{"key":"p6-s4-no-ask-risk-premium","idea":"remove-s4-ask-risk-premium: drop the spread-4 ask risk premium (b *= 1.4 when pL<=phat<=0.95 in qask) from MA","spreads":[4],"approach":"MA's qask has the same term as N inside 'if self.s == 4:' (if P['pL'] <= phat <= 0.95: b *= 1.4). It sits in a nested function, so a wrapper cannot express it: body edit of those lines only, then MA's layout tail (_IncumbentStrategy = Strategy; subclass whose on_step returns super().on_step). Tuned 2 variants (removal, half premium 1.2x) on T=340000..340199, selected half by target-spread paired mean, holdout H=450000..450999 paired vs MA.","tried":["removal (premium 1.0x): T s4 +0.254 se 0.555 (n=60)","half premium 1.2x: T s4 +0.275 se 0.532 (n=60); selected","holdout half: s4 -0.052 se 0.206 (n=251); overall -0.013 se 0.052"],"next":"No promotion: holdout effect on spread 4 is indistinguishable from zero (|d|<0.3 se). N's +0.34 screen does not replicate on MA; drop this idea or try it only together with a change to f4_rate/f4_mean sizing that the premium was compensating for.","port_kind":"body","code":"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","code_sha256":"5a7e8ccdc71fb3eff56dc6dc2bb9f9d1ef0356b4fc6d60513b381fdda51a9d8b","base_sha256":"5d1bd5272884f513b19f0e66a7c235f6c188a08e4f7787ac9346f1614dda3ed3","check_values":{"310000":17.116002,"310001":23.820392,"310002":2.376144,"310003":243.87214,"matches":true},"python_version":"3.12.3","tuning":{"seeds":"340000..340199","variants":[{"name":"removal","code_sha256":"d488180376ce81c38726edabc99ea90b98c8cc4aa70158a93e53e4f8b37bbcd3","mean_diff":0.076183,"se":0.165592,"by_spread":{"1":{"n":45,"mean_diff":0.0,"se":0.0},"2":{"n":49,"mean_diff":0.0,"se":0.0},"3":{"n":46,"mean_diff":0.0,"se":0.0},"4":{"n":60,"mean_diff":0.253945,"se":0.554549}}},{"name":"half_premium_1.2x","code_sha256":"5a7e8ccdc71fb3eff56dc6dc2bb9f9d1ef0356b4fc6d60513b381fdda51a9d8b","mean_diff":0.08239,"se":0.158781,"by_spread":{"1":{"n":45,"mean_diff":0.0,"se":0.0},"2":{"n":49,"mean_diff":0.0,"se":0.0},"3":{"n":46,"mean_diff":0.0,"se":0.0},"4":{"n":60,"mean_diff":0.274634,"se":0.531561}}}],"selected":"half_premium_1.2x"},"paired":{"seeds":"450000..450999","n":1000,"complete":true,"missing_seeds":[],"failures":0,"overall":{"n":1000,"sum_d":-13.080718,"sum_d2":2660.01058,"mean_diff":-0.013081,"se":0.051599,"base_mean":107.741147,"retail_diff":0.162364,"arb_diff":-0.175445},"by_spread":{"1":{"n":227,"sum_d":0.0,"sum_d2":0.0,"mean_diff":0.0,"se":0.0,"base_mean":48.303185,"retail_diff":0.0,"arb_diff":0.0},"2":{"n":270,"sum_d":0.0,"sum_d2":0.0,"mean_diff":0.0,"se":0.0,"base_mean":86.118435,"retail_diff":0.0,"arb_diff":0.0},"3":{"n":252,"sum_d":0.0,"sum_d2":0.0,"mean_diff":0.0,"se":0.0,"base_mean":130.70528,"retail_diff":0.0,"arb_diff":0.0},"4":{"n":251,"sum_d":-13.080718,"sum_d2":2660.01058,"mean_diff":-0.052114,"se":0.205863,"base_mean":161.699666,"retail_diff":0.64687,"arb_diff":-0.698984}},"off_target_zero":true,"per_seed":[[450000,1,0.0],[450001,1,0.0],[450002,3,0.0],[450003,1,0.0],[450004,1,0.0],[450005,1,0.0],[450006,1,0.0],[450007,1,0.0],[450008,4,0.242255],[450009,1,0.0],[450010,2,0.0],[450011,4,-0.130013],[450012,2,0.0],[450013,1,0.0],[450014,2,0.0],[450015,1,0.0],[450016,2,0.0],[450017,2,0.0],[450018,2,0.0],[450019,4,-38.369885],[450020,3,0.0],[450021,2,0.0],[450022,3,0.0],[450023,4,-0.17208],[450024,2,0.0],[450025,2,0.0],[450026,1,0.0],[450027,4,-1.105491],[450028,2,0.0],[450029,4,0.356638],[450030,1,0.0],[450031,4,-1.045039],[450032,1,0.0],[450033,4,0.901151],[450034,4,-0.098237],[450035,4,-0.05451],[450036,1,0.0],[450037,4,0.458442],[450038,2,0.0],[450039,3,0.0],[450040,2,0.0],[450041,2,0.0],[450042,4,-1.410389],[450043,2,0.0],[450044,4,-0.027176],[450045,4,0.627184],[450046,1,0.0],[450047,1,0.0],[450048,2,0.0],[450049,3,0.0],[450050,2,0.0],[450051,2,0.0],[450052,1,0.0],[450053,3,0.0],[450054,3,0.0],[450055,2,0.0],[450056,1,0.0],[450057,2,0.0],[450058,1,0.0],[450059,2,0.0],[450060,3,0.0],[450061,3,0.0],[450062,2,0.0],[450063,1,0.0],[450064,3,0.0],[450065,1,0.0],[450066,4,0.872634],[450067,3,0.0],[450068,3,0.0],[450069,4,1.04212],[450070,3,0.0],[450071,3,0.0],[450072,1,0.0],[450073,1,0.0],[450074,3,0.0],[450075,4,0.472447],[450076,1,0.0],[450077,1,0.0],[450078,4,-1.521913],[450079,1,0.0],[450080,2,0.0],[450081,2,0.0],[450082,4,0.460092],[450083,3,0.0],[450084,3,0.0],[450085,4,0.679488],[450086,1,0.0],[450087,2,0.0],[450088,2,0.0],[450089,2,0.0],[450090,1,0.0],[450091,4,-0.363159],[450092,4,0.941574],[450093,1,0.0],[450094,1,0.0],[450095,2,0.0],[450096,3,0.0],[450097,4,0.606898],[450098,3,0.0],[450099,3,0.0],[450100,4,0.034924],[450101,1,0.0],[450102,1,0.0],[450103,3,0.0],[450104,2,0.0],[450105,1,0.0],[450106,1,0.0],[450107,1,0.0],[450108,2,0.0],[450109,2,0.0],[450110,3,0.0],[450111,2,0.0],[450112,1,0.0],[450113,1,0.0],[450114,4,0.239698],[450115,3,0.0],[450116,1,0.0],[450117,1,0.0],[450118,2,0.0],[450119,2,0.0],[450120,4,0.204444],[450121,3,0.0],[450122,2,0.0],[450123,2,0.0],[450124,1,0.0],[450125,3,0.0],[450126,1,0.0],[450127,4,-0.157394],[450128,4,-0.043349],[450129,2,0.0],[450130,4,0.188924],[450131,4,-0.024443],[450132,1,0.0],[450133,2,0.0],[450134,3,0.0],[450135,4,0.43791],[450136,4,0.105766],[450137,4,-0.498765],[450138,2,0.0],[450139,2,0.0],[450140,3,0.0],[450141,1,0.0],[450142,1,0.0],[450143,2,0.0],[450144,2,0.0],[450145,1,0.0],[450146,2,0.0],[450147,2,0.0],[450148,2,0.0],[450149,2,0.0],[450150,3,0.0],[450151,2,0.0],[450152,4,-0.083669],[450153,1,0.0],[450154,4,0.206958],[450155,2,0.0],[450156,4,0.675308],[450157,4,-1.313561],[450158,1,0.0],[450159,4,-0.077316],[450160,3,0.0],[450161,2,0.0],[450162,2,0.0],[450163,2,0.0],[450164,3,0.0],[450165,3,0.0],[450166,2,0.0],[450167,1,0.0],[450168,2,0.0],[450169,4,1.138375],[450170,4,-0.225372],[450171,1,0.0],[450172,4,-0.484875],[450173,1,0.0],[450174,4,-0.252861],[450175,4,0.492897],[450176,1,0.0],[450177,4,0.240994],[450178,2,0.0],[450179,4,0.673436],[450180,4,0.081872],[450181,2,0.0],[450182,2,0.0],[450183,2,0.0],[450184,2,0.0],[450185,4,1.77027],[450186,1,0.0],[450187,1,0.0],[450188,4,1.700777],[450189,2,0.0],[450190,4,0.339726],[450191,3,0.0],[450192,3,0.0],[450193,4,-0.491254],[450194,4,0.239867],[450195,3,0.0],[450196,4,-2.831489],[450197,1,0.0],[450198,2,0.0],[450199,3,0.0],[450200,1,0.0],[450201,1,0.0],[450202,1,0.0],[450203,1,0.0],[450204,4,0.71675],[450205,3,0.0],[450206,3,0.0],[450207,4,1.200472],[450208,4,-0.010098],[450209,1,0.0],[450210,3,0.0],[450211,2,0.0],[450212,2,0.0],[450213,2,0.0],[450214,1,0.0],[450215,2,0.0],[450216,1,0.0],[450217,3,0.0],[450218,3,0.0],[450219,1,0.0],[450220,1,0.0],[450221,1,0.0],[450222,1,0.0],[450223,2,0.0],[450224,1,0.0],[450225,1,0.0],[450226,4,-0.270517],[450227,1,0.0],[450228,4,-0.826191],[450229,2,0.0],[450230,3,0.0],[450231,4,-0.169461],[450232,1,0.0],[450233,4,-0.00109],[450234,1,0.0],[450235,3,0.0],[450236,3,0.0],[450237,3,0.0],[450238,4,-14.805082],[450239,1,0.0],[450240,1,0.0],[450241,3,0.0],[450242,4,5.030584],[450243,2,0.0],[450244,1,0.0],[450245,1,0.0],[450246,3,0.0],[450247,1,0.0],[450248,4,3.645032],[450249,2,0.0],[450250,4,0.310441],[450251,1,0.0],[450252,2,0.0],[450253,4,0.526834],[450254,2,0.0],[450255,2,0.0],[450256,2,0.0],[450257,2,0.0],[450258,2,0.0],[450259,4,0.200317],[450260,1,0.0],[450261,1,0.0],[450262,1,0.0],[450263,4,-0.101388],[450264,1,0.0],[450265,4,0.978989],[450266,3,0.0],[450267,3,0.0],[450268,3,0.0],[450269,2,0.0],[450270,4,0.807967],[450271,2,0.0],[450272,2,0.0],[450273,2,0.0],[450274,2,0.0],[450275,4,-0.29685],[450276,3,0.0],[450277,4,-1.791272],[450278,3,0.0],[450279,2,0.0],[450280,1,0.0],[450281,3,0.0],[450282,3,0.0],[450283,3,0.0],[450284,2,0.0],[450285,1,0.0],[450286,2,0.0],[450287,3,0.0],[450288,4,-0.072642],[450289,3,0.0],[450290,4,0.189429],[450291,3,0.0],[450292,2,0.0],[450293,3,0.0],[450294,2,0.0],[450295,4,0.467246],[450296,2,0.0],[450297,4,1.73602],[450298,4,-1.136796],[450299,3,0.0],[450300,1,0.0],[450301,2,0.0],[450302,1,0.0],[450303,4,-0.084078],[450304,3,0.0],[450305,1,0.0],[450306,4,0.314588],[450307,3,0.0],[450308,4,0.074622],[450309,2,0.0],[450310,4,0.164224],[450311,1,0.0],[450312,4,0.1306],[450313,2,0.0],[450314,3,0.0],[450315,4,7.942382],[450316,3,0.0],[450317,2,0.0],[450318,4,0.141592],[450319,3,0.0],[450320,3,0.0],[450321,3,0.0],[450322,1,0.0],[450323,2,0.0],[450324,3,0.0],[450325,2,0.0],[450326,4,-0.561749],[450327,1,0.0],[450328,2,0.0],[450329,4,-0.130255],[450330,3,0.0],[450331,3,0.0],[450332,2,0.0],[450333,1,0.0],[450334,4,0.673147],[450335,1,0.0],[450336,3,0.0],[450337,3,0.0],[450338,2,0.0],[450339,4,0.255413],[450340,2,0.0],[450341,2,0.0],[450342,2,0.0],[450343,1,0.0],[450344,3,0.0],[450345,2,0.0],[450346,3,0.0],[450347,3,0.0],[450348,4,1.826752],[450349,2,0.0],[450350,2,0.0],[450351,2,0.0],[450352,3,0.0],[450353,3,0.0],[450354,2,0.0],[450355,4,0.381138],[450356,1,0.0],[450357,3,0.0],[450358,1,0.0],[450359,2,0.0],[450360,2,0.0],[450361,3,0.0],[450362,2,0.0],[450363,2,0.0],[450364,2,0.0],[450365,2,0.0],[450366,2,0.0],[450367,4,-2.810729],[450368,2,0.0],[450369,3,0.0],[450370,2,0.0],[450371,2,0.0],[450372,4,-1.96845],[450373,2,0.0],[450374,3,0.0],[450375,3,0.0],[450376,3,0.0],[450377,3,0.0],[450378,1,0.0],[450379,3,0.0],[450380,4,0.237504],[450381,1,0.0],[450382,2,0.0],[450383,2,0.0],[450384,1,0.0],[450385,1,0.0],[450386,4,1.415034],[450387,1,0.0],[450388,4,0.139836],[450389,1,0.0],[450390,1,0.0],[450391,4,-0.094731],[450392,1,0.0],[450393,4,0.424815],[450394,3,0.0],[450395,1,0.0],[450396,3,0.0],[450397,3,0.0],[450398,2,0.0],[450399,2,0.0],[450400,4,-3.796467],[450401,3,0.0],[450402,3,0.0],[450403,3,0.0],[450404,4,0.551573],[450405,4,0.847364],[450406,3,0.0],[450407,2,0.0],[450408,4,0.063447],[450409,1,0.0],[450410,2,0.0],[450411,2,0.0],[450412,3,0.0],[450413,1,0.0],[450414,1,0.0],[450415,4,1.491808],[450416,1,0.0],[450417,1,0.0],[450418,2,0.0],[450419,3,0.0],[450420,2,0.0],[450421,2,0.0],[450422,2,0.0],[450423,2,0.0],[450424,2,0.0],[450425,2,0.0],[450426,3,0.0],[450427,1,0.0],[450428,2,0.0],[450429,2,0.0],[450430,3,0.0],[450431,2,0.0],[450432,3,0.0],[450433,4,-1.253295],[450434,1,0.0],[450435,1,0.0],[450436,4,0.725574],[450437,3,0.0],[450438,2,0.0],[450439,1,0.0],[450440,4,-0.58234],[450441,3,0.0],[450442,4,-0.126993],[450443,4,0.057076],[450444,2,0.0],[450445,4,0.544241],[450446,2,0.0],[450447,1,0.0],[450448,2,0.0],[450449,2,0.0],[450450,1,0.0],[450451,4,1.075834],[450452,1,0.0],[450453,4,0.270134],[450454,4,0.175208],[450455,3,0.0],[450456,2,0.0],[450457,1,0.0],[450458,4,-0.023214],[450459,3,0.0],[450460,4,1.249972],[450461,2,0.0],[450462,3,0.0],[450463,3,0.0],[450464,1,0.0],[450465,1,0.0],[450466,1,0.0],[450467,3,0.0],[450468,2,0.0],[450469,1,0.0],[450470,1,0.0],[450471,4,1.085075],[450472,1,0.0],[450473,2,0.0],[450474,4,8.208227],[450475,4,-12.049979],[450476,4,0.001671],[450477,1,0.0],[450478,4,-0.1033],[450479,4,-0.017134],[450480,3,0.0],[450481,4,2.24274],[450482,2,0.0],[450483,3,0.0],[450484,3,0.0],[450485,3,0.0],[450486,2,0.0],[450487,4,0.870743],[450488,2,0.0],[450489,3,0.0],[450490,2,0.0],[450491,1,0.0],[450492,1,0.0],[450493,4,0.220129],[450494,3,0.0],[450495,3,0.0],[450496,3,0.0],[450497,4,0.394964],[450498,2,0.0],[450499,4,-0.002723],[450500,3,0.0],[450501,2,0.0],[450502,3,0.0],[450503,1,0.0],[450504,1,0.0],[450505,3,0.0],[450506,2,0.0],[450507,2,0.0],[450508,2,0.0],[450509,3,0.0],[450510,3,0.0],[450511,3,0.0],[450512,4,0.480569],[450513,1,0.0],[450514,3,0.0],[450515,4,0.746413],[450516,4,-0.069854],[450517,2,0.0],[450518,2,0.0],[450519,3,0.0],[450520,1,0.0],[450521,1,0.0],[450522,2,0.0],[450523,1,0.0],[450524,4,-0.157693],[450525,1,0.0],[450526,2,0.0],[450527,4,0.366656],[450528,2,0.0],[450529,1,0.0],[450530,3,0.0],[450531,2,0.0],[450532,3,0.0],[450533,1,0.0],[450534,3,0.0],[450535,1,0.0],[450536,1,0.0],[450537,4,-0.198049],[450538,4,-0.391319],[450539,4,11.513454],[450540,3,0.0],[450541,4,-0.232267],[450542,2,0.0],[450543,4,-0.084471],[450544,1,0.0],[450545,3,0.0],[450546,4,-0.7057],[450547,4,-3.074625],[450548,1,0.0],[450549,2,0.0],[450550,1,0.0],[450551,1,0.0],[450552,1,0.0],[450553,3,0.0],[450554,3,0.0],[450555,3,0.0],[450556,1,0.0],[450557,2,0.0],[450558,3,0.0],[450559,2,0.0],[450560,2,0.0],[450561,2,0.0],[450562,1,0.0],[450563,4,0.116568],[450564,2,0.0],[450565,1,0.0],[450566,1,0.0],[450567,2,0.0],[450568,4,-1.781212],[450569,3,0.0],[450570,4,0.311857],[450571,3,0.0],[450572,4,-0.521622],[450573,2,0.0],[450574,3,0.0],[450575,2,0.0],[450576,2,0.0],[450577,3,0.0],[450578,1,0.0],[450579,4,0.428572],[450580,2,0.0],[450581,3,0.0],[450582,3,0.0],[450583,2,0.0],[450584,3,0.0],[450585,4,0.089027],[450586,2,0.0],[450587,1,0.0],[450588,4,0.203825],[450589,3,0.0],[450590,1,0.0],[450591,2,0.0],[450592,3,0.0],[450593,4,-1.776421],[450594,3,0.0],[450595,3,0.0],[450596,3,0.0],[450597,3,0.0],[450598,3,0.0],[450599,4,0.039149],[450600,3,0.0],[450601,1,0.0],[450602,1,0.0],[450603,2,0.0],[450604,4,-0.201574],[450605,2,0.0],[450606,3,0.0],[450607,1,0.0],[450608,3,0.0],[450609,4,0.335986],[450610,4,1.062928],[450611,4,-3.989899],[450612,2,0.0],[450613,4,-1.113659],[450614,2,0.0],[450615,2,0.0],[450616,2,0.0],[450617,3,0.0],[450618,1,0.0],[450619,3,0.0],[450620,4,-0.082464],[450621,3,0.0],[450622,1,0.0],[450623,2,0.0],[450624,4,0.044872],[450625,3,0.0],[450626,4,0.382897],[450627,4,0.601729],[450628,4,0.391708],[450629,1,0.0],[450630,3,0.0],[450631,2,0.0],[450632,2,0.0],[450633,2,0.0],[450634,1,0.0],[450635,2,0.0],[450636,2,0.0],[450637,4,-0.230277],[450638,3,0.0],[450639,2,0.0],[450640,4,0.169129],[450641,1,0.0],[450642,2,0.0],[450643,2,0.0],[450644,1,0.0],[450645,3,0.0],[450646,2,0.0],[450647,2,0.0],[450648,1,0.0],[450649,3,0.0],[450650,3,0.0],[450651,2,0.0],[450652,1,0.0],[450653,4,0.27806],[450654,2,0.0],[450655,3,0.0],[450656,2,0.0],[450657,1,0.0],[450658,3,0.0],[450659,3,0.0],[450660,3,0.0],[450661,2,0.0],[450662,2,0.0],[450663,2,0.0],[450664,2,0.0],[450665,3,0.0],[450666,4,-0.785062],[450667,1,0.0],[450668,2,0.0],[450669,3,0.0],[450670,3,0.0],[450671,4,0.10381],[450672,4,-0.312577],[450673,2,0.0],[450674,3,0.0],[450675,4,0.402781],[450676,4,0.229354],[450677,2,0.0],[450678,2,0.0],[450679,2,0.0],[450680,3,0.0],[450681,3,0.0],[450682,2,0.0],[450683,2,0.0],[450684,3,0.0],[450685,3,0.0],[450686,2,0.0],[450687,3,0.0],[450688,1,0.0],[450689,3,0.0],[450690,3,0.0],[450691,3,0.0],[450692,1,0.0],[450693,4,0.150153],[450694,3,0.0],[450695,2,0.0],[450696,1,0.0],[450697,4,0.331584],[450698,3,0.0],[450699,1,0.0],[450700,3,0.0],[450701,3,0.0],[450702,2,0.0],[450703,2,0.0],[450704,2,0.0],[450705,1,0.0],[450706,2,0.0],[450707,2,0.0],[450708,3,0.0],[450709,3,0.0],[450710,2,0.0],[450711,3,0.0],[450712,4,0.629985],[450713,4,6.767919],[450714,1,0.0],[450715,1,0.0],[450716,3,0.0],[450717,1,0.0],[450718,2,0.0],[450719,1,0.0],[450720,3,0.0],[450721,3,0.0],[450722,4,0.057464],[450723,3,0.0],[450724,1,0.0],[450725,2,0.0],[450726,3,0.0],[450727,1,0.0],[450728,3,0.0],[450729,4,-0.490383],[450730,1,0.0],[450731,4,-0.023682],[450732,2,0.0],[450733,3,0.0],[450734,4,13.903982],[450735,4,0.458424],[450736,1,0.0],[450737,3,0.0],[450738,4,-0.232277],[450739,1,0.0],[450740,4,-1.748213],[450741,1,0.0],[450742,2,0.0],[450743,2,0.0],[450744,2,0.0],[450745,2,0.0],[450746,3,0.0],[450747,2,0.0],[450748,2,0.0],[450749,3,0.0],[450750,3,0.0],[450751,4,0.114248],[450752,1,0.0],[450753,3,0.0],[450754,3,0.0],[450755,4,1.746673],[450756,3,0.0],[450757,2,0.0],[450758,3,0.0],[450759,4,1.661457],[450760,3,0.0],[450761,2,0.0],[450762,2,0.0],[450763,2,0.0],[450764,1,0.0],[450765,4,0.014107],[450766,4,-2.178615],[450767,3,0.0],[450768,1,0.0],[450769,3,0.0],[450770,1,0.0],[450771,4,1.73069],[450772,4,-1.017775],[450773,1,0.0],[450774,4,0.727605],[450775,4,-1.028028],[450776,3,0.0],[450777,3,0.0],[450778,3,0.0],[450779,3,0.0],[450780,4,-3.373062],[450781,4,-0.00034],[450782,3,0.0],[450783,3,0.0],[450784,4,0.189601],[450785,4,-0.620822],[450786,3,0.0],[450787,2,0.0],[450788,3,0.0],[450789,4,-0.008497],[450790,4,0.510029],[450791,1,0.0],[450792,1,0.0],[450793,1,0.0],[450794,4,-3.465944],[450795,1,0.0],[450796,2,0.0],[450797,4,-3.379505],[450798,4,-0.96966],[450799,3,0.0],[450800,4,-0.254311],[450801,3,0.0],[450802,2,0.0],[450803,4,0.86803],[450804,3,0.0],[450805,2,0.0],[450806,2,0.0],[450807,4,0.662686],[450808,3,0.0],[450809,1,0.0],[450810,2,0.0],[450811,2,0.0],[450812,4,0.112944],[450813,3,0.0],[450814,2,0.0],[450815,4,-0.20212],[450816,4,-0.57003],[450817,2,0.0],[450818,4,1.12218],[450819,4,0.094345],[450820,1,0.0],[450821,3,0.0],[450822,3,0.0],[450823,3,0.0],[450824,1,0.0],[450825,4,-0.633095],[450826,1,0.0],[450827,4,-6.161204],[450828,3,0.0],[450829,4,-0.557327],[450830,1,0.0],[450831,3,0.0],[450832,4,0.111159],[450833,4,-0.082515],[450834,4,2.960786],[450835,2,0.0],[450836,3,0.0],[450837,3,0.0],[450838,2,0.0],[450839,3,0.0],[450840,3,0.0],[450841,4,0.053645],[450842,1,0.0],[450843,2,0.0],[450844,3,0.0],[450845,1,0.0],[450846,2,0.0],[450847,2,0.0],[450848,4,-1.244325],[450849,3,0.0],[450850,1,0.0],[450851,1,0.0],[450852,3,0.0],[450853,2,0.0],[450854,3,0.0],[450855,2,0.0],[450856,4,-1.1676],[450857,3,0.0],[450858,1,0.0],[450859,4,0.023357],[450860,1,0.0],[450861,2,0.0],[450862,2,0.0],[450863,3,0.0],[450864,1,0.0],[450865,1,0.0],[450866,4,-2.503102],[450867,2,0.0],[450868,3,0.0],[450869,2,0.0],[450870,4,2.219315],[450871,1,0.0],[450872,4,0.078411],[450873,4,1.074068],[450874,2,0.0],[450875,1,0.0],[450876,1,0.0],[450877,4,-0.624171],[450878,1,0.0],[450879,2,0.0],[450880,4,1.365322],[450881,3,0.0],[450882,3,0.0],[450883,1,0.0],[450884,2,0.0],[450885,2,0.0],[450886,4,-0.287024],[450887,2,0.0],[450888,1,0.0],[450889,4,0.026802],[450890,3,0.0],[450891,3,0.0],[450892,4,-1.143692],[450893,2,0.0],[450894,2,0.0],[450895,3,0.0],[450896,2,0.0],[450897,4,0.497718],[450898,4,-0.060219],[450899,3,0.0],[450900,2,0.0],[450901,3,0.0],[450902,2,0.0],[450903,3,0.0],[450904,4,-0.255019],[450905,3,0.0],[450906,2,0.0],[450907,2,0.0],[450908,4,-1.004264],[450909,4,0.018908],[450910,3,0.0],[450911,1,0.0],[450912,1,0.0],[450913,4,-0.107792],[450914,2,0.0],[450915,3,0.0],[450916,2,0.0],[450917,2,0.0],[450918,2,0.0],[450919,4,0.882859],[450920,2,0.0],[450921,3,0.0],[450922,2,0.0],[450923,3,0.0],[450924,1,0.0],[450925,3,0.0],[450926,1,0.0],[450927,4,-0.050637],[450928,3,0.0],[450929,1,0.0],[450930,4,-0.1087],[450931,2,0.0],[450932,1,0.0],[450933,1,0.0],[450934,4,0.066301],[450935,2,0.0],[450936,4,-0.162667],[450937,4,-0.588691],[450938,3,0.0],[450939,2,0.0],[450940,3,0.0],[450941,4,-0.107286],[450942,3,0.0],[450943,1,0.0],[450944,4,-0.353261],[450945,1,0.0],[450946,3,0.0],[450947,4,-0.050274],[450948,1,0.0],[450949,1,0.0],[450950,3,0.0],[450951,1,0.0],[450952,4,0.13573],[450953,4,0.23572],[450954,4,-2.020928],[450955,1,0.0],[450956,4,0.27509],[450957,3,0.0],[450958,2,0.0],[450959,3,0.0],[450960,2,0.0],[450961,3,0.0],[450962,1,0.0],[450963,1,0.0],[450964,2,0.0],[450965,4,1.348803],[450966,4,0.470464],[450967,2,0.0],[450968,1,0.0],[450969,1,0.0],[450970,3,0.0],[450971,2,0.0],[450972,4,2.474385],[450973,2,0.0],[450974,1,0.0],[450975,1,0.0],[450976,2,0.0],[450977,4,1.059589],[450978,4,-1.305622],[450979,3,0.0],[450980,4,0.259594],[450981,1,0.0],[450982,4,0.128087],[450983,3,0.0],[450984,3,0.0],[450985,1,0.0],[450986,4,1.319772],[450987,3,0.0],[450988,1,0.0],[450989,4,-0.345731],[450990,2,0.0],[450991,1,0.0],[450992,2,0.0],[450993,4,0.207832],[450994,4,0.991733],[450995,4,-0.012318],[450996,4,0.086453],[450997,4,1.931778],[450998,4,0.100106],[450999,1,0.0]]},"worst_seeds":[[450019,4,-38.369885],[450238,4,-14.805082],[450475,4,-12.049979],[450827,4,-6.161204],[450611,4,-3.989899]],"notes":"MA total_edge on 310000..310003 reproduced exactly (17.116002, 23.820392, 2.376144, 243.87214); MA hash verified 5d1bd527...; N hash bf0d179f... Simulator at b244530, unmodified, defaults (2000 steps), SimulationEngine(sample_config(ChallengeConfig(),ParameterVariance(),seed=seed),factory,seed=seed), single process per 50-seed chunk, no --sandbox/--workers. s from the rival's first quotes, max(1,(ask-bid+1)//2); identical for both files on every seed. Off-target spreads 1-3: d exactly 0 on all 749 holdout seeds and all 140 tuning seeds. No failures, no missing seeds. Removal variant not run on holdout (only the selected variant was). Result: half premium s4 holdout -0.052 se 0.206; not a promotion."}