Redesign main figure panels and track figure-source CSVs

Panel 1a: rename to Backward rules; DFA drawn as direct side-to-side
arrows from the error to each hidden layer. Panel 1b: replace the dual
y-axis with stacked guarantee/cost sub-axes. Figure 2: reader-facing
panel titles; legend renames (linear extrapolation, relinearization).

Track the regenerated figure-source CSVs (verified bit-exact against
the frozen paper numbers) so figures can be rebuilt without rerunning
experiments.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

13 files changed, 1165 insertions, 32 deletions

diff --git a/outputs/aaai_depth_experiments/finite_time_metrics.csv b/outputs/aaai_depth_experiments/finite_time_metrics.csv
new file mode 100644
index 0000000..514842c
--- /dev/null
+++ b/outputs/aaai_depth_experiments/finite_time_metrics.csv
@@ -0,0 +1,46 @@
+depth,width,predictor,rows,empirical_gap_mean,empirical_gap_std,mae,bias,corr

+1,32,frozen K(0),32,0.05136897340347396,0.01652559460922617,0.006060182887037191,0.006060182887037191,0.9976573185887714

+1,32,linear velocity,32,0.05136897340347396,0.01652559460922617,0.00030013888630057994,-0.00026101517929567886,0.9998926400045265

+1,32,early retangent,32,0.05136897340347396,0.01652559460922617,0.0019201919171255438,0.0019201919171255438,0.9996242547454796

+1,64,frozen K(0),32,0.042081428789929445,0.006497779381297859,0.004066484357382771,0.004066484357382771,0.9885589130947929

+1,64,linear velocity,32,0.042081428789929445,0.006497779381297859,0.0003348969102328764,-0.00033428569421843635,0.9995038459438087

+1,64,early retangent,32,0.042081428789929445,0.006497779381297859,0.0011329615470371535,0.0011329615470371535,0.9990296754965575

+1,96,frozen K(0),32,0.04066710671139556,0.008421349275017403,0.0040379058966222015,0.0040379058966222015,0.9909345306996378

+1,96,linear velocity,32,0.04066710671139556,0.008421349275017403,0.00041166367966302686,-0.00041166367966302686,0.9998012182104022

+1,96,early retangent,32,0.04066710671139556,0.008421349275017403,0.001067837543377248,0.001067837543377248,0.999189321428531

+2,32,frozen K(0),32,0.1991135584890572,0.052625613861031054,0.04645317142512988,0.04645317142512988,0.9440213297868236

+2,32,linear velocity,32,0.1991135584890572,0.052625613861031054,0.005838152916263162,-0.002952487301433354,0.9919060064072347

+2,32,early retangent,32,0.1991135584890572,0.052625613861031054,0.01389428469972788,0.01389428469972788,0.9933918972323118

+2,64,frozen K(0),32,0.15269740556020472,0.026024748848327794,0.02330393843247422,0.02330393843247422,0.9528643326430452

+2,64,linear velocity,32,0.15269740556020472,0.026024748848327794,0.002300933444189482,-0.0018279676346472512,0.9932527508335419

+2,64,early retangent,32,0.15269740556020472,0.026024748848327794,0.006382070455477382,0.006382070455477382,0.9984290617722409

+2,96,frozen K(0),32,0.21833594174636087,0.04691587158513151,0.02905789733340558,0.02905789733340558,0.9810112811320595

+2,96,linear velocity,32,0.21833594174636087,0.04691587158513151,0.002488294598368551,-0.0023064637823129175,0.99890280296393

+2,96,early retangent,32,0.21833594174636087,0.04691587158513151,0.0073750903927073536,0.0073750903927073536,0.9987271608451097

+3,32,frozen K(0),32,0.20650431577863307,0.07241635103351103,0.07224851089902076,0.07224851089902076,0.9569210745236794

+3,32,linear velocity,32,0.20650431577863307,0.07241635103351103,0.010208808982895307,-0.00980882913689135,0.9946916940851407

+3,32,early retangent,32,0.20650431577863307,0.07241635103351103,0.019584611087330686,0.019584611087330686,0.9940208576132128

+3,64,frozen K(0),32,0.25254775975280397,0.0719852490574833,0.04865992998301119,0.04865992998301119,0.9869643390232647

+3,64,linear velocity,32,0.25254775975280397,0.0719852490574833,0.0063583363423603545,-0.005906606908782641,0.9970908546561852

+3,64,early retangent,32,0.25254775975280397,0.0719852490574833,0.011283736859413293,0.011283736859413293,0.9986807498322482

+3,96,frozen K(0),32,0.31257586907823054,0.05631263820326214,0.06431346213579071,0.06431346213579071,0.9231709002185419

+3,96,linear velocity,32,0.31257586907823054,0.05631263820326214,0.007911992331640832,-0.005672714215512631,0.9930991378053252

+3,96,early retangent,32,0.31257586907823054,0.05631263820326214,0.013638677000938848,0.013638677000938848,0.9984212339727748

+4,32,frozen K(0),32,0.22236498864763066,0.11105762852824143,0.06337516273213871,0.06332901645179746,0.990137354667609

+4,32,linear velocity,32,0.22236498864763066,0.11105762852824143,0.010553054854095884,-0.010360684053854041,0.9990700527571149

+4,32,early retangent,32,0.22236498864763066,0.11105762852824143,0.014118573340720406,0.013839552538447694,0.9986967807771688

+4,64,frozen K(0),32,0.28120981965910297,0.042225244152467735,0.07937642688418843,0.07937642688418843,0.8826410504286123

+4,64,linear velocity,32,0.28120981965910297,0.042225244152467735,0.0104443649659937,-0.007117276314777085,0.9609863134903412

+4,64,early retangent,32,0.28120981965910297,0.042225244152467735,0.020849536206344707,0.020849536206344707,0.9713517099187499

+4,96,frozen K(0),32,0.4511189344036862,0.05728125251518662,0.1035449990241496,0.1035449990241496,0.9367103902037411

+4,96,linear velocity,32,0.4511189344036862,0.05728125251518662,0.009931067466605756,-0.009292203820781011,0.9954682487951515

+4,96,early retangent,32,0.4511189344036862,0.05728125251518662,0.02277674382862374,0.02277674382862374,0.992792222900515

+6,32,frozen K(0),32,0.20281838372677324,0.0455038100598396,0.08954173467881693,0.0890068177385607,0.4371366086209552

+6,32,linear velocity,32,0.20281838372677324,0.0455038100598396,0.014722593024769505,0.003948389287220903,0.9059032370355317

+6,32,early retangent,32,0.20281838372677324,0.0455038100598396,0.01904805137463638,0.018712241898735542,0.9432825098725833

+6,64,frozen K(0),32,0.346052835561966,0.08000792524829267,0.17246651499850232,0.17246651499850232,0.8366356550459748

+6,64,linear velocity,32,0.346052835561966,0.08000792524829267,0.03910193370943653,-0.033922244363753754,0.9647322415789517

+6,64,early retangent,32,0.346052835561966,0.08000792524829267,0.025709136921892764,0.025595771355850783,0.9861683996530385

+6,96,frozen K(0),32,0.5357271940078374,0.06934264007718259,0.19740604139974754,0.19740604139974754,0.9328204382954659

+6,96,linear velocity,32,0.5357271940078374,0.06934264007718259,0.03558794839874099,-0.03442338485203231,0.9674531776686696

+6,96,early retangent,32,0.5357271940078374,0.06934264007718259,0.03024740517266261,0.03024740517266261,0.9918992965326763

diff --git a/outputs/aaai_depth_experiments/finite_time_rows.csv b/outputs/aaai_depth_experiments/finite_time_rows.csv
new file mode 100644
index 0000000..1a6ec36
--- /dev/null
+++ b/outputs/aaai_depth_experiments/finite_time_rows.csv
@@ -0,0 +1,481 @@
+depth,width,train_samples,init_seed,feedback_seed,lr,horizon,early_step,initial_deficit_prediction,empirical_bp_loss,empirical_fa_loss,empirical_gap,fixed_gap,velocity_gap,retangent_gap,fixed_error,velocity_error,retangent_error

+1,32,64,20000,200000,0.001,50,20,0.07741111228887942,2.762057631661088,2.8033465792084376,0.041288947547349686,0.046285427059571393,0.040981131263311266,0.04279839502555349,0.004996479512221708,-0.0003078162840384202,0.001509447478203807

+1,32,64,20000,200001,0.001,50,20,0.07741111228887942,2.762057631661088,2.8208091961703774,0.05875156450928953,0.06484534130914721,0.05831642916673374,0.06058162691358904,0.006093776799857675,-0.00043513534255579245,0.001830062404299504

+1,32,64,20000,200002,0.001,50,20,0.07741111228887942,2.762057631661088,2.8086117772414028,0.0465541455803149,0.05236727951094178,0.04625736019105764,0.048374982152944224,0.005813133930626879,-0.00029678538925725917,0.0018208365726293252

+1,32,64,20000,200003,0.001,50,20,0.07741111228887942,2.762057631661088,2.80340363517641,0.04134600351532214,0.04798629147435385,0.04083155508174929,0.04328418159457659,0.00664028795903171,-0.000514448433572845,0.001938178079254449

+1,32,64,20000,200004,0.001,50,20,0.07741111228887942,2.762057631661088,2.8018569655646206,0.03979933390353274,0.044282951081215494,0.03935352642314971,0.04104201392596396,0.004483617177682753,-0.0004458074803830314,0.0012426800224312196

+1,32,64,20000,200005,0.001,50,20,0.07741111228887942,2.762057631661088,2.823025750694235,0.06096811903314725,0.06625807416578011,0.06019150056517564,0.062276995340304175,0.005289955132632862,-0.0007766184679716126,0.0013088763071569254

+1,32,64,20000,200006,0.001,50,20,0.07741111228887942,2.762057631661088,2.7952640104795528,0.03320637881846489,0.03706026759246939,0.03293169352871228,0.034342290563281974,0.003853888774004499,-0.00027468528975260753,0.0011359117448170863

+1,32,64,20000,200007,0.001,50,20,0.07741111228887942,2.762057631661088,2.820696421235631,0.05863878957454327,0.06520586578684018,0.058618068701443704,0.06082599211974893,0.006567076212296907,-2.0720873099566717e-05,0.0021872025452056576

+1,32,64,20001,201000,0.001,50,20,0.10693344757143308,2.974204510409436,3.066637377436537,0.0924328670271013,0.10188038046204984,0.09227347962713406,0.0956125284578988,0.00944751343494854,-0.00015938739996723683,0.003179661430797509

+1,32,64,20001,201001,0.001,50,20,0.10693344757143308,2.974204510409436,3.0491054531047554,0.07490094269531955,0.08346801301047213,0.07462167258740626,0.07769686413728083,0.00856707031515258,-0.00027927010791328755,0.00279592144196128

+1,32,64,20001,201002,0.001,50,20,0.10693344757143308,2.974204510409436,3.0584166673505986,0.08421215694116269,0.09391379713571757,0.08347178780131026,0.08707100320606997,0.009701640194554884,-0.0007403691398524259,0.0028588462649072888

+1,32,64,20001,201003,0.001,50,20,0.10693344757143308,2.974204510409436,3.042935220013514,0.06873070960407812,0.07703527014008849,0.0683169708209812,0.07137667197689623,0.008304560536010364,-0.0004137387830969175,0.0026459623728181114

+1,32,64,20001,201004,0.001,50,20,0.10693344757143308,2.974204510409436,3.0496630749575253,0.07545856454808941,0.08435396504763926,0.07508753832078652,0.07827632577842003,0.008895400499549844,-0.00037102622730289525,0.0028177612303306176

+1,32,64,20001,201005,0.001,50,20,0.10693344757143308,2.974204510409436,3.0318041889946694,0.057599678585233516,0.06546104642155193,0.05703286698829313,0.059925138158017255,0.007861367836318411,-0.0005668115969403864,0.002325459572783739

+1,32,64,20001,201006,0.001,50,20,0.10693344757143308,2.974204510409436,3.03180582831337,0.0576013179039343,0.06425470691245128,0.057156979684251485,0.05965672765004504,0.0066533890085169745,-0.00044433821968281606,0.002055409746110737

+1,32,64,20001,201007,0.001,50,20,0.10693344757143308,2.974204510409436,3.0315563101483853,0.05735179973894944,0.06471953311714529,0.05713553481190825,0.059774833953482265,0.007367733378195851,-0.0002162649270411876,0.0024230342145328265

+1,32,64,20002,202000,0.001,50,20,0.08462214898821496,2.471036374327328,2.4998503640203027,0.028813989692974662,0.03200206160020436,0.028603366331720004,0.029759413655546574,0.003188071907229695,-0.0002106233612546582,0.0009454239625719119

+1,32,64,20002,202001,0.001,50,20,0.08462214898821496,2.471036374327328,2.497233128742514,0.026196754415185985,0.02901588311662273,0.025959858358834076,0.026985668752074865,0.002819128701436746,-0.00023689605635190958,0.0007889143368888796

+1,32,64,20002,202002,0.001,50,20,0.08462214898821496,2.471036374327328,2.5100101502168073,0.038973775889479256,0.04270954012066541,0.03881293458703894,0.040143424694372154,0.003735764231186156,-0.0001608413024403177,0.0011696488048928977

+1,32,64,20002,202003,0.001,50,20,0.08462214898821496,2.471036374327328,2.499252691502901,0.028216317175572936,0.031678680314478846,0.02806925838136065,0.029297411299857856,0.0034623631389059106,-0.00014705879421228474,0.0010810941242849204

+1,32,64,20002,202004,0.001,50,20,0.08462214898821496,2.471036374327328,2.5038655275642654,0.03282915323693736,0.036382544958985186,0.03288624485934655,0.03404385255162312,0.0035533917220478273,5.709162240918886e-05,0.0012146993146857632

+1,32,64,20002,202005,0.001,50,20,0.08462214898821496,2.471036374327328,2.5116256278662608,0.040589253538932724,0.04315042742793018,0.04051013665535752,0.04145742813629294,0.002561173888997459,-7.911688357520319e-05,0.0008681745973602162

+1,32,64,20002,202006,0.001,50,20,0.08462214898821496,2.471036374327328,2.5117509447251942,0.04071457039786619,0.04296116063081268,0.04066204380275629,0.041457951688562034,0.002246590232946488,-5.2526595109902985e-05,0.0007433812906958437

+1,32,64,20002,202007,0.001,50,20,0.08462214898821496,2.471036374327328,2.499159714666677,0.028123340339349046,0.030931609475686628,0.028018720607109415,0.029042799391526763,0.0028082691363375822,-0.00010461973223963028,0.000919459052177718

+1,32,64,20003,203000,0.001,50,20,0.0976459238485392,2.8474954071729446,2.8992377116959123,0.051742304522967686,0.05788968508423942,0.05165886861138702,0.05382574003891927,0.006147380561271731,-8.343591158066488e-05,0.0020834355159515816

+1,32,64,20003,203001,0.001,50,20,0.0976459238485392,2.8474954071729446,2.891227651122384,0.0437322439494392,0.048024217749377485,0.04355237114992372,0.045093492568863525,0.004291973799938287,-0.0001798727995154792,0.0013612486194243267

+1,32,64,20003,203002,0.001,50,20,0.0976459238485392,2.8474954071729446,2.899477822980983,0.05198241580803842,0.061053753372229735,0.052322756976705964,0.05533661124316813,0.009071337564191317,0.00034034116866754616,0.0033541954351297143

+1,32,64,20003,203003,0.001,50,20,0.0976459238485392,2.8474954071729446,2.907582132129372,0.06008672495642742,0.06741067100757236,0.06021720123380714,0.06270844673366893,0.007323946051144947,0.00013047627737972078,0.0026217217772415147

+1,32,64,20003,203004,0.001,50,20,0.0976459238485392,2.8474954071729446,2.8988727946391633,0.05137738746621867,0.059661451189405135,0.05147545770984063,0.054291123634994776,0.008284063723186463,9.80702436219616e-05,0.0029137361687761043

+1,32,64,20003,203005,0.001,50,20,0.0976459238485392,2.8474954071729446,2.8975821655757135,0.05008675840276888,0.05792437652260851,0.049452873263268415,0.05237703724956777,0.007837618119839629,-0.0006338851395004674,0.0022902788467988877

+1,32,64,20003,203006,0.001,50,20,0.0976459238485392,2.8474954071729446,2.9066265276547076,0.059131120481763055,0.0652296901122913,0.05880068217010237,0.06102459205085253,0.006098569630528239,-0.0003304383116606857,0.0018934715690894777

+1,32,64,20003,203007,0.001,50,20,0.0976459238485392,2.8474954071729446,2.909865126284357,0.062369719111412536,0.07232903838581173,0.06187379291174189,0.0654917256152201,0.009959319274399192,-0.0004959261996706488,0.0031220065038075617

+1,64,64,20000,200000,0.001,50,20,0.028432296784132394,2.7310935820256077,2.7772701354624934,0.04617655343688565,0.051906676135077934,0.04566041585123504,0.04771786162367375,0.005730122698192286,-0.0005161375856506112,0.001541308186788104

+1,64,64,20000,200001,0.001,50,20,0.028432296784132394,2.7310935820256077,2.7723949946110507,0.041301412585442954,0.04657981207669337,0.04079314072892348,0.042723333481601955,0.005278399491250418,-0.000508271856519471,0.0014219208961590013

+1,64,64,20000,200002,0.001,50,20,0.028432296784132394,2.7310935820256077,2.7704785804287737,0.039384998403166005,0.045084685474491515,0.038499079668121716,0.04067342474232749,0.00569968707132551,-0.0008859187350442888,0.0012884263391614859

+1,64,64,20000,200003,0.001,50,20,0.028432296784132394,2.7310935820256077,2.770100172951513,0.039006590925905194,0.043617056564301926,0.038409759894745044,0.04011271784991699,0.004610465638396732,-0.0005968310311601499,0.0011061269240117966

+1,64,64,20000,200004,0.001,50,20,0.028432296784132394,2.7310935820256077,2.7755950495617703,0.044501467536162576,0.04939560186950631,0.04389958071279487,0.045678378720369395,0.004894134333343736,-0.0006018868233677033,0.0011769111842068192

+1,64,64,20000,200005,0.001,50,20,0.028432296784132394,2.7310935820256077,2.7783747662420084,0.04728118421640071,0.0532425569790238,0.046593464295627385,0.04880701485408956,0.005961372762623096,-0.000687719920773322,0.001525830637688852

+1,64,64,20000,200006,0.001,50,20,0.028432296784132394,2.7310935820256077,2.77314219046633,0.04204860844072211,0.046524791425250456,0.04172929068369369,0.04332066011255442,0.004476182984528343,-0.0003193177570284256,0.0012720516718323083

+1,64,64,20000,200007,0.001,50,20,0.028432296784132394,2.7310935820256077,2.773079331731017,0.04198574970540925,0.04713061767720195,0.04153494388606305,0.04340222389194892,0.005144867971792699,-0.00045080581934620056,0.0014164741865396735

+1,64,64,20001,201000,0.001,50,20,0.05438656830436506,2.4662075534151864,2.506495752200313,0.04028819878512646,0.043669126351315146,0.04017077912684819,0.041362329631018824,0.003380927566188685,-0.00011741965827827272,0.0010741308458923626

+1,64,64,20001,201001,0.001,50,20,0.05438656830436506,2.4662075534151864,2.495328271282906,0.029120717867719748,0.03068179464600762,0.029042333167877743,0.02960954885051903,0.0015610767782878732,-7.838469984200458e-05,0.0004888309827992821

+1,64,64,20001,201002,0.001,50,20,0.05438656830436506,2.4662075534151864,2.507933956515296,0.041726403100109444,0.04516874010122285,0.04171746265636633,0.0428460462937732,0.0034423370011134047,-8.940443743110649e-06,0.0011196431936637552

+1,64,64,20001,201003,0.001,50,20,0.05438656830436506,2.4662075534151864,2.5061316840313146,0.039924130616128206,0.04244967044372938,0.03992779765198673,0.04078707348255772,0.0025255398276011753,3.6670358585233487e-06,0.0008629428664295169

+1,64,64,20001,201004,0.001,50,20,0.05438656830436506,2.4662075534151864,2.503331821895768,0.0371242684805817,0.038777973963500134,0.03713038090095422,0.03766388065899129,0.0016537054829184328,6.1124203725171355e-06,0.0005396121784095875

+1,64,64,20001,201005,0.001,50,20,0.05438656830436506,2.4662075534151864,2.498624997024099,0.03241744360891241,0.034126515566143656,0.03239139703114269,0.03297651963316284,0.0017090719572312452,-2.6046577769722745e-05,0.0005590760242504267

+1,64,64,20001,201006,0.001,50,20,0.05438656830436506,2.4662075534151864,2.4945104796260535,0.028302926210867163,0.03003589026754039,0.028192531429068968,0.028805135130174797,0.0017329640566732252,-0.0001103947817981954,0.000502208919307634

+1,64,64,20001,201007,0.001,50,20,0.05438656830436506,2.4662075534151864,2.4985189311841145,0.03231137776892812,0.03496025659428925,0.03221206504980856,0.0331437413613882,0.002648878825361134,-9.931271911955974e-05,0.0008323635924600836

+1,64,64,20002,202000,0.001,50,20,0.042038311201328504,2.720971810245555,2.7599971002664065,0.03902529002085142,0.043408250108679436,0.038763557555778316,0.04032062548413551,0.004382960087828014,-0.00026173246507310566,0.0012953354632840863

+1,64,64,20002,202001,0.001,50,20,0.042038311201328504,2.720971810245555,2.772400773888684,0.05142896364312888,0.05420782200477969,0.051188804463417004,0.052240787118078114,0.0027788583616508156,-0.00024015917971187406,0.0008118234749492359

+1,64,64,20002,202002,0.001,50,20,0.042038311201328504,2.720971810245555,2.7629356564067518,0.04196384616119664,0.04725791226003251,0.04161490874488294,0.04354388138657628,0.00529406609883587,-0.00034893741631369934,0.001580035225379639

+1,64,64,20002,202003,0.001,50,20,0.042038311201328504,2.720971810245555,2.759489623679034,0.03851781343347893,0.04252621687524849,0.03832927605209502,0.03976698863543726,0.004008403441769559,-0.00018853738138391307,0.0012491752019583302

+1,64,64,20002,202004,0.001,50,20,0.042038311201328504,2.720971810245555,2.757061269921488,0.03608945967593291,0.04054929930421158,0.03558187071179475,0.03724865922969611,0.004459839628278672,-0.0005075889641381615,0.0011591995537632016

+1,64,64,20002,202005,0.001,50,20,0.042038311201328504,2.720971810245555,2.77457028048119,0.05359847023563491,0.059436386694370125,0.05335684841545163,0.05545456318038866,0.005837916458735215,-0.00024162182018327982,0.001856092944753751

+1,64,64,20002,202006,0.001,50,20,0.042038311201328504,2.720971810245555,2.766715426648892,0.045743616403336684,0.05007848002785842,0.04551421809099354,0.04707805765405482,0.004334863624521734,-0.00022939831234314312,0.0013344412507181325

+1,64,64,20002,202007,0.001,50,20,0.042038311201328504,2.720971810245555,2.758529707324036,0.037557897078480895,0.04050011020450084,0.03736518723163229,0.03844186971652519,0.0029422131260199436,-0.00019270984684860437,0.0008839726380442947

+1,64,64,20003,203000,0.001,50,20,0.03804022225455128,2.700261113073416,2.7497737269763385,0.049512613902922276,0.05332961679036119,0.0490661374510184,0.05047425104594394,0.003817002887438914,-0.00044647645190387664,0.0009616371430216653

+1,64,64,20003,203001,0.001,50,20,0.03804022225455128,2.700261113073416,2.743333005642328,0.043071892568911974,0.04719495732616519,0.042650291668775875,0.04413372569296259,0.004123064757253214,-0.00042160090013609874,0.0010618331240506151

+1,64,64,20003,203002,0.001,50,20,0.03804022225455128,2.700261113073416,2.7424422147165903,0.042181101643174124,0.04591037788068775,0.04180363859478442,0.04312595191250379,0.0037292762375136235,-0.00037746304838970346,0.0009448502693296668

+1,64,64,20003,203003,0.001,50,20,0.03804022225455128,2.700261113073416,2.747389219715126,0.047128106641709966,0.053716570690655274,0.04656984758829452,0.04893111787120752,0.006588464048945308,-0.0005582590534154441,0.001803011229497553

+1,64,64,20003,203004,0.001,50,20,0.03804022225455128,2.700261113073416,2.7524613879848587,0.052200274911442524,0.056407513363258666,0.051776591967850116,0.053270014997977455,0.004207238451816142,-0.0004236829435924072,0.0010697400865349316

+1,64,64,20003,203005,0.001,50,20,0.03804022225455128,2.700261113073416,2.747709015868824,0.04744790279540778,0.050510454937663596,0.04701699344874344,0.04813928733678674,0.0030625521422558144,-0.0004309093466643432,0.0006913845413789588

+1,64,64,20003,203006,0.001,50,20,0.03804022225455128,2.700261113073416,2.7449719800071835,0.044710866933767246,0.04969636760097007,0.0442656033082276,0.04608738764541842,0.004985500667202825,-0.00044526362553964915,0.0013765207116511746

+1,64,64,20003,203007,0.001,50,20,0.03804022225455128,2.700261113073416,2.7537866866133136,0.0535255735398974,0.05865111850925242,0.053140381033754736,0.05497343155717038,0.005125544969355023,-0.000385192506142662,0.001447858017272985

+1,96,64,20000,200000,0.001,50,20,0.03474680236151473,2.879465373880588,2.9156039604185917,0.036138586538003725,0.04182683944851284,0.03566307396066026,0.037707075539569423,0.005688252910509117,-0.0004755125773434621,0.0015684890015656983

+1,96,64,20000,200001,0.001,50,20,0.03474680236151473,2.879465373880588,2.930200790673717,0.050735416793128874,0.057837209799572076,0.05022290212756264,0.052685096422866895,0.007101793006443202,-0.0005125146655662327,0.0019496796297380214

+1,96,64,20000,200002,0.001,50,20,0.03474680236151473,2.879465373880588,2.925178906396315,0.045713532515727184,0.05109633198183694,0.045135194059322536,0.04716199319502712,0.005382799466109756,-0.0005783384564046479,0.0014484606792999344

+1,96,64,20000,200003,0.001,50,20,0.03474680236151473,2.879465373880588,2.9282155453019154,0.048750171421327426,0.05405841315338966,0.047875213787675897,0.04992149461382933,0.0053082417320622355,-0.0008749576336515297,0.0011713231925019052

+1,96,64,20000,200004,0.001,50,20,0.03474680236151473,2.879465373880588,2.9321191640672604,0.05265379018667238,0.05810257743808345,0.05222064468772736,0.05419803651786603,0.005448787251411069,-0.0004331454989450201,0.001544246331193655

+1,96,64,20000,200005,0.001,50,20,0.03474680236151473,2.879465373880588,2.925396271648076,0.045930897767488155,0.048658695213018355,0.045637086325929666,0.04662891601331598,0.0027277974455302,-0.00029381144155848915,0.000698018245827825

+1,96,64,20000,200006,0.001,50,20,0.03474680236151473,2.879465373880588,2.9222941741673134,0.04282880028672542,0.050024184028252705,0.04190894177734883,0.04467769670394528,0.007195383741527284,-0.0009198585093765921,0.0018488964172198585

+1,96,64,20000,200007,0.001,50,20,0.03474680236151473,2.879465373880588,2.93704452239123,0.05757914851064205,0.06281347325253517,0.056967375406208554,0.05894223332410853,0.005234324741893115,-0.0006117731044334995,0.0013630848134664753

+1,96,64,20001,201000,0.001,50,20,0.022332088653683968,2.413550594121731,2.4446813666175635,0.031130772495832737,0.03489450099224145,0.030764800909584444,0.0321330163998903,0.0037637284964087137,-0.0003659715862482926,0.0010022439040575648

+1,96,64,20001,201001,0.001,50,20,0.022332088653683968,2.413550594121731,2.45445377384148,0.040903179719748994,0.043452840881738286,0.04060204668317624,0.041530326249218597,0.0025496611619892917,-0.0003011330365727538,0.0006271465294696021

+1,96,64,20001,201002,0.001,50,20,0.022332088653683968,2.413550594121731,2.447497871574516,0.03394727745278514,0.03627309915615706,0.03391151461137687,0.03469115853323679,0.002325821703371922,-3.576284140827113e-05,0.0007438810804516471

+1,96,64,20001,201003,0.001,50,20,0.022332088653683968,2.413550594121731,2.447233765791244,0.03368317166951318,0.03641514165487969,0.03338629629012013,0.034366210730883306,0.0027319699853665114,-0.00029687537939304676,0.0006830390613701276

+1,96,64,20001,201004,0.001,50,20,0.022332088653683968,2.413550594121731,2.4479552482430478,0.03440465412131699,0.03730688825093775,0.03418657462979269,0.03521038394992626,0.002902234129620762,-0.0002180794915243034,0.0008057298286092696

+1,96,64,20001,201005,0.001,50,20,0.022332088653683968,2.413550594121731,2.4398241964417657,0.02627360232003495,0.030439435519098446,0.02575279022486132,0.027288892873261084,0.004165833199063496,-0.0005208120951736284,0.0010152905532261336

+1,96,64,20001,201006,0.001,50,20,0.022332088653683968,2.413550594121731,2.4492675939049002,0.035716999783169445,0.03846811787464777,0.03539346052508341,0.036398404044479804,0.0027511180914783218,-0.00032353925808603634,0.0006814042613103588

+1,96,64,20001,201007,0.001,50,20,0.022332088653683968,2.413550594121731,2.446057331673702,0.0325067375519712,0.035221691385511456,0.03222673092623385,0.0332016406581781,0.0027149538335402568,-0.00028000662573735013,0.0006949031062069011

+1,96,64,20002,202000,0.001,50,20,0.028090329395527802,2.454994603375415,2.485141658373455,0.030147054998039824,0.03325289906199336,0.029984628029941618,0.031106653377606097,0.0031058440639535334,-0.000162426968098206,0.0009595983795662733

+1,96,64,20002,202001,0.001,50,20,0.028090329395527802,2.454994603375415,2.4893027199303805,0.03430811655496546,0.03743648241000663,0.03413714102020027,0.03524882970324272,0.003128365855041171,-0.00017097553476519423,0.0009407131482772613

+1,96,64,20002,202002,0.001,50,20,0.028090329395527802,2.454994603375415,2.489906744485498,0.034912141110083006,0.03635841799362227,0.03471613915655469,0.035267419385537124,0.0014462768835392659,-0.00019600195352831307,0.0003552782754541184

+1,96,64,20002,202003,0.001,50,20,0.028090329395527802,2.454994603375415,2.48932169333544,0.03432708996002498,0.037063303296313244,0.03401259455616357,0.03506375926230998,0.0027362133362882624,-0.0003144954038614145,0.0007366693022849979

+1,96,64,20002,202004,0.001,50,20,0.028090329395527802,2.454994603375415,2.4879717056295303,0.03297710225411521,0.03633385024586433,0.03257411767184193,0.03386125848513233,0.0033567479917491205,-0.00040298458227328027,0.0008841562310171192

+1,96,64,20002,202005,0.001,50,20,0.028090329395527802,2.454994603375415,2.485356474887249,0.030361871511833893,0.033968298622852444,0.030078311096277233,0.03137489157451734,0.003606427111018551,-0.00028356041555666067,0.0010130200626834451

+1,96,64,20002,202006,0.001,50,20,0.028090329395527802,2.454994603375415,2.492710901994775,0.03771629861935999,0.040650896605443076,0.037462448304751206,0.03853032003054713,0.0029345979860830873,-0.0002538503146087834,0.000814021411187138

+1,96,64,20002,202007,0.001,50,20,0.028090329395527802,2.454994603375415,2.4893977456188914,0.03440314224347629,0.037017484257243716,0.03420640851794676,0.03515520814033124,0.0026143420137674234,-0.00019673372552952983,0.0007520658968549476

+1,96,64,20003,203000,0.001,50,20,0.03165187850362938,2.7334019852554117,2.780041444195925,0.04663945894051347,0.05154856366348426,0.04621544675428879,0.04799219580729597,0.004909104722970792,-0.00042401218622467596,0.0013527368667825002

+1,96,64,20003,203001,0.001,50,20,0.03165187850362938,2.7334019852554117,2.787764722231227,0.054362736975815285,0.05780467248420562,0.05384715353191183,0.055151180900463004,0.003441935508390337,-0.0005155834439034557,0.0007884439246477193

+1,96,64,20003,203002,0.001,50,20,0.03165187850362938,2.7334019852554117,2.778407569631607,0.045005584376195173,0.048450626048001766,0.044574508385356815,0.04584610817456891,0.0034450416718065924,-0.0004310759908383588,0.0008405237983737379

+1,96,64,20003,203003,0.001,50,20,0.03165187850362938,2.7334019852554117,2.7788387477027303,0.045436762447318646,0.051680745162646424,0.04484261593790162,0.04713218577073697,0.006243982715327778,-0.0005941465094170262,0.0016954233234183214

+1,96,64,20003,203004,0.001,50,20,0.03165187850362938,2.7334019852554117,2.782093934018304,0.04869194876289251,0.052682154884491794,0.04821481920010662,0.04966992406086623,0.003990206121599282,-0.000477129562785894,0.000977975297973721

+1,96,64,20003,203005,0.001,50,20,0.03165187850362938,2.7334019852554117,2.7885004009199936,0.05509841566458196,0.060340289587184515,0.05458446515555071,0.0564718840503069,0.005241873922602558,-0.0005139505090312468,0.0013734683857249408

+1,96,64,20003,203006,0.001,50,20,0.03165187850362938,2.7334019852554117,2.7787575442885384,0.04535555903312671,0.050168446527284694,0.044875793920994944,0.04660674818744326,0.00481288749415798,-0.0004797651121317692,0.0012511891543165454

+1,96,64,20003,203007,0.001,50,20,0.03165187850362938,2.7334019852554117,2.7761093774336394,0.04270739217822772,0.04891383257551718,0.041992938842987826,0.04429707347222189,0.006206440397289459,-0.0007144533352398952,0.0015896812939941718

+2,32,64,20000,200000,0.001,50,20,0.3277723702604163,2.512486390104246,2.7459537596504116,0.23346736954616576,0.2570148947639703,0.22509990019030557,0.23675913516739922,0.023547525217804566,-0.008367469355860191,0.0032917656212334556

+2,32,64,20000,200001,0.001,50,20,0.3277723702604163,2.512486390104246,2.819203079339572,0.30671668923532636,0.365952983994728,0.2968664451789347,0.3197395071074043,0.05923629475940162,-0.009850244056391677,0.01302281787207793

+2,32,64,20000,200002,0.001,50,20,0.3277723702604163,2.512486390104246,2.7241028858668415,0.21161649576259567,0.2946690931401612,0.2015384052720055,0.2331320195699238,0.08305259737756554,-0.010078090490590164,0.02151552380732813

+2,32,64,20000,200003,0.001,50,20,0.3277723702604163,2.512486390104246,2.8242764415341313,0.3117900514298855,0.44114897667905906,0.29078419129983724,0.3403358269422494,0.12935892524917358,-0.021005860130048237,0.028545775512363925

+2,32,64,20000,200004,0.001,50,20,0.3277723702604163,2.512486390104246,2.666001550497229,0.1535151603929834,0.23206935900498715,0.13759684301476982,0.16833483238177482,0.07855419861200374,-0.015918317378213587,0.014819671988791416

+2,32,64,20000,200005,0.001,50,20,0.3277723702604163,2.512486390104246,2.762786065244277,0.25029967514003104,0.3467205025886422,0.2371136992995635,0.2733760602654498,0.09642082744861113,-0.013185975840467545,0.023076385125418764

+2,32,64,20000,200006,0.001,50,20,0.3277723702604163,2.512486390104246,2.782937247917103,0.27045085781285705,0.3335796606468149,0.25807062503992606,0.28395988935174676,0.06312880283395783,-0.012380232772930988,0.013509031538889715

+2,32,64,20000,200007,0.001,50,20,0.3277723702604163,2.512486390104246,2.6986685002581146,0.18618211015386876,0.22198288928072385,0.17572084223277562,0.18936259355582497,0.03580077912685509,-0.010461267921093143,0.0031804834019562023

+2,32,64,20001,201000,0.001,50,20,0.3040502634787793,2.8863990566411015,3.040602826463459,0.15420376982235728,0.20537751334010101,0.15190468149498226,0.171515920174508,0.05117374351774373,-0.0022990883273750207,0.017312150352150724

+2,32,64,20001,201001,0.001,50,20,0.3040502634787793,2.8863990566411015,3.085595393420199,0.19919633677909765,0.25775173809734486,0.19731874997419663,0.2195269111541247,0.05855540131824721,-0.0018775868049010214,0.020330574375027055

+2,32,64,20001,201002,0.001,50,20,0.3040502634787793,2.8863990566411015,3.0307608224794222,0.14436176583832072,0.2052298967505739,0.14040105271317493,0.16380290066495595,0.06086813091225318,-0.003960713125145787,0.01944113482663523

+2,32,64,20001,201003,0.001,50,20,0.3040502634787793,2.8863990566411015,3.095668236483954,0.20926917984285254,0.25916309671152815,0.21171936438145433,0.2288715199571545,0.049893916868675614,0.002450184538601796,0.019602340114301953

+2,32,64,20001,201004,0.001,50,20,0.3040502634787793,2.8863990566411015,3.051793568851462,0.1653945122103604,0.21138562113766612,0.1636387312770342,0.1821737543413633,0.045991108927305735,-0.0017557809333261787,0.016779242131002903

+2,32,64,20001,201005,0.001,50,20,0.3040502634787793,2.8863990566411015,3.055821120715103,0.16942206407400162,0.22347794240839347,0.16416935980985414,0.1859931553313774,0.05405587833439185,-0.005252704264147479,0.01657109125737577

+2,32,64,20001,201006,0.001,50,20,0.3040502634787793,2.8863990566411015,3.0610352527550786,0.17463619611397707,0.23261489452654027,0.17345037743706637,0.1944068536323087,0.0579786984125632,-0.0011858186769106993,0.019770657518331625

+2,32,64,20001,201007,0.001,50,20,0.3040502634787793,2.8863990566411015,3.011002569798675,0.12460351315757334,0.16356867052452584,0.12548168890038802,0.13816287324592613,0.038965157366952496,0.0008781757428146797,0.01355936008835279

+2,32,64,20002,202000,0.001,50,20,0.41095040784841697,2.4730837216846973,2.5638119711854985,0.09072824950080127,0.10213242703324932,0.09900994146276387,0.09809101759731575,0.011404177532448045,0.0082816919619626,0.007362768096514483

+2,32,64,20002,202001,0.001,50,20,0.41095040784841697,2.4730837216846973,2.6521788588670567,0.17909513718235948,0.21565983472334604,0.18081788773154273,0.1931100128829959,0.03656469754098657,0.0017227505491832495,0.01401487570063642

+2,32,64,20002,202002,0.001,50,20,0.41095040784841697,2.4730837216846973,2.644607376240221,0.17152365455552365,0.18700660577312433,0.17980043117258315,0.18180852646437096,0.015482951217600682,0.0082767766170595,0.010284871908847304

+2,32,64,20002,202003,0.001,50,20,0.41095040784841697,2.4730837216846973,2.641831901745964,0.16874818006126668,0.19308721542798057,0.1747694101888353,0.1811196550728802,0.02433903536671389,0.006021230127568611,0.012371475011613509

+2,32,64,20002,202004,0.001,50,20,0.41095040784841697,2.4730837216846973,2.6758793433913963,0.20279562170669907,0.2564139941759711,0.20810243109623627,0.22487365422641314,0.053618372469272035,0.005306809389537204,0.022078032519714075

+2,32,64,20002,202005,0.001,50,20,0.41095040784841697,2.4730837216846973,2.6835262862596103,0.21044256457491306,0.24538264748118888,0.21133316615312925,0.22340935319693678,0.034940082906275816,0.000890601578216188,0.012966788622023717

+2,32,64,20002,202006,0.001,50,20,0.41095040784841697,2.4730837216846973,2.6930571939299446,0.21997347224524733,0.2503209709664729,0.22348327841937987,0.23300975871245422,0.030347498721225552,0.003509806174132546,0.013036286467206892

+2,32,64,20002,202007,0.001,50,20,0.41095040784841697,2.4730837216846973,2.7215326265116304,0.24844890482693316,0.29486431550150316,0.25672853568450993,0.2700077965743404,0.04641541067457,0.00827963085757677,0.021558891747407216

+2,32,64,20003,203000,0.001,50,20,0.30231468594256095,2.664882001842553,2.8477756697564813,0.18289366791392814,0.21675838127354474,0.17991528247615252,0.19264384470489126,0.033864713359616605,-0.0029783854377756214,0.009750176790963128

+2,32,64,20003,203001,0.001,50,20,0.30231468594256095,2.664882001842553,2.896877279891156,0.23199527804860276,0.27662338304742384,0.22873039817785612,0.2446449271820028,0.04462810499882108,-0.0032648798707466398,0.012649649133400054

+2,32,64,20003,203002,0.001,50,20,0.30231468594256095,2.664882001842553,2.8097747900235817,0.14489278818102846,0.15968243315705122,0.14134244273714902,0.1477835029315262,0.014789644976022753,-0.0035503454438794435,0.002890714750497736

+2,32,64,20003,203003,0.001,50,20,0.30231468594256095,2.664882001842553,2.911409310357195,0.24652730851464177,0.25714634094486755,0.24489618367369737,0.24889308590812398,0.010619032430225772,-0.001631124840944409,0.0023657773934822046

+2,32,64,20003,203004,0.001,50,20,0.30231468594256095,2.664882001842553,2.831730127590826,0.166848125748273,0.18342622087684202,0.16558293154278303,0.171163259419715,0.016578095128569004,-0.0012651942054899834,0.004315133671441984

+2,32,64,20003,203005,0.001,50,20,0.30231468594256095,2.664882001842553,2.966262083655998,0.3013800818134449,0.36214263014285786,0.29444453527935943,0.3167434594903682,0.06076254832941297,-0.006935546534085457,0.015363377676923307

+2,32,64,20003,203006,0.001,50,20,0.30231468594256095,2.664882001842553,2.849866404502011,0.18498440265945781,0.21014687496541562,0.1855373949600816,0.1934774268776711,0.025162472305957806,0.000552992300623778,0.008493024218213296

+2,32,64,20003,203007,0.001,50,20,0.30231468594256095,2.664882001842553,2.820112688647009,0.15523068680445595,0.1956333481673873,0.15178506973163497,0.1660179479556252,0.04040266136293136,-0.0034456170728209834,0.010787261151169236

+2,64,64,20000,200000,0.001,50,20,0.2769010920126249,2.3026365583123756,2.4675527521058314,0.1649161937934558,0.2144510293353683,0.15859226512334512,0.17713901529505982,0.049534835541912514,-0.006323928670110668,0.012222821501604031

+2,64,64,20000,200001,0.001,50,20,0.2769010920126249,2.3026365583123756,2.457541809427343,0.15490525111496734,0.18637689249211054,0.14947201394606324,0.16157331369810413,0.0314716413771432,-0.005433237168904093,0.006668062583136791

+2,64,64,20000,200002,0.001,50,20,0.2769010920126249,2.3026365583123756,2.4557591018024088,0.15312254349003318,0.1944794326661876,0.14401710454912253,0.15993097775236276,0.04135688917615443,-0.009105438940910648,0.006808434262329577

+2,64,64,20000,200003,0.001,50,20,0.2769010920126249,2.3026365583123756,2.4567412016597885,0.15410464334741292,0.18218583873607397,0.14937558031102993,0.16066964035110587,0.02808119538866105,-0.0047290630363829855,0.006564997003692952

+2,64,64,20000,200004,0.001,50,20,0.2769010920126249,2.3026365583123756,2.4877180216567196,0.18508146334434405,0.21841341824007676,0.1810086025835158,0.19336350335031183,0.03333195489573271,-0.004072860760828245,0.008282040005967772

+2,64,64,20000,200005,0.001,50,20,0.2769010920126249,2.3026365583123756,2.4899273842212852,0.18729082590890966,0.21878637740572238,0.18304378366621332,0.19470741847434736,0.03149555149681271,-0.004247042242696342,0.007416592565437696

+2,64,64,20000,200006,0.001,50,20,0.2769010920126249,2.3026365583123756,2.4607097705819765,0.15807321226960092,0.20496016931776806,0.14796348212120103,0.16600785625655234,0.046886957048167144,-0.010109730148399887,0.007934643986951428

+2,64,64,20000,200007,0.001,50,20,0.2769010920126249,2.3026365583123756,2.4308163736944657,0.1281798153820901,0.17071320067486884,0.12232641253387833,0.1376590954502559,0.042533385292778725,-0.005853402848211786,0.009479280068165785

+2,64,64,20001,201000,0.001,50,20,0.32772619844831175,2.378578703426772,2.5103775633407177,0.1317988599139457,0.14357292815262523,0.13227040631590992,0.13608947811710248,0.011774068238679547,0.00047154640196422903,0.004290618203156793

+2,64,64,20001,201001,0.001,50,20,0.32772619844831175,2.378578703426772,2.5408237840405414,0.1622450806137694,0.17533006327674538,0.16249612080920972,0.16650747377545505,0.013084982662975975,0.00025104019544031075,0.00426239316168564

+2,64,64,20001,201002,0.001,50,20,0.32772619844831175,2.378578703426772,2.533080787559497,0.15450208413272515,0.173899582648688,0.1551865051675314,0.1611462077100576,0.01939749851596284,0.0006844210348062596,0.006644123577332461

+2,64,64,20001,201003,0.001,50,20,0.32772619844831175,2.378578703426772,2.4922953890641546,0.11371668563738258,0.12923368394639434,0.11394720812681847,0.11798770903727851,0.015516998309011765,0.0002305224894358915,0.004271023399895935

+2,64,64,20001,201004,0.001,50,20,0.32772619844831175,2.378578703426772,2.5375583584385133,0.15897965501174127,0.1770438097015452,0.1592671998735269,0.16495913403157125,0.018064154689803935,0.0002875448617856158,0.005979479019829981

+2,64,64,20001,201005,0.001,50,20,0.32772619844831175,2.378578703426772,2.5722763617918583,0.19369765836508623,0.22059134291453208,0.1942893747634904,0.20242867827347988,0.02689368454944585,0.0005917163984041629,0.008731019908393645

+2,64,64,20001,201006,0.001,50,20,0.32772619844831175,2.378578703426772,2.516703900761041,0.13812519733426898,0.15785433966364826,0.13725236478034653,0.14365143228488764,0.01972914232937928,-0.0008728325539224535,0.005526234950618658

+2,64,64,20001,201007,0.001,50,20,0.32772619844831175,2.378578703426772,2.587973986701941,0.20939528327516888,0.2381174416198828,0.20735363182631428,0.21712841272609218,0.02872215834471392,-0.002041651448854598,0.007733129450923304

+2,64,64,20002,202000,0.001,50,20,0.2239634707737841,2.1867176718883337,2.31827922591948,0.13156155403114633,0.1515571312705868,0.1299495236516055,0.13728307233055448,0.019995577239440454,-0.0016120303795408297,0.005721518299408146

+2,64,64,20002,202001,0.001,50,20,0.2239634707737841,2.1867176718883337,2.3177000292260495,0.1309823573377158,0.14221780849628995,0.1310777407075756,0.13501175598843584,0.011235451158574161,9.538336985981388e-05,0.004029398650720051

+2,64,64,20002,202002,0.001,50,20,0.2239634707737841,2.1867176718883337,2.3096035825053436,0.12288591061700993,0.13356281896080135,0.12269055839972243,0.12705160917571012,0.010676908343791425,-0.0001953522172875033,0.004165698558700193

+2,64,64,20002,202003,0.001,50,20,0.2239634707737841,2.1867176718883337,2.3026656495270608,0.1159479776387271,0.12675270753048018,0.11539410876655642,0.11944296987857372,0.010804729891753073,-0.0005538688721706819,0.003494992239846617

+2,64,64,20002,202004,0.001,50,20,0.2239634707737841,2.1867176718883337,2.3065432542865887,0.11982558239825503,0.13192421420349199,0.11952357183751472,0.12416676682741068,0.012098631805236959,-0.00030201056074030674,0.004341184429155653

+2,64,64,20002,202005,0.001,50,20,0.2239634707737841,2.1867176718883337,2.3354624921477867,0.14874482025945301,0.17118503117774786,0.14950697143531633,0.1567702678983589,0.022440210918294845,0.0007621511758633126,0.008025447638905892

+2,64,64,20002,202006,0.001,50,20,0.2239634707737841,2.1867176718883337,2.3218963804903217,0.135178708601988,0.14948620228416232,0.13676439247118966,0.14110804604072813,0.014307493682174321,0.0015856838692016595,0.005929337438740134

+2,64,64,20002,202007,0.001,50,20,0.2239634707737841,2.1867176718883337,2.3082777600797515,0.12156008819141784,0.13916116771644038,0.12055830036110438,0.12692217168211473,0.017601079525022545,-0.0010017878303134609,0.0053620834906968895

+2,64,64,20003,203000,0.001,50,20,0.23738235545530328,2.321278224387129,2.5105782793981204,0.18930005501099156,0.2099110414516523,0.191907498166906,0.1972162047938384,0.020610986440660728,0.002607443155914435,0.007916149782846826

+2,64,64,20003,203001,0.001,50,20,0.23738235545530328,2.321278224387129,2.4718778659507716,0.1505996415636428,0.16683040421904138,0.15030715212704404,0.15541356779838145,0.01623076265539858,-0.00029248943659876403,0.004813926234738641

+2,64,64,20003,203002,0.001,50,20,0.23738235545530328,2.321278224387129,2.460308981948726,0.139030757561597,0.1561472795406762,0.13776932939449438,0.14409307777264724,0.017116521979079202,-0.0012614281671026184,0.005062320211050242

+2,64,64,20003,203003,0.001,50,20,0.23738235545530328,2.321278224387129,2.459233523895134,0.13795529950800534,0.15493893090812172,0.13776269955218723,0.14343383545785748,0.016983631400116384,-0.00019259995581810685,0.005478535949852148

+2,64,64,20003,203004,0.001,50,20,0.23738235545530328,2.321278224387129,2.475185790558985,0.1539075661718563,0.18236767436478907,0.15005928842877037,0.16035290941096125,0.028460108192932765,-0.003848277743085937,0.00644534323910495

+2,64,64,20003,203005,0.001,50,20,0.23738235545530328,2.321278224387129,2.506700741406621,0.18542251701949208,0.2061859629008458,0.18505361833149792,0.19238687300159585,0.020763445881353704,-0.00036889868799416803,0.006964355982103765

+2,64,64,20003,203006,0.001,50,20,0.23738235545530328,2.321278224387129,2.523114658872289,0.20183643448515998,0.22654089771327657,0.20012134726798836,0.20899446047640824,0.02470446322811659,-0.001715087217171618,0.0071580259912482624

+2,64,64,20003,203007,0.001,50,20,0.23738235545530328,2.321278224387129,2.4747214789823193,0.15344325459519048,0.17726418423508417,0.15151385622084845,0.15994629738422583,0.023820929639893684,-0.0019293983743420284,0.0065030427890353515

+2,96,64,20000,200000,0.001,50,20,0.2000115031356987,2.1825985043194462,2.3455947872828204,0.1629962829633742,0.1935698700598758,0.16018027086801512,0.16947918447244303,0.030573587096501598,-0.0028160120953590884,0.006482901509068828

+2,96,64,20000,200001,0.001,50,20,0.2000115031356987,2.1825985043194462,2.386417382932682,0.20381887861323555,0.24220079406475126,0.19796687975923888,0.2116788847251856,0.0383819154515157,-0.005851998853996676,0.007860006111950035

+2,96,64,20000,200002,0.001,50,20,0.2000115031356987,2.1825985043194462,2.407047012776722,0.2244485084572756,0.2525003618472157,0.22412953292456939,0.23092395925768727,0.028051853389940096,-0.0003189755327062116,0.006475450800411675

+2,96,64,20000,200003,0.001,50,20,0.2000115031356987,2.1825985043194462,2.3744718260183095,0.1918733216988633,0.23629917255906951,0.1903364181729641,0.2009893480516327,0.04442585086020623,-0.0015369035258991914,0.009116026352769424

+2,96,64,20000,200004,0.001,50,20,0.2000115031356987,2.1825985043194462,2.3853453213817026,0.2027468170622564,0.22236439734304536,0.20283753347393318,0.20792109151337712,0.01961758028078897,9.071641167679445e-05,0.005174274451120731

+2,96,64,20000,200005,0.001,50,20,0.2000115031356987,2.1825985043194462,2.3624776093957385,0.17987910507629223,0.21237582575993752,0.1808204073898989,0.18856073492416403,0.032496720683645286,0.0009413023136066734,0.008681629847871797

+2,96,64,20000,200006,0.001,50,20,0.2000115031356987,2.1825985043194462,2.3597884815746273,0.17718997725518104,0.20746731813966068,0.17707549573799009,0.18384338218223117,0.030277340884479642,-0.00011448151719095634,0.006653404927050133

+2,96,64,20000,200007,0.001,50,20,0.2000115031356987,2.1825985043194462,2.347794735286776,0.1651962309673296,0.177526765314997,0.16549689282842417,0.16848859395187965,0.012330534347667399,0.0003006618610945644,0.0032923629845500457

+2,96,64,20001,201000,0.001,50,20,0.27057942385994505,2.5034799073581366,2.7786140987050274,0.27513419134689077,0.3148736129178791,0.27217089117093973,0.2859052244619593,0.03973942157098831,-0.0029633001759510336,0.010771033115068551

+2,96,64,20001,201001,0.001,50,20,0.27057942385994505,2.5034799073581366,2.7462898700667173,0.24280996270858068,0.2694048901479116,0.2389687300262544,0.24990886726417738,0.026594927439330895,-0.003841232682326279,0.007098904555596697

+2,96,64,20001,201002,0.001,50,20,0.27057942385994505,2.5034799073581366,2.8761444321835454,0.3726645248254088,0.4196846955614566,0.3685411670078862,0.3860783107308805,0.047020170736047806,-0.004123357817522599,0.013413785905471709

+2,96,64,20001,201003,0.001,50,20,0.27057942385994505,2.5034799073581366,2.7513155231801347,0.2478356158219981,0.2814298154535555,0.24456066533973564,0.2566348099795719,0.03359419963155741,-0.003274950482262451,0.008799194157573798

+2,96,64,20001,201004,0.001,50,20,0.27057942385994505,2.5034799073581366,2.789319541622032,0.28583963426389536,0.3344786818441303,0.2855327537738175,0.3019193323465261,0.04863904758023496,-0.00030688049007787654,0.016079698082630767

+2,96,64,20001,201005,0.001,50,20,0.27057942385994505,2.5034799073581366,2.7733495459175526,0.2698696385594159,0.301164263680028,0.2646544190543083,0.2770659098583077,0.031294625120612096,-0.0052152195051076156,0.0071962712988917765

+2,96,64,20001,201006,0.001,50,20,0.27057942385994505,2.5034799073581366,2.777712190767102,0.2742322834089652,0.31281981817499904,0.26877938524479505,0.2834204433915999,0.038587534766033826,-0.005452898164170161,0.00918815998263467

+2,96,64,20001,201007,0.001,50,20,0.27057942385994505,2.5034799073581366,2.8127654606648775,0.3092855533067409,0.3401186789059212,0.30612303173509225,0.317538472876719,0.030833125599180278,-0.0031625215716486466,0.00825291956997809

+2,96,64,20002,202000,0.001,50,20,0.24762026052737063,2.2490783953923854,2.425422622784442,0.17634422739205657,0.19631375923845873,0.17530887795871308,0.18222849469977742,0.019969531846402155,-0.001035349433343491,0.005884267307720847

+2,96,64,20002,202001,0.001,50,20,0.24762026052737063,2.2490783953923854,2.4686814783734685,0.2196030829810831,0.23942956594849507,0.21599731253925292,0.2241166867949147,0.019826482967411962,-0.0036057704418301917,0.00451360381383159

+2,96,64,20002,202002,0.001,50,20,0.24762026052737063,2.2490783953923854,2.4581752799733865,0.20909688458100106,0.2401862056966353,0.20672027362646794,0.21783505137889891,0.031089321115634228,-0.0023766109545331204,0.00873816679789785

+2,96,64,20002,202003,0.001,50,20,0.24762026052737063,2.2490783953923854,2.410871498404923,0.16179310301253746,0.1768065440337181,0.16036030076970098,0.16577917347578497,0.015013441021180629,-0.001432802242836484,0.003986070463247504

+2,96,64,20002,202004,0.001,50,20,0.24762026052737063,2.2490783953923854,2.4396872076474407,0.19060881225505533,0.20631242794443994,0.19209898046384533,0.19721048708660538,0.01570361568938461,0.0014901682087899992,0.006601674831550053

+2,96,64,20002,202005,0.001,50,20,0.24762026052737063,2.2490783953923854,2.455940109735549,0.2068617143431637,0.21950754342547318,0.20625531097577054,0.2110304686136657,0.01264582908230949,-0.000606403367393149,0.004168754270502006

+2,96,64,20002,202006,0.001,50,20,0.24762026052737063,2.2490783953923854,2.45407488023786,0.2049964848454744,0.21857154611222285,0.2040643020568722,0.20862865975529532,0.013575061266748456,-0.0009321827886021872,0.003632174909820929

+2,96,64,20002,202007,0.001,50,20,0.24762026052737063,2.2490783953923854,2.4637441995553933,0.21466580416300785,0.23538710404001506,0.21411987130871912,0.22140658645207312,0.020721299877007215,-0.0005459328542887221,0.0067407822890652724

+2,96,64,20003,203000,0.001,50,20,0.21632134420780968,2.3249255283592047,2.531361418928308,0.20643589056910328,0.25083652111001875,0.20441363766926068,0.21856323068141004,0.044400630540915476,-0.0020222528998425915,0.012127340112306761

+2,96,64,20003,203001,0.001,50,20,0.21632134420780968,2.3249255283592047,2.5221445890971257,0.19721906073792095,0.2339984683821963,0.19177134190107914,0.2043944666451063,0.03677940764427534,-0.005447718836841808,0.00717540590718535

+2,96,64,20003,203002,0.001,50,20,0.21632134420780968,2.3249255283592047,2.542289459910023,0.21736393155081846,0.2561181456640176,0.21015474532410172,0.2241270438861851,0.038754214113199126,-0.007209186226716735,0.006763112335366639

+2,96,64,20003,203003,0.001,50,20,0.21632134420780968,2.3249255283592047,2.531731538493967,0.20680601013476219,0.25243997804972684,0.19971995598054226,0.21612406002153328,0.04563396791496466,-0.007086054154219923,0.009318049886771096

+2,96,64,20003,203004,0.001,50,20,0.21632134420780968,2.3249255283592047,2.493767802091403,0.1688422737321984,0.19181674302396834,0.16814855409991747,0.17513354036557738,0.02297446929176994,-0.0006937196322809314,0.006291266633378978

+2,96,64,20003,203005,0.001,50,20,0.21632134420780968,2.3249255283592047,2.558379463359614,0.23345393500040945,0.2679660956752068,0.23077786664671596,0.2420200848308176,0.03451216067479734,-0.002676068353693495,0.008566149830408154

+2,96,64,20003,203006,0.001,50,20,0.21632134420780968,2.3249255283592047,2.524774008225771,0.1998484798665663,0.20033177491799536,0.1999349241282884,0.19998004215795318,0.0004832950514290779,8.644426172210729e-05,0.00013156229138688857

+2,96,64,20003,203007,0.001,50,20,0.21632134420780968,2.3249255283592047,2.5119154427418904,0.18698991438268564,0.212301465515504,0.18492256489242376,0.1938184016162423,0.025311551132818355,-0.0020673494902618827,0.006828487233556668

+3,32,64,20000,200000,0.001,50,20,0.34457233072120497,2.405014968929706,2.681652261835067,0.2766372929053613,0.33006567202777104,0.26683702828153555,0.2873640567184981,0.05342837912240972,-0.009800264623825772,0.010726763813136753

+3,32,64,20000,200001,0.001,50,20,0.34457233072120497,2.405014968929706,2.627253696496671,0.22223872756696528,0.26729288329912215,0.21372976741357164,0.2324482832898238,0.045054155732156875,-0.008508960153393641,0.010209555722858532

+3,32,64,20000,200002,0.001,50,20,0.34457233072120497,2.405014968929706,2.6098262474573177,0.20481127852761194,0.25438882690560183,0.20082961978280434,0.21729386043852594,0.04957754837798989,-0.0039816587448076035,0.012482581910914003

+3,32,64,20000,200003,0.001,50,20,0.34457233072120497,2.405014968929706,2.6667137994488352,0.26169883051912946,0.36523164513021644,0.24687042543372106,0.2909622857860237,0.10353281461108699,-0.014828405085408392,0.029263455266894223

+3,32,64,20000,200004,0.001,50,20,0.34457233072120497,2.405014968929706,2.685490611929329,0.28047564299962335,0.28815131550486583,0.2833228775858152,0.2832788359071743,0.007675672505242481,0.002847234586191849,0.002803192907550933

+3,32,64,20000,200005,0.001,50,20,0.34457233072120497,2.405014968929706,2.6180877994409184,0.21307283051121262,0.283307126575862,0.20656743763501062,0.23305275595854047,0.07023429606464937,-0.006505392876201999,0.01997992544732785

+3,32,64,20000,200006,0.001,50,20,0.34457233072120497,2.405014968929706,2.6606021283102015,0.2555871593804957,0.31505959249954607,0.24856065307033948,0.2712466677336054,0.05947243311905037,-0.007026506310156222,0.015659508353109697

+3,32,64,20000,200007,0.001,50,20,0.34457233072120497,2.405014968929706,2.6298688773390246,0.22485390840931885,0.3201228591099321,0.216647416187842,0.25136990803780757,0.09526895070061325,-0.008206492221476847,0.026515999628488718

+3,32,64,20001,201000,0.001,50,20,0.2728063532415721,2.0481449602925763,2.1486967930304113,0.10055183273783497,0.1436767737217406,0.09421578132295139,0.11057172884781075,0.043124940983905624,-0.006336051414883581,0.010019896109975779

+3,32,64,20001,201001,0.001,50,20,0.2728063532415721,2.0481449602925763,2.1615375783331023,0.11339261804052603,0.1578420399496938,0.10693645432933518,0.12332166910033227,0.044449421909167786,-0.006456163711190843,0.009929051059806238

+3,32,64,20001,201002,0.001,50,20,0.2728063532415721,2.0481449602925763,2.1612751469894342,0.11313018669685793,0.17756290450172907,0.10748643752238074,0.13136305697135553,0.06443271780487114,-0.005643749174477186,0.018232870274497603

+3,32,64,20001,201003,0.001,50,20,0.2728063532415721,2.0481449602925763,2.1949271998142397,0.14678223952166336,0.21445297023136645,0.13886616405658714,0.16374918232890678,0.06767073070970309,-0.007916075465076222,0.016966942807243424

+3,32,64,20001,201004,0.001,50,20,0.2728063532415721,2.0481449602925763,2.1369232953576125,0.08877833506503618,0.1181325356814904,0.08216959875765939,0.09474931048722457,0.029354200616454218,-0.006608736307376795,0.005970975422188385

+3,32,64,20001,201005,0.001,50,20,0.2728063532415721,2.0481449602925763,2.176541504504949,0.1283965442123729,0.16558442674457163,0.12280378170252737,0.1368183402015548,0.037187882532198735,-0.005592762509845528,0.008421795989181913

+3,32,64,20001,201006,0.001,50,20,0.2728063532415721,2.0481449602925763,2.1369698914791195,0.08882493118654322,0.12176394548964398,0.08594963805893752,0.09736231852461286,0.032939014303100755,-0.0028752931276057048,0.008537387338069635

+3,32,64,20001,201007,0.001,50,20,0.2728063532415721,2.0481449602925763,2.1761739529555135,0.1280289926629372,0.1702428568182417,0.12166455287350386,0.13818325774069917,0.04221386415530448,-0.0063644397894333515,0.01015426507776196

+3,32,64,20002,202000,0.001,50,20,0.45785565573146725,2.481500859456261,2.7488753369221133,0.2673744774658524,0.39873331530228695,0.24448008165664525,0.3026706640684953,0.13135883783643454,-0.022894395809207158,0.03529618660264289

+3,32,64,20002,202001,0.001,50,20,0.45785565573146725,2.481500859456261,2.8084973340658146,0.3269964746095537,0.4677790113757001,0.3090878282722098,0.3662769008775584,0.14078253676614638,-0.017908646337343903,0.03928042626800465

+3,32,64,20002,202002,0.001,50,20,0.45785565573146725,2.481500859456261,2.769294324092199,0.2877934646359379,0.4017661299948099,0.2648675080077858,0.3176695308936752,0.11397266535887196,-0.02292595662815211,0.02987606625773731

+3,32,64,20002,202003,0.001,50,20,0.45785565573146725,2.481500859456261,2.758598654824425,0.27709779536816415,0.36591509123466714,0.2578060207342521,0.30056111095885063,0.088817295866503,-0.019291774633912073,0.023463315590686484

+3,32,64,20002,202004,0.001,50,20,0.45785565573146725,2.481500859456261,2.7313697167630986,0.24986885730683772,0.33813802954093486,0.22996709776437774,0.27310686865605094,0.08826917223409714,-0.019901759542459985,0.023238011349213217

+3,32,64,20002,202005,0.001,50,20,0.45785565573146725,2.481500859456261,2.766968316187974,0.28546745673171303,0.40987245170967057,0.2549757739009584,0.3112198458071993,0.12440499497795754,-0.03049168283075465,0.02575238907548627

+3,32,64,20002,202006,0.001,50,20,0.45785565573146725,2.481500859456261,2.808644987328854,0.32714412787259306,0.5236005734527258,0.3074575311337253,0.3865863749440246,0.19645644558013275,-0.019686596738867745,0.05944224707143153

+3,32,64,20002,202007,0.001,50,20,0.45785565573146725,2.481500859456261,2.7406924280320353,0.2591915685757744,0.39140251490149724,0.23161139227116356,0.2919690055865676,0.13221094632572283,-0.02758017630461085,0.032777437010793165

+3,32,64,20003,203000,0.001,50,20,0.3926639692207843,2.257722594887385,2.3788717983086354,0.12114920342125046,0.18182468942847185,0.11583856346131682,0.139459432479359,0.06067548600722139,-0.0053106399599336385,0.01831022905810853

+3,32,64,20003,203001,0.001,50,20,0.3926639692207843,2.257722594887385,2.5108253696735243,0.2531027747861394,0.31355191742927024,0.24855545667746348,0.2715887674322235,0.06044914264313084,-0.004547318108675924,0.018485992646084082

+3,32,64,20003,203002,0.001,50,20,0.3926639692207843,2.257722594887385,2.482360781949745,0.22463818706235994,0.3083553455287871,0.21207048237543003,0.24690406390415687,0.08371715846642713,-0.012567704686929915,0.022265876841796928

+3,32,64,20003,203003,0.001,50,20,0.3926639692207843,2.257722594887385,2.4827448444892246,0.2250222496018397,0.29078838214770686,0.2259245609510181,0.24878994764377582,0.06576613254586716,0.0009023113491783974,0.023767698041936125

+3,32,64,20003,203004,0.001,50,20,0.3926639692207843,2.257722594887385,2.403139080847323,0.14541648595993806,0.20697551180092022,0.13897249043672932,0.16346264030894408,0.06155902584098216,-0.006443995523208734,0.018046154349006027

+3,32,64,20003,203005,0.001,50,20,0.3926639692207843,2.257722594887385,2.4040579260276864,0.1463353311403015,0.18330191709936772,0.14898546274099456,0.16054797267936927,0.03696658595906621,0.002650131600693051,0.01421264153906776

+3,32,64,20003,203006,0.001,50,20,0.3926639692207843,2.257722594887385,2.4426019399671217,0.1848793450797368,0.23641488714731773,0.18258795146542983,0.20157009919494273,0.05153554206758093,-0.002291393614306969,0.01669075411520593

+3,32,64,20003,203007,0.001,50,20,0.3926639692207843,2.257722594887385,2.4371215492421605,0.1793989543547756,0.20879231139939325,0.17760973667171243,0.189326916203151,0.029393357044617652,-0.0017892176830631712,0.00992796184837541

+3,64,64,20000,200000,0.001,50,20,0.37948591558933054,2.4252149405666605,2.739648219840672,0.31443327927401166,0.4253041221291891,0.2984095890911398,0.33869947750864027,0.11087084285517745,-0.016023690182871864,0.02426619823462861

+3,64,64,20000,200001,0.001,50,20,0.37948591558933054,2.4252149405666605,2.806104001974881,0.38088906140822054,0.46363787430125125,0.3785173049286743,0.4071568596864368,0.08274881289303071,-0.0023717564795462387,0.026267798278216237

+3,64,64,20000,200002,0.001,50,20,0.37948591558933054,2.4252149405666605,2.8263015428140292,0.4010866022473687,0.48247089161146883,0.38380213002027075,0.41779437148827947,0.08138428936410014,-0.017284472227097947,0.016707769240910775

+3,64,64,20000,200003,0.001,50,20,0.37948591558933054,2.4252149405666605,2.721363771861851,0.29614883129519054,0.37897711860999017,0.27629359586459135,0.3101025647669444,0.08282828731479963,-0.019855235430599194,0.013953733471753882

+3,64,64,20000,200004,0.001,50,20,0.37948591558933054,2.4252149405666605,2.7811174361594277,0.3559024955927672,0.4224769859792339,0.33542920560964884,0.3686995808449933,0.06657449038646668,-0.02047328998311837,0.012797085252226115

+3,64,64,20000,200005,0.001,50,20,0.37948591558933054,2.4252149405666605,2.693848471640238,0.26863353107357746,0.3216510822809928,0.27232322544569465,0.2862744943200175,0.05301755120741536,0.0036896943721171915,0.017640963246440045

+3,64,64,20000,200006,0.001,50,20,0.37948591558933054,2.4252149405666605,2.796219412487622,0.37100447192096153,0.47726522298996077,0.35486031451946953,0.39478550926120937,0.10626075106899924,-0.016144157401492,0.023781037340247835

+3,64,64,20000,200007,0.001,50,20,0.37948591558933054,2.4252149405666605,2.8640796061226004,0.43886466555593984,0.5537655245393092,0.4165132946759895,0.4627071988367999,0.11490085898336933,-0.022351370879950316,0.023842533280860057

+3,64,64,20001,201000,0.001,50,20,0.3749443078536243,2.3193343997267357,2.584851578512851,0.26551717878611525,0.31442531401495266,0.26233352786201536,0.2766468422340922,0.04890813522883741,-0.00318365092409989,0.011129663447976945

+3,64,64,20001,201001,0.001,50,20,0.3749443078536243,2.3193343997267357,2.5400203034768642,0.22068590375012853,0.2633847470113748,0.21713999177854593,0.22984550776944213,0.04269884326124629,-0.003545911971582605,0.009159604019313594

+3,64,64,20001,201002,0.001,50,20,0.3749443078536243,2.3193343997267357,2.5943017830892106,0.27496738336247484,0.2923822731200332,0.27757616520286543,0.276913138195364,0.01741488975755834,0.002608781840390595,0.0019457548328891683

+3,64,64,20001,201003,0.001,50,20,0.3749443078536243,2.3193343997267357,2.5102862282823626,0.19095182855562687,0.22822033054629243,0.18293937766468993,0.19713941993108008,0.03726850199066556,-0.00801245089093694,0.006187591375453216

+3,64,64,20001,201004,0.001,50,20,0.3749443078536243,2.3193343997267357,2.577970362105072,0.2586359623783361,0.2967182724433579,0.2536774538062794,0.2659956228893301,0.03808231006502183,-0.004958508572056708,0.007359660510994015

+3,64,64,20001,201005,0.001,50,20,0.3749443078536243,2.3193343997267357,2.5807434796393385,0.26140907991260276,0.3162990934105814,0.25914074575395585,0.27622653190837454,0.05489001349797862,-0.002268334158646912,0.01481745199577178

+3,64,64,20001,201006,0.001,50,20,0.3749443078536243,2.3193343997267357,2.508740905357854,0.18940650563111827,0.2140364505652066,0.18968902261609344,0.19461838723139158,0.02462994493408832,0.0002825169849751674,0.005211881600273305

+3,64,64,20001,201007,0.001,50,20,0.3749443078536243,2.3193343997267357,2.507963827624761,0.18862942789802517,0.2599822894949595,0.1877511763076396,0.20365336358179542,0.07135286159693432,-0.0008782515903855703,0.015023935683770251

+3,64,64,20002,202000,0.001,50,20,0.42076885755841476,2.1260282730043345,2.262580830706363,0.13655255770202857,0.1589953573961056,0.13063306269015706,0.1398581358644151,0.02244279969407703,-0.005919495011871501,0.0033055781623865244

+3,64,64,20002,202001,0.001,50,20,0.42076885755841476,2.1260282730043345,2.31682403172373,0.19079575871939536,0.21922680577299314,0.18425348803496977,0.1962228096814207,0.02843104705359778,-0.0065422706844255885,0.005427050962025337

+3,64,64,20002,202002,0.001,50,20,0.42076885755841476,2.1260282730043345,2.376359187122193,0.2503309141178587,0.2955012355302289,0.24819260415087907,0.2632926261293491,0.04517032141237021,-0.0021383099669796124,0.012961712011490434

+3,64,64,20002,202003,0.001,50,20,0.42076885755841476,2.1260282730043345,2.3350814587917363,0.20905318578740184,0.2403012845181367,0.20377532390701258,0.21574953548359943,0.031248098730734863,-0.005277861880389256,0.00669634969619759

+3,64,64,20002,202004,0.001,50,20,0.42076885755841476,2.1260282730043345,2.3233789732138312,0.19735070020949674,0.2265922020372404,0.19252620485921534,0.20305379628652798,0.029241501827743654,-0.004824495350281399,0.005703096077031233

+3,64,64,20002,202005,0.001,50,20,0.42076885755841476,2.1260282730043345,2.3381903274274514,0.21216205442311686,0.2398948901843294,0.2097115749161791,0.2194236710677675,0.02773283576121255,-0.002450479506937775,0.007261616644650637

+3,64,64,20002,202006,0.001,50,20,0.42076885755841476,2.1260282730043345,2.3270647569786522,0.20103648397431773,0.2252740109349256,0.19523966474786647,0.20572586293055029,0.02423752696060788,-0.005796819226451255,0.004689378956232559

+3,64,64,20002,202007,0.001,50,20,0.42076885755841476,2.1260282730043345,2.2857661016027535,0.159737828598419,0.17338623454471858,0.16008009162453884,0.16437788615778093,0.013648405946299569,0.00034226302611983783,0.004640057559361921

+3,64,64,20003,203000,0.001,50,20,0.4103010425206306,2.1512105733523197,2.4202618437512635,0.26905127039894383,0.31810587521127154,0.2645490975813667,0.2813283064641485,0.04905460481232771,-0.004502172817577144,0.012277036065204694

+3,64,64,20003,203001,0.001,50,20,0.4103010425206306,2.1512105733523197,2.371243432459827,0.22003285910750714,0.255268788172315,0.21541328582395725,0.22944972917265227,0.03523592906480788,-0.004619573283549894,0.009416870065145133

+3,64,64,20003,203002,0.001,50,20,0.4103010425206306,2.1512105733523197,2.3672756271673325,0.21606505381501284,0.25614463242337804,0.21587968662758783,0.2296121690985915,0.040079578608365196,-0.0001853671874250118,0.013547115283578659

+3,64,64,20003,203003,0.001,50,20,0.4103010425206306,2.1512105733523197,2.3515675392541553,0.2003569659018356,0.2281424665786913,0.20066138061547623,0.20823525755794847,0.0277855006768557,0.00030441471364062167,0.007878291656112868

+3,64,64,20003,203004,0.001,50,20,0.4103010425206306,2.1512105733523197,2.3698996988269547,0.21868912547463504,0.2575994891929936,0.21452839873869767,0.22850457943440006,0.03891036371835854,-0.00416072673593737,0.00981545395976502

+3,64,64,20003,203005,0.001,50,20,0.4103010425206306,2.1512105733523197,2.4175049656185443,0.26629439226622464,0.3075214755164182,0.26206237186630776,0.2764853242742693,0.04122708325019353,-0.00423202039991688,0.010190932008044662

+3,64,64,20003,203006,0.001,50,20,0.4103010425206306,2.1512105733523197,2.37618545940975,0.2249748860574301,0.25493704264740824,0.22192798846612583,0.2321943506033315,0.02996215658997814,-0.003046897591304276,0.007219464545901388

+3,64,64,20003,203007,0.001,50,20,0.4103010425206306,2.1512105733523197,2.3830886402459583,0.23187806689363866,0.2707566878367773,0.22668654521078224,0.24183498093000955,0.03887862094313865,-0.005191521682856415,0.00995691403637089

+3,96,64,20000,200000,0.001,50,20,0.35264679853163583,2.0784680253042427,2.4605965722147016,0.38212854691045894,0.5362209953993755,0.37057554728525055,0.39755318988823163,0.15409244848891657,-0.011552999625208393,0.015424642977772685

+3,96,64,20000,200001,0.001,50,20,0.35264679853163583,2.0784680253042427,2.3998586843750136,0.3213906590707709,0.4485231265520726,0.30504054089970456,0.33828596020680646,0.1271324674813017,-0.016350118171066352,0.016895301136035545

+3,96,64,20000,200002,0.001,50,20,0.35264679853163583,2.0784680253042427,2.440999845196333,0.3625318198920904,0.4712435739349732,0.3560491506182437,0.37669316988147017,0.1087117540428828,-0.006482669273846664,0.01416134998937979

+3,96,64,20000,200003,0.001,50,20,0.35264679853163583,2.0784680253042427,2.4382546943273207,0.359786669023078,0.4635528460670093,0.3454935372990726,0.3782073691460801,0.10376617704393132,-0.01429313172400537,0.01842070012300212

+3,96,64,20000,200004,0.001,50,20,0.35264679853163583,2.0784680253042427,2.4214106439172354,0.3429426186129927,0.4374951082691947,0.3335224614829575,0.3546320739735176,0.094552489656202,-0.00942015713003519,0.011689455360524903

+3,96,64,20000,200005,0.001,50,20,0.35264679853163583,2.0784680253042427,2.455539709786436,0.3770716844821935,0.4904333287996936,0.36204510132964485,0.3989984158226614,0.11336164431750007,-0.015026583152548678,0.021926731340467853

+3,96,64,20000,200006,0.001,50,20,0.35264679853163583,2.0784680253042427,2.457641103393362,0.3791730780891194,0.47353830626979354,0.3744289903190263,0.3966651855732959,0.09436522818067417,-0.004744087770093053,0.01749210748417651

+3,96,64,20000,200007,0.001,50,20,0.35264679853163583,2.0784680253042427,2.465804758399301,0.38733673309505834,0.48764834293906034,0.371968936643837,0.3964886339834859,0.100311609844002,-0.015367796451221327,0.009151900888427544

+3,96,64,20001,201000,0.001,50,20,0.2992854415724423,2.2005757436596074,2.4368877198027823,0.2363119761431749,0.2711862431358032,0.2439668247491058,0.2512630272180809,0.0348742669926283,0.0076548486059309084,0.014951051074906019

+3,96,64,20001,201001,0.001,50,20,0.2992854415724423,2.2005757436596074,2.4190715383386143,0.21849579467900693,0.24748876156162547,0.22178515144837796,0.23209810472998615,0.028992966882618543,0.0032893567693710324,0.013602310050979227

+3,96,64,20001,201002,0.001,50,20,0.2992854415724423,2.2005757436596074,2.4612725264074924,0.260696782747885,0.2885386027269443,0.26565183743207754,0.27359970322628335,0.027841819979059323,0.00495505468419255,0.012902920478398361

+3,96,64,20001,201003,0.001,50,20,0.2992854415724423,2.2005757436596074,2.434952745278748,0.23437700161914066,0.2785886879932673,0.23236383655425819,0.2473692282568689,0.044211686374126646,-0.0020131650648824717,0.012992226637728255

+3,96,64,20001,201004,0.001,50,20,0.2992854415724423,2.2005757436596074,2.4466639734189055,0.24608822975929812,0.28572149599795704,0.24137158436473127,0.25602973042296817,0.039633266238658926,-0.004716645394566843,0.009941500663670055

+3,96,64,20001,201005,0.001,50,20,0.2992854415724423,2.2005757436596074,2.486599916592489,0.2860241729328816,0.31761630815421427,0.2918919253959711,0.2996805997746943,0.03159213522133264,0.0058677524630894595,0.013656426841812674

+3,96,64,20001,201006,0.001,50,20,0.2992854415724423,2.2005757436596074,2.468742178831417,0.2681664351718096,0.3089506842209717,0.2750509444415581,0.28459756276899295,0.04078424904916211,0.006884509269748484,0.016431127597183348

+3,96,64,20001,201007,0.001,50,20,0.2992854415724423,2.2005757436596074,2.47377900608379,0.27320326242418247,0.30457758477979224,0.28038019048990126,0.2863368462459599,0.031374322355609774,0.007176928065718791,0.013133583821777428

+3,96,64,20002,202000,0.001,50,20,0.299829243384769,2.2676131042916277,2.621426229596632,0.3538131253050043,0.40334850761084384,0.3477268035650196,0.36606989075422103,0.04953538230583954,-0.00608632173998469,0.012256765449216722

+3,96,64,20002,202001,0.001,50,20,0.299829243384769,2.2676131042916277,2.6579382829532934,0.3903251786616657,0.4388586205101852,0.3798435040900707,0.39970602929912946,0.04853344184851949,-0.01048167457159499,0.009380850637463745

+3,96,64,20002,202002,0.001,50,20,0.299829243384769,2.2676131042916277,2.6101444359247337,0.342531331633106,0.388662949228582,0.3405507523569429,0.3572526412849846,0.046131617595476015,-0.0019805792761631302,0.014721309651878567

+3,96,64,20002,202003,0.001,50,20,0.299829243384769,2.2676131042916277,2.5811364296151647,0.313523325323537,0.3438788160667001,0.31028755566629185,0.3237601771747345,0.030355490743163127,-0.0032357696572451466,0.010236851851197493

+3,96,64,20002,202004,0.001,50,20,0.299829243384769,2.2676131042916277,2.6261534305255947,0.35854032623396703,0.3933460570667404,0.3520204526031261,0.3688418337388848,0.034805730832773385,-0.006519873630840944,0.010301507504917762

+3,96,64,20002,202005,0.001,50,20,0.299829243384769,2.2676131042916277,2.6216970779462976,0.3540839736546699,0.4031613151373441,0.3507352616782633,0.36737665782795714,0.049077341482674175,-0.0033487119764066264,0.013292684173287217

+3,96,64,20002,202006,0.001,50,20,0.299829243384769,2.2676131042916277,2.680993231617342,0.4133801273257145,0.4681517167939271,0.4106992397284399,0.4287213825924949,0.05477158946821259,-0.002680887597274584,0.01534125526678043

+3,96,64,20002,202007,0.001,50,20,0.299829243384769,2.2676131042916277,2.623525165042028,0.35591206075040027,0.40709713958990035,0.34593081352149024,0.36766893611953755,0.051185078839500076,-0.009981247228910028,0.011756875369137276

+3,96,64,20003,203000,0.001,50,20,0.25414247307814064,2.1485293820290923,2.435818191162973,0.28728880913388055,0.3560061294182737,0.2763606995292336,0.30314126032791533,0.06871732028439315,-0.010928109604646963,0.015852451194034778

+3,96,64,20003,203001,0.001,50,20,0.25414247307814064,2.1485293820290923,2.4192726117890935,0.2707432297600012,0.3393300174803575,0.26336062092265333,0.2856304047806133,0.06858678772035631,-0.0073826088373478704,0.014887175020612098

+3,96,64,20003,203002,0.001,50,20,0.25414247307814064,2.1485293820290923,2.44373291289241,0.29520353086331763,0.34058979737718653,0.29085866067747856,0.30671540286078036,0.0453862665138689,-0.004344870185839067,0.01151187199746273

+3,96,64,20003,203003,0.001,50,20,0.25414247307814064,2.1485293820290923,2.460345043499542,0.3118156614704497,0.3626198142269046,0.2970812768253195,0.3192361236483383,0.05080415275645489,-0.014734384645130216,0.007420462177888609

+3,96,64,20003,203004,0.001,50,20,0.25414247307814064,2.1485293820290923,2.425664509530711,0.27713512750161895,0.3551336355012298,0.26777182402479704,0.2948530402478453,0.07799850799961083,-0.009363303476821905,0.01771791274622636

+3,96,64,20003,203005,0.001,50,20,0.25414247307814064,2.1485293820290923,2.383353869059293,0.23482448703020076,0.33413187618707507,0.22096097243674606,0.25198855220540173,0.09930738915687432,-0.013863514593454696,0.01716406517520097

+3,96,64,20003,203006,0.001,50,20,0.25414247307814064,2.1485293820290923,2.4049201888278455,0.25639080679875326,0.30457891890534805,0.2503119428408396,0.26645432336895913,0.048188112106594794,-0.006078863957913683,0.010063516570205877

+3,96,64,20003,203007,0.001,50,20,0.25414247307814064,2.1485293820290923,2.3997206264330413,0.251191244403949,0.3102392909463334,0.2448140143865425,0.2629500171822392,0.05904804654238438,-0.006377230017406532,0.011758772778290183

+4,32,64,20000,200000,0.001,50,20,0.3007164260424626,2.412932807262153,2.844115910300456,0.43118310303830265,0.6076152214346484,0.4106921080884298,0.4661145978211412,0.17643211839634576,-0.02049099494987283,0.034931494782838524

+4,32,64,20000,200001,0.001,50,20,0.3007164260424626,2.412932807262153,2.796001209926165,0.38306840266401165,0.5451702469897417,0.3604007541161325,0.415662393544995,0.16210184432573005,-0.02266764854787917,0.03259399088098336

+4,32,64,20000,200002,0.001,50,20,0.3007164260424626,2.412932807262153,2.827657383668644,0.41472457640649063,0.5335540561457233,0.4019208981607667,0.439322719103469,0.11882947973923264,-0.012803678245723926,0.024598142696978353

+4,32,64,20000,200003,0.001,50,20,0.3007164260424626,2.412932807262153,2.8042676372923623,0.3913348300302091,0.4889315253018691,0.380099795761772,0.41735044451737924,0.09759669527166004,-0.011235034268437083,0.026015614487170158

+4,32,64,20000,200004,0.001,50,20,0.3007164260424626,2.412932807262153,2.811357194817252,0.398424387555099,0.5425431868615296,0.3829084506855436,0.4293278409559944,0.14411879930643057,-0.015515936869555436,0.030903453400895398

+4,32,64,20000,200005,0.001,50,20,0.3007164260424626,2.412932807262153,2.7767408245855756,0.3638080173234224,0.48225854217149333,0.34426105698019605,0.39062441988915486,0.11845052484807095,-0.01954696034322634,0.026816402565732478

+4,32,64,20000,200006,0.001,50,20,0.3007164260424626,2.412932807262153,2.9080627355809305,0.49512992831877733,0.6962583930393,0.47578603870841807,0.5358697792073994,0.2011284647205227,-0.019343889610359266,0.04073985088862209

+4,32,64,20000,200007,0.001,50,20,0.3007164260424626,2.412932807262153,2.7590202658815466,0.3460874586193934,0.48669579463540735,0.31507897966653164,0.37442559238141504,0.14060833601601397,-0.03100847895286174,0.028338133762021656

+4,32,64,20001,201000,0.001,50,20,0.31143073358678497,2.0503314500159853,2.1660131757168575,0.1156817257008722,0.1376117539117212,0.1036037096461353,0.11562718955036333,0.021930028210848995,-0.012078016054736906,-5.453615050887706e-05

+4,32,64,20001,201001,0.001,50,20,0.31143073358678497,2.0503314500159853,2.2233295978441543,0.17299814782816902,0.20796980459583958,0.1605623806779639,0.17696317201515965,0.034971656767670556,-0.012435767150205113,0.003965024186990629

+4,32,64,20001,201002,0.001,50,20,0.31143073358678497,2.0503314500159853,2.1899091500113896,0.13957769999540437,0.15959013773007813,0.13256069126732406,0.1426017929000567,0.02001243773467376,-0.0070170087280803095,0.0030240929046523313

+4,32,64,20001,201003,0.001,50,20,0.31143073358678497,2.0503314500159853,2.1748329483662245,0.12450149835023927,0.12376315786477932,0.11769458213082595,0.1219265345770637,-0.000738340485459954,-0.006806916219413317,-0.002574963773175565

+4,32,64,20001,201004,0.001,50,20,0.31143073358678497,2.0503314500159853,2.2016589237041666,0.15132747368818134,0.18220010167040845,0.144156087770011,0.15246611554306622,0.03087262798222712,-0.007171385918170348,0.001138641854884881

+4,32,64,20001,201005,0.001,50,20,0.31143073358678497,2.0503314500159853,2.149751225621287,0.09941977560530191,0.13203489534591517,0.0947539207980026,0.10670753723505833,0.03261511974061326,-0.004665854807299308,0.007287761629756417

+4,32,64,20001,201006,0.001,50,20,0.31143073358678497,2.0503314500159853,2.166912361705479,0.11658091168949358,0.12186170555059705,0.1085471176462729,0.11474607877681464,0.005280793861103472,-0.008033794043220688,-0.0018348329126789409

+4,32,64,20001,201007,0.001,50,20,0.31143073358678497,2.0503314500159853,2.1872226474840426,0.13689119746805734,0.14649780056271755,0.1289290986182854,0.13903131038598993,0.009606603094660215,-0.007962098849771948,0.0021401129179325906

+4,32,64,20002,202000,0.001,50,20,0.3424787335662548,2.312134969358331,2.4781139660714198,0.1659789967130889,0.25896177327785885,0.157884661246654,0.19275667575124888,0.09298277656476994,-0.008094335466434899,0.026777679038159974

+4,32,64,20002,202001,0.001,50,20,0.3424787335662548,2.312134969358331,2.4940883673727487,0.1819533980144179,0.24466377039052212,0.17204718575291045,0.19801466695780956,0.06271037237610422,-0.009906212261507452,0.01606126894339166

+4,32,64,20002,202002,0.001,50,20,0.3424787335662548,2.312134969358331,2.4942405397066914,0.1821055703483605,0.23213615242999142,0.17547263471332952,0.19620018799268735,0.050030582081630914,-0.006632935635030979,0.014094617644326846

+4,32,64,20002,202003,0.001,50,20,0.3424787335662548,2.312134969358331,2.489854097486225,0.17771912812789425,0.22071932250670478,0.1718713878917213,0.19149538540375,0.04300019437881053,-0.00584774023617296,0.013776257275855741

+4,32,64,20002,202004,0.001,50,20,0.3424787335662548,2.312134969358331,2.4896182805458817,0.1774833111875509,0.25253566185211174,0.16815532246304077,0.19791854993171265,0.07505235066456084,-0.009327988724510128,0.020435238744161754

+4,32,64,20002,202005,0.001,50,20,0.3424787335662548,2.312134969358331,2.4524062124768493,0.14027124311851846,0.2074900586523274,0.12970157134381743,0.1576336458391432,0.06721881553380893,-0.010569671774701028,0.017362402720624726

+4,32,64,20002,202006,0.001,50,20,0.3424787335662548,2.312134969358331,2.477173275291346,0.16503830593301494,0.22986440161141886,0.15480186344672475,0.18007532838008045,0.06482609567840392,-0.010236442486290187,0.015037022447065507

+4,32,64,20002,202007,0.001,50,20,0.3424787335662548,2.312134969358331,2.507244172210926,0.19510920285259514,0.24709173319159827,0.18707894317282525,0.20936932884025072,0.05198253033900313,-0.008030259679769891,0.01426012598765558

+4,32,64,20003,203000,0.001,50,20,0.644202736665441,2.193361802963184,2.3854491439284047,0.19208734096522084,0.21879738310725916,0.18684185609202064,0.19934755116098213,0.026710042142038315,-0.005245484873200201,0.007260210195761285

+4,32,64,20003,203001,0.001,50,20,0.644202736665441,2.193361802963184,2.3589711478843722,0.1656093449211884,0.186503895565159,0.15914078348020855,0.1709429618352778,0.02089455064397061,-0.0064685614409798475,0.005333616914089401

+4,32,64,20003,203002,0.001,50,20,0.644202736665441,2.193361802963184,2.3786662245125205,0.18530442154933668,0.20935283899781343,0.17790065677456957,0.18871973043832035,0.024048417448476744,-0.007403764774767119,0.0034153088889836702

+4,32,64,20003,203003,0.001,50,20,0.644202736665441,2.193361802963184,2.374133933083094,0.1807721301199101,0.2105734560747714,0.17294649070059798,0.18570412982889684,0.02980132595486129,-0.007825639419312136,0.004931999708986723

+4,32,64,20003,203004,0.001,50,20,0.644202736665441,2.193361802963184,2.358369151331325,0.16500734836814113,0.18955932374558948,0.15706995980715277,0.16777688413854097,0.024551975377448354,-0.007937388560988357,0.0027695357703998447

+4,32,64,20003,203005,0.001,50,20,0.644202736665441,2.193361802963184,2.3964394805634694,0.2030776776002856,0.22957553012978282,0.19660067745983367,0.20875211921987136,0.026497852529497212,-0.006477000140451938,0.005674441619585746

+4,32,64,20003,203006,0.001,50,20,0.644202736665441,2.193361802963184,2.40225389214556,0.20889208918237623,0.24325882820702782,0.2119700219862457,0.22382159150134662,0.034366739024651594,0.0030779328038694764,0.014929502318970389

+4,32,64,20003,203007,0.001,50,20,0.644202736665441,2.193361802963184,2.34189279640404,0.1485309934408563,0.16656770962999445,0.14269805994658835,0.15124906233006818,0.018036716189138158,-0.0058329334942679445,0.0027180688892118887

+4,64,64,20000,200000,0.001,50,20,0.49323139127198845,2.097476869805707,2.354271480952371,0.25679461114666413,0.37220411913257,0.24872183240975065,0.2868418423559618,0.11540950798590588,-0.008072778736913477,0.030047231209297642

+4,64,64,20000,200001,0.001,50,20,0.49323139127198845,2.097476869805707,2.360962719086,0.26348584928029295,0.32171304607518536,0.2617010688529682,0.27750372838383974,0.05822719679489241,-0.0017847804273247725,0.014017879103546793

+4,64,64,20000,200002,0.001,50,20,0.49323139127198845,2.097476869805707,2.2872613928356618,0.18978452302995485,0.24332808627842617,0.19403901300967785,0.2125061920779796,0.053543563248471315,0.004254489979722997,0.02272166904802475

+4,64,64,20000,200003,0.001,50,20,0.49323139127198845,2.097476869805707,2.4258702669754046,0.32839339716969773,0.4703729220350117,0.3241975865828355,0.36840692355277804,0.14197952486531396,-0.0041958105868622475,0.04001352638308031

+4,64,64,20000,200004,0.001,50,20,0.49323139127198845,2.097476869805707,2.337039003524592,0.23956213371888513,0.3459759557940223,0.2421319184002142,0.26697066644960366,0.10641382207513717,0.002569784681329068,0.027408532730718527

+4,64,64,20000,200005,0.001,50,20,0.49323139127198845,2.097476869805707,2.338840757779306,0.24136388797359887,0.3370187560982356,0.23350892374211618,0.27529877726106644,0.09565486812463675,-0.007854964231482686,0.03393488928746757

+4,64,64,20000,200006,0.001,50,20,0.49323139127198845,2.097476869805707,2.314730204101144,0.21725333429543703,0.26400233812990015,0.20502450594584554,0.2354939137274097,0.04674900383446312,-0.012228828349591492,0.01824057943197266

+4,64,64,20000,200007,0.001,50,20,0.49323139127198845,2.097476869805707,2.354975410718689,0.25749854091298197,0.3757692100708381,0.27736916329582595,0.2984903188835295,0.11827066915785611,0.019870622382843983,0.04099177797054754

+4,64,64,20001,201000,0.001,50,20,0.3977818821583632,2.2301766119349904,2.499611559278633,0.2694349473436426,0.3499275463221201,0.2462767575373488,0.2824778305744582,0.08049259897847749,-0.023158189806293805,0.013042883230815594

+4,64,64,20001,201001,0.001,50,20,0.3977818821583632,2.2301766119349904,2.591389902960305,0.36121329102531474,0.462883863982003,0.3370270436574172,0.38192562696595767,0.10167057295668824,-0.02418624736789754,0.020712335940642923

+4,64,64,20001,201002,0.001,50,20,0.3977818821583632,2.2301766119349904,2.5068034493235545,0.2766268373885641,0.34617837648635597,0.2506187711959864,0.2838777956106502,0.06955153909779188,-0.026008066192577672,0.007250958222086101

+4,64,64,20001,201003,0.001,50,20,0.3977818821583632,2.2301766119349904,2.531633978569062,0.30145736663407163,0.37807758045714923,0.28589817977590304,0.31703637066420454,0.0766202138230776,-0.015559186858168594,0.015579004030132904

+4,64,64,20001,201004,0.001,50,20,0.3977818821583632,2.2301766119349904,2.540154795863975,0.3099781839289846,0.3924393264823278,0.28490779740285443,0.3219840964788636,0.08246114255334325,-0.02507038652613014,0.012005912549879039

+4,64,64,20001,201005,0.001,50,20,0.3977818821583632,2.2301766119349904,2.5497541732534605,0.31957756131847015,0.41915327661646096,0.2923506171620769,0.3385175465992747,0.09957571529799081,-0.027226944156393262,0.01893998528080454

+4,64,64,20001,201006,0.001,50,20,0.3977818821583632,2.2301766119349904,2.566776074014886,0.3365994620798958,0.4176959148825148,0.31149726210016215,0.35111916403325116,0.08109645280261901,-0.02510219997973362,0.01451970195335539

+4,64,64,20001,201007,0.001,50,20,0.3977818821583632,2.2301766119349904,2.5404850825325958,0.31030847059760536,0.38447314464978577,0.29629829522983453,0.3236193835371348,0.07416467405218041,-0.014010175367770827,0.013310912939529462

+4,64,64,20002,202000,0.001,50,20,0.42283845981499746,2.0957790293832987,2.402959165788974,0.30718013640567543,0.3593125120609675,0.30511084435794045,0.3214426517545408,0.05213237565529205,-0.002069292047734983,0.014262515348865357

+4,64,64,20002,202001,0.001,50,20,0.42283845981499746,2.0957790293832987,2.3639916586846965,0.2682126293013978,0.31602411149566123,0.2615479551062223,0.2800632098087221,0.047811482194263455,-0.0066646741951754684,0.011850580507324349

+4,64,64,20002,202002,0.001,50,20,0.42283845981499746,2.0957790293832987,2.3956503968022695,0.2998713674189708,0.35537620222572786,0.2944966590286926,0.3162182346738849,0.05550483480675705,-0.0053747083902782045,0.016346867254914077

+4,64,64,20002,202003,0.001,50,20,0.42283845981499746,2.0957790293832987,2.3985288219067016,0.30274979252340284,0.3591215734359583,0.3013103097950105,0.3194507889424183,0.05637178091255546,-0.0014394827283923384,0.016700996419015457

+4,64,64,20002,202004,0.001,50,20,0.42283845981499746,2.0957790293832987,2.3918176561744278,0.296038626791129,0.348792909040458,0.29006378484660145,0.308332742829724,0.05275428224932899,-0.005974841944527576,0.012294116038594982

+4,64,64,20002,202005,0.001,50,20,0.42283845981499746,2.0957790293832987,2.3712329818636118,0.275453952480313,0.33280613387268687,0.26804726547637747,0.2892501524436555,0.05735218139237386,-0.0074066870039355415,0.01379619996334247

+4,64,64,20002,202006,0.001,50,20,0.42283845981499746,2.0957790293832987,2.365908471251693,0.27012944186839416,0.32330402445824147,0.2579707966779914,0.2805576528171656,0.05317458258984731,-0.012158645190402773,0.010428210948771444

+4,64,64,20002,202007,0.001,50,20,0.42283845981499746,2.0957790293832987,2.400778015154852,0.30499898577155315,0.36853161510124366,0.302123691318231,0.31936793090587257,0.0635326293296905,-0.0028752944533221303,0.01436894513431941

+4,64,64,20003,203000,0.001,50,20,0.4543798154100055,2.0730433994986943,2.374514791044361,0.3014713915456668,0.4250259743048903,0.29604828990238197,0.3342110040238717,0.12355458275922349,-0.0054231016432848556,0.032739612478204894

+4,64,64,20003,203001,0.001,50,20,0.4543798154100055,2.0730433994986943,2.3449166141112494,0.2718732146125551,0.36129394429362494,0.26773225432571746,0.2946546060967603,0.08942072968106984,-0.004140960286837636,0.022781391484205216

+4,64,64,20003,203002,0.001,50,20,0.4543798154100055,2.0730433994986943,2.302893685560774,0.2298502860620797,0.29939341341132497,0.2352006760800549,0.2551208042044979,0.06954312734924528,0.005350390017975215,0.025270518142418208

+4,64,64,20003,203003,0.001,50,20,0.4543798154100055,2.0730433994986943,2.393187634775905,0.3201442352772106,0.3838549001350171,0.32140883738217507,0.33735510366316923,0.06371066485780652,0.001264602104964485,0.017210868385958644

+4,64,64,20003,203004,0.001,50,20,0.4543798154100055,2.0730433994986943,2.316738890233485,0.2436954907347908,0.33608916628174557,0.2422715084341922,0.2725786011755553,0.09239367554695477,-0.0014239823005985919,0.028883110440764526

+4,64,64,20003,203005,0.001,50,20,0.4543798154100055,2.0730433994986943,2.3062363045910823,0.233192905092388,0.26143724361479537,0.2325229110618503,0.24317509114737268,0.028244338522407375,-0.0006699940305376906,0.009982186054984687

+4,64,64,20003,203006,0.001,50,20,0.4543798154100055,2.0730433994986943,2.444937599608683,0.37189420010998875,0.4967649366023159,0.3918177293626188,0.4259522079686455,0.12487073649232716,0.01992352925263008,0.054058007858656776

+4,64,64,20003,203007,0.001,50,20,0.4543798154100055,2.0730433994986943,2.295668574750411,0.22262517525171654,0.3304177655577578,0.21171913756155192,0.24609842808250493,0.10779259030604127,-0.010906037690164627,0.023473252830788383

+4,96,64,20000,200000,0.001,50,20,0.5522875257709683,2.0043491840058114,2.516031023646107,0.5116818396402958,0.6205667746376688,0.5016824422445043,0.5366109673062636,0.10888493499737306,-0.009999397395791476,0.024929127665967776

+4,96,64,20000,200001,0.001,50,20,0.5522875257709683,2.0043491840058114,2.470072627922649,0.4657234439168376,0.564657348879178,0.45133640502450856,0.4897809827818662,0.09893390496234034,-0.014387038892329063,0.024057538865028594

+4,96,64,20000,200002,0.001,50,20,0.5522875257709683,2.0043491840058114,2.5113255616919865,0.5069763776861751,0.6034989814654779,0.5077813593413416,0.5273003712224891,0.09652260377930277,0.0008049816551665145,0.020323993536313978

+4,96,64,20000,200003,0.001,50,20,0.5522875257709683,2.0043491840058114,2.5097825924179,0.5054334084120886,0.6272117952927232,0.5019063714365339,0.5368684410345059,0.12177838688063458,-0.003527036975554676,0.031435032622417314

+4,96,64,20000,200004,0.001,50,20,0.5522875257709683,2.0043491840058114,2.467490153574529,0.4631409695687174,0.5491588006820445,0.45813704515277154,0.4835489429779116,0.08601783111332706,-0.005003924415945882,0.020407973409194202

+4,96,64,20000,200005,0.001,50,20,0.5522875257709683,2.0043491840058114,2.4584733139105555,0.45412412990474404,0.535723698105123,0.4484365314234413,0.47854983520189576,0.08159956820037895,-0.005687598481302736,0.024425705297151712

+4,96,64,20000,200006,0.001,50,20,0.5522875257709683,2.0043491840058114,2.507156882080838,0.5028076980750265,0.6794385908012388,0.4916995234045105,0.5297766440164979,0.17663089272621235,-0.011108174670515947,0.02696894594147148

+4,96,64,20000,200007,0.001,50,20,0.5522875257709683,2.0043491840058114,2.6399143296854146,0.6355651456796032,0.7580379570707452,0.642996728377403,0.6643321359645795,0.12247281139114197,0.0074315826977997546,0.028766990284976313

+4,96,64,20001,201000,0.001,50,20,0.4021140119896154,2.1277214951425245,2.5898332890316547,0.46211179388913015,0.5593509528135812,0.45834756889014105,0.48546469759219324,0.09723915892445101,-0.0037642249989890963,0.023352903703063088

+4,96,64,20001,201001,0.001,50,20,0.4021140119896154,2.1277214951425245,2.5733253360600545,0.44560384091753,0.5340191928333198,0.4446491499415828,0.46938455461198947,0.08841535191578975,-0.0009546909759472477,0.023780713694459443

+4,96,64,20001,201002,0.001,50,20,0.4021140119896154,2.1277214951425245,2.5929615633343084,0.4652400681917839,0.5433241673358751,0.4593399231164583,0.48440916107349263,0.0780840991440912,-0.005900145075325547,0.01916909288170876

+4,96,64,20001,201003,0.001,50,20,0.4021140119896154,2.1277214951425245,2.6212709126411022,0.4935494174985777,0.5720394096864325,0.48771203063009905,0.5142888796627627,0.0784899921878548,-0.005837386868478678,0.020739462164184985

+4,96,64,20001,201004,0.001,50,20,0.4021140119896154,2.1277214951425245,2.559155955366019,0.4314344602234943,0.5472045020462009,0.4245029687735866,0.45359503216473573,0.11577004182270656,-0.0069314914499076785,0.022160571941241436

+4,96,64,20001,201005,0.001,50,20,0.4021140119896154,2.1277214951425245,2.594739226786107,0.4670177316435824,0.5477014444148778,0.4617592959814969,0.49259189115664404,0.08068371277129538,-0.005258435662085503,0.025574159513061634

+4,96,64,20001,201006,0.001,50,20,0.4021140119896154,2.1277214951425245,2.5801148065276838,0.45239331138515926,0.5316781834390025,0.44704483621371827,0.4764245076645155,0.07928487205384327,-0.005348475171440992,0.024031196279356237

+4,96,64,20001,201007,0.001,50,20,0.4021140119896154,2.1277214951425245,2.585932192258192,0.45821069711566764,0.5314018042383939,0.4601959510958973,0.4866776110998394,0.07319110712272625,0.00198525398022964,0.028466913984171782

+4,96,64,20002,202000,0.001,50,20,0.3897895499011812,1.893522643753064,2.3477957416631057,0.4542730979100418,0.5562813380329596,0.44743045390663094,0.47088090735445753,0.10200824012291787,-0.006842644003410836,0.016607809444415755

+4,96,64,20002,202001,0.001,50,20,0.3897895499011812,1.893522643753064,2.3369698999991133,0.4434472562460494,0.5437084611030372,0.4215393570002621,0.4578158948548272,0.10026120485698775,-0.021907899245787288,0.014368638608777795

+4,96,64,20002,202002,0.001,50,20,0.3897895499011812,1.893522643753064,2.28634371080902,0.3928210670559562,0.4706557882760345,0.3769340625708819,0.4060549325692895,0.07783472122007828,-0.015887004485074296,0.013233865513333276

+4,96,64,20002,202003,0.001,50,20,0.3897895499011812,1.893522643753064,2.242789945821479,0.34926730206841516,0.43839843864781747,0.32932135636127513,0.360449515620473,0.0891311365794023,-0.019945945707140034,0.01118221355205784

+4,96,64,20002,202004,0.001,50,20,0.3897895499011812,1.893522643753064,2.3091667390787527,0.4156440953256888,0.4897201685379504,0.39755341867852834,0.42256944957237286,0.07407607321226162,-0.018090676647160464,0.006925354246684057

+4,96,64,20002,202005,0.001,50,20,0.3897895499011812,1.893522643753064,2.332894352600551,0.4393717088474871,0.5394915501320878,0.42288585302239823,0.4545012540159945,0.10011984128460072,-0.01648585582508888,0.015129545168507397

+4,96,64,20002,202006,0.001,50,20,0.3897895499011812,1.893522643753064,2.3283621754954154,0.43483953174235146,0.5199174434921217,0.40944462050122676,0.4391370131181902,0.0850779117497702,-0.025394911241124696,0.004297481375838741

+4,96,64,20002,202007,0.001,50,20,0.3897895499011812,1.893522643753064,2.314894565302288,0.421371921549224,0.530970973501339,0.40775601670476,0.44042363742196544,0.10959905195211506,-0.013615904844463955,0.01905171587274146

+4,96,64,20003,203000,0.001,50,20,0.32973840210310457,2.054895845681722,2.504508091620761,0.44961224593903903,0.593262680646486,0.4446668141799579,0.4855312140240553,0.14365043470744698,-0.004945431759081131,0.03591896808501627

+4,96,64,20003,203001,0.001,50,20,0.32973840210310457,2.054895845681722,2.519381680389269,0.4644858347075469,0.5824488365471554,0.4469796968722588,0.48950063469148075,0.1179630018396085,-0.017506137835288094,0.025014799983933855

+4,96,64,20003,203002,0.001,50,20,0.32973840210310457,2.054895845681722,2.5726028154942053,0.5177069698124832,0.6531110876055979,0.5177005902746656,0.5577426430209753,0.13540411779311468,-6.379537817569059e-06,0.040035673208492106

+4,96,64,20003,203003,0.001,50,20,0.32973840210310457,2.054895845681722,2.3841936644076576,0.32929781872593544,0.4446914639562545,0.31216997738952657,0.35431438251974123,0.11539364523031903,-0.017127841336408878,0.02501656379380579

+4,96,64,20003,203004,0.001,50,20,0.32973840210310457,2.054895845681722,2.46606757763451,0.41117173195278767,0.5250565770584847,0.4027024047052614,0.4417919507593555,0.11388484510569707,-0.008469327247526248,0.030620218806567845

+4,96,64,20003,203005,0.001,50,20,0.32973840210310457,2.054895845681722,2.50601870051483,0.4511228548331081,0.5721980215553781,0.4414587409845474,0.4827358860803286,0.12107516672227003,-0.009664113848560696,0.03161303124722048

+4,96,64,20003,203006,0.001,50,20,0.32973840210310457,2.054895845681722,2.3973793419874747,0.3424834963057526,0.4548627713438611,0.33195121623753554,0.3665736705936986,0.11237927503810852,-0.010532280068217048,0.02409017428794602

+4,96,64,20003,203007,0.001,50,20,0.32973840210310457,2.054895845681722,2.452770479829401,0.3978746341476791,0.5294566655122983,0.38043266821525545,0.4250340616845314,0.1315820313646192,-0.017441965932423642,0.0271594275368523

+6,32,64,20000,200000,0.001,50,20,0.5777226114965156,1.961329980789665,2.160659653801322,0.19932967301165694,0.24161710039219386,0.18327374711725897,0.20953951541273175,0.042287427380536924,-0.01605592589439797,0.010209842401074809

+6,32,64,20000,200001,0.001,50,20,0.5777226114965156,1.961329980789665,2.1255133424383086,0.16418336164864367,0.21369062889976842,0.18795836824081968,0.1791533717265199,0.049507267251124754,0.023775006592176018,0.014970010077876239

+6,32,64,20000,200002,0.001,50,20,0.5777226114965156,1.961329980789665,2.115598556007176,0.15426857521751125,0.17850123758795444,0.13490041977852796,0.1582907905327613,0.024232662370443192,-0.019368155438983292,0.004022215315250044

+6,32,64,20000,200003,0.001,50,20,0.5777226114965156,1.961329980789665,2.1611972874558374,0.19986730666617247,0.2660983697223971,0.19744462667633522,0.2137924987873736,0.06623106305622461,-0.002422679989837251,0.013925192121201135

+6,32,64,20000,200004,0.001,50,20,0.5777226114965156,1.961329980789665,2.1835529718592523,0.22222299106958743,0.2834110204640834,0.19781906247385317,0.23306746337206596,0.06118802939449597,-0.02440392859573426,0.010844472302478536

+6,32,64,20000,200005,0.001,50,20,0.5777226114965156,1.961329980789665,2.1720592736618025,0.2107292928721376,0.37785120085009183,0.23964977481894545,0.2479831455446313,0.16712190797795423,0.028920481946807852,0.037253852672493704

+6,32,64,20000,200006,0.001,50,20,0.5777226114965156,1.961329980789665,2.2042845997737563,0.24295461898409143,0.2786722774437358,0.24509394888584257,0.2588747705157981,0.035717658459644364,0.0021393299017511413,0.015920151531706672

+6,32,64,20000,200007,0.001,50,20,0.5777226114965156,1.961329980789665,2.180644848827572,0.2193148680379069,0.25933439629640187,0.2064269069305129,0.22714693593086266,0.040019528258494974,-0.012887961107393986,0.007832067892955763

+6,32,64,20001,201000,0.001,50,20,0.6286621477125762,1.8658065163806339,2.127539221272259,0.2617327048916249,0.5547281721166184,0.3346420048748162,0.2616154670327062,0.2929954672249935,0.07290929998319129,-0.0001172378589187062

+6,32,64,20001,201001,0.001,50,20,0.6286621477125762,1.8658065163806339,2.05480791481515,0.18900139843451624,0.21760965276845323,0.14977386549243477,0.1852306089777609,0.02860825433393699,-0.03922753294208148,-0.0037707894567553524

+6,32,64,20001,201002,0.001,50,20,0.6286621477125762,1.8658065163806339,1.989311001466336,0.12350448508570211,0.2844913284363868,0.12493579407774646,0.12869078936151057,0.1609868433506847,0.0014313089920443556,0.005186304275808462

+6,32,64,20001,201003,0.001,50,20,0.6286621477125762,1.8658065163806339,2.050010581783604,0.18420406540296996,0.27556116886464044,0.24562644196141514,0.22110838580274628,0.09135710346167047,0.06142237655844518,0.036904320399776314

+6,32,64,20001,201004,0.001,50,20,0.6286621477125762,1.8658065163806339,2.128313439167438,0.262506922786804,0.40967196608549306,0.2846364481348349,0.3252611499329068,0.14716504329868907,0.02212952534803092,0.06275422714610279

+6,32,64,20001,201005,0.001,50,20,0.6286621477125762,1.8658065163806339,2.0496963110225273,0.18388979464189337,0.3540272567645413,0.19823499309638892,0.23517238651927874,0.1701374621226479,0.014345198454495556,0.051282591877385375

+6,32,64,20001,201006,0.001,50,20,0.6286621477125762,1.8658065163806339,2.0020431940540426,0.13623667767340875,0.3857318580126565,0.13491556094111878,0.15489039683576555,0.24949518033924778,-0.001321116732289962,0.018653719162356808

+6,32,64,20001,201007,0.001,50,20,0.6286621477125762,1.8658065163806339,2.0870914234088955,0.22128490702826165,0.8189644825466857,0.19186323808485284,0.2987038867435792,0.5976795755184241,-0.029421668943408807,0.07741897971531753

+6,32,64,20002,202000,0.001,50,20,0.689559824973365,2.0034502647206054,2.17856836747354,0.1751181027529345,0.24191567283552873,0.175199059082646,0.19611759658671324,0.06679757008259424,8.095632971150124e-05,0.02099949383377875

+6,32,64,20002,202001,0.001,50,20,0.689559824973365,2.0034502647206054,2.222212692234148,0.2187624275135427,0.26673942417475516,0.21903035022741024,0.23258564897082734,0.04797699666121247,0.0002679227138675522,0.013823221457284651

+6,32,64,20002,202002,0.001,50,20,0.689559824973365,2.0034502647206054,2.2376184046208767,0.2341681399002713,0.2829656293276579,0.24213534979875018,0.2551004669268975,0.0487974894273866,0.007967209898478878,0.020932327026626174

+6,32,64,20002,202003,0.001,50,20,0.689559824973365,2.0034502647206054,2.2673895447716528,0.2639392800510474,0.3541402530076616,0.25487787174991894,0.2878321511385462,0.09020097295661422,-0.009061408301128449,0.023892871087498824

+6,32,64,20002,202004,0.001,50,20,0.689559824973365,2.0034502647206054,2.3042934523650023,0.3008431876443969,0.3815402481505057,0.2945606142888657,0.3239906944832931,0.08069706050610881,-0.006282573355531174,0.023147506838896215

+6,32,64,20002,202005,0.001,50,20,0.689559824973365,2.0034502647206054,2.1433119314980953,0.1398616667774899,0.17667548547480205,0.1359819863186318,0.15111938107604206,0.03681381869731215,-0.0038796804588581146,0.011257714298552157

+6,32,64,20002,202006,0.001,50,20,0.689559824973365,2.0034502647206054,2.189778621200295,0.18632835647968982,0.2174849855848544,0.19497506241013118,0.20044519554258078,0.03115662910516459,0.008646705930441367,0.014116839062890962

+6,32,64,20002,202007,0.001,50,20,0.689559824973365,2.0034502647206054,2.240625417405603,0.23717515268499767,0.2704014278612461,0.2291205246438648,0.2449689968050952,0.03322627517624843,-0.008054628041132883,0.007793844120097537

+6,32,64,20003,203000,0.001,50,20,0.7763579548086379,1.9463797712504705,2.1273616430216724,0.18098187177120195,0.17242320072710204,0.18376419261198862,0.1794969474724626,-0.008558671044099908,0.0027823208407866673,-0.0014849242987393652

+6,32,64,20003,203001,0.001,50,20,0.7763579548086379,1.9463797712504705,2.116135803372146,0.16975603212167556,0.1940714193798685,0.1741293070111518,0.17891608155742844,0.024315387258192933,0.004373274889476253,0.009160049435752882

+6,32,64,20003,203002,0.001,50,20,0.7763579548086379,1.9463797712504705,2.1575530530700027,0.2111732818195322,0.22165262330132873,0.21747686464292482,0.21969594170253703,0.010479341481796522,0.006303582823392606,0.008522659883004824

+6,32,64,20003,203003,0.001,50,20,0.7763579548086379,1.9463797712504705,2.1596517350045215,0.213271963754051,0.25214803466567903,0.22402746350441305,0.23567343783979666,0.038876070911628036,0.010755499750362052,0.022401474085745665

+6,32,64,20003,203004,0.001,50,20,0.7763579548086379,1.9463797712504705,2.132085738384891,0.18570596713442056,0.2122402602383089,0.18925410332906178,0.19751233967757376,0.02653429310388833,0.003548136194641227,0.011806372543153199

+6,32,64,20003,203005,0.001,50,20,0.7763579548086379,1.9463797712504705,2.072892865067671,0.12651309381720033,0.16364414039124697,0.1353795090523109,0.14540718711197442,0.037131046574046644,0.008866415235110559,0.018894093294774095

+6,32,64,20003,203006,0.001,50,20,0.7763579548086379,1.9463797712504705,2.246139761823847,0.29975999057337654,0.3332694686229083,0.30848777039814035,0.31466269978117634,0.03350947804953175,0.008727779824763804,0.014902709207799791

+6,32,64,20003,203007,0.001,50,20,0.7763579548086379,1.9463797712504705,2.117977892258498,0.17159812100802752,0.1971320558951304,0.18094150579189927,0.18693369031433837,0.02553393488710287,0.009343384783871755,0.015335569306310859

+6,64,64,20000,200000,0.001,50,20,0.644364124813909,1.8500601552040064,2.0980663969741813,0.24800624177017494,0.36554350147486137,0.2438381176780573,0.2770372523213993,0.11753725970468643,-0.004168124092117642,0.029031010551224368

+6,64,64,20000,200001,0.001,50,20,0.644364124813909,1.8500601552040064,2.1218214342539765,0.27176127904997016,0.38657761224714227,0.24858076082882974,0.2964940830240508,0.1148163331971721,-0.023180518221140423,0.02473280397408062

+6,64,64,20000,200002,0.001,50,20,0.644364124813909,1.8500601552040064,2.1165932512753525,0.2665330960713461,0.41208478703951723,0.24505669208441372,0.29068479476421816,0.1455516909681711,-0.021476403986932402,0.024151698692872037

+6,64,64,20000,200003,0.001,50,20,0.644364124813909,1.8500601552040064,2.1745464824378287,0.3244863272338223,0.48335295455577665,0.2900894969080614,0.35052943393778513,0.15886662732195433,-0.03439683032576091,0.026043106703962815

+6,64,64,20000,200004,0.001,50,20,0.644364124813909,1.8500601552040064,2.1390181023877046,0.28895794718369827,0.3827200368876591,0.26074189278537707,0.30617004369811296,0.09376208970396083,-0.0282160543983212,0.017212096514414688

+6,64,64,20000,200005,0.001,50,20,0.644364124813909,1.8500601552040064,2.1184336239360055,0.2683734687319992,0.43323431668510315,0.260003001801961,0.3061820154530004,0.16486084795310396,-0.008370466930038178,0.0378085467210012

+6,64,64,20000,200006,0.001,50,20,0.644364124813909,1.8500601552040064,2.1451618425781893,0.29510168737418296,0.38986963882896,0.27724972509705426,0.32068145184746966,0.09476795145477701,-0.017851962277128708,0.025579764473286692

+6,64,64,20000,200007,0.001,50,20,0.644364124813909,1.8500601552040064,2.1002727701951986,0.2502126149911923,0.35399136520920615,0.22374971777443653,0.2671609884628907,0.10377875021801386,-0.026462897216755765,0.01694837347169842

+6,64,64,20001,201000,0.001,50,20,0.7271923515248818,1.9366034766157711,2.2425700900306467,0.3059666134148755,0.4915725233247934,0.2474095153605731,0.31854742703354644,0.18560590990991788,-0.058557098054302426,0.012580813618670916

+6,64,64,20001,201001,0.001,50,20,0.7271923515248818,1.9366034766157711,2.219226186291206,0.2826227096754348,0.5866896046831829,0.2126260343230033,0.29201611756033463,0.3040668950077481,-0.06999667535243148,0.00939340788489984

+6,64,64,20001,201002,0.001,50,20,0.7271923515248818,1.9366034766157711,2.264625838657784,0.32802236204201307,0.5917822308938105,0.2863029330022422,0.3670585291242592,0.2637598688517975,-0.04171942903977088,0.03903616708224611

+6,64,64,20001,201003,0.001,50,20,0.7271923515248818,1.9366034766157711,2.238132433620688,0.3015289570049169,0.5161879719096545,0.23419648564378193,0.31869258621567464,0.2146590149047376,-0.06733247136113496,0.017163629210757758

+6,64,64,20001,201004,0.001,50,20,0.7271923515248818,1.9366034766157711,2.223207832766825,0.28660435615105406,0.6720911659247788,0.2255659711655924,0.3062323082021683,0.38548680977372474,-0.06103838498546166,0.019627952051114228

+6,64,64,20001,201005,0.001,50,20,0.7271923515248818,1.9366034766157711,2.2014819735223505,0.2648784969065794,0.3722884189391613,0.1950605816095754,0.28571035916411125,0.10740992203258193,-0.06981791529700399,0.020831862257531863

+6,64,64,20001,201006,0.001,50,20,0.7271923515248818,1.9366034766157711,2.2497298779574963,0.3131264013417252,0.4820271522037216,0.2435080546222781,0.3256542480311104,0.1689007508619964,-0.06961834671944711,0.012527846689385225

+6,64,64,20001,201007,0.001,50,20,0.7271923515248818,1.9366034766157711,2.303556943754508,0.36695346713873667,0.5468511976357111,0.3255954579267226,0.3829471979192043,0.17989773049697444,-0.041358009212014046,0.01599373078046762

+6,64,64,20002,202000,0.001,50,20,0.6868267098926789,1.778347890422267,2.214769441434322,0.43642155101205504,0.698501039656467,0.39682542093590434,0.4723595991441205,0.262079488644412,-0.039596130076150704,0.03593804813206547

+6,64,64,20002,202001,0.001,50,20,0.6868267098926789,1.778347890422267,2.220277659236153,0.4419297688138861,0.7039503714217539,0.4311291378647242,0.4961491616052758,0.26202060260786775,-0.010800630949161949,0.05421939279138965

+6,64,64,20002,202002,0.001,50,20,0.6868267098926789,1.778347890422267,2.2937621163837463,0.5154142259614793,0.8026154995667001,0.56018691416864,0.5947333529200765,0.28720127360522074,0.04477268820716063,0.07931912695859711

+6,64,64,20002,202003,0.001,50,20,0.6868267098926789,1.778347890422267,2.2180825958440877,0.4397347054218208,0.6269402549565715,0.3942917265160715,0.46591939648154046,0.18720554953475066,-0.04544297890574933,0.026184691059719656

+6,64,64,20002,202004,0.001,50,20,0.6868267098926789,1.778347890422267,2.295603319653849,0.5172554292315821,0.7756963456791495,0.5553577705553459,0.5964505726519849,0.2584409164475674,0.03810234132376378,0.07919514342040279

+6,64,64,20002,202005,0.001,50,20,0.6868267098926789,1.778347890422267,2.267224940254972,0.48887704983270486,0.665118425442522,0.42287626833278824,0.48706320077603316,0.17624137560981712,-0.06600078149991662,-0.0018138490566717014

+6,64,64,20002,202006,0.001,50,20,0.6868267098926789,1.778347890422267,2.284785862871316,0.5064379724490491,0.7303704767407939,0.4852101235543931,0.5377049352080383,0.22393250429174483,-0.02122784889465601,0.031266962758989214

+6,64,64,20002,202007,0.001,50,20,0.6868267098926789,1.778347890422267,2.1633159562225335,0.38496806580026655,0.6719172804490572,0.35931537620675935,0.41902606415187327,0.28694921464879064,-0.025652689593507194,0.03405799835160672

+6,64,64,20003,203000,0.001,50,20,0.5504240872931916,1.9913789697530055,2.285824604932799,0.2944456351797933,0.3703796342425125,0.2582444837325433,0.307394304878146,0.07593399906271925,-0.03620115144725,0.012948669698352733

+6,64,64,20003,203001,0.001,50,20,0.5504240872931916,1.9913789697530055,2.3531136652318176,0.3617346954788121,0.46296584736855007,0.32452301614246215,0.3802237690000012,0.10123115188973797,-0.037211679336349945,0.018489073521189114

+6,64,64,20003,203002,0.001,50,20,0.5504240872931916,1.9913789697530055,2.3365136068777383,0.3451346371247328,0.45015634503945323,0.29226007055773406,0.35928154094968945,0.10502170791472043,-0.05287456656699874,0.014146903824956647

+6,64,64,20003,203003,0.001,50,20,0.5504240872931916,1.9913789697530055,2.3440977459785346,0.35271877622552905,0.45106058472690913,0.3190665235885919,0.3725894128024716,0.09834180850138008,-0.03365225263693716,0.019870636576942546

+6,64,64,20003,203004,0.001,50,20,0.5504240872931916,1.9913789697530055,2.3254504794570376,0.3340715097040321,0.4704815161105742,0.30005945725209626,0.36185879065837256,0.1364100064065421,-0.03401205245193584,0.027787280954340465

+6,64,64,20003,203005,0.001,50,20,0.5504240872931916,1.9913789697530055,2.3332322466124986,0.34185327685949307,0.4241741018207188,0.30808736638310874,0.35748141000884526,0.08232082496122572,-0.03376591047638433,0.015628133149352186

+6,64,64,20003,203006,0.001,50,20,0.5504240872931916,1.9913789697530055,2.3222738779712273,0.33089490821822176,0.4167351857628492,0.28944976335428185,0.34582851388261715,0.08584027754462742,-0.04144514486393991,0.014933605664395389

+6,64,64,20003,203007,0.001,50,20,0.5504240872931916,1.9913789697530055,2.310041474340738,0.31866250458773226,0.40469183050736435,0.27172106058538725,0.3268925594917149,0.08602932591963208,-0.04694144400234501,0.008230054903982653

+6,96,64,20000,200000,0.001,50,20,0.5932423512609427,1.7739658023168317,2.366488098751604,0.5925222964347725,0.8341326732778491,0.5879231146795747,0.6450582813664292,0.24161037684307662,-0.004599181755197801,0.052535984931656676

+6,96,64,20000,200001,0.001,50,20,0.5932423512609427,1.7739658023168317,2.3467442419375866,0.5727784396207549,0.814802466652069,0.49652402630615233,0.6078746419234349,0.2420240270313141,-0.07625441331460259,0.03509620230267996

+6,96,64,20000,200002,0.001,50,20,0.5932423512609427,1.7739658023168317,2.2735638522504016,0.49959804993356993,0.6807096823844325,0.4239806235580095,0.5240435169714666,0.1811116324508626,-0.07561742637556046,0.02444546703789663

+6,96,64,20000,200003,0.001,50,20,0.5932423512609427,1.7739658023168317,2.3582667770173,0.5843009747004682,0.7932933517158618,0.6029339914478071,0.6222773507761479,0.20899237701539364,0.01863301674733897,0.03797637607567972

+6,96,64,20000,200004,0.001,50,20,0.5932423512609427,1.7739658023168317,2.414003107846062,0.6400373055292303,0.8534148045614927,0.5904761060011583,0.6716726398294506,0.21337749903226233,-0.04956119952807203,0.03163533430022025

+6,96,64,20000,200005,0.001,50,20,0.5932423512609427,1.7739658023168317,2.3212745915158557,0.547308789199024,0.7183623799138557,0.5330633157278006,0.5897104672631686,0.17105359071483162,-0.014245473471223402,0.04240167806414452

+6,96,64,20000,200006,0.001,50,20,0.5932423512609427,1.7739658023168317,2.301710505334288,0.5277447030174565,0.699540167227944,0.492590707542675,0.547033182600116,0.17179546421048753,-0.035153995474781485,0.019288479582659557

+6,96,64,20000,200007,0.001,50,20,0.5932423512609427,1.7739658023168317,2.3471849409914123,0.5732191386745806,0.7843446219414163,0.5106323983289656,0.5868655991819749,0.21112548326683567,-0.06258674034561507,0.013646460507394265

+6,96,64,20001,201000,0.001,50,20,0.6033155627628455,1.9024093778851696,2.3462866431860587,0.4438772653008891,0.6063759521546241,0.4131063219226845,0.4776593413523982,0.16249868685373503,-0.03077094337820463,0.03378207605150907

+6,96,64,20001,201001,0.001,50,20,0.6033155627628455,1.9024093778851696,2.277998085936717,0.3755887080515474,0.5401908050246826,0.32129867017587266,0.40109461091531595,0.16460209697313521,-0.05429003787567477,0.025505902863768526

+6,96,64,20001,201002,0.001,50,20,0.6033155627628455,1.9024093778851696,2.3836888666540057,0.4812794887688361,0.6329009441801514,0.4382835216419041,0.506535160263651,0.15162145541131533,-0.04299596712693199,0.02525567149481489

+6,96,64,20001,201003,0.001,50,20,0.6033155627628455,1.9024093778851696,2.3832970441945873,0.4808876663094177,0.6566003442174291,0.4196579679366419,0.5107794210889833,0.17571267790801137,-0.06122969837277581,0.029891754779565627

+6,96,64,20001,201004,0.001,50,20,0.6033155627628455,1.9024093778851696,2.349718806717559,0.44730942883238956,0.6066088853972131,0.405345094685468,0.47724694031947856,0.15929945656482358,-0.04196433414692158,0.029937511487089008

+6,96,64,20001,201005,0.001,50,20,0.6033155627628455,1.9024093778851696,2.4307492116571887,0.5283398337720191,0.7049496033266072,0.4851869297931879,0.5570139624852948,0.17660976955458807,-0.0431529039788312,0.02867412871327568

+6,96,64,20001,201006,0.001,50,20,0.6033155627628455,1.9024093778851696,2.3972766902072524,0.4948673123220828,0.713441236378334,0.44788564924208973,0.5373198262856935,0.2185739240562512,-0.046981663079993075,0.042452513963610716

+6,96,64,20001,201007,0.001,50,20,0.6033155627628455,1.9024093778851696,2.3717200310761037,0.4693106531909341,0.5977579745060908,0.4252738806171621,0.5017569346461868,0.12844732131515668,-0.04403677257377203,0.032446281455252635

+6,96,64,20002,202000,0.001,50,20,0.5784593250553214,1.8142145859754837,2.4765887018677555,0.6623741158922718,0.8760396051970445,0.6245341548204517,0.6875471138809899,0.2136654893047727,-0.03783996107182008,0.025172997988718082

+6,96,64,20002,202001,0.001,50,20,0.5784593250553214,1.8142145859754837,2.3683785703405995,0.5541639843651158,0.8156949078334517,0.5297018794770061,0.5898094368709796,0.26153092346833584,-0.024462104888109737,0.03564545250586382

+6,96,64,20002,202002,0.001,50,20,0.5784593250553214,1.8142145859754837,2.4948853203582892,0.6806707343828056,0.8858949038107959,0.6621326310072533,0.7102736939702967,0.20522416942799038,-0.018538103375552284,0.02960295958749115

+6,96,64,20002,202003,0.001,50,20,0.5784593250553214,1.8142145859754837,2.3700785775697186,0.5558639915942349,0.8312635158636179,0.5417597944544639,0.6041579020810794,0.27539952426938297,-0.014104197139771069,0.048293910486844505

+6,96,64,20002,202004,0.001,50,20,0.5784593250553214,1.8142145859754837,2.401571603049249,0.5873570170737652,0.73788520532749,0.5619681825145437,0.6077568961925555,0.15052818825372483,-0.025388834559221474,0.020399879118790265

+6,96,64,20002,202005,0.001,50,20,0.5784593250553214,1.8142145859754837,2.41013614648091,0.5959215605054264,0.8311242879516691,0.5701741094871782,0.6321704922250979,0.2352027274462427,-0.02574745101824827,0.03624893171967147

+6,96,64,20002,202006,0.001,50,20,0.5784593250553214,1.8142145859754837,2.3955433073644974,0.5813287213890137,0.8483643843031046,0.5318480649213737,0.6186424663367194,0.26703566291409087,-0.049480656467639994,0.037313744947705674

+6,96,64,20002,202007,0.001,50,20,0.5784593250553214,1.8142145859754837,2.4472626993245203,0.6330481133490367,0.8743732585486188,0.601697207794881,0.6459266577550271,0.24132514519958215,-0.03135090555415565,0.012878544405990455

+6,96,64,20003,203000,0.001,50,20,0.5203256810903154,1.9090658485168266,2.416698877999397,0.5076330294825704,0.6452533249797903,0.4906233134782063,0.5301500113676334,0.13762029549721988,-0.017009716004364073,0.022516981885063014

+6,96,64,20003,203001,0.001,50,20,0.5203256810903154,1.9090658485168266,2.3648582858307226,0.45579243731389596,0.6921141013842231,0.41448031157302356,0.48104304283252697,0.23632166407032718,-0.041312125740872396,0.02525060551863101

+6,96,64,20003,203002,0.001,50,20,0.5203256810903154,1.9090658485168266,2.4248259064425435,0.5157600579257169,0.6977396647906147,0.4970567690270151,0.5420413382533149,0.18197960686489778,-0.018703288898701764,0.026281280327598022

+6,96,64,20003,203003,0.001,50,20,0.5203256810903154,1.9090658485168266,2.408808424498533,0.49974257598170624,0.667931335711679,0.47695242370413427,0.5212762068229213,0.16818875972997271,-0.022790152277571973,0.021533630841215068

+6,96,64,20003,203004,0.001,50,20,0.5203256810903154,1.9090658485168266,2.4626221928157563,0.5535563442989297,0.7366386326531569,0.5394361281240747,0.5916391970043002,0.18308228835422713,-0.014120216174855038,0.038082852705370485

+6,96,64,20003,203005,0.001,50,20,0.5203256810903154,1.9090658485168266,2.4446408708940788,0.5355750223772522,0.7790725468597193,0.49838818489645975,0.5617832131541336,0.2434975244824671,-0.037186837480792434,0.026208190776881413

+6,96,64,20003,203006,0.001,50,20,0.5203256810903154,1.9090658485168266,2.3478220594647654,0.4387562109479388,0.6065998781077424,0.40661083708766776,0.46838312581092056,0.1678436671598036,-0.032145373860271054,0.029626914862981746

+6,96,64,20003,203007,0.001,50,20,0.5203256810903154,1.9090658485168266,2.4358220862299698,0.5267562377131432,0.6968480868599458,0.5001955810108756,0.5546445019483128,0.17009184914680264,-0.026560656702267593,0.027888264235169657

diff --git a/outputs/aaai_depth_experiments/initialization_rows.csv b/outputs/aaai_depth_experiments/initialization_rows.csv
new file mode 100644
index 0000000..11c1fd1
--- /dev/null
+++ b/outputs/aaai_depth_experiments/initialization_rows.csv
@@ -0,0 +1,61 @@
+rule,depth,width,init_seed,feedback_draws,bp_speed,output_speed,predicted_deficit,empirical_deficit,empirical_stderr,empirical_std,calibration_error

+FA,1,64,10000,256,35.28578561476463,33.39488292769243,0.053588226934105365,0.052887256926647856,0.000367493702376939,0.005879899238031024,-0.000700970007457509

+DFA,1,64,10000,256,35.28578561476463,33.39488292769243,0.053588226934105365,0.05380706081861025,0.00041452713297484764,0.006632434127597562,0.0002188338845048876

+FA,1,64,10001,256,17.036535188829603,15.973280786487031,0.06241024894778602,0.06224430526706996,0.00047773893622270544,0.007643822979563287,-0.0001659436807160547

+DFA,1,64,10001,256,17.036535188829603,15.973280786487031,0.06241024894778602,0.06262522148525707,0.00047710351903671274,0.007633656304587404,0.0002149725374710476

+FA,1,64,10002,256,60.0090676766926,58.271602909751266,0.028953370452315275,0.029159437850458936,0.00023067594150616067,0.0036908150640985707,0.00020606739814366115

+DFA,1,64,10002,256,60.0090676766926,58.271602909751266,0.028953370452315275,0.029211574092045133,0.00023289034251178345,0.003726245480188535,0.0002582036397298579

+FA,1,64,10003,256,72.12832223315964,69.22467717021783,0.04025665609627771,0.0402533638951031,0.000284448043590341,0.004551168697445456,-3.2922011746067126e-06

+DFA,1,64,10003,256,72.12832223315964,69.22467717021783,0.04025665609627771,0.040521432891448446,0.00027866156360424686,0.00445858501766795,0.0002647767951707361

+FA,1,64,10004,256,67.19483839540574,64.5894595280501,0.038773497035953564,0.03864906598429306,0.0003173224245058945,0.005077158792094312,-0.0001244310516605035

+DFA,1,64,10004,256,67.19483839540574,64.5894595280501,0.038773497035953564,0.03911860360154468,0.0003095953798371703,0.004953526077394725,0.0003451065655911134

+FA,1,64,10005,256,22.668406791285864,20.89354636911696,0.07829665483377468,0.07800810121350414,0.0005955056420055143,0.009528090272088228,-0.0002885536202705402

+DFA,1,64,10005,256,22.668406791285864,20.89354636911696,0.07829665483377468,0.07818290975350153,0.0005558197073174318,0.008893115317078908,-0.00011374508027314767

+FA,2,64,10000,256,77.8448104501692,60.80442944966312,0.2189019525124818,0.2181217070747742,0.002389949322617491,0.03823918916187986,-0.0007802454377075774

+DFA,2,64,10000,256,77.8448104501692,60.80442944966312,0.2189019525124818,0.22153654847608614,0.0024330622980920117,0.03892899676947219,0.0026345959636043526

+FA,2,64,10001,256,98.88026152578033,71.23373876662754,0.27959597125402735,0.2803717632430576,0.0027257762711622203,0.043612420338595526,0.0007757919890302722

+DFA,2,64,10001,256,98.88026152578033,71.23373876662754,0.27959597125402735,0.28098955129912373,0.002520430460832555,0.04032688737332088,0.0013935800450963765

+FA,2,64,10002,256,26.054517204918255,16.54903745317786,0.3648303930170722,0.3613804770149215,0.00296583813710776,0.04745341019372416,-0.0034499160021507214

+DFA,2,64,10002,256,26.054517204918255,16.54903745317786,0.3648303930170722,0.36453456711917764,0.002985960896177578,0.04777537433884125,-0.0002958258978945638

+FA,2,64,10003,256,46.633609337897774,32.316698258921434,0.3070084276608074,0.3066185256133365,0.002380293772353274,0.038084700357652386,-0.0003899020474708581

+DFA,2,64,10003,256,46.633609337897774,32.316698258921434,0.3070084276608074,0.3095761210246341,0.002495918245582545,0.03993469192932072,0.0025676933638267285

+FA,2,64,10004,256,198.21196240008436,162.05760492737053,0.18240250000520875,0.18165568634580864,0.0021341936506538302,0.034147098410461284,-0.0007468136594001029

+DFA,2,64,10004,256,198.21196240008436,162.05760492737053,0.18240250000520875,0.18264083659256886,0.0022743864419902493,0.03639018307184399,0.00023833658736011065

+FA,2,64,10005,256,18.69575041706167,12.917671334473221,0.30905841989179517,0.30774851907811107,0.0022799236869845167,0.03647877899175227,-0.001309900813684095

+DFA,2,64,10005,256,18.69575041706167,12.917671334473221,0.30905841989179517,0.30918872859875945,0.00221581229073476,0.03545299665175616,0.0001303087069642883

+FA,3,64,10000,256,200.5357871457906,106.13576174731965,0.47073904733942384,0.46883576011270456,0.003604826822810262,0.05767722916496419,-0.0019032872267192857

+DFA,3,64,10000,256,200.5357871457906,106.13576174731965,0.47073904733942384,0.4662136462934508,0.00405512045564053,0.06488192729024848,-0.004525401045973043

+FA,3,64,10001,256,37.387683477995,20.77442958482521,0.4443509826691384,0.44678124151370724,0.0033080491270201105,0.05292878603232177,0.0024302588445688222

+DFA,3,64,10001,256,37.387683477995,20.77442958482521,0.4443509826691384,0.4487876255554464,0.0033604436635286364,0.05376709861645818,0.004436642886307962

+FA,3,64,10002,256,132.26148103530812,82.77524317379897,0.37415457224691484,0.3736634796947249,0.0026994455949357404,0.043191129518971846,-0.0004910925521899312

+DFA,3,64,10002,256,132.26148103530812,82.77524317379897,0.37415457224691484,0.3730198272035711,0.003196787859298872,0.05114860574878195,-0.0011347450433437656

+FA,3,64,10003,256,241.75732850897285,174.750728794463,0.27716470945377325,0.276679214409273,0.00388494510593695,0.0621591216949912,-0.0004854950445002393

+DFA,3,64,10003,256,241.75732850897285,174.750728794463,0.27716470945377325,0.27864466754441924,0.004258422825423554,0.06813476520677686,0.0014799580906459942

+FA,3,64,10004,256,75.66391990950333,47.76054399659505,0.3687804695590936,0.3675940705690293,0.0036564738919879075,0.05850358227180652,-0.0011863989900642857

+DFA,3,64,10004,256,75.66391990950333,47.76054399659505,0.3687804695590936,0.36979000455369465,0.0038997681543648257,0.06239629046983721,0.0010095349946010468

+FA,3,64,10005,256,44.167373976445475,22.939556066719025,0.48062214251287105,0.4797517150207331,0.0036187939855736036,0.05790070376917766,-0.0008704274921379485

+DFA,3,64,10005,256,44.167373976445475,22.939556066719025,0.48062214251287105,0.4772391518073909,0.003861651826169678,0.06178642921871485,-0.003382990705480149

+FA,4,64,10000,256,28.086066079803707,13.767474125261426,0.5098112321553847,0.5073819306946301,0.0032533869617595488,0.05205419138815278,-0.002429301460754596

+DFA,4,64,10000,256,28.086066079803707,13.767474125261426,0.5098112321553847,0.5077853625647193,0.0036408108881478183,0.05825297421036509,-0.002025869590665419

+FA,4,64,10001,256,70.15050738144755,34.74894363957485,0.504651570791564,0.5020084076980489,0.003280558648971298,0.05248893838354077,-0.0026431630935150885

+DFA,4,64,10001,256,70.15050738144755,34.74894363957485,0.504651570791564,0.501041844899474,0.0038643575050003602,0.061829720080005764,-0.0036097258920899655

+FA,4,64,10002,256,81.50621464665433,46.18932303354036,0.4333030526104018,0.4298888114409565,0.0037096857152370127,0.059354971443792204,-0.003414241169445331

+DFA,4,64,10002,256,81.50621464665433,46.18932303354036,0.4333030526104018,0.4379310045083942,0.0040905815247620995,0.06544930439619359,0.004627951897992366

+FA,4,64,10003,256,151.1028365657943,76.55545522112,0.49335527405678004,0.4984893598778233,0.004046502985349629,0.06474404776559406,0.005134085821043244

+DFA,4,64,10003,256,151.1028365657943,76.55545522112,0.49335527405678004,0.4900592663791815,0.004496182312799281,0.0719389170047885,-0.0032960076775985225

+FA,4,64,10004,256,102.58503560627862,73.62608220783376,0.2822921806021429,0.27885993635971407,0.002932414984358084,0.046918639749729346,-0.003432244242428828

+DFA,4,64,10004,256,102.58503560627862,73.62608220783376,0.2822921806021429,0.2787433909960141,0.0027239385549842044,0.04358301687974727,-0.0035487896061288104

+FA,4,64,10005,256,146.54580407407516,69.19351419306145,0.5278369474291744,0.525460984371938,0.0034798881806868687,0.0556782108909899,-0.0023759630572364188

+DFA,4,64,10005,256,146.54580407407516,69.19351419306145,0.5278369474291744,0.525113991986832,0.004008638881722554,0.06413822210756086,-0.0027229554423424673

+FA,6,64,10000,256,333.74734536728,114.97299170940948,0.6555088952606206,0.6606077646191035,0.0035250318885890787,0.05640051021742526,0.005098869358482916

+DFA,6,64,10000,256,333.74734536728,114.97299170940948,0.6555088952606206,0.6528470106876454,0.004256834410810042,0.06810935057296068,-0.002661884572975226

+FA,6,64,10001,256,145.47562302194822,44.3895980227893,0.6948657300742946,0.7032264205465937,0.0048745580705553395,0.07799292912888543,0.008360690472299037

+DFA,6,64,10001,256,145.47562302194822,44.3895980227893,0.6948657300742946,0.7027207276054929,0.005076666526632579,0.08122666442612127,0.007854997531198227

+FA,6,64,10002,256,38.078092542129724,11.848656811832882,0.6888327113884843,0.6891665820492743,0.004029078129698666,0.06446525007517866,0.00033387066078993666

+DFA,6,64,10002,256,38.078092542129724,11.848656811832882,0.6888327113884843,0.6876058813918807,0.004431448688281146,0.07090317901249833,-0.0012268299966036178

+FA,6,64,10003,256,599.2327751569999,301.3281432297457,0.4971434211842013,0.4943288154818073,0.0032048406899757137,0.05127745103961142,-0.002814605702394002

+DFA,6,64,10003,256,599.2327751569999,301.3281432297457,0.4971434211842013,0.491664236207378,0.003544435836004907,0.05671097337607851,-0.005479184976823315

+FA,6,64,10004,256,328.6568291575612,132.999035604854,0.5953255073209114,0.5864491777745324,0.0038192887947198742,0.06110862071551799,-0.008876329546378958

+DFA,6,64,10004,256,328.6568291575612,132.999035604854,0.5953255073209114,0.5912660020397158,0.0037216068790192534,0.059545710064308054,-0.004059505281195586

+FA,6,64,10005,256,225.4599652280703,88.49746310482317,0.6074803656813257,0.6116241293322598,0.0037734447497031016,0.060375115995249626,0.0041437636509341624

+DFA,6,64,10005,256,225.4599652280703,88.49746310482317,0.6074803656813257,0.6166440571356537,0.0037997856313895777,0.060796570102233244,0.009163691454328049

diff --git a/outputs/aaai_depth_experiments/mismatch_vs_cost_by_depth.csv b/outputs/aaai_depth_experiments/mismatch_vs_cost_by_depth.csv
new file mode 100644
index 0000000..95204f3
--- /dev/null
+++ b/outputs/aaai_depth_experiments/mismatch_vs_cost_by_depth.csv
@@ -0,0 +1,6 @@
+depth,width,joint_alignment_proxy,negative_log10_joint_alignment,initial_deficit_mean,finite_gap_mean

+1,64,0.00390625,2.4082399653118496,0.050389027814957014,0.042081428789929445

+2,64,9.5367431640625e-07,6.020599913279624,0.2770302526233633,0.15269740556020472

+3,64,2.3283064365386963e-10,9.632959861247398,0.4022500336898454,0.25254775975280397

+4,64,5.684341886080802e-14,13.245319809215173,0.45689702431481044,0.28120981965910297

+6,64,3.3881317890172014e-21,20.47003970515072,0.6240125670726114,0.346052835561966

diff --git a/outputs/cnn_initialization_validation/cnn_initialization_rows.csv b/outputs/cnn_initialization_validation/cnn_initialization_rows.csv
new file mode 100644
index 0000000..377aa5e
--- /dev/null
+++ b/outputs/cnn_initialization_validation/cnn_initialization_rows.csv
@@ -0,0 +1,9 @@
+architecture,loss,rule,init_seed,feedback_draws,bp_speed,output_speed,predicted_deficit,empirical_deficit,empirical_stderr,empirical_std,calibration_error

+"Conv(8,12)-GAP-linear",cross_entropy,FA,10000,2048,0.13347306443714196,0.04703411830563681,0.6476134079637683,0.6481860017082137,0.005014764187885875,0.22694232085155533,0.0005725937444454043

+"Conv(8,12)-GAP-linear",cross_entropy,DFA,10000,2048,0.13347306443714196,0.04703411830563681,0.6476134079637683,0.6525109759254111,0.005114013686309232,0.2314338404268846,0.004897567961642757

+"Conv(8,12)-GAP-linear",cross_entropy,FA,10001,2048,0.15285396537155196,0.062427512417831094,0.5915872233599925,0.5998958349629218,0.00635323584180459,0.28751463335791677,0.008308611602929283

+"Conv(8,12)-GAP-linear",cross_entropy,DFA,10001,2048,0.15285396537155196,0.062427512417831094,0.5915872233599925,0.5877690993242832,0.0065504075513939134,0.2964376063440771,-0.003818124035709247

+"Conv(8,12)-GAP-linear",cross_entropy,FA,10002,2048,0.1010038649291602,0.02304187527553643,0.771871350747845,0.7775432310523354,0.0054593227304628724,0.24706074389735397,0.005671880304490395

+"Conv(8,12)-GAP-linear",cross_entropy,DFA,10002,2048,0.1010038649291602,0.02304187527553643,0.771871350747845,0.7762944617111598,0.00534470168890309,0.2418735876891244,0.004423110963314825

+"Conv(8,12)-GAP-linear",cross_entropy,FA,10003,2048,0.5008232453126622,0.09233667795914846,0.8156302072171131,0.8142268866524287,0.0051730785275724295,0.2341068100132471,-0.001403320564684396

+"Conv(8,12)-GAP-linear",cross_entropy,DFA,10003,2048,0.5008232453126622,0.09233667795914846,0.8156302072171131,0.8141641740382936,0.005155033671570825,0.23329019305041385,-0.001466033178819548

diff --git a/outputs/real_data_validation_mnist/e0_mnist_rows.csv b/outputs/real_data_validation_mnist/e0_mnist_rows.csv
new file mode 100644
index 0000000..c4d1912
--- /dev/null
+++ b/outputs/real_data_validation_mnist/e0_mnist_rows.csv
@@ -0,0 +1,17 @@
+width,depth,init_seed,feedback_draws,hidden_share,empirical_mean,empirical_stderr,empirical_std,mean_abs_error

+64,1,0,512,0.7794285299811147,0.7768113911655354,0.004737580791642744,0.10719921613407093,0.002617138815579234

+64,1,1,512,0.7381826604339408,0.7397606435837064,0.004993823612507352,0.11299732929451042,0.0015779831497656494

+64,1,2,512,0.8189377259904687,0.8188394354677109,0.00538866795983731,0.1219316369908365,9.829052275778238e-05

+64,1,3,512,0.7271344108645694,0.7337862719501556,0.004984310818285374,0.11278207933283385,0.00665186108558613

+256,1,0,512,0.45114987949787044,0.4493649034576874,0.0013386435322278358,0.030290045415354093,0.0017849760401830173

+256,1,1,512,0.4382614670941286,0.4391040092122205,0.0015853011175043174,0.03587126945311727,0.0008425421180918713

+256,1,2,512,0.44540349929408785,0.44724346197685555,0.0014685269217743781,0.033228971031733424,0.001839962682767704

+256,1,3,512,0.41355748515879887,0.4124525133055639,0.0013454804916054836,0.030444748146190307,0.0011049718532349928

+64,2,0,512,0.7573999338930408,0.7537970881247571,0.004306235078910514,0.09743897682179238,0.0036028457682837356

+64,2,1,512,0.6838553387713031,0.6749551159525873,0.003939432960191138,0.08913919232579036,0.00890022281871583

+64,2,2,512,0.7154553174084504,0.7157360004813575,0.004180359982896407,0.09459074853462175,0.0002806830729071841

+64,2,3,512,0.7917111421712393,0.7961121432831069,0.00419556775067619,0.09493486103778317,0.004401001111867586

+256,2,0,512,0.5297918876682528,0.5314417575676855,0.001393191142578509,0.03152431694100153,0.001649869899432721

+256,2,1,512,0.531043800272512,0.5328062869842523,0.0012880807334704517,0.02914593988328635,0.0017624867117402854

+256,2,2,512,0.3948805396627797,0.39713466683964527,0.0010404436711064806,0.02354255280902459,0.0022541271768655724

+256,2,3,512,0.4422898331916332,0.4412603673306149,0.0011035934748472173,0.024971469751606173,0.0010294658610182639

diff --git a/outputs/real_data_validation_mnist/estimator_mnist_metrics.csv b/outputs/real_data_validation_mnist/estimator_mnist_metrics.csv
new file mode 100644
index 0000000..faf55d1
--- /dev/null
+++ b/outputs/real_data_validation_mnist/estimator_mnist_metrics.csv
@@ -0,0 +1,3 @@
+predictor,rows,mae,bias,corr

+fixed K(0),96,0.006131617892368879,0.005285239042554697,0.6056310314569249

+linear velocity,96,0.0019610223377442746,-0.000623533018405843,0.9111937313020487

diff --git a/outputs/real_data_validation_mnist/estimator_mnist_rows.csv b/outputs/real_data_validation_mnist/estimator_mnist_rows.csv
new file mode 100644
index 0000000..8a5d3b8
--- /dev/null
+++ b/outputs/real_data_validation_mnist/estimator_mnist_rows.csv
@@ -0,0 +1,97 @@
+width,depth,train_samples,init_seed,feedback_seed,lr,lam_max,horizon,early_step,hidden_share,loss_bp_emp,loss_fa_emp,gap_emp,gap_fixed,gap_velocity

+128,2,128,0,100000,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.4343365334660826,0.06057364957107314,0.07588950557977375,0.05830861542646354

+128,2,128,0,100001,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.43611704647697436,0.06235416258196491,0.06715248204847496,0.0598087540007054

+128,2,128,0,100002,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.42947230117760365,0.05570941728259421,0.05964205484812646,0.05628995393041947

+128,2,128,0,100003,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.4320544802383223,0.05829159634331288,0.0663913086966823,0.05977790894035001

+128,2,128,0,100004,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.43240176930019075,0.05863888540518131,0.06695549300348569,0.056685362702229625

+128,2,128,0,100005,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.43413315407105557,0.060370270176046126,0.05940916668277135,0.06188368975723885

+128,2,128,0,100006,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.4352456091156773,0.06148272522066783,0.07239144776916323,0.06380246786668614

+128,2,128,0,100007,0.19727744575575662,32.44162035595114,50,20,0.5781811835144359,0.37376288389500945,0.43625597637018765,0.0624930924751782,0.06375108553636255,0.06218193036317288

+128,2,128,1,101000,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.4381433039516927,0.05070738456073959,0.08334323939347466,0.05060046852405309

+128,2,128,1,101001,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.4432009303291442,0.055765010938191084,0.06434008366590521,0.055784218070037084

+128,2,128,1,101002,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.44434055619810087,0.056904636807147746,0.08127321471339999,0.06099749734562532

+128,2,128,1,101003,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.44274135692253047,0.05530543753157735,0.06763670420312812,0.05528572851148211

+128,2,128,1,101004,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.4434375260737371,0.05600160668278398,0.07624680068868361,0.05515324338893446

+128,2,128,1,101005,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.44124646139554025,0.053810542004587125,0.061656223040841174,0.05657041042420968

+128,2,128,1,101006,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.4403679807533146,0.052932061362361504,0.06920401062032588,0.051070564459557266

+128,2,128,1,101007,0.15734093857840892,40.67599988804337,50,20,0.6809331306642674,0.3874359193909531,0.4375201511249285,0.05008423173397536,0.06767390300531628,0.04985452081350372

+128,2,256,0,100000,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.4361006479702422,0.05749857473346398,0.06575856480288206,0.05636429864624165

+128,2,256,0,100001,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.4363248840900463,0.057722810853268136,0.06298624757404464,0.05710987599127848

+128,2,256,0,100002,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.43043363403314533,0.05183156079636714,0.05582422296010009,0.052843526461253565

+128,2,256,0,100003,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.43027815515637174,0.05167608191959355,0.055769804631776276,0.05225123244417229

+128,2,256,0,100004,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.43268155399245284,0.05407948075567465,0.0576787533803938,0.05216974055275292

+128,2,256,0,100005,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.43023663437186277,0.05163456113508458,0.04767650174897581,0.05265443260517633

+128,2,256,0,100006,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.434432406343511,0.0558303331067328,0.06316648618503534,0.05736169976133326

+128,2,256,0,100007,0.20381950002252247,62.80066430633759,50,20,0.5688009116600615,0.3786020732367782,0.4374385839799166,0.05883651074313839,0.0569979708162085,0.05843850236054693

+128,2,256,1,101000,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.4413124509094792,0.04472833879337407,0.06769359896554611,0.04439872764567143

+128,2,256,1,101001,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.4498431187207431,0.053259006604638004,0.0600886691111166,0.055114030141233616

+128,2,256,1,101002,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.4481536108498787,0.05156949873377359,0.0702446673284447,0.05575772936395351

+128,2,256,1,101003,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.4455422746074963,0.04895816249139118,0.060306140537091824,0.05133970534841553

+128,2,256,1,101004,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.4455732365655458,0.0489891244494407,0.06738632157288554,0.04923236563062722

+128,2,256,1,101005,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.447812558224518,0.05122844610841287,0.05349130281975745,0.05487960614277321

+128,2,256,1,101006,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.44182232942324673,0.045238217307141615,0.058444651542901516,0.04229814099933937

+128,2,256,1,101007,0.1628123453398889,78.6181169080181,50,20,0.6582504804633539,0.3965841121161051,0.44143135061075944,0.04484723849465433,0.05973232540337747,0.046455351808512624

+128,2,512,0,100000,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.4408289690816799,0.05525646189291161,0.058922101390292914,0.05522551234138573

+128,2,512,0,100001,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.4389912738054512,0.05341876661668293,0.05737079411712098,0.053401760308338875

+128,2,512,0,100002,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.43471398433387676,0.04914147714510847,0.05325603009229124,0.049669756718047076

+128,2,512,0,100003,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.432114821229596,0.046542314040827704,0.052189210030280986,0.05033996330211182

+128,2,512,0,100004,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.43519202156502307,0.04961951437625478,0.054958956180192975,0.049247749448033284

+128,2,512,0,100005,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.4318620668372059,0.04628955964843762,0.04137644335446994,0.04986195228961965

+128,2,512,0,100006,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.43680976846509056,0.05123726127632228,0.05934232037368564,0.055932974289763626

+128,2,512,0,100007,0.19874638616780096,128.80737352570526,50,20,0.5670645322774062,0.3855725071887683,0.43793952491224,0.05236701772347169,0.05021730976889033,0.05200904065702827

+128,2,512,1,101000,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.4408365684495275,0.041077090242550296,0.062314563593247774,0.041702072553090885

+128,2,512,1,101001,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.449660070213297,0.0499005920063198,0.05507369951896862,0.052123939684120435

+128,2,512,1,101002,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.4507629096866271,0.05100343147964986,0.0669434825404201,0.05777053817230643

+128,2,512,1,101003,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.44488668895098654,0.04512721074400933,0.05377089617721492,0.04777009379642744

+128,2,512,1,101004,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.4442668465155044,0.044507368308527195,0.05715618121084326,0.04576004709348702

+128,2,512,1,101005,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.44935280937799704,0.04959333117101983,0.04906530108110346,0.05295085660094262

+128,2,512,1,101006,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.4423298112194651,0.04257033301248786,0.05231876759932402,0.04214810350830128

+128,2,512,1,101007,0.1565886312156027,163.4856873150136,50,20,0.6558008077829391,0.3997594782069772,0.4433826184208651,0.04362314021388791,0.05138183841357019,0.04673451836062914

+256,2,128,0,100000,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.4299818267760631,0.05278230385744748,0.053164335987651745,0.05341919344090196

+256,2,128,0,100001,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.4251431894870661,0.04794366656845045,0.05737774824156844,0.04406159436373008

+256,2,128,0,100002,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.4326848335898398,0.05548531067122414,0.06065124679777628,0.054718381733952826

+256,2,128,0,100003,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.43080446369203645,0.05360494077342082,0.05762764679695087,0.052533194594517496

+256,2,128,0,100004,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.42941746254918123,0.05221793963056559,0.059394621261577185,0.051117393866208394

+256,2,128,0,100005,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.42922771837353746,0.05202819545492182,0.06002230167395911,0.05000214115279139

+256,2,128,0,100006,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.42817521421048305,0.05097569129186741,0.05327833202472593,0.04872972245794244

+256,2,128,0,100007,0.16754553180737003,38.1985716417564,50,20,0.5481973273815328,0.37719952291861564,0.4270203701875503,0.049820847268934654,0.05529100161965533,0.0477035622261518

+256,2,128,1,101000,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.4308462259190464,0.0540607980309008,0.05773997248527535,0.05278913844711819

+256,2,128,1,101001,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.4316995884176641,0.054914160529518474,0.05722321031656569,0.05142116725806989

+256,2,128,1,101002,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.431371034001612,0.054585606113466356,0.059631213518024584,0.05213553311420588

+256,2,128,1,101003,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.4348854641379404,0.05810003624979476,0.05844914030623538,0.05435528376538468

+256,2,128,1,101004,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.43162617487366733,0.054840746985521716,0.056529223642072246,0.050394739941639455

+256,2,128,1,101005,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.4332975675235101,0.0565121396353645,0.059147335760222575,0.05284717420973217

+256,2,128,1,101006,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.42632219240891,0.04953676452076439,0.05574530510003328,0.04423230246900378

+256,2,128,1,101007,0.17386570905834642,36.810018690069974,50,20,0.5414217647762092,0.3767854278881456,0.4317018177995941,0.05491638991144848,0.054639614196435704,0.05216703033916026

+256,2,256,0,100000,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.42986742666874045,0.04841463237830318,0.04577232739090814,0.04856568010982559

+256,2,256,0,100001,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.4266753681296,0.04522257383916273,0.049374883089572885,0.04213427234160316

+256,2,256,0,100002,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.43294522951787395,0.051492435227436684,0.05234030373286985,0.050379016670467125

+256,2,256,0,100003,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.4316881725401326,0.05023537824969532,0.049665987877754,0.049766144929426104

+256,2,256,0,100004,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.42965590878614,0.04820311449570275,0.050733392036638014,0.04731186941425525

+256,2,256,0,100005,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.43016415775861716,0.04871136346817989,0.050215661870346984,0.0469264698519225

+256,2,256,0,100006,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.43074718838622705,0.049294394095789784,0.04621724109853548,0.04675243730370082

+256,2,256,0,100007,0.16992470575797877,75.32748073862108,50,20,0.5297918876682528,0.38145279429043727,0.4299800553622889,0.048527261071851624,0.04899507264925901,0.04757397899782878

+256,2,256,1,101000,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.43318209653221884,0.04835000162525538,0.05285911669904081,0.04733546564337521

+256,2,256,1,101001,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.4367922305310601,0.051960135624096626,0.05071259824320301,0.0496346641485651

+256,2,256,1,101002,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.43643695473653676,0.0516048598295733,0.05416327822012362,0.05003879601816441

+256,2,256,1,101003,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.4381617310816164,0.05332963617465292,0.05188569362690859,0.05049708174279255

+256,2,256,1,101004,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.4350111251801235,0.050179030273160063,0.05116487862241498,0.046168926795416954

+256,2,256,1,101005,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.4368232639268228,0.05199116901985934,0.051265597452122946,0.050088660040940924

+256,2,256,1,101006,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.42951665519716825,0.04468456029020479,0.047385528299311364,0.04032720612685892

+256,2,256,1,101007,0.17709976790258816,72.27564525686168,50,20,0.531043800272512,0.38483209490696346,0.434088057896556,0.04925596298959256,0.04674366593244261,0.04652051929405321

+256,2,512,0,100000,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.43425279751998613,0.045438561062725924,0.04340950855088288,0.044963804197002855

+256,2,512,0,100001,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.4299692179141219,0.041154981456861695,0.04433511584902383,0.037776391664357145

+256,2,512,0,100002,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.43658558679737447,0.04777135034011426,0.04782182032471005,0.04736541401932465

+256,2,512,0,100003,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.43463533283201095,0.045821096374750736,0.04390484010004403,0.044599613524874626

+256,2,512,0,100004,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.43302353328250137,0.04420929682524116,0.04671877577622002,0.0435056782877537

+256,2,512,0,100005,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.43367499519114755,0.04486075873388734,0.04588599700179835,0.042353141726105936

+256,2,512,0,100006,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.43461146688308894,0.04579723042582873,0.04174502181978712,0.04365154733040083

+256,2,512,0,100007,0.16321644175178338,156.84694339147535,50,20,0.5295416309044432,0.3888142364572602,0.4329545706981664,0.04414033424090619,0.04416098136997182,0.04324425262035486

+256,2,512,1,101000,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4367002273861069,0.04390186586627892,0.04836593374969389,0.042468230395867446

+256,2,512,1,101001,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4412993870624159,0.048501025542587894,0.04674331919714625,0.04588743358088704

+256,2,512,1,101002,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4394902426997258,0.04669188117989781,0.05076954107371551,0.044671952341829635

+256,2,512,1,101003,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4424353910040519,0.04963702948422388,0.048709260148437794,0.04650606033537713

+256,2,512,1,101004,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4390945757061202,0.046296214186292206,0.04721143304173836,0.04273973157129096

+256,2,512,1,101005,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4408436390935553,0.048045277573727285,0.04795520509913198,0.04552726240081095

+256,2,512,1,101006,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4327688489875917,0.039970487467763716,0.042034424076374144,0.03605274454783153

+256,2,512,1,101007,0.1727505561700692,148.19055039566618,50,20,0.5338041711355936,0.392798361519828,0.4379428677306171,0.04514450621078908,0.04213491673802927,0.04259712004768501

diff --git a/outputs/soft_erosion_theory_vs_empirical/empirical_gap_summary.csv b/outputs/soft_erosion_theory_vs_empirical/empirical_gap_summary.csv
new file mode 100644
index 0000000..a581db6
--- /dev/null
+++ b/outputs/soft_erosion_theory_vs_empirical/empirical_gap_summary.csv
@@ -0,0 +1,12 @@
+mean,q05,q25,q50,q75,q95,width,fa_capacity_margin,parameter_count,fa_constraint_rank
+0.14680252810544894,0.09117474039008228,0.1200477702722945,0.1430287626928402,0.16267445733988595,0.20552305019353218,20,-190,800,478
+0.100526413953658,0.04548510774610024,0.07373303556683282,0.102820208935121,0.11597126697542637,0.1491406374298091,22,-158,924,570
+0.04646427535418003,0.021271663739080987,0.03139082807791632,0.0430636098862727,0.05056414592383305,0.08100186850794448,24,-126,1056,670
+0.02967061385845028,0.012147051080978515,0.016655799587657824,0.022357200862392,0.03599033983557243,0.05264114900303242,26,-94,1196,778
+0.014195441643391166,0.0045786333249091945,0.006418388574602325,0.0121368638709101,0.018570993058238228,0.03158801653161403,28,-62,1344,894
+0.007465913115750029,0.00275384840785802,0.00455124643600135,0.0058567399886206,0.009800380208571574,0.01612096610311105,30,-30,1500,1018
+0.0037288462537304777,0.000418604897642305,0.0016215894010971749,0.0022311050266227003,0.0049003566912216995,0.011751164228701805,32,2,1664,1150
+0.0020786905965006187,0.000302510903878805,0.000954615277969975,0.001335914452943,0.002198497927202775,0.006739935079654166,34,34,1836,1290
+0.0007911349656704156,0.00014216439676565,0.00043060834245985005,0.0006080022906296001,0.0010065067615538498,0.0018920267294908098,36,66,2016,1438
+0.0005529654164667905,5.781831519329666e-05,0.0001411992298875,0.00034437586899475003,0.0009961655298008,0.001464489223039825,38,98,2204,1594
+0.00016161915963297635,2.5954858416863795e-05,9.188626898701899e-05,0.00012544854429965,0.000186830383726775,0.000459426945888735,40,130,2400,1758
diff --git a/outputs/soft_erosion_theory_vs_empirical/local_erosion_rows.csv b/outputs/soft_erosion_theory_vs_empirical/local_erosion_rows.csv
new file mode 100644
index 0000000..4820637
--- /dev/null
+++ b/outputs/soft_erosion_theory_vs_empirical/local_erosion_rows.csv
@@ -0,0 +1,353 @@
+width,init_seed,feedback_seed,fa_capacity_margin,speed_ratio,erosion
+20,10000,100000,-190,0.6880823802471872,0.31191761975281285
+20,10000,100001,-190,0.6772316663855131,0.32276833361448687
+20,10000,100002,-190,0.6628879434940764,0.3371120565059236
+20,10000,100003,-190,0.658846475428882,0.341153524571118
+20,10000,100004,-190,0.6494949155605236,0.35050508443947637
+20,10000,100005,-190,0.5027597328224787,0.49724026717752134
+20,10000,100006,-190,0.6841956450270091,0.31580435497299086
+20,10000,100007,-190,0.7257043998088121,0.2742956001911879
+20,10000,100008,-190,0.5996705503966202,0.4003294496033798
+20,10000,100009,-190,0.6831768067196087,0.3168231932803913
+20,10000,100010,-190,0.6288879493712276,0.3711120506287724
+20,10000,100011,-190,0.7645054713977116,0.23549452860228837
+20,10000,100012,-190,0.6437873505379365,0.35621264946206355
+20,10000,100013,-190,0.6244136395065044,0.3755863604934956
+20,10000,100014,-190,0.651252341472996,0.34874765852700396
+20,10000,100015,-190,0.49515695413275207,0.5048430458672479
+20,10000,100016,-190,0.7113234022318345,0.28867659776816545
+20,10000,100017,-190,0.5701955557729581,0.4298044442270419
+20,10000,100018,-190,0.6317476843358154,0.3682523156641846
+20,10000,100019,-190,0.6637301263637619,0.33626987363623806
+20,10000,100020,-190,0.6501822411028101,0.3498177588971899
+20,10000,100021,-190,0.6757127187756817,0.32428728122431827
+20,10000,100022,-190,0.5405077659909495,0.4594922340090505
+20,10000,100023,-190,0.6690284197570391,0.3309715802429609
+20,10000,100024,-190,0.7150956533087193,0.28490434669128073
+20,10000,100025,-190,0.6334539751112773,0.3665460248887227
+20,10000,100026,-190,0.5548838631538541,0.4451161368461459
+20,10000,100027,-190,0.6183900541506829,0.38160994584931707
+20,10000,100028,-190,0.6058632903265901,0.39413670967340986
+20,10000,100029,-190,0.5821723325699254,0.4178276674300746
+20,10000,100030,-190,0.6207319738021815,0.3792680261978185
+20,10000,100031,-190,0.4534000952637397,0.5465999047362603
+22,10000,100000,-158,0.7541243235843096,0.24587567641569041
+22,10000,100001,-158,0.7743929026402921,0.22560709735970785
+22,10000,100002,-158,0.825807354649885,0.17419264535011503
+22,10000,100003,-158,0.8123416441029128,0.18765835589708724
+22,10000,100004,-158,0.8109544597981619,0.18904554020183806
+22,10000,100005,-158,0.7537053994106329,0.24629460058936714
+22,10000,100006,-158,0.8507897381712883,0.14921026182871167
+22,10000,100007,-158,0.7525630355027565,0.2474369644972435
+22,10000,100008,-158,0.76601614494215,0.23398385505785002
+22,10000,100009,-158,0.8182863898383326,0.18171361016166743
+22,10000,100010,-158,0.8258879838020323,0.17411201619796768
+22,10000,100011,-158,0.7966323058404418,0.20336769415955824
+22,10000,100012,-158,0.6719883320115942,0.32801166798840575
+22,10000,100013,-158,0.7645557192259623,0.23544428077403767
+22,10000,100014,-158,0.8061528305023513,0.19384716949764869
+22,10000,100015,-158,0.8566570293561596,0.14334297064384038
+22,10000,100016,-158,0.7245486428708855,0.2754513571291145
+22,10000,100017,-158,0.8728906022184916,0.12710939778150843
+22,10000,100018,-158,0.7230500112921311,0.2769499887078689
+22,10000,100019,-158,0.7850799051952408,0.21492009480475915
+22,10000,100020,-158,0.7161259925489083,0.2838740074510917
+22,10000,100021,-158,0.7408745390077235,0.2591254609922765
+22,10000,100022,-158,0.736923823445533,0.263076176554467
+22,10000,100023,-158,0.8385006019681975,0.16149939803180247
+22,10000,100024,-158,0.8007913820617022,0.1992086179382978
+22,10000,100025,-158,0.7735258060916821,0.2264741939083179
+22,10000,100026,-158,0.8172703386571867,0.18272966134281332
+22,10000,100027,-158,0.7893190041973043,0.21068099580269573
+22,10000,100028,-158,0.8134318899146857,0.18656811008531426
+22,10000,100029,-158,0.7784265109703306,0.22157348902966945
+22,10000,100030,-158,0.7451133100613524,0.2548866899386476
+22,10000,100031,-158,0.7566174744863894,0.24338252551361061
+24,10000,100000,-126,0.5384823818941895,0.4615176181058105
+24,10000,100001,-126,0.6947803385864172,0.3052196614135828
+24,10000,100002,-126,0.5805950095342831,0.4194049904657169
+24,10000,100003,-126,0.5951293568943646,0.40487064310563536
+24,10000,100004,-126,0.6142196765157422,0.38578032348425784
+24,10000,100005,-126,0.5135163468493491,0.4864836531506509
+24,10000,100006,-126,0.6358483150362075,0.36415168496379247
+24,10000,100007,-126,0.5405914824182277,0.45940851758177226
+24,10000,100008,-126,0.739687244965658,0.26031275503434204
+24,10000,100009,-126,0.6423554827953384,0.3576445172046616
+24,10000,100010,-126,0.6091596587412853,0.3908403412587147
+24,10000,100011,-126,0.5992354820556438,0.4007645179443562
+24,10000,100012,-126,0.5380384806372334,0.46196151936276664
+24,10000,100013,-126,0.5426657800748725,0.45733421992512746
+24,10000,100014,-126,0.6407162281597143,0.3592837718402857
+24,10000,100015,-126,0.7098304051165306,0.2901695948834694
+24,10000,100016,-126,0.6602393284003223,0.3397606715996777
+24,10000,100017,-126,0.6409166189047837,0.3590833810952163
+24,10000,100018,-126,0.576428778003575,0.42357122199642505
+24,10000,100019,-126,0.49898446120840806,0.501015538791592
+24,10000,100020,-126,0.6317959979175001,0.3682040020824999
+24,10000,100021,-126,0.6134475534967387,0.38655244650326126
+24,10000,100022,-126,0.6352410143553359,0.36475898564466414
+24,10000,100023,-126,0.596225152932124,0.40377484706787603
+24,10000,100024,-126,0.5274635779368391,0.47253642206316093
+24,10000,100025,-126,0.664691695284226,0.335308304715774
+24,10000,100026,-126,0.6380805567427551,0.3619194432572449
+24,10000,100027,-126,0.6501233295558797,0.3498766704441203
+24,10000,100028,-126,0.6180420957658402,0.38195790423415976
+24,10000,100029,-126,0.5501847729778003,0.44981522702219967
+24,10000,100030,-126,0.6723319136054069,0.3276680863945931
+24,10000,100031,-126,0.5882225576528344,0.4117774423471656
+26,10000,100000,-94,0.7674165360279767,0.23258346397202334
+26,10000,100001,-94,0.48281736201017345,0.5171826379898266
+26,10000,100002,-94,0.702607342046268,0.29739265795373204
+26,10000,100003,-94,0.6884100260772408,0.3115899739227592
+26,10000,100004,-94,0.580112441167746,0.41988755883225404
+26,10000,100005,-94,0.6500572564614733,0.3499427435385267
+26,10000,100006,-94,0.636853689165264,0.36314631083473603
+26,10000,100007,-94,0.5607737076748819,0.4392262923251181
+26,10000,100008,-94,0.7099473882501219,0.29005261174987806
+26,10000,100009,-94,0.6554233267375595,0.34457667326244046
+26,10000,100010,-94,0.684750957745487,0.315249042254513
+26,10000,100011,-94,0.65083378151942,0.34916621848058005
+26,10000,100012,-94,0.6779505759279963,0.32204942407200365
+26,10000,100013,-94,0.7735187314579565,0.22648126854204353
+26,10000,100014,-94,0.5096235779774609,0.49037642202253906
+26,10000,100015,-94,0.6561702713579087,0.34382972864209127
+26,10000,100016,-94,0.6197202955311003,0.3802797044688997
+26,10000,100017,-94,0.7460598504322696,0.25394014956773037
+26,10000,100018,-94,0.6815544969660329,0.3184455030339671
+26,10000,100019,-94,0.6315739977142834,0.36842600228571665
+26,10000,100020,-94,0.7035451744020242,0.29645482559797576
+26,10000,100021,-94,0.8469033855396308,0.15309661446036915
+26,10000,100022,-94,0.6000341911004858,0.39996580889951416
+26,10000,100023,-94,0.5084123730128148,0.49158762698718517
+26,10000,100024,-94,0.79497338488262,0.20502661511737996
+26,10000,100025,-94,0.7434595750174525,0.2565404249825475
+26,10000,100026,-94,0.6141544275196856,0.38584557248031437
+26,10000,100027,-94,0.6821467292039171,0.31785327079608294
+26,10000,100028,-94,0.5713831014925578,0.4286168985074422
+26,10000,100029,-94,0.7052053845527714,0.2947946154472286
+26,10000,100030,-94,0.6934830858872534,0.3065169141127466
+26,10000,100031,-94,0.7359717509710305,0.2640282490289695
+28,10000,100000,-62,0.6303798213390803,0.3696201786609197
+28,10000,100001,-62,0.6172094086650987,0.38279059133490134
+28,10000,100002,-62,0.5702726814062573,0.4297273185937427
+28,10000,100003,-62,0.6950512608811265,0.30494873911887355
+28,10000,100004,-62,0.6631114864833623,0.33688851351663773
+28,10000,100005,-62,0.598598195486093,0.40140180451390695
+28,10000,100006,-62,0.7204716119911945,0.27952838800880553
+28,10000,100007,-62,0.7117591578565621,0.2882408421434379
+28,10000,100008,-62,0.8074233703326127,0.1925766296673873
+28,10000,100009,-62,0.5511910710257117,0.44880892897428826
+28,10000,100010,-62,0.6773649692150606,0.3226350307849394
+28,10000,100011,-62,0.5673706196304463,0.4326293803695537
+28,10000,100012,-62,0.6962326226819363,0.3037673773180637
+28,10000,100013,-62,0.5804168705060325,0.4195831294939675
+28,10000,100014,-62,0.8377620591326478,0.16223794086735221
+28,10000,100015,-62,0.6994048632276075,0.30059513677239247
+28,10000,100016,-62,0.7166096987472671,0.2833903012527329
+28,10000,100017,-62,0.6498745887454399,0.3501254112545601
+28,10000,100018,-62,0.6386226536290519,0.3613773463709481
+28,10000,100019,-62,0.562693004280982,0.437306995719018
+28,10000,100020,-62,0.6570241625888246,0.34297583741117543
+28,10000,100021,-62,0.7389971392239939,0.2610028607760061
+28,10000,100022,-62,0.5697378728245011,0.43026212717549894
+28,10000,100023,-62,0.6662946704680254,0.3337053295319746
+28,10000,100024,-62,0.7297516193046545,0.2702483806953455
+28,10000,100025,-62,0.6580574891271919,0.34194251087280814
+28,10000,100026,-62,0.7259649529641257,0.27403504703587434
+28,10000,100027,-62,0.6728528301618372,0.32714716983816283
+28,10000,100028,-62,0.6831425660596021,0.3168574339403979
+28,10000,100029,-62,0.6760307062050902,0.3239692937949098
+28,10000,100030,-62,0.6578737788388598,0.3421262211611402
+28,10000,100031,-62,0.6898797263418541,0.3101202736581459
+30,10000,100000,-30,0.7070865846110977,0.29291341538890225
+30,10000,100001,-30,0.805803278428127,0.19419672157187295
+30,10000,100002,-30,0.7460730114574365,0.25392698854256346
+30,10000,100003,-30,0.8284632619410123,0.17153673805898773
+30,10000,100004,-30,0.7686206642264948,0.23137933577350522
+30,10000,100005,-30,0.818017181470601,0.18198281852939902
+30,10000,100006,-30,0.8577614376611381,0.1422385623388619
+30,10000,100007,-30,0.6394717253241123,0.36052827467588766
+30,10000,100008,-30,0.85542349353954,0.14457650646046005
+30,10000,100009,-30,0.7360054195875578,0.26399458041244217
+30,10000,100010,-30,0.5897851088794002,0.41021489112059983
+30,10000,100011,-30,0.7455352561742347,0.25446474382576534
+30,10000,100012,-30,0.7454818967174759,0.2545181032825241
+30,10000,100013,-30,0.7497245305686863,0.25027546943131374
+30,10000,100014,-30,0.6325199800284875,0.3674800199715125
+30,10000,100015,-30,0.7554152657900792,0.24458473420992077
+30,10000,100016,-30,0.7102986529769654,0.2897013470230346
+30,10000,100017,-30,0.7988291996368901,0.20117080036310986
+30,10000,100018,-30,0.7722678043561952,0.22773219564380476
+30,10000,100019,-30,0.7628766135450754,0.2371233864549246
+30,10000,100020,-30,0.7621799934644226,0.23782000653557744
+30,10000,100021,-30,0.8392371842219899,0.1607628157780101
+30,10000,100022,-30,0.8552126516564675,0.14478734834353246
+30,10000,100023,-30,0.5811390309418839,0.4188609690581161
+30,10000,100024,-30,0.7484650660144868,0.2515349339855132
+30,10000,100025,-30,0.8402840752843052,0.15971592471569485
+30,10000,100026,-30,0.8792313174616209,0.12076868253837914
+30,10000,100027,-30,0.8784297484621548,0.12157025153784518
+30,10000,100028,-30,0.7604466684447264,0.23955333155527359
+30,10000,100029,-30,0.8991448847071232,0.10085511529287683
+30,10000,100030,-30,0.5770262617667523,0.4229737382332477
+30,10000,100031,-30,0.6771739068504445,0.32282609314955546
+32,10000,100000,2,0.7163420738587769,0.2836579261412231
+32,10000,100001,2,0.8490449612908663,0.15095503870913374
+32,10000,100002,2,0.7466655106875577,0.2533344893124423
+32,10000,100003,2,0.7862778181686106,0.21372218183138936
+32,10000,100004,2,0.7548580082986688,0.24514199170133122
+32,10000,100005,2,0.8106716643715437,0.1893283356284563
+32,10000,100006,2,0.7854541896278912,0.21454581037210885
+32,10000,100007,2,0.7620427020029252,0.23795729799707477
+32,10000,100008,2,0.7496454928360963,0.25035450716390373
+32,10000,100009,2,0.7668655415624165,0.2331344584375835
+32,10000,100010,2,0.7966467131408496,0.20335328685915044
+32,10000,100011,2,0.7844717121711532,0.2155282878288468
+32,10000,100012,2,0.7547933042898962,0.24520669571010378
+32,10000,100013,2,0.794080240425303,0.205919759574697
+32,10000,100014,2,0.8242191767966219,0.17578082320337807
+32,10000,100015,2,0.8319781292785663,0.1680218707214337
+32,10000,100016,2,0.7220423059159288,0.2779576940840712
+32,10000,100017,2,0.7667441136313597,0.23325588636864025
+32,10000,100018,2,0.6846047398123998,0.3153952601876002
+32,10000,100019,2,0.7837292326053863,0.2162707673946137
+32,10000,100020,2,0.7483110848832706,0.2516889151167294
+32,10000,100021,2,0.7551711536255523,0.24482884637444768
+32,10000,100022,2,0.881579682020451,0.118420317979549
+32,10000,100023,2,0.7572335834194087,0.24276641658059128
+32,10000,100024,2,0.739062981094041,0.260937018905959
+32,10000,100025,2,0.7819996951536163,0.21800030484638366
+32,10000,100026,2,0.7388550942144765,0.2611449057855235
+32,10000,100027,2,0.7535767047261406,0.24642329527385942
+32,10000,100028,2,0.7192710163326851,0.2807289836673149
+32,10000,100029,2,0.7443033057835153,0.25569669421648467
+32,10000,100030,2,0.7033148235098462,0.2966851764901538
+32,10000,100031,2,0.7247945356449625,0.27520546435503745
+34,10000,100000,34,0.7208496869318867,0.27915031306811333
+34,10000,100001,34,0.6924115991997061,0.3075884008002939
+34,10000,100002,34,0.7223110248663848,0.27768897513361523
+34,10000,100003,34,0.638234878071963,0.361765121928037
+34,10000,100004,34,0.6673696079416355,0.33263039205836453
+34,10000,100005,34,0.8687182181666303,0.1312817818333697
+34,10000,100006,34,0.6294517072361603,0.3705482927638397
+34,10000,100007,34,0.691850792480618,0.308149207519382
+34,10000,100008,34,0.6454014116121045,0.3545985883878955
+34,10000,100009,34,0.6884899409909309,0.31151005900906914
+34,10000,100010,34,0.7822297108946576,0.21777028910534235
+34,10000,100011,34,0.6143898803678988,0.38561011963210123
+34,10000,100012,34,0.7296849138340928,0.27031508616590716
+34,10000,100013,34,0.6609099100469421,0.3390900899530579
+34,10000,100014,34,0.738736706204337,0.26126329379566304
+34,10000,100015,34,0.7524235333132799,0.24757646668672006
+34,10000,100016,34,0.6316183531213515,0.3683816468786485
+34,10000,100017,34,0.5988027775208228,0.4011972224791772
+34,10000,100018,34,0.6492023262252502,0.3507976737747498
+34,10000,100019,34,0.7290702541230227,0.27092974587697727
+34,10000,100020,34,0.6417075837000724,0.3582924162999276
+34,10000,100021,34,0.7001335392850587,0.2998664607149413
+34,10000,100022,34,0.6904334945380617,0.3095665054619383
+34,10000,100023,34,0.7494553046981285,0.2505446953018715
+34,10000,100024,34,0.6356887518050001,0.36431124819499994
+34,10000,100025,34,0.6661720181825249,0.3338279818174751
+34,10000,100026,34,0.6563751625471194,0.34362483745288064
+34,10000,100027,34,0.7366385095596949,0.2633614904403051
+34,10000,100028,34,0.6085477042951034,0.3914522957048966
+34,10000,100029,34,0.5930848091974203,0.40691519080257965
+34,10000,100030,34,0.6215032265562827,0.37849677344371735
+34,10000,100031,34,0.6128490194437625,0.38715098055623753
+36,10000,100000,66,0.6362975485445315,0.36370245145546853
+36,10000,100001,66,0.7395399641868213,0.26046003581317867
+36,10000,100002,66,0.6961154787929588,0.30388452120704124
+36,10000,100003,66,0.770312707074452,0.22968729292554801
+36,10000,100004,66,0.6166084938414166,0.3833915061585834
+36,10000,100005,66,0.7016231244974322,0.29837687550256775
+36,10000,100006,66,0.8139276077011698,0.1860723922988302
+36,10000,100007,66,0.6696501082808645,0.33034989171913554
+36,10000,100008,66,0.7220886806553163,0.2779113193446837
+36,10000,100009,66,0.7480878044244236,0.2519121955755764
+36,10000,100010,66,0.7133010582431211,0.28669894175687893
+36,10000,100011,66,0.6416132034467716,0.35838679655322836
+36,10000,100012,66,0.6512779637631086,0.34872203623689135
+36,10000,100013,66,0.6814735658189615,0.31852643418103854
+36,10000,100014,66,0.7079194518387095,0.2920805481612905
+36,10000,100015,66,0.7039037454788173,0.2960962545211827
+36,10000,100016,66,0.7421439649047362,0.2578560350952638
+36,10000,100017,66,0.8169864968344456,0.18301350316555443
+36,10000,100018,66,0.7234735842115638,0.2765264157884362
+36,10000,100019,66,0.7034298342331737,0.29657016576682627
+36,10000,100020,66,0.6060352759631835,0.3939647240368165
+36,10000,100021,66,0.7121497965959305,0.2878502034040695
+36,10000,100022,66,0.7018420838770018,0.29815791612299825
+36,10000,100023,66,0.669648807408016,0.330351192591984
+36,10000,100024,66,0.7737634334850791,0.22623656651492086
+36,10000,100025,66,0.7489609344916338,0.2510390655083662
+36,10000,100026,66,0.7412581821328124,0.25874181786718764
+36,10000,100027,66,0.729890202191042,0.27010979780895805
+36,10000,100028,66,0.7158370752260327,0.2841629247739673
+36,10000,100029,66,0.747332550734003,0.25266744926599705
+36,10000,100030,66,0.7287812412802626,0.27121875871973744
+36,10000,100031,66,0.7122083949251513,0.2877916050748487
+38,10000,100000,98,0.6744134637306413,0.32558653626935874
+38,10000,100001,98,0.7243469833548355,0.2756530166451645
+38,10000,100002,98,0.6136010917400825,0.3863989082599175
+38,10000,100003,98,0.7393843580983858,0.26061564190161424
+38,10000,100004,98,0.7544016096025267,0.24559839039747333
+38,10000,100005,98,0.7927533223490262,0.20724667765097382
+38,10000,100006,98,0.6122138771408074,0.38778612285919256
+38,10000,100007,98,0.647541449951136,0.35245855004886395
+38,10000,100008,98,0.6600239939282799,0.33997600607172007
+38,10000,100009,98,0.6042936997452254,0.3957063002547746
+38,10000,100010,98,0.7931685833450034,0.2068314166549966
+38,10000,100011,98,0.712839661312294,0.28716033868770596
+38,10000,100012,98,0.6090271339791552,0.3909728660208448
+38,10000,100013,98,0.6988254995294648,0.3011745004705352
+38,10000,100014,98,0.6992705356499039,0.30072946435009607
+38,10000,100015,98,0.5635007686581767,0.43649923134182333
+38,10000,100016,98,0.5854248181287801,0.4145751818712199
+38,10000,100017,98,0.6890162439687059,0.31098375603129413
+38,10000,100018,98,0.6584431598154697,0.34155684018453025
+38,10000,100019,98,0.6563482273532448,0.34365177264675517
+38,10000,100020,98,0.6763313227802452,0.3236686772197548
+38,10000,100021,98,0.7922056759629715,0.20779432403702847
+38,10000,100022,98,0.6711135381596759,0.3288864618403241
+38,10000,100023,98,0.7766186678359036,0.2233813321640964
+38,10000,100024,98,0.6878561093293499,0.31214389067065007
+38,10000,100025,98,0.6153910212408307,0.38460897875916933
+38,10000,100026,98,0.7880877378277561,0.2119122621722439
+38,10000,100027,98,0.7151653282223223,0.28483467177767774
+38,10000,100028,98,0.7371299139972121,0.26287008600278794
+38,10000,100029,98,0.6554564420583826,0.3445435579416174
+38,10000,100030,98,0.6624698543614158,0.3375301456385842
+38,10000,100031,98,0.6520843868774637,0.34791561312253627
+40,10000,100000,130,0.6314453383658175,0.3685546616341825
+40,10000,100001,130,0.6842347478195256,0.31576525218047435
+40,10000,100002,130,0.683262284332837,0.316737715667163
+40,10000,100003,130,0.6197907494056993,0.38020925059430066
+40,10000,100004,130,0.667109818337561,0.332890181662439
+40,10000,100005,130,0.7102416590115215,0.2897583409884785
+40,10000,100006,130,0.6699644156186687,0.3300355843813313
+40,10000,100007,130,0.7052508101310264,0.2947491898689736
+40,10000,100008,130,0.6232639620467384,0.3767360379532616
+40,10000,100009,130,0.72345761995429,0.27654238004570997
+40,10000,100010,130,0.6130919868518315,0.3869080131481685
+40,10000,100011,130,0.6238652462367735,0.37613475376322647
+40,10000,100012,130,0.6123084560557008,0.38769154394429917
+40,10000,100013,130,0.8201126974132493,0.17988730258675067
+40,10000,100014,130,0.6884767445304447,0.3115232554695553
+40,10000,100015,130,0.7045166121737977,0.2954833878262023
+40,10000,100016,130,0.604363491526145,0.395636508473855
+40,10000,100017,130,0.6487690185064262,0.3512309814935738
+40,10000,100018,130,0.6527008777642077,0.3472991222357923
+40,10000,100019,130,0.6554176741050033,0.3445823258949967
+40,10000,100020,130,0.5881995356413036,0.41180046435869644
+40,10000,100021,130,0.6535966047904495,0.34640339520955055
+40,10000,100022,130,0.6700803325703425,0.3299196674296575
+40,10000,100023,130,0.7721231312058687,0.22787686879413127
+40,10000,100024,130,0.5872864665661816,0.41271353343381845
+40,10000,100025,130,0.6794880612575867,0.32051193874241335
+40,10000,100026,130,0.6668438688400082,0.33315613115999176
+40,10000,100027,130,0.6220423840650858,0.37795761593491417
+40,10000,100028,130,0.5677656505876214,0.4322343494123786
+40,10000,100029,130,0.7156188769699516,0.28438112303004837
+40,10000,100030,130,0.643350497211901,0.35664950278809904
+40,10000,100031,130,0.6735506747003842,0.3264493252996158
diff --git a/outputs/soft_erosion_theory_vs_empirical/local_operator_scalar_gap_summary.csv b/outputs/soft_erosion_theory_vs_empirical/local_operator_scalar_gap_summary.csv
new file mode 100644
index 0000000..dd9bfc1
--- /dev/null
+++ b/outputs/soft_erosion_theory_vs_empirical/local_operator_scalar_gap_summary.csv
@@ -0,0 +1,12 @@
+mean,q05,q25,q50,q75,q95,width,fa_capacity_margin,parameter_count,fa_constraint_rank
+0.07178274746348023,0.049303530269700205,0.05941314894959983,0.06672509332802455,0.07803644296386872,0.11117908218143183,20,-190,800,478
+0.03724941979584681,0.0232736643829622,0.03056102370300267,0.03708311051127712,0.04308849866942923,0.050648708797701184,22,-158,924,570
+0.04786286302147759,0.031146979337170123,0.04092464258009719,0.045986671555187895,0.055089432722823906,0.06671400160109156,24,-126,1056,670
+0.031986961918394514,0.01662594224227907,0.02505454440545613,0.028433666449618547,0.03732731622475569,0.05826865171839789,26,-94,1196,778
+0.026043179860427132,0.014857941855309129,0.02113792471304818,0.024794015238706522,0.03013407213664645,0.03940338601675764,28,-62,1344,894
+0.035201126728958254,0.015107328791600311,0.02205805146475327,0.033511754244417206,0.03931707109730116,0.07128919623882449,30,-30,1500,1018
+0.005276403088901996,0.0029655882970280475,0.004500275119483848,0.005503783720451117,0.005997817831231336,0.007346947411453352,32,2,1664,1150
+0.006393815346357101,0.0034997484106433397,0.004620115749553722,0.0065933220936261645,0.007971861680143456,0.009509137139254465,34,34,1836,1290
+0.004611613679153777,0.0026469896462352547,0.0037068790341176503,0.004440072859910392,0.005022872332231875,0.00731156093780513,36,66,2016,1438
+0.0022885983716368252,0.0009513931562572333,0.001563133748338696,0.0022552997079863463,0.0026637273752303757,0.003856964879119308,38,98,2204,1594
+0.0027012669433531997,0.001430470834917023,0.002177079797279673,0.002574637342422719,0.0033336241850682484,0.004218469460983661,40,130,2400,1758
diff --git a/outputs/soft_erosion_theory_vs_empirical/theory_gap_summary.csv b/outputs/soft_erosion_theory_vs_empirical/theory_gap_summary.csv
new file mode 100644
index 0000000..299f870
--- /dev/null
+++ b/outputs/soft_erosion_theory_vs_empirical/theory_gap_summary.csv
@@ -0,0 +1,12 @@
+mean,q05,q25,q50,q75,q95,width,fa_capacity_margin,parameter_count,fa_constraint_rank
+0.1511403989131304,0.13267802930017566,0.1431363004878512,0.15078402851159803,0.15870250535106983,0.1707633457093496,20,-190,800,478
+0.1733166677936228,0.15275658782400803,0.1644873554203477,0.17287708835468915,0.1818820419929288,0.1952571193545294,22,-158,924,570
+0.12199807005543706,0.10627623280768506,0.11497018723790633,0.12150944386619948,0.1286097716918549,0.13906047916031875,24,-126,1056,670
+0.11078769936213712,0.09656913229899196,0.10445001626586381,0.11041332066273192,0.11667658125400447,0.12630108202693852,26,-94,1196,778
+0.10362967336675218,0.09066474126818247,0.09783551164635905,0.10331533191405533,0.10902895668515963,0.11782052181198184,28,-62,1344,894
+0.17681365255985163,0.15992597546245435,0.16970107716660177,0.176599588726463,0.18359299800200457,0.1943553399111903,30,-30,1500,1018
+0.06453375336175023,0.05547888863006882,0.06052703608213308,0.0643057316087541,0.06821702425893146,0.0744770853327494,32,2,1664,1150
+0.054784828952792804,0.04676394538112675,0.05125816406585979,0.0545340440592719,0.058128644329205746,0.06351521171331831,34,34,1836,1290
+0.05013253835782117,0.04302692868403222,0.046919379137400144,0.04991446107808867,0.05311551845346385,0.058024030751677606,36,66,2016,1438
+0.03542579334333417,0.029644274910955733,0.03283428745232111,0.035203787492029785,0.03781214953604155,0.04192468993507244,38,98,2204,1594
+0.040373952611646564,0.03393877279970424,0.03754420262240994,0.04019033329556849,0.04297621680600576,0.047470938864164654,40,130,2400,1758
diff --git a/scripts/plot_aaai_main_figures.py b/scripts/plot_aaai_main_figures.py
index cd12011..f0eb0c3 100644
--- a/scripts/plot_aaai_main_figures.py
+++ b/scripts/plot_aaai_main_figures.py
@@ -46,7 +46,7 @@ def draw_schematic(ax: plt.Axes) -> None:
     ax.set_xlim(0, 1)
     ax.set_ylim(0, 1)
     ax.axis("off")
-    rows = [(0.82, "BP", "#2f6f9f"), (0.50, "FA", "#c65f16"), (0.18, "DFA", "#2b8a3e")]
+    rows = [(0.84, "BP", "#2f6f9f"), (0.54, "FA", "#c65f16"), (0.16, "DFA", "#2b8a3e")]
     x_positions = [0.18, 0.42, 0.66, 0.90]
     labels = ["$h_1$", "$h_2$", "$h_3$", "error"]
     for y, name, color in rows:
@@ -65,15 +65,21 @@ def draw_schematic(ax: plt.Axes) -> None:
                 )
                 ax.text((left + right) / 2, y + 0.035, arrow_label, ha="center", fontsize=8)
         else:
+            rads = {x_positions[0]: 0.26, x_positions[1]: 0.32, x_positions[2]: 0.0}
             for left in x_positions[:-1]:
                 ax.annotate(
                     "",
-                    xy=(left + 0.04, y),
-                    xytext=(x_positions[-1] - 0.04, y),
-                    arrowprops=dict(arrowstyle="->", color=color, lw=1.2, alpha=0.9),
+                    xy=(left + 0.045, y),
+                    xytext=(x_positions[-1] - 0.045, y),
+                    arrowprops=dict(
+                        arrowstyle="->",
+                        color=color,
+                        lw=1.4,
+                        connectionstyle=f"arc3,rad={rads[left]}",
+                    ),
                 )
-            ax.text(0.56, y + 0.055, "direct random maps", ha="center", fontsize=8)
-    ax.set_title("Fixed random feedback rules", fontsize=10)
+            ax.text(0.54, y - 0.145, "direct random maps", ha="center", fontsize=8)
+    ax.set_title("Backward rules", fontsize=10)
 
 
 def figure_one(args: argparse.Namespace) -> Path:
@@ -83,45 +89,58 @@ def figure_one(args: argparse.Namespace) -> Path:
     theory_rows = read_csv(args.null_dir / "theory_gap_summary.csv")
     empirical_rows = read_csv(args.null_dir / "empirical_gap_summary.csv")
 
-    fig, axes = plt.subplots(1, 3, figsize=(14.2, 4.1), dpi=220)
-    draw_schematic(axes[0])
-    panel_label(axes[0], "a")
+    fig = plt.figure(figsize=(14.2, 4.7), dpi=220)
+    gs = fig.add_gridspec(2, 3, height_ratios=[1.0, 1.5], hspace=0.14, wspace=0.28)
+    ax_schem = fig.add_subplot(gs[:, 0])
+    ax_top = fig.add_subplot(gs[0, 1])
+    ax_bottom = fig.add_subplot(gs[1, 1], sharex=ax_top)
+    ax_cal = fig.add_subplot(gs[:, 2])
+
+    draw_schematic(ax_schem)
+    panel_label(ax_schem, "a")
 
-    ax = axes[1]
     theory_by_width = {int(row["width"]): float(row["mean"]) for row in theory_rows}
     empirical_by_width = {int(row["width"]): float(row["mean"]) for row in empirical_rows}
     widths = sorted(set(theory_by_width) & set(empirical_by_width))
-    ax.plot(
+
+    ax_top.plot(widths, [1.0 / (width * width) for width in widths], "k--", lw=1.4, label="$1/D$")
+    ax_top.set_yscale("log")
+    ax_top.set_ylabel("guaranteed\nalignment", fontsize=8)
+    ax_top.grid(alpha=0.16, which="both")
+    ax_top.legend(fontsize=7, loc="upper right")
+    ax_top.tick_params(labelbottom=False)
+    ax_top.set_title("Matrix mismatch is not optimization cost", fontsize=10)
+    panel_label(ax_top, "b")
+
+    ax_bottom.plot(
         widths,
         [theory_by_width[width] for width in widths],
         "o-",
         color="#8c6d31",
         label="random-direction deletion",
     )
-    ax.plot(
+    ax_bottom.plot(
         widths,
         [empirical_by_width[width] for width in widths],
         "s-",
         color="#c65f16",
         label="measured FA cost",
     )
-    ax.set_yscale("log")
-    ax.set_xlabel("width")
-    ax.set_ylabel("finite-time loss gap")
-    ax.grid(alpha=0.16, which="both")
-    ax2 = ax.twinx()
-    ax2.plot(widths, [1.0 / (width * width) for width in widths], "k--", lw=1.4, label="$1/D$")
-    ax2.set_yscale("log")
-    ax2.set_ylabel("best guaranteed squared alignment")
-    handles1, labels1 = ax.get_legend_handles_labels()
-    handles2, labels2 = ax2.get_legend_handles_labels()
-    ax.legend(handles1 + handles2, labels1 + labels2, fontsize=7, loc="upper right")
+    ax_bottom.set_yscale("log")
+    ax_bottom.set_xlabel("width")
+    ax_bottom.set_ylabel("finite-time loss gap", fontsize=8)
+    ax_bottom.grid(alpha=0.16, which="both")
+    ax_bottom.legend(fontsize=7, loc="upper right")
     worst_ratio = max(theory_by_width[width] / empirical_by_width[width] for width in widths)
-    ax.text(0.04, 0.05, f"null overestimate: up to {worst_ratio:.0f}×", transform=ax.transAxes, fontsize=8)
-    ax.set_title("Matrix mismatch is not optimization cost", fontsize=10)
-    panel_label(ax, "b")
+    ax_bottom.text(
+        0.04,
+        0.07,
+        f"null overestimate: up to {worst_ratio:.0f}×",
+        transform=ax_bottom.transAxes,
+        fontsize=8,
+    )
 
-    ax = axes[2]
+    ax = ax_cal
     depths = sorted({int(row["depth"]) for row in init_rows})
     cmap = plt.cm.viridis
     depth_color = {depth: cmap(index / max(len(depths) - 1, 1)) for index, depth in enumerate(depths)}
@@ -254,22 +273,27 @@ def figure_two(args: argparse.Namespace) -> Path:
         ax.errorbar(depths, means, yerr=sems, marker=marker, capsize=2, label=f"width {width}")
     ax.set_xlabel("hidden-layer depth")
     ax.set_ylabel("FA loss - BP loss")
-    ax.set_title("Later cost changes with training dynamics", fontsize=10)
+    ax.set_title("Finite time cost under a shared training schedule", fontsize=10)
     ax.grid(alpha=0.16)
     ax.legend(fontsize=7)
     panel_label(ax, "a")
 
-    scatter_predictor(axes[1], rows, [("fixed_gap", "^", "frozen $K(0)$")], "Frozen initialization misses drift")
+    scatter_predictor(
+        axes[1],
+        rows,
+        [("fixed_gap", "^", "frozen $K(0)$")],
+        "Freezing the initialization operators\nmisses their evolution",
+    )
     panel_label(axes[1], "b")
 
     scatter_predictor(
         axes[2],
         rows,
         [
-            ("velocity_gap", "o", "linear velocity"),
-            ("retangent_gap", "s", "early retangent"),
+            ("velocity_gap", "o", "linear extrapolation"),
+            ("retangent_gap", "s", "relinearization"),
         ],
-        "Two snapshots recover the later cost",
+        "Two operator measurements\nrecover the later cost",
     )
     panel_label(axes[2], "c")