968307857906,0.0323840135316845,0.0162108458760788,0.0111736084124392,0.0075013407180715,0.0108629414968746,46.38671875,gwn300Hz50s0.3,0.5
+19,0.0312472159088878,0.0457995434570792,0.0316546490198659,0.0217023706146473,0.0164344571993711,0.0239069009267414,48.828125,gwn300Hz50s0.3,0.5
+20,0.0312403534040361,0.0457893236499068,0.0361200682920042,0.0247257090510111,0.0164381992749904,0.0239123898178966,51.26953125,gwn300Hz50s0.3,0.5
+21,0.0347039155750245,0.0509565680364242,0.028887158737949,0.0198239225936642,0.01971012914057,0.0287196789091928,53.7109375,gwn300Hz50s0.3,0.5
+22,0.0411099692074497,0.0605627239894242,0.023746864362798,0.0163253453107142,0.0261877920439163,0.0382845081771134,56.15234375,gwn300Hz50s0.3,0.5
+23,0.0318111792581756,0.0466396587689939,0.0261871250189485,0.0179877850677834,0.0164459628795729,0.0239237775700717,58.59375,gwn300Hz50s0.3,0.5
+24,0.0200748825240706,0.0292565872653974,0.0073930387038268,0.0051113562675044,0.007474351385186,0.0108237103634741,61.03515625,gwn300Hz50s0.3,0.5
+25,0.0176977520156987,0.0257610942006896,0.0073408800073323,0.0050753867580799,0.0043499240362705,0.0062893027687406,63.4765625,gwn300Hz50s0.3,0.5
+26,0.0245817471100998,0.0359071252741386,0.0151810168511532,0.0104675093220485,0.0091140221585453,0.0132090401666775,65.91796875,gwn300Hz50s0.3,0.5
+27,0.0298724077910715,0.0437535903282478,0.0230931690502838,0.0158795343847505,0.0147458110511167,0.0214321166872238,68.359375,gwn300Hz50s0.3,0.5
+28,0.0273784084019256,0.0400494760172005,0.0088934207486698,0.0061454882804165,0.0129176036258274,0.0187575766911681,70.80078125,gwn300Hz50s0.3,0.5
+29,0.0271630736199579,0.0397301040845959,0.0086847844468539,0.0060017509568371,0.0118050400710769,0.0171323972319639,73.2421875,gwn300Hz50s0.3,0.5
+30,0.0253083123717827,0.0369821540472708,0.0089392661372627,0.0061770700915819,0.0115788308383162,0.0168021854777149,75.68359375,gwn300Hz50s0.3,0.5
+31,0.019130330962557,0.0278666407310242,0.0037515534996783,0.0025970006749589,0.0070166802244736,0.0101586114531961,78.125,gwn300Hz50s0.3,0.5
+32,0.0130713041698967,0.0189822390692413,0.0009530694020906,0.0006603992093256,0.0061933975675311,0.0089629683093218,80.56640625,gwn300Hz50s0.3,0.5
+33,0.0145461658181604,0.0211398083542512,0.0043399689439552,0.0030037170253418,0.0084895879384403,0.0123001723064558,83.0078125,gwn300Hz50s0.3,0.5
+34,0.0162902814489193,0.0236954392724908,0.0082089026742406,0.0056738204801258,0.0037874946222827,0.0054745737251052,85.44921875,gwn300Hz50s0.3,0.5
+35,0.0153645751979604,0.0223384497012761,0.0050982717646916,0.0035276159906734,0.002784747426902,0.0040231456286619,87.890625,gwn300Hz50s0.3,0.5
+36,0.0105336519557451,0.0152774531378189,0.0036626847604149,0.0025355596395072,0.0053536508576791,0.0077444345894576,90.33203125,gwn300Hz50s0.3,0.5
+37,0.0149998803117601,0.0218041950151813,0.0059980928137487,0.0041489304303624,0.0048506918964951,0.0070150969694037,92.7734375,gwn300Hz50s0.3,0.5
+38,0.0208123677712835,0.0303427589104955,0.0127288159374204,0.0087841349356561,0.0091789142102563,0.0133035237994485,95.21484375,gwn300Hz50s0.3,0.5
+39,0.0203094117692054,0.0296019143410373,0.0131533795934781,0.0090757920795017,0.0061603474481176,0.0089149907144521,97.65625,gwn300Hz50s0.3,0.5
+40,0.0272410502839861,0.0398457463389211,0.0110662488890837,0.0076411957056889,0.0126620934436009,0.0183841776997724,100.09765625,gwn300Hz50s0.3,0.5
+41,0.0280338105467349,0.0410219653736815,0.0099688359593845,0.0068860522752287,0.0135667712691913,0.0197066960816117,102.5390625,gwn300Hz50s0.3,0.5
+42,0.0220723814415167,0.0322004070218412,0.0004910371601111,0.0003403031068391,0.0084557329105291,0.0122509124636538,104.98046875,gwn300Hz50s0.3,0.5
+43,0.0130303230925157,0.0189223340630537,0.0014555110812124,0.0010083746504613,0.0059815421362658,0.0086554535412128,107.421875,gwn300Hz50s0.3,0.5
+44,0.0096050946298348,0.0139242015953848,6.044703698783169e-05,4.18978155233786e-05,0.0063333461671947,0.0091661440254339,109.86328125,gwn300Hz50s0.3,0.5
+45,0.0098722388766076,0.0143133995468942,0.0007186776849271,0.0004980253552209,0.0063016486784916,0.0091201234809987,112.3046875,gwn300Hz50s0.3,0.5
+46,0.0147286274124015,0.0214069551254118,0.0002708649896767,0.0001877316801092,0.0022287715763985,0.0032190262716825,114.74609375,gwn300Hz50s0.3,0.5
+47,0.0119013750408255,0.0172730463584836,0.0002103729263925,0.000145808769663,0.0041647323640751,0.0060209853455478,117.1875,gwn300Hz50s0.3,0.5
+48,0.0157312140372012,0.0228757516567414,0.0038976967454958,0.0026980312635342,0.005112073515835,0.0073940787910657,119.62890625,gwn300Hz50s0.3,0.5
+49,0.0266867564668696,0.0390239094455638,0.0226228497107387,0.0155586582970706,0.0133364811606386,0.0193699275987763,122.0703125,gwn300Hz50s0.3,0.5
+50,0.0209107124124378,0.0304876631625701,0.0049084902138454,0.0033965248673811,0.007487325557367,0.0108425692173794,124.51171875,gwn300Hz50s0.3,0.5
+51,0.0129035888858353,0.0187370932417361,0.002723813511186,0.0018862224978682,0.0056901164894901,0.0082325471935508,126.953125,gwn300Hz50s0.3,0.5
+52,0.0111499022112458,0.0161762590070077,0.005326950728669,0.0036855524963756,0.0046359498935138,0.0067038132267493,129.39453125,gwn300Hz50s0.3,0.5
+53,0.0128170235336498,0.0186105788231828,0.0031204936261526,0.002160623843625,0.0028803231254111,0.0041614238930979,131.8359375,gwn300Hz50s0.3,0.5
+54,0.0136343132774489,0.0198054821460602,0.0055769010934682,0.0038581514042169,0.003047716967523,0.0044036400932282,134.27734375,gwn300Hz50s0.3,0.5
+55,0.0157444191915107,0.0228951072826694,0.0072737228273502,0.0050290721284497,0.0017880891984985,0.0025819765100489,136.71875,gwn300Hz50s0.3,0.5
+56,0.0213539504687064,0.0311409254749101,0.0046987597792511,0.0032516340431438,0.008841904328601,0.012812900593889,139.16015625,gwn300Hz50s0.3,0.5
+57,0.021251029975321,0.0309892106865651,0.0027363573190657,0.0018949007650577,0.0093991601343956,0.0136242507478346,141.6015625,gwn300Hz50s0.3,0.5
+58,0.0167832841444681,0.0244186514338265,0.0007554482762257,0.0005234997688798,0.0017888313926367,0.002583049188294,144.04296875,gwn300Hz50s0.3,0.5
+59,0.0180574626247596,0.0262894934323092,0.0020443556831177,0.0014160358515837,0.0075046298696727,0.0108677226122166,146.484375,gwn300Hz50s0.3,0.5
+60,0.0207409276237624,0.0302375057561947,0.0037233504529943,0.0025775023904912,0.0073137958099929,0.010590352163143,148.92578125,gwn300Hz50s0.3,0.5
+61,0.016201652059456,0.0235654624933153,0.0015723203374137,0.0010892557386383,0.0041177625372806,0.0059529404184666,151.3671875,gwn300Hz50s0.3,0.5
+62,0.0237723461842018,0.0347104750366948,0.0101394422521298,0.0070034862903218,0.0083228675084798,0.0120576065050054,153.80859375,gwn300Hz50s0.3,0.5
+63,0.019954004141454,0.0290786350066255,0.0009274223292703,0.000642633595246,0.0048176997601572,0.0069672681641053,156.25,gwn300Hz50s0.3,0.5
+64,0.0110065025481186,0.0159670594689662,0.0002197117910223,0.0001522810125522,0.0048527283473559,0.0070180492706716,158.69140625,gwn300Hz50s0.3,0.5
+65,0.0133876824347305,0.0194447958182855,0.0019772062656083,0.0013695562490666,0.002925204524543,0.0042263625666974,161.1328125,gwn300Hz50s0.3,0.5
+66,0.0121729716120694,0.0176696513909249,0.00408120014727,0.0028248748862735,0.0044393455132547,0.006418880135423,163.57421875,gwn300Hz50s0.3,0.5
+67,0.0116665805206489,0.0169302702003725,8.86934309601431e-05,6.147571189519574e-05,0.0042555200799932,0.0061525181026772,166.015625,gwn300Hz50s0.3,0.5
+68,0.0229194029858204,0.0334505233622433,0.0030649651962729,0.0021222168909484,0.007680636607596,0.0111235893632457,168.45703125,gwn300Hz50s0.3,0.5
+69,0.0152305717509906,0.0221421202280302,0.0004049191886318,0.0002806292102096,0.0023529819093846,0.0033986353656362,170.8984375,gwn300Hz50s0.3,0.5
+70,0.0197180427296221,0.0287313254048911,0.000557954440847,0.0003866697715215,0.0045811176012798,0.0066243406988158,173.33984375,gwn300Hz50s0.3,0.5
+71,0.0199284649677212,0.0290410400780417,0.0026788821451743,0.0018551367087396,0.004868404161973,0.0070407751513307,175.78125,gwn300Hz50s0.3,0.5
+72,0.0231468343515424,0.0337863731348626,0.00365035571063,0.002527035425489,0.0084433761459309,0.0122329335064672,178.22265625,gwn300Hz50s0.3,0.5
+73,0.0208334928967153,0.0303738841427378,0.0038109450628138,0.0026380600133704,0.0086506567996549,0.012534554236101,180.6640625,gwn300Hz50s0.3,0.5
+74,0.022669078240377,0.0330809571093139,0.0021858722424954,0.001513983950176,0.0124815143347816,0.0181203402009712,183.10546875,gwn300Hz50s0.3,0.5
+75,0.025291617924394,0.0369574438845567,0.0015164759850827,0.0010505887982061,0.0101017740869457,0.0146478894104773,185.546875,gwn300Hz50s0.3,0.5
+76,0.0218916890150905,0.0319338637908754,0.0006646490947543,0.0004605935403037,0.0102512318371886,0.0148657282031034,187.98828125,gwn300Hz50s0.3,0.5
+77,0.0138496369119167,0.0201204568616238,0.0015303566867137,0.0010602000130666,0.0088695327717865,0.0128531161495046,190.4296875,gwn300Hz50s0.3,0.5
+78,0.0173613174137313,0.0252670615007407,0.0031471805902719,0.0021790816996381,0.0068926989603369,0.0099784916205048,192.87109375,gwn300Hz50s0.3,0.5
+79,0.0124210035799109,0.0180319409530438,0.0031753599323039,0.0021985713780126,0.0068040603939734,0.0098497314014281,195.3125,gwn300Hz50s0.3,0.5
+80,0.0147911038161624,0.0214984398251949,0.0013914444793471,0.0009640108604557,0.0030838586544803,0.0044559418719322,197.75390625,gwn300Hz50s0.3,0.5
+81,0.0226579734496927,0.0330645647747655,0.0031117868743682,0.0021546018044976,0.0075011920933508,0.0108627254561481,200.1953125,gwn300Hz50s0.3,0.5
+82,0.0122813286436296,0.0178279126270526,0.0008152667204614,0.0005649401898561,0.0036013026250166,0.0052049593903871,202.63671875,gwn300Hz50s0.3,0.5
+83,0.0081950085878082,0.011871608931527,0.0011898615316723,0.0008244091538234,0.0075594406746677,0.0109473980066714,205.078125,gwn300Hz50s0.3,0.5
+84,0.0084519060468655,0.0122453443949767,0.0030292989099203,0.0020975470655957,0.0076294248675311,0.0110491365008522,207.51953125,gwn300Hz50s0.3,0.5
+85,0.0085881470026604,0.0124435875838044,0.0007050955355208,0.0004886155709844,0.0085948087838083,0.0124532817899882,209.9609375,gwn300Hz50s0.3,0.5
+86,0.0080734317371587,0.0116947721827412,0.0004302521189033,0.0002981835775853,0.0076998202623021,0.011151480012219,212.40234375,gwn300Hz50s0.3,0.5
+87,0.0088599601501716,0.0128391822553333,0.0021235825808575,0.0014708724837768,0.0068726498139928,0.0099493663567925,214.84375,gwn300Hz50s0.3,0.5
+88,0.019159050028943,0.0279088822872001,0.0011279499463566,0.0007815297715281,0.0047108455621064,0.0068123721756078,217.28515625,gwn300Hz50s0.3,0.5
+89,0.0166766912602794,0.0242622538790955,0.0012446107415457,0.0008623264090968,0.0031007833257041,0.0044804347510202,219.7265625,gwn300Hz50s0.3,0.5
+90,0.0100959905838625,0.0146394604562433,0.0006786904773502,0.0004703217548806,0.0064607360312502,0.0093511119985442,222.16796875,gwn300Hz50s0.3,0.5
+91,0.0093003081487756,0.0134802914975632,0.0013212059847489,0.000915370995398,0.0064358574623213,0.0093149868649426,224.609375,gwn300Hz50s0.3,0.5
+92,0.010303319218445,0.014941654727564,0.0012813251046241,0.0008877525979439,0.0072957285818122,0.0105640948592829,227.05078125,gwn300Hz50s0.3,0.5
+93,0.0106877557293394,0.0155021622096267,0.0016425968923669,0.0011379134896248,0.0054009818423171,0.0078130879370565,229.4921875,gwn300Hz50s0.3,0.5
+94,0.0115031237164664,0.0166916879388232,0.0019563139704557,0.0013550945420137,0.0044512586412242,0.0064361438886644,231.93359375,gwn300Hz50s0.3,0.5
+95,0.0105427537623697,0.0152907241214165,0.0004287446160711,0.0002971389672801,0.006212094427429,0.0089901105326948,234.375,gwn300Hz50s0.3,0.5
+96,0.0174301487081627,0.0253681220909661,0.0019547456024787,0.0013540089047189,0.0028188676027113,0.004072508943608,236.81640625,gwn300Hz50s0.3,0.5
+97,0.0184175901768386,0.0268186990734588,0.0070009522078481,0.0048409350052043,0.0040709910143063,0.005885185961931,239.2578125,gwn300Hz50s0.3,0.5
+98,0.019848064877672,0.0289226935598696,0.0225487904763,0.0155081217377954,0.0054849673668434,0.0079349165468987,241.69921875,gwn300Hz50s0.3,0.5
+99,0.0148736690588503,0.0216193496730275,0.009151632405703,0.0063233511337795,0.0033607088010374,0.0048566433819626,244.140625,gwn300Hz50s0.3,0.5
+100,0.0174951007289556,0.0254634934841417,0.0070400400522511,0.0048678971105963,0.0022290008938429,0.0032193578458634,246.58203125,gwn300Hz50s0.3,0.5
+101,0.0185071208936166,0.0269502941497361,0.0079747576076722,0.0055124312352529,0.0032509806734953,0.0046978140913774,249.0234375,gwn300Hz50s0.3,0.5
+102,0.015182433181116,0.0220715985641267,0.0027841896592959,0.0019279922430994,0.0017783202296779,0.0025678576904311,251.46484375,gwn300Hz50s0.3,0.5
+103,0.0152551481047637,0.0221781252309599,0.0007032978166783,0.0004873700953172,0.0052202389296722,0.0075509388609845,253.90625,gwn300Hz50s0.3,0.5
+104,0.0199728455059154,0.0291063710562399,0.0020257692587945,0.0014031708840675,0.0053426124125314,0.0077284238518514,256.34765625,gwn300Hz50s0.3,0.5
+105,0.0151423568764351,0.0220128905235966,0.0007831524492019,0.0005426926011844,0.0040342712036009,0.0058319949094039,258.7890625,gwn300Hz50s0.3,0.5
+106,0.012543663734509,0.0182111389593299,0.0007319396305905,0.0005072132151484,0.0033417450865348,0.0048291925310609,261.23046875,gwn300Hz50s0.3,0.5
+107,0.0164106952978821,0.0238720473640077,0.0003008251460291,0.0002084943638401,0.0008252098065132,0.0011910175828594,263.671875,gwn300Hz50s0.3,0.5
+108,0.0119158578544637,0.017294192462743,0.0006213948968547,0.0004306253750356,0.0042081424304666,0.0060838761213612,266.11328125,gwn300Hz50s0.3,0.5
+109,0.0211055961812814,0.0307748543675051,0.0054014250594394,0.0037369825869246,0.0061979640402343,0.0089695974086285,268.5546875,gwn300Hz50s0.3,0.5
+110,0.0184613916422126,0.0268830783514596,0.0008949595010472,0.0006201462846231,0.0036102762328299,0.0052179524200073,270.99609375,gwn300Hz50s0.3,0.5
+111,0.0195702799684301,0.0285138772143476,0.0015245102465302,0.0010561518577353,0.004389898842575,0.0063472273488495,273.4375,gwn300Hz50s0.3,0.5
+112,0.0184218922522295,0.0268250221252688,0.0058956655825422,0.0040782253361605,0.0028906049304033,0.0041763003275884,275.87890625,gwn300Hz50s0.3,0.5
+113,0.0167829983566922,0.024418232091335,0.003935235137664,0.002723980354857,0.0029240780780506,0.0042247326810982,278.3203125,gwn300Hz50s0.3,0.5
+114,0.0148017397716494,0.0215140147181164,0.0034631518833846,0.0023975951301758,0.001278452022062,0.0018455963970032,280.76171875,gwn300Hz50s0.3,0.5
+115,0.012865444104212,0.0186813436478841,0.000572350329129,0.0003966443327578,0.0028082626623473,0.0040571660805912,283.203125,gwn300Hz50s0.3,0.5
+116,0.014805384404005,0.0215193518192496,0.0014484210200356,0.0010034651380955,0.0017025968433893,0.0024584214672921,285.64453125,gwn300Hz50s0.3,0.5
+117,0.0141623728607094,0.0205780484985397,0.0031639115038147,0.0021906533473112,0.0089055581506656,0.0129055558451443,288.0859375,gwn300Hz50s0.3,0.5
+118,0.0180776349199345,0.0263191313877277,0.0042284648166364,0.0029266574295864,0.0057018977904854,0.0082496413867185,290.52734375,gwn300Hz50s0.3,0.5
+119,0.0172460281292551,0.0250978054706085,0.0010650925279895,0.0007379934316058,0.0059546975756398,0.0086164925025722,292.96875,gwn300Hz50s0.3,0.5
+120,0.0113107344285322,0.0164109262375113,0.0024163178924139,0.0016734621325821,0.0081699198365188,0.0118351149033787,295.41015625,gwn300Hz50s0.3,0.5
+121,0.0134498752991278,0.0195357415358325,0.0006880691201172,0.0004768194560937,0.0041051174391833,0.0059346220834147,297.8515625,gwn300Hz50s0.3,0.5
+0,0.1817599162709798,0.2894038815667947,0.1756338814926353,0.114621577894235,0.1050895790627487,0.1601848166864441,2.44140625,gwn300Hz50s0.3,1.0
+1,0.1612946791660918,0.2537640861864307,0.1195981428393426,0.0795559989394416,0.0832116824237372,0.1253394346081807,4.8828125,gwn300Hz50s0.3,1.0
+2,0.1295817572233905,0.2002193010661803,0.1105227716995725,0.073747633631436,0.0469710308706395,0.0694080266240628,7.32421875,gwn300Hz50s0.3,1.0
+3,0.1452729117440429,0.2264642494750046,0.1324654071786843,0.0877288536558233,0.0628486247536418,0.0936459939842448,9.765625,gwn300Hz50s0.3,1.0
+4,0.0728802954340413,0.1091724712098592,0.0437389839838576,0.029862585833524,0.0452044993040541,0.0667363268955536,12.20703125,gwn300Hz50s0.3,1.0
+5,0.1637580981304886,0.2580077600621317,0.1156266786825724,0.0770187014953639,0.0920252833884306,0.1392759699779539,14.6484375,gwn300Hz50s0.3,1.0
+6,0.2215230452835311,0.3612737631082552,0.2510867772983694,0.15973679064801,0.1509064971938568,0.2360046617132492,17.08984375,gwn300Hz50s0.3,1.0
+7,0.2056700097646148,0.3321896210532078,0.2293547037483416,0.146983651894362,0.1325582407605263,0.205161197688723,19.53125,gwn300Hz50s0.3,1.0
+8,0.1884124041162161,0.3011812794400367,0.1489011919032464,0.0980628513622306,0.1127858577699231,0.1726457325859064,21.97265625,gwn300Hz50s0.3,1.0
+9,0.2234337349161078,0.3648190585826159,0.1920287752652231,0.1246261302440902,0.1587751390600227,0.2494366078409439,24.4140625,gwn300Hz50s0.3,1.0
+10,0.1906779985452116,0.3052142791598097,0.1819310167722218,0.1184776926443447,0.1267531280332254,0.19553852509557,26.85546875,gwn300Hz50s0.3,1.0
+11,0.2215887064119044,0.361395453260959,0.2371056322883271,0.1515542226846157,0.154982184636713,0.2429463370838692,29.296875,gwn300Hz50s0.3,1.0
+12,0.1942213698133688,0.3115445501759644,0.1741648386717399,0.1137195707416398,0.1194725251064963,0.1835600740515552,31.73828125,gwn300Hz50s0.3,1.0
+13,0.1128933100123079,0.1728204707895002,0.043935740100625,0.0299948850716128,0.0536804453047415,0.0796006574892886,34.1796875,gwn300Hz50s0.3,1.0
+14,0.1698420648950062,0.2685422638286706,0.1102054330078692,0.0735438705106276,0.0938167437233808,0.1421252607452353,36.62109375,gwn300Hz50s0.3,1.0
+15,0.1971369608311227,0.3167741962663432,0.1550164579271017,0.1018778727413647,0.1486033937977649,0.232096755560511,39.0625,gwn300Hz50s0.3,1.0
+16,0.120666567520742,0.1855177734660515,0.0786708820273394,0.0530703730019761,0.0530842576499756,0.0786920361438665,41.50390625,gwn300Hz50s0.3,1.0
+17,0.095047753681966,0.1440864306670642,0.0402143771079537,0.0274895734028507,0.0115924064184253,0.0168220004687449,43.9453125,gwn300Hz50s0.3,1.0
+18,0.1314991031640443,0.2034007561875979,0.1221530265021136,0.0811845803389541,0.0479577783470509,0.0709025385614879,46.38671875,gwn300Hz50s0.3,1.0
+19,0.1549313045352861,0.2428594723351593,0.1638710729572136,0.1073732621313093,0.0761624574401122,0.1142889198148957,48.828125,gwn300Hz50s0.3,1.0
+20,0.1562792617027976,0.2451625321423838,0.1043625438766551,0.0697841314452036,0.0869170195333158,0.1311821174075779,51.26953125,gwn300Hz50s0.3,1.0
+21,0.0977078202959911,0.1483334131212585,0.0471395462138656,0.0321465942851338,0.0081149893433776,0.0117552163832378,53.7109375,gwn300Hz50s0.3,1.0
+22,0.116229604609664,0.1782564904940736,0.0471986536760037,0.0321862465921221,0.040433154586498,0.0595447838419356,56.15234375,gwn300Hz50s0.3,1.0
+23,0.1041840263616432,0.1587257032155446,0.0472046100421741,0.0321902423369169,0.0168765404259762,0.0245554948718495,58.59375,gwn300Hz50s0.3,1.0
+24,0.0646057736020617,0.0963535709549353,0.0310667495390034,0.0213036322442913,0.0306693841661643,0.044939276025421,61.03515625,gwn300Hz50s0.3,1.0
+25,0.0648708483628307,0.0967624640485764,0.0106746168752444,0.0073717747813055,0.0324383128604557,0.0475744513116847,63.4765625,gwn300Hz50s0.3,1.0
+26,0.0932088284883827,0.1411577497707397,0.0039127472406004,0.0027084352710895,0.0161059331228569,0.0234251019021785,65.91796875,gwn300Hz50s0.3,1.0
+27,0.1185503433478582,0.1820499214534932,0.0334811649416514,0.0229401551017652,0.0441671613624535,0.0651697611534749,68.359375,gwn300Hz50s0.3,1.0
+28,0.109701251153455,0.1676385664965517,0.0254780132489591,0.0175049889367041,0.0467874322433589,0.0691301218310077,70.80078125,gwn300Hz50s0.3,1.0
+29,0.0582010614837915,0.0865089982833311,0.0143480915735302,0.0098960478762198,0.0379635797506624,0.0558365830973292,73.2421875,gwn300Hz50s0.3,1.0
+30,0.0764813945750456,0.1147870685102593,0.0152868910321796,0.0105401248748696,0.0204216180078707,0.0297671590182272,75.68359375,gwn300Hz50s0.3,1.0
+31,0.1068114235253576,0.1629632951026733,0.0730262436509582,0.0493581917794521,0.0207054571505054,0.0301852497694567,78.125,gwn300Hz50s0.3,1.0
+32,0.1027492913052834,0.1564169373308808,0.0802617529647643,0.0541139840929302,0.0154036125231654,0.0223956486101492,80.56640625,gwn300Hz50s0.3,1.0
+33,0.0813936544149795,0.1224813453885741,0.0050303088877561,0.0034806727883544,0.0198771467022516,0.0289655000116508,83.0078125,gwn300Hz50s0.3,1.0
+34,0.0791116198560724,0.1189017954347761,0.002348649302551,0.0016266352346805,0.0296004389831542,0.0433491970659577,85.44921875,gwn300Hz50s0.3,1.0
+35,0.103785935096423,0.1580847270139749,0.0024517583426217,0.0016979861701509,0.0158971101912386,0.0231189349561611,87.890625,gwn300Hz50s0.3,1.0
+36,0.104794000499037,0.1597083898718899,0.0202806756680303,0.0139591479704603,0.0222286311712807,0.0324309340223705,90.33203125,gwn300Hz50s0.3,1.0
+37,0.0706147244135284,0.1056513067276139,0.0270428104460403,0.0185700594717618,0.0232602445731588,0.0339538761624696,92.7734375,gwn300Hz50s0.3,1.0
+38,0.0815050251696988,0.12265626664517,0.0225466973206991,0.0155066933720455,0.0399511316545331,0.0588202512147311,95.21484375,gwn300Hz50s0.3,1.0
+39,0.0877088556826924,0.1324337820850247,0.0097173654964564,0.0067129314258089,0.0062975723586461,0.0091142053124154,97.65625,gwn300Hz50s0.3,1.0
+40,0.1200111094900712,0.1844427844412945,0.0351604786516754,0.0240768023957039,0.0509408800319044,0.0754301346924279,100.09765625,gwn300Hz50s0.3,1.0
+41,0.1313500495404968,0.2031531796177439,0.0244344955803315,0.016794082091164,0.0484988200926672,0.0717226493755562,102.5390625,gwn300Hz50s0.3,1.0
+42,0.0926900301431884,0.1403325831874994,0.0173291575230856,0.0119398047053374,0.0460499761912643,0.0680144075788915,104.98046875,gwn300Hz50s0.3,1.0
+43,0.0607750456218998,0.0904573547962279,0.0285797329803045,0.0196150333464514,0.0369690518451701,0.0543459333377663,107.421875,gwn300Hz50s0.3,1.0
+44,0.0625643391664377,0.0932084177051968,0.0021577053755116,0.0014944895341355,0.0372562364481387,0.054776222304669,109.86328125,gwn300Hz50s0.3,1.0
+45,0.1017388568704466,0.1547931675955955,0.0146331718536915,0.0100916756550171,0.0130037360010978,0.0188834711180071,112.3046875,gwn300Hz50s0.3,1.0
+46,0.1178791173854641,0.1809517239133771,0.0242764297304352,0.0166863532998405,0.0387444885884056,0.0570081300174434,114.74609375,gwn300Hz50s0.3,1.0
+47,0.1161324633779024,0.1780979227569467,0.0033745815015691,0.0023363481336158,0.0298299442486884,0.0436904433754195,117.1875,gwn300Hz50s0.3,1.0
+48,0.1142296875534757,0.1749954503441014,0.0117442914998748,0.008107478214017,0.0469057937084276,0.0693092740023487,119.62890625,gwn300Hz50s0.3,1.0
+49,0.1006500102837713,0.1530454327999016,0.0113265922112136,0.0078202568871172,0.0327544715378661,0.0480459407256332,122.0703125,gwn300Hz50s0.3,1.0
+50,0.0736444260322846,0.1103620284701065,0.0063365701094153,0.0043825442082826,0.0244398000471573,0.0356971933562961,124.51171875,gwn300Hz50s0.3,1.0
+51,0.0953116240777929,0.144507160075452,0.0124578471076088,0.0085979460181504,0.0199352577414799,0.0290510392818004,126.953125,gwn300Hz50s0.3,1.0
+52,0.1019736086689381,0.1551702511648506,0.0222492451302514,0.0153036914396313,0.0338208192261821,0.0496373289709964,129.39453125,gwn300Hz50s0.3,1.0
+53,0.1480482194518906,0.2311563169394823,0.0454591437615033,0.0310186145414238,0.0661067854006605,0.0986704995300594,131.8359375,gwn300Hz50s0.3,1.0
+54,0.1332141576781275,0.2062525055753332,0.0683989125358204,0.046304187668718,0.0636764505692497,0.0949209512958092,134.27734375,gwn300Hz50s0.3,1.0
+55,0.108825955648833,0.1662208804221221,0.0573880761027444,0.0389976101212359,0.0552126916137301,0.0819385101810511,136.71875,gwn300Hz50s0.3,1.0
+56,0.1340434044892035,0.2076333805712079,0.013596319409602,0.0093799813931018,0.0499772884094509,0.0739660914359916,139.16015625,gwn300Hz50s0.3,1.0
+57,0.096432377881904,0.146295519869691,0.0070071276378061,0.004845194756417,0.0133072335817433,0.0193271625518878,141.6015625,gwn300Hz50s0.3,1.0
+58,0.0909065297867112,0.1374994593452481,0.0182744259803507,0.0125869797489531,0.0128306236775292,0.0186304545663374,144.04296875,gwn300Hz50s0.3,1.0
+59,0.0963928751072848,0.1462324485400944,0.0165397254681776,0.0113989975257014,0.0162160821659232,0.0235866237361283,146.484375,gwn300Hz50s0.3,1.0
+60,0.0927834543680078,0.1404811427867275,0.0335322603628355,0.0229747586727452,0.0257718178787045,0.0376683773438235,148.92578125,gwn300Hz50s0.3,1.0
+61,0.1059385955054715,0.1615541752041085,0.0256030140620227,0.0175901125084905,0.0296346825603696,0.0434001079615377,151.3671875,gwn300Hz50s0.3,1.0
+62,0.1079510926563259,0.1648052855849051,0.0534397770232465,0.0363639823987109,0.0204275961375487,0.0297759634636047,153.80859375,gwn300Hz50s0.3,1.0
+63,0.1145410072029695,0.1755026001724737,0.062865216312647,0.042639104605211,0.033057647956995,0.0484982143898231,156.25,gwn300Hz50s0.3,1.0
+64,0.1074004429575496,0.1639150042429434,0.0383246069084519,0.0262148581184049,0.0307098777710424,0.0449995455993577,158.69140625,gwn300Hz50s0.3,1.0
+65,0.1487247572038268,0.2323024210085778,0.0033333363133827,0.0023078255338225,0.072252468563314,0.1081958377021406,161.1328125,gwn300Hz50s0.3,1.0
+66,0.1008872577027536,0.1534260641810497,0.0005027338260673,0.0003484078260028,0.0307553332810891,0.0450672033368523,163.57421875,gwn300Hz50s0.3,1.0
+67,0.1149776537658579,0.1762142121276917,0.0257225558392348,0.0176715116643802,0.0315889111101104,0.046308495729303,166.015625,gwn300Hz50s0.3,1.0
+68,0.1022625908219058,0.1556345807414605,0.0648030832164455,0.0439241943133384,0.0134517300774492,0.0195384538987776,168.45703125,gwn300Hz50s0.3,1.0
+69,0.0874468807938124,0.132019555092425,0.0678643359382432,0.0459507394937713,0.0041093893203405,0.0059408105226634,170.8984375,gwn300Hz50s0.3,1.0
+70,0.0994585878798636,0.1511354737401307,0.0343772521287175,0.0235468383816737,0.0104368355252957,0.0151362964917821,173.33984375,gwn300Hz50s0.3,1.0
+71,0.1008717156759203,0.1534011260279252,0.0181285706769047,0.0124871480437192,0.0203902050626192,0.0297208956721416,175.78125,gwn300Hz50s0.3,1.0
+72,0.111895568264946,0.1711987625825594,0.0020146989570399,0.0013955082732386,0.0263285233030314,0.0384930154848529,178.22265625,gwn300Hz50s0.3,1.0
+73,0.1141796729166325,0.1749139914935581,0.0023225799891851,0.0016085945937151,0.029226573486112,0.0427934774998231,180.6640625,gwn300Hz50s0.3,1.0
+74,0.1314502767412259,0.2033196513110122,0.0054893549753352,0.0037977013468314,0.0488301688411243,0.0722251379279713,183.10546875,gwn300Hz50s0.3,1.0
+75,0.1228849790477817,0.1891620512178535,0.0039752168827974,0.0027516177155032,0.0407863158193183,0.0600758544434132,185.546875,gwn300Hz50s0.3,1.0
+76,0.1309270167315809,0.2024507576887159,0.0318911089842156,0.0218627019802649,0.0463798929885131,0.0685134396452385,187.98828125,gwn300Hz50s0.3,1.0
+77,0.1050290190813743,0.160087190570269,0.0647589593304236,0.0438949529117935,0.0224495237753471,0.0327568963866919,190.4296875,gwn300Hz50s0.3,1.0
+78,0.0705615509408441,0.1055687673191135,0.0024341394532405,0.0016857943488338,0.0232325843458469,0.0339130211573115,192.87109375,gwn300Hz50s0.3,1.0
+79,0.103789672745361,0.1580907437671622,0.0221440492915294,0.0152318885098587,0.0150748807770279,0.0219140497418697,195.3125,gwn300Hz50s0.3,1.0
+80,0.1213816092152793,0.1866913973958724,0.0405489344648252,0.0277150699814099,0.0358002597258375,0.0525960537709429,197.75390625,gwn300Hz50s0.3,1.0
+81,0.109301909592162,0.166991593871946,0.0480950314036265,0.0327873835044235,0.035923571813615,0.0527805727114044,200.1953125,gwn300Hz50s0.3,1.0
+82,0.1015739710222623,0.1545283691378013,0.0154324833928603,0.010639973093824,0.0239120206083772,0.0349169043619671,202.63671875,gwn300Hz50s0.3,1.0
+83,0.115444856071287,0.1769760103179859,0.0176948832452031,0.0121902479518143,0.042955358186488,0.0633418733935572,205.078125,gwn300Hz50s0.3,1.0
+84,0.087809289566978,0.1325926167334101,0.0123436447499551,0.0085194644748803,0.020056393336581,0.0292293668105031,207.51953125,gwn300Hz50s0.3,1.0
+85,0.0800352083661947,0.1203494466604203,0.0017738567409059,0.001228788219404,0.0134576926620096,0.0195471734084395,209.9609375,gwn300Hz50s0.3,1.0
+86,0.0678224356677031,0.1013233044048904,0.0124339604110778,0.0085815312420686,0.0300561489836203,0.0440268612008391,212.40234375,gwn300Hz50s0.3,1.0
+87,0.0677842529130048,0.1012642116474545,0.0073722553168997,0.0050970238521404,0.0391175024421916,0.0575680744556515,214.84375,gwn300Hz50s0.3,1.0
+88,0.088939707177244,0.1343815619598423,0.010288446506051,0.0071060395395614,0.0248407960529691,0.036290323209819,217.28515625,gwn300Hz50s0.3,1.0
+89,0.0673055324304845,0.1005235350445317,0.0116358878060172,0.0080329448926865,0.0273321243325557,0.039980824231964,219.7265625,gwn300Hz50s0.3,1.0
+90,0.1290401455461497,0.1993218733251497,0.0119917530092296,0.0082776002174045,0.0503138924542684,0.0744773455675634,222.16796875,gwn300Hz50s0.3,1.0
+91,0.1016410261818004,0.1546360505198545,0.0146188155221213,0.0100818249780304,0.0270718613790523,0.0395948447461626,224.609375,gwn300Hz50s0.3,1.0
+92,0.1019855194166766,0.1551893861154685,0.0315108424034825,0.0216048498775147,0.0188430083213018,0.0274440991204163,227.05078125,gwn300Hz50s0.3,1.0
+93,0.0708536850399822,0.1060222956463989,0.022930058146118,0.0157682635693839,0.0238719532753445,0.0348576845400798,229.4921875,gwn300Hz50s0.3,1.0
+94,0.0925735044388676,0.1401473099434836,0.0302030565057821,0.0207175442039709,0.0107761548200331,0.0156310786651089,231.93359375,gwn300Hz50s0.3,1.0
+95,0.1038340128171009,0.158162122975992,0.0521308815095619,0.0354893199379489,0.0156524141918965,0.0227602551610963,234.375,gwn300Hz50s0.3,1.0
+96,0.0862964209957503,0.1302018885326383,0.0406056855964998,0.0277533158915076,0.0205737934207032,0.0299912960265437,236.81640625,gwn300Hz50s0.3,1.0
+97,0.0691877613034224,0.103437914880263,0.0143275123997298,0.0098819245403404,0.0286497018484845,0.0419364261546995,239.2578125,gwn300Hz50s0.3,1.0
+98,0.0766004912102176,0.1149731299537688,0.0168773032820848,0.0116302943097968,0.0293721743312039,0.043009875441589,241.69921875,gwn300Hz50s0.3,1.0
+99,0.1068944954983781,0.1630974807609884,0.0183050130408233,0.0126079140009926,0.0416726905435981,0.0614096131629501,244.140625,gwn300Hz50s0.3,1.0
+100,0.0794088995639539,0.119367599119874,0.0281041027992625,0.0192917650604903,0.0280921197138721,0.0411085166041361,246.58203125,gwn300Hz50s0.3,1.0
+101,0.0803529052884477,0.1208477471793491,0.0281539647141013,0.0193256593653045,0.0343212682608774,0.0503847911441163,249.0234375,gwn300Hz50s0.3,1.0
+102,0.0559679664241259,0.0830922799009326,0.0229942554126828,0.0158120590906601,0.0403136237303756,0.0593650820999917,251.46484375,gwn300Hz50s0.3,1.0
+103,0.0627846361676716,0.0935474902989587,0.0250873244209254,0.0172388884841264,0.035223021416181,0.0517326126900122,253.90625,gwn300Hz50s0.3,1.0
+104,0.1039013170511524,0.1582704769332628,0.0083194219496721,0.0057499890373663,0.0159194391881128,0.0231516696415883,256.34765625,gwn300Hz50s0.3,1.0
+105,0.0827054054330106,0.1245429566326725,0.0008693108251482,0.0006023788444529,0.0203516260531454,0.0296640805504376,258.7890625,gwn300Hz50s0.3,1.0
+106,0.0678493589530421,0.1013649731305297,0.0041586215346562,0.0028783862715518,0.0284300793743147,0.04161026942151,261.23046875,gwn300Hz50s0.3,1.0
+107,0.0864474433926102,0.1304403655137936,0.0018850137042434,0.0013057387148154,0.021988777165154,0.032077074459057,263.671875,gwn300Hz50s0.3,1.0
+108,0.0918612319748012,0.1390153297001961,0.0081810885587606,0.0056546504067586,0.0218824107788513,0.0319201785969423,266.11328125,gwn300Hz50s0.3,1.0
+109,0.1094106607242893,0.1671677526620338,0.0206666577246209,0.0142229203944184,0.0286600774433823,0.0419518365573936,268.5546875,gwn300Hz50s0.3,1.0
+110,0.1502795822600916,0.2349398633899948,0.0739377564712475,0.0499586294942781,0.0710233565698561,0.1062857704334728,270.99609375,gwn300Hz50s0.3,1.0
+111,0.1453828899969565,0.2266498938647822,0.0353311959798531,0.0241922787361497,0.0689681849468307,0.1030976267432605,273.4375,gwn300Hz50s0.3,1.0
+112,0.1424498907914022,0.2217071201680018,0.0153032843821562,0.0105513680478231,0.0746533987653357,0.111934246855893,275.87890625,gwn300Hz50s0.3,1.0
+113,0.1344230314972541,0.2082659828170553,0.0007214396126004,0.0004999388223382,0.0582390565501689,0.0865672022134246,278.3203125,gwn300Hz50s0.3,1.0
+114,0.1015828002433068,0.1545425471954218,0.0197659310013751,0.0136072719238446,0.0429970891898151,0.0634047820830289,280.76171875,gwn300Hz50s0.3,1.0
+115,0.078903557388918,0.1185758745182438,0.0019812643384802,0.0013723652345406,0.0367979875706133,0.0540896885467414,283.203125,gwn300Hz50s0.3,1.0
+116,0.0657969101946922,0.0981918781377992,0.0099105862402065,0.0068459538658076,0.0311032574535071,0.045585172233389,285.64453125,gwn300Hz50s0.3,1.0
+117,0.0703591849967897,0.1052546845893139,0.0170862197948573,0.0117734096574277,0.0328010832148591,0.048115466046377,288.0859375,gwn300Hz50s0.3,1.0
+118,0.095728308397475,0.1451717943291824,0.015367407243763,0.0105953446790108,0.0058446947746033,0.0084568501655862,290.52734375,gwn300Hz50s0.3,1.0
+119,0.1164571269184936,0.1786279530008168,0.029740380646643,0.0204034355392179,0.031047188521254,0.0455016875579518,292.96875,gwn300Hz50s0.3,1.0
+120,0.0925342713966962,0.1400849356441894,0.0099983621200261,0.0069063771124719,0.0106899071897341,0.0155052996464018,295.41015625,gwn300Hz50s0.3,1.0
+121,0.0720194403193252,0.1078335123212123,0.0046178854209211,0.003195756923087,0.0400951370758396,0.0590366688337456,297.8515625,gwn300Hz50s0.3,1.0
+0,0.5708866831402691,1.220569421325228,1.0271967039830507,0.5093373719375679,0.5642105082596962,1.19829668594371,2.44140625,gwn300Hz50s0.3,5.0
+1,0.6300500821805218,1.4345981165888066,1.3703679388990109,0.613207410156232,0.6242458469815312,1.412139045287203,4.8828125,gwn300Hz50s0.3,5.0
+2,0.6885593533072463,1.6829708493938562,1.5383340665796268,0.6557172188288662,0.6836158829381481,1.6602509186267689,7.32421875,gwn300Hz50s0.3,5.0
+3,0.6569730479826777,1.5436061598474942,1.3680054761520828,0.6125735051087045,0.6515728276538797,1.5210709569425993,9.765625,gwn300Hz50s0.3,5.0
+4,0.5678873322267146,1.21052056943111,1.0128398243834849,0.5044302006479588,0.561066280935794,1.18792499202143,12.20703125,gwn300Hz50s0.3,5.0
+5,0.6609455557060807,1.5604111395017646,1.4427390643470432,0.6321317844012548,0.6556321323005788,1.5379775609603183,14.6484375,gwn300Hz50s0.3,5.0
+6,0.6980841743412445,1.7277817136535527,1.6219869234767696,0.675112289631831,0.6932929982336247,1.705066992846093,17.08984375,gwn300Hz50s0.3,5.0
+7,0.6351115797371457,1.4544727271779991,1.4359709967370198,0.6304019620309957,0.6293252888271551,1.4317744024711585,19.53125,gwn300Hz50s0.3,5.0
+8,0.5822175697064974,1.2591762732851692,1.137100406931039,0.5453275189419732,0.5758156709451998,1.237236771549634,21.97265625,gwn300Hz50s0.3,5.0
+9,0.7031494538718496,1.7521913275929777,1.5219460229121065,0.6517841019037627,0.6984488910545941,1.729525554210742,24.4140625,gwn300Hz50s0.3,5.0
+10,0.6710878610873762,1.6042258412720427,1.421982802120782,0.6268009554227985,0.6659345142018244,1.581797157530093,26.85546875,gwn300Hz50s0.3,5.0
+11,0.6327513120808459,1.445170758458186,1.4114557896740385,0.6240678489076256,0.6269455492943844,1.4225418745148388,29.296875,gwn300Hz50s0.3,5.0
+12,0.6196385902315009,1.394557212410668,1.349121197576657,0.6074689177047431,0.6136480541683957,1.3720124308940904,31.73828125,gwn300Hz50s0.3,5.0
+13,0.5903810812534662,1.2876457453905343,1.147373827379956,0.5485537376600845,0.5845425240123371,1.2672272769081032,34.1796875,gwn300Hz50s0.3,5.0
+14,0.610423003821105,1.360019603500068,1.274616674971172,0.5866650321366838,0.6043091309573784,1.3375543208047478,36.62109375,gwn300Hz50s0.3,5.0
+15,0.620049532021484,1.3961167401718038,1.3296029247875667,0.6021222646798973,0.6140656631602265,1.3735726877412884,39.0625,gwn300Hz50s0.3,5.0
+16,0.5035972813291456,1.01041707812534,0.9637530164810304,0.4872786127540779,0.4957317315385973,0.9877366496311591,41.50390625,gwn300Hz50s0.3,5.0
+17,0.4539124522836339,0.8727958350769593,0.8801970154792104,0.4567067663203972,0.4452448492966583,0.8500769374949604,43.9453125,gwn300Hz50s0.3,5.0
+18,0.5577863588430934,1.1771845656041442,1.1813892248876878,0.5590732911253116,0.550771079359633,1.154477285756692,46.38671875,gwn300Hz50s0.3,5.0
+19,0.5274868848656263,1.081573721370096,1.1222579123881438,0.540625688518955,0.5199965431686043,1.0588832991878316,48.828125,gwn300Hz50s0.3,5.0
+20,0.4432000599470539,0.8447690390263716,0.8323781784497324,0.4383972825691268,0.4343957060022096,0.8221350219362986,51.26953125,gwn300Hz50s0.3,5.0
+21,0.5010493604308764,1.0030309959003283,0.9060685385275232,0.4663626832434448,0.4931295093758325,0.980310920443942,53.7109375,gwn300Hz50s0.3,5.0
+22,0.5052383726485729,1.0151944825612542,0.7819013120916543,0.4184001961094525,0.4974107637069252,0.9925483208293332,56.15234375,gwn300Hz50s0.3,5.0
+23,0.5127767487472212,1.0373451117525965,0.9691943293528767,0.4892087662651213,0.5051863512995594,1.0150427994217752,58.59375,gwn300Hz50s0.3,5.0
+24,0.4216390924427872,0.7899580536276174,0.7500059966791243,0.405398914011488,0.4128892871035712,0.7682955133819623,61.03515625,gwn300Hz50s0.3,5.0
+25,0.3672623033042671,0.6603205448447593,0.6638616555673149,0.368813460441298,0.3583083187707416,0.6400478143702573,63.4765625,gwn300Hz50s0.3,5.0
+26,0.3286322710495422,0.574824903103716,0.6268130623291199,0.3523945923315078,0.3185595652656182,0.5533405394988589,65.91796875,gwn300Hz50s0.3,5.0
+27,0.4004751878116074,0.738108632022852,0.7588821695800541,0.4090459630281414,0.3909808908997793,0.7154405988220738,68.359375,gwn300Hz50s0.3,5.0
+28,0.4129260542228621,0.7683858632946345,0.6626956289362325,0.3683031115501203,0.4036085552002326,0.7456685324931626,70.80078125,gwn300Hz50s0.3,5.0
+29,0.4304817789368882,0.8121860948909921,0.7467085005068534,0.404038309594889,0.4214706221659288,0.7895378733603129,73.2421875,gwn300Hz50s0.3,5.0
+30,0.360426915381855,0.6448188682407519,0.5820396246132105,0.3319813086504917,0.3502750008206996,0.6220988787008139,75.68359375,gwn300Hz50s0.3,5.0
+31,0.2948318447927681,0.503960769636453,0.4991547664392331,0.2924788238937316,0.2846031426445297,0.4831843141103277,78.125,gwn300Hz50s0.3,5.0
+32,0.1665399789123968,0.2628150963498755,0.2522261467056285,0.1604001271295746,0.1584672068745058,0.2489086028238686,80.56640625,gwn300Hz50s0.3,5.0
+33,0.1197362181507095,0.1839921850682252,0.1877043121285318,0.1219982697972851,0.1077151296350168,0.1644237171957247,83.0078125,gwn300Hz50s0.3,5.0
+34,0.1734254088065195,0.2747830787705701,0.2989542096179819,0.1871585992664403,0.1623963159655151,0.2556603071952963,85.44921875,gwn300Hz50s0.3,5.0
+35,0.1881364582015269,0.3006908355981876,0.3003816518207008,0.1879624491913323,0.1756937153147366,0.2787476005695358,87.890625,gwn300Hz50s0.3,5.0
+36,0.1988447716471438,0.3198462948526848,0.2986446380427715,0.1869841621296145,0.1866783803961266,0.298102130958933,90.33203125,gwn300Hz50s0.3,5.0
+37,0.19135870657489,0.3064282178934767,0.2803347233482275,0.1766000440152932,0.1787692291872299,0.2841404098820368,92.7734375,gwn300Hz50s0.3,5.0
+38,0.2564535680134062,0.4275052583188939,0.4725434608859121,0.2793070992588458,0.2446676469981525,0.4048165120079493,95.21484375,gwn300Hz50s0.3,5.0
+39,0.2493329550249467,0.4137549462379659,0.4464072550348338,0.2661318731556694,0.23770664592826,0.3915817966177018,97.65625,gwn300Hz50s0.3,5.0
+40,0.2812486534605196,0.4764353411339284,0.3655717190658059,0.2238387673620053,0.2705106593987521,0.4550411974488878,100.09765625,gwn300Hz50s0.3,5.0
+41,0.2724380809034398,0.4588580612001746,0.3098582578091511,0.1932789857837565,0.2609536910454627,0.4362633278016545,102.5390625,gwn300Hz50s0.3,5.0
+42,0.1716648363763796,0.2717134611495264,0.1839869447872651,0.1197330207751154,0.1585185611274744,0.2489966454853041,104.98046875,gwn300Hz50s0.3,5.0
+43,0.1081048116033644,0.1650539139625111,0.1155188868055467,0.0769497377846536,0.0939650043748116,0.1423613194063056,107.421875,gwn300Hz50s0.3,5.0
+44,0.1243804955335845,0.1916240039094219,0.1618745807108617,0.106137133922586,0.1105749437731,0.1690550470844796,109.86328125,gwn300Hz50s0.3,5.0
+45,0.1468977377399215,0.229209405615017,0.1623879659678811,0.1064551598147487,0.1343293065813731,0.2081097758520374,112.3046875,gwn300Hz50s0.3,5.0
+46,0.1296480839833072,0.2003292400919304,0.1320464000646746,0.0874638609833535,0.1177555089356961,0.1807495783709127,114.74609375,gwn300Hz50s0.3,5.0
+47,0.1185569489183675,0.1820607330290068,0.1546578584602916,0.1016546057744136,0.1045668042773446,0.1593422917042886,117.1875,gwn300Hz50s0.3,5.0
+48,0.0970868470145446,0.147340866630529,0.1354578887445914,0.0896191528463927,0.0836910548194648,0.1260939916170984,119.62890625,gwn300Hz50s0.3,5.0
+49,0.1263416356310671,0.1948588567923456,0.1769721291657382,0.1154424764292243,0.113244699452293,0.1733920460437454,122.0703125,gwn300Hz50s0.3,5.0
+50,0.1333010406648873,0.2063971225389443,0.1493468030802238,0.0983413933957571,0.1205381131737285,0.1853070378020291,124.51171875,gwn300Hz50s0.3,5.0
+51,0.1194194650393937,0.1834731407172306,0.1453567522401448,0.0958442313594439,0.1074043489781129,0.1639213174981783,126.953125,gwn300Hz50s0.3,5.0
+52,0.1123169323763803,0.1718834164903085,0.1772995655975705,0.115643214274282,0.0994146676884893,0.1510651139584008,129.39453125,gwn300Hz50s0.3,5.0
+53,0.1374991265482347,0.2134021770959849,0.1958087081484317,0.126916651444457,0.1246151161695218,0.1920106231917548,131.8359375,gwn300Hz50s0.3,5.0
+54,0.1120659800198622,0.1714756171678235,0.1604763112696799,0.1052703762383166,0.0980336570481308,0.1488544948461432,134.27734375,gwn300Hz50s0.3,5.0
+55,0.0807256570887721,0.1214326195617939,0.0936751683062625,0.0628675757299632,0.0663367967034971,0.0990258688934144,136.71875,gwn300Hz50s0.3,5.0
+56,0.0750533900433004,0.1125580025272834,0.1005813338698535,0.0673428983070022,0.0603770192891641,0.0898460965733063,139.16015625,gwn300Hz50s0.3,5.0
+57,0.0824945770133696,0.124211409745902,0.1052896521015397,0.0703817170161679,0.0680174140785889,0.1016250964879933,141.6015625,gwn300Hz50s0.3,5.0
+58,0.0928861522970735,0.1406444667256034,0.0749179056728104,0.050603856669194,0.0787632006801414,0.1183560533442122,144.04296875,gwn300Hz50s0.3,5.0
+59,0.1230020889154707,0.18935468855895,0.1278914490632293,0.0848319755952544,0.1092491278885179,0.1669061040221423,146.484375,gwn300Hz50s0.3,5.0
+60,0.1208794589765309,0.1858671001514728,0.153484496694932,0.100923673128313,0.1071758084286396,0.1635519765607674,148.92578125,gwn300Hz50s0.3,5.0
+61,0.0632231217459078,0.0942226275450585,0.051363437890338,0.0349761106607035,0.0521280803514702,0.0772359654806169,151.3671875,gwn300Hz50s0.3,5.0
+62,0.1154434713861282,0.1769737519207995,0.1172722569802484,0.0780708795826708,0.1027276352878739,0.1563821169049005,153.80859375,gwn300Hz50s0.3,5.0
+63,0.158188094485055,0.2484301814237519,0.1905173597281005,0.1237085787798372,0.1449018439859678,0.2258380596060606,156.25,gwn300Hz50s0.3,5.0
+64,0.1309222307069764,0.2024428127231227,0.1666387164965896,0.1090840217934666,0.1172788704739649,0.1799703632363728,158.69140625,gwn300Hz50s0.3,5.0
+65,0.0863641530647602,0.1303088382527916,0.0921393915995624,0.061869449014773,0.0719219930049954,0.1076820227510178,161.1328125,gwn300Hz50s0.3,5.0
+66,0.0923490091669735,0.1397904345819148,0.0809812623315058,0.054585604322668,0.0787300412367898,0.1183041252150183,163.57421875,gwn300Hz50s0.3,5.0
+67,0.1069383045407516,0.1631682502703516,0.1275380086616004,0.0846077445765932,0.093179678845032,0.1411113737457979,166.015625,gwn300Hz50s0.3,5.0
+68,0.068754126281816,0.1027659668864107,0.0829364810911568,0.0558660134784351,0.0544504214425064,0.0807749890509868,168.45703125,gwn300Hz50s0.3,5.0
+69,0.080938700464171,0.1217670053131893,0.0867748582526825,0.0583746002848649,0.0663515839985739,0.0990487183814758,170.8984375,gwn300Hz50s0.3,5.0
+70,0.0638231198227344,0.0951469581919789,0.0529224995215599,0.0360184092936229,0.0491974560791852,0.0727823315975131,173.33984375,gwn300Hz50s0.3,5.0
+71,0.0461374716125807,0.0681467363135743,0.0217509297920902,0.0149635128063702,0.0315784048920335,0.0462928441256892,175.78125,gwn300Hz50s0.3,5.0
+72,0.0439940069997543,0.0649084327015957,0.0432330482871841,0.0295223107176994,0.0299281356891188,0.0438364667169654,178.22265625,gwn300Hz50s0.3,5.0
+73,0.0511041170910479,0.0756782978953903,0.0555549599789706,0.0377757658783821,0.0362085597419483,0.0532071067915083,180.6640625,gwn300Hz50s0.3,5.0
+74,0.0516445280126899,0.0765001691522149,0.0456429308207719,0.0311420466538378,0.0366864643362492,0.0539226574345347,183.10546875,gwn300Hz50s0.3,5.0
+75,0.0536080545320515,0.0794902996150877,0.0331638397229008,0.0227252241423571,0.0387679091067734,0.0570432810016844,185.546875,gwn300Hz50s0.3,5.0
+76,0.0692081249676948,0.1034694775065428,0.0753182739881429,0.0508672909958529,0.054620938904581,0.0810351836373166,187.98828125,gwn300Hz50s0.3,5.0
+77,0.0621918801659959,0.0926353244727569,0.0562365938931666,0.0382302831069556,0.0473064176362072,0.0699158243914562,190.4296875,gwn300Hz50s0.3,5.0
+78,0.0506660823212941,0.0750124663916575,0.0494597295709068,0.0337018728097807,0.0356301300451016,0.0523415177188962,192.87109375,gwn300Hz50s0.3,5.0
+79,0.0746533134956519,0.1119341139131189,0.1020888404996899,0.068316945077452,0.0602373361959641,0.0896316434015319,195.3125,gwn300Hz50s0.3,5.0
+80,0.1038523199196291,0.158191595011511,0.1233039248925128,0.0819172656801769,0.0904476782238432,0.1367714639420572,197.75390625,gwn300Hz50s0.3,5.0
+81,0.07544200564595,0.1131642771044851,0.0693779654085539,0.0469511725451467,0.0611950336358127,0.0911026210172967,200.1953125,gwn300Hz50s0.3,5.0
+82,0.0385585435698564,0.0567290824488851,0.0177871566555926,0.0122534253089327,0.0244447719008445,0.0357045459388808,202.63671875,gwn300Hz50s0.3,5.0
+83,0.0448671995711837,0.0662267573408454,0.0261953764928792,0.0179934016567289,0.030658083136445,0.0449224563312661,205.078125,gwn300Hz50s0.3,5.0
+84,0.0583402363927455,0.0867222091714734,0.0658692001815767,0.0446304503725643,0.0435120500453279,0.0641813015905631,207.51953125,gwn300Hz50s0.3,5.0
+85,0.0573835211953192,0.0852571921443406,0.0524136130815817,0.0356783210046461,0.0424593535560123,0.06259436588784,209.9609375,gwn300Hz50s0.3,5.0
+86,0.0419972613490215,0.0618983146748234,0.0352953108809439,0.0241680065295469,0.0271188320845299,0.0396644963853496,212.40234375,gwn300Hz50s0.3,5.0
+87,0.0525438116455856,0.0778688622159619,0.0516479612762151,0.0351664106086367,0.037579751692973,0.0552610992719225,214.84375,gwn300Hz50s0.3,5.0
+88,0.0468607964858276,0.0692411634870497,0.0360599610160823,0.0246850751675973,0.0326351210610922,0.0478679345074003,217.28515625,gwn300Hz50s0.3,5.0
+89,0.0522032600388314,0.0773503961978611,0.0316058910070102,0.0216693070405094,0.0385841141910084,0.0567674530627839,219.7265625,gwn300Hz50s0.3,5.0
+90,0.0431188101655585,0.0635882897972681,0.0186106661811658,0.012817083309492,0.0281318847251686,0.0411675447892124,222.16796875,gwn300Hz50s0.3,5.0
+91,0.0239621763933506,0.0349910384184482,0.0081950515508527,0.0056642740407715,0.0084700540358199,0.0122717498244558,224.609375,gwn300Hz50s0.3,5.0
+92,0.0338785376460209,0.0497235164681544,0.0330387282536507,0.0226404705517856,0.0185607853772796,0.0270291776574429,227.05078125,gwn300Hz50s0.3,5.0
+93,0.0517845986542385,0.0767132687238102,0.0571068140864903,0.0388102387007233,0.0369120310849069,0.0542605143458709,229.4921875,gwn300Hz50s0.3,5.0
+94,0.0573784308006988,0.0852494012055966,0.0604584889965486,0.0410406867163606,0.0427579712845508,0.0630443535811336,231.93359375,gwn300Hz50s0.3,5.0
+95,0.0429382863178813,0.063316138668726,0.0382452822307624,0.0261613143589959,0.0283851174270696,0.0415435064680082,234.375,gwn300Hz50s0.3,5.0
+96,0.0464540972097511,0.0686257047144533,0.0387493991947334,0.0265015406894154,0.0313852179670136,0.0460050748066367,236.81640625,gwn300Hz50s0.3,5.0
+97,0.060504440195509,0.0900417516168893,0.0705999643840308,0.0477580870792427,0.0458084606310345,0.0676492006051263,239.2578125,gwn300Hz50s0.3,5.0
+98,0.0334179499100708,0.0490358914383965,0.0488635483437068,0.0333024759620548,0.0189460127128232,0.0275955649174863,241.69921875,gwn300Hz50s0.3,5.0
+99,0.0325897654824255,0.0478002943274371,0.0348230424738318,0.0238485141579351,0.0172819201663521,0.0251504963891979,244.140625,gwn300Hz50s0.3,5.0
+100,0.0412737185798118,0.060809113641541,0.0305185374460782,0.0209316651127223,0.0267063270813737,0.0390529183104298,246.58203125,gwn300Hz50s0.3,5.0
+101,0.0547216775694184,0.081188923996189,0.0417610525882846,0.0285316176273481,0.0397273228351206,0.0584839659961536,249.0234375,gwn300Hz50s0.3,5.0
+102,0.0427004363951219,0.0629576432166107,0.0289051772027221,0.0198361643754214,0.0280670260933555,0.0410712682442189,251.46484375,gwn300Hz50s0.3,5.0
+103,0.0565113498263106,0.0839229320554113,0.0551895248971886,0.0375320033232087,0.0415556285901441,0.061233395304954,253.90625,gwn300Hz50s0.3,5.0
+104,0.0373454389379742,0.0549099006071455,0.034368138761956,0.0235406702008445,0.0239529994219903,0.0349774738736007,256.34765625,gwn300Hz50s0.3,5.0
+105,0.0284875325611235,0.0416955848237036,0.0213463771793566,0.0146872555580117,0.0150755791479078,0.0219150726993946,258.7890625,gwn300Hz50s0.3,5.0
+106,0.0346193142839731,0.0508301316851732,0.018065276009176,0.0124438224155017,0.0194826442040729,0.0283849276019024,261.23046875,gwn300Hz50s0.3,5.0
+107,0.0340276519368636,0.0499462038420198,0.0142699058442256,0.009842388512966,0.0188023768626653,0.0273843557861131,263.671875,gwn300Hz50s0.3,5.0
+108,0.0360807138674471,0.0530157475726315,0.0142090351442435,0.0098006105510868,0.0247913439494267,0.0362171633654423,266.11328125,gwn300Hz50s0.3,5.0
+109,0.0339229841272903,0.04978988927493,0.0230356933506632,0.0158403271112838,0.0219426083178486,0.0320089709512669,268.5546875,gwn300Hz50s0.3,5.0
+110,0.0229621022315808,0.0335135717293537,0.0153370785799619,0.0105745449703292,0.0080926353572777,0.011722702915303,270.99609375,gwn300Hz50s0.3,5.0
+111,0.0191473576786692,0.0278916843967418,0.0081398205133681,0.0056262069209487,0.0050609258187878,0.0073199110077615,273.4375,gwn300Hz50s0.3,5.0
+112,0.024014236657211,0.0350679914686252,0.0108907009321361,0.007520437572527,0.008762953091925,0.0126979865132012,275.87890625,gwn300Hz50s0.3,5.0
+113,0.0319678586201578,0.0468731450739732,0.0119194383120131,0.0082278891555129,0.0172052505928738,0.025037944782457,278.3203125,gwn300Hz50s0.3,5.0
+114,0.0396919061368889,0.0584307576170214,0.0215275821979254,0.0148110047890461,0.0255396096752046,0.0373245505980155,280.76171875,gwn300Hz50s0.3,5.0
+115,0.0411040602571331,0.0605538337238266,0.0402865035326776,0.0275381920954561,0.0267702441311328,0.0391476644710824,283.203125,gwn300Hz50s0.3,5.0
+116,0.0286109118846799,0.0418788146306626,0.0162102610556346,0.011173207575124,0.0132009398916437,0.0191717533653165,285.64453125,gwn300Hz50s0.3,5.0
+117,0.0283318371877054,0.041464395874922,0.0094082651794942,0.006500094872153,0.0130649862050435,0.0189730034806666,288.0859375,gwn300Hz50s0.3,5.0
+118,0.0272517138140987,0.0398615614659256,0.0239301438937972,0.0164503030966033,0.0121545454490486,0.0176427407220332,290.52734375,gwn300Hz50s0.3,5.0
+119,0.0312285548421693,0.0457717531172145,0.0355587095781047,0.0243461518798137,0.0158741437099411,0.023085266482675,292.96875,gwn300Hz50s0.3,5.0
+120,0.0464460994049091,0.0686136042534672,0.0609214753065437,0.0413483843153773,0.0314006151269033,0.0460280081576275,295.41015625,gwn300Hz50s0.3,5.0
+121,0.0418370224440966,0.0616570246109462,0.0321297125441734,0.0220244601732638,0.0278275526260747,0.0407158480271503,297.8515625,gwn300Hz50s0.3,5.0

utils_paper.py

@@ -10373,14 +10373,16 @@ def save_arrays_susept(data_dir, cell, c, b, chirps, devs, extract, group_mean,
                     t3 = time.time()
 
 
+                    #embed()
+                    mean_type0 = '_MeanTrialsIndex'
                     spikes_pure, fish_number_base, chirp, fish_cuts, time_array, fish_number, smoothened2, smoothed05, eod_mt, eod_interp, effective_duration, cut, devname, frame = cut_spikes_and_eod_three(
                         group_mean, b, extract, chirps=chirps, emb=False,
                         mean_type=mean_type, sorted_on=sorted_on,
                         devname_orig=[dev_desired, '05', 'original'])  # times_sort=times_sort,
-                    features, mt, name_here, l = get_mt_features3(b, group_mean)
-                    fish_cuts, whole_duration, delay, contrast1, contrast2, repro_position = get_fish_number(b,
-                                                                                                             group_mean,
-                                                                                                             mean_type)
+                    #features, mt, name_here, l = get_mt_features3(b, group_mean)
+                    #fish_cuts, whole_duration, delay, contrast1, contrast2, repro_position = get_fish_number(b,
+                    #                                                                                        group_mean,
+                    #                                                                                        mean_type)
 
                     if printing:  # todo: also das dauert lange das könnte man optimizieren
                         print('arrays1 ' + str(time.time() - t3))
@@ -10406,12 +10408,15 @@ def save_arrays_susept(data_dir, cell, c, b, chirps, devs, extract, group_mean,
                     t3 = time.time()
 
                     # embed()
+                    if ('Phase' not in mean_type0) & (mean_type0 != ''):
+                        for i in range(len(delays_length['base_0'])):
+                            delays_length['base_0'][i] = np.arange(0, delays_length['base_0'][i][-1], 1)
                     try:
                         array0, array01, array02, array012, mean_nrs, array012_all, array01_all, array02_all, array0_all = assign_trials(
                             frame,
                             dev_desired,
                             delays_length,
-                            mean_type)
+                            mean_type )
                     except:
                         print('sorting thing')
                         embed()
@@ -10421,6 +10426,9 @@ def save_arrays_susept(data_dir, cell, c, b, chirps, devs, extract, group_mean,
                         'original',
                         delays_length,
                         mean_type)
+                    
+                    #embed()
+                    
                     if printing:
                         print('arrays2 ' + str(time.time() - t3))
 
@@ -10817,8 +10825,7 @@ def phase_sort_arrays(f, delays_length, frame_dev):
                 np.arange(delays_length['control_02'][f - 1][0], len(frame_dev['control_02'].iloc[f]), 1)]
         if 'base_0' in delays_length.keys():
             if delays_length['base_0'][f - 1] != []:
-                frame_dev.iloc[f]['base_0'] = frame_dev['base_0'].iloc[f][
-                    np.arange(delays_length['base_0'][f - 1][0], len(frame_dev['base_0'].iloc[f]), 1)]
+                frame_dev.iloc[f]['base_0'] = frame_dev['base_0'].iloc[f][ np.arange(delays_length['base_0'][f - 1][0], len(frame_dev['base_0'].iloc[f]), 1)]
 
     return frame_dev
 
@@ -11167,7 +11174,7 @@ def check_nix_fish(b, with_fish2='with_fish2'):
 
 
 
-def load_data_arrays(extract, mt_group, sampling_rate, sorted_on, mean_type, b, mt, mt_nr, delay, printing=False):
+def load_data_arrays(extract, mt_group, sampling_rate, sorted_on, b, mt, mt_nr, delay, printing=False):
     array_eod = {}
     ############################################
     t1 = time.time()
@@ -11448,7 +11455,7 @@ def chirps_delete_analysis(eod_local_interp, eod_norm, fish_cuts, time_eod, cut,
 
 
 def cut_spikes_and_eod_three(mt_group, b, extract, cut_nr=0, chirps='', devname_orig=['05'], emb=False, test=False,
-                             mean_type='', sorted_on='LocalReconst', sampling_rate=40000, devname=[], done=False,
+                             mean_type='', mean_type0='', sorted_on='LocalReconst', sampling_rate=40000, devname=[], done=False,
                              counter=0, printing=False, printing_all=False):
     # todo: das könnte man noch vereinfachen dass nur die wichtigen Sachen rauskommen
     t1 = time.time()
@@ -11468,6 +11475,7 @@ def cut_spikes_and_eod_three(mt_group, b, extract, cut_nr=0, chirps='', devname_
             t1 = time.time()
             _, _, _, _, fish_number, fish_cuts, whole_duration, cont = load_durations(mt_nr, mt, mt_group[1], mt_idx,
                                                                                       mean_type=mean_type, emb=False)
+            #embed()
             delay = np.abs(fish_cuts[0])
             if printing:
                 print('first ' + str(time.time() - t1))
@@ -11480,8 +11488,7 @@ def cut_spikes_and_eod_three(mt_group, b, extract, cut_nr=0, chirps='', devname_
                 # load the according EOD arrays
                 # basics und reconstructs
                 t1 = time.time()
-                array_eod = load_data_arrays(extract, mt_group, sampling_rate,
-                                             sorted_on, mean_type, b, mt, mt_nr, delay)
+                array_eod = load_data_arrays(extract, mt_group, sampling_rate, sorted_on, b, mt, mt_nr, delay)
 
                 if printing:  # todo:das dauert ewig!
                     print('second ' + str(time.time() - t1))
@@ -11529,7 +11536,7 @@ def cut_spikes_and_eod_three(mt_group, b, extract, cut_nr=0, chirps='', devname_
                                 mean_type=mean_type)
 
 
-
+                            #embed()
                             lengths = []
                             if printing:
                                 print('Forth ' + str(time.time() - t1))