1import numpy as np 2 3from statsmodels.tools.tools import Bunch 4 5 6mpg_bs_poisson = Bunch() 7 8mpg_bs_poisson.smooth0 = Bunch() 9mpg_bs_poisson.smooth0.term = 'weight' 10mpg_bs_poisson.smooth0.bs_dim = 12 11mpg_bs_poisson.smooth0.dim = 1 12mpg_bs_poisson.smooth0.p_order = np.array([ 13 3, 2 14 ]) 15mpg_bs_poisson.smooth0.by = 'NA' 16mpg_bs_poisson.smooth0.label = 's(weight)' 17mpg_bs_poisson.smooth0.sp = -1 18mpg_bs_poisson.smooth0.m = np.array([ 19 3, 2 20 ]) 21mpg_bs_poisson.smooth0.knots = np.array([ 22 1488, 1488, 1488, 1488, 1953.22222222, 2118.77777778, 2275, 23 2383.88888889, 2515.55555556, 2757.33333333, 3016.44444444, 24 3208.11111111, 4066, 4066, 4066, 4066 25 ]) 26mpg_bs_poisson.smooth0.rank = 10 27mpg_bs_poisson.smooth0.null_space_dim = 1 28mpg_bs_poisson.smooth0.df = 11 29mpg_bs_poisson.smooth0.S_scale = 2.44395544177397e-06 30mpg_bs_poisson.smooth0.vn = 'weight' 31mpg_bs_poisson.smooth0.first_para = 5 32mpg_bs_poisson.smooth0.last_para = 15 33mpg_bs_poisson.smooth0.S = np.array([ 34 0.130569121544375, -0.0191732921244136, 0.0202548028417763, 35 0.0393112950002946, 0.032061392663319, 0.0241651485426007, 36 0.0238771778381105, 0.0389406835250852, 0.0171569521441248, 37 0.00680570834700402, 0.00541920498010491, -0.0191732921244136, 38 0.0631473273216884, -0.0592997810399249, 0.0178641542128365, 39 0.00461438941034586, 0.00793912465273829, 0.00408821971418319, 40 -0.000681869049168392, 0.00213834646721613, 0.000935846814259467, 41 0.000163463753965317, 0.0202548028417763, -0.0592997810399249, 42 0.201022514824508, -0.186241322892132, 0.00284878067469136, 43 0.0287314367063779, 0.00263260805442764, -0.00708846456492193, 44 0.00065385484055723, 0.000395067932117418, -0.000586348849229599, 45 0.0393112950002947, 0.0178641542128365, -0.186241322892132, 46 0.479322071007576, -0.286380917395105, 0.0563704638942206, 47 0.0348887744557148, 0.0255203052273876, 0.0138979985789615, 48 0.00560832050247454, 0.00383270204450356, 0.032061392663319, 49 0.00461438941034587, 0.00284878067469137, -0.286380917395105, 50 0.414581586658592, -0.181289913269406, -0.00412646444222532, 51 -0.00354719180127285, -0.00206283566879658, -0.000685858743449883, 52 -0.00142523589453221, 0.0241651485426007, 0.00793912465273829, 53 0.0287314367063779, 0.0563704638942206, -0.181289913269406, 54 0.213321319885371, -0.0483506678191679, 0.0110304252072989, 55 0.0122299348640366, 0.00357726593043956, 0.00234383478372281, 56 0.0238771778381105, 0.00408821971418319, 0.00263260805442764, 57 0.0348887744557148, -0.00412646444222533, -0.0483506678191679, 58 0.0999220996092033, -0.0356092452156359, 0.00921547832469341, 59 0.00389860712399989, 0.00147745030481206, 0.0389406835250852, 60 -0.000681869049168392, -0.00708846456492192, 0.0255203052273876, 61 -0.00354719180127286, 0.0110304252072989, -0.0356092452156359, 62 0.0574427000604467, -0.0102653399490586, -0.000311188772793241, 63 0.00285258581655637, 0.0171569521441248, 0.00213834646721613, 64 0.000653854840557233, 0.0138979985789615, -0.00206283566879658, 65 0.0122299348640366, 0.00921547832469341, -0.0102653399490586, 66 0.0189789273643945, -0.0062453384832703, 0.00255839876648785, 67 0.00680570834700402, 0.000935846814259467, 0.000395067932117419, 68 0.00560832050247454, -0.000685858743449884, 0.00357726593043956, 69 0.00389860712399989, -0.000311188772793241, -0.0062453384832703, 70 0.0211496391608495, -0.0111654555301857, 0.00541920498010491, 71 0.000163463753965317, -0.000586348849229599, 0.00383270204450356, 72 -0.00142523589453221, 0.00234383478372281, 0.00147745030481206, 73 0.00285258581655637, 0.00255839876648785, -0.0111654555301857, 74 0.00794139033444708 75 ]).reshape(11, 11, order='F') 76 77mpg_bs_poisson.coefficients = np.array([ 78 3.38155196812657, -0.2398057983025, 0.0385574655971876, 79 0.0308789097162079, 0.322087207070371, 0.114222640046661, 80 -0.0703319473834318, -0.0932993942273026, -0.164529819124519, 81 -0.150860338924587, -0.19827414261489, -0.318132823476157, 82 -0.277920321049033, -0.291752287584618, -0.335850782440607, 83 0.147266917321495, 0.0655746640077953, 0.00329634588440575, 84 -0.0178203244735351, -0.0949069908870388, -0.162736107333124, 85 -0.267760412623755, -0.31426029441775, -0.36537967845964 86 ]) 87mpg_bs_poisson.residuals = np.array([ 88 -0.0597164611104715, -0.0597164611104715, 0.0070681780740447, 89 -0.0244130279937029, -0.109459035981563, -0.167042459441988, 90 -0.105640645333752, -0.0887544418878843, -0.0954712805695528, 91 -0.0784623437350325, -0.0430169241934606, -0.0430169241934606, 92 0.0030916078609633, 0.0137773951290736, 0.0148539285398903, 93 -0.0370396919392229, -0.0112736908607727, -0.052100214301857, 94 0.05696516521011, 0.132586599766586, 0.152452919091744, 95 0.0958117450422904, -0.0818874568564589, -0.0996285128088896, 96 -0.039947957328768, -0.0297876572186078, -0.0297876572186078, 97 -0.0757627215899457, -0.0131089324697808, -0.0233738731200743, 98 0.286760172557162, -0.0814957361302606, 0.0714671532989226, 99 -0.0558415218265038, -0.0484787948859533, -0.0236434176492324, 100 -0.0172259149323173, 0.00318143181414277, 0.0231117802042631, 101 0.0285924230117791, 0.0524599141234474, 0.0116354361716793, 102 -0.00558296033674166, -0.0940825558878515, 0.132586599766586, 103 0.152452919091744, 0.0461585732431811, 0.036440559843717, 104 0.036440559843717, 0.00758219423801565, -0.105282911203192, 105 -0.0708600665943635, -0.0685585970304921, -0.0501105407364437, 106 -0.0478013558335348, -0.295992218769999, -0.295992218769999, 107 -0.294876506179699, -0.243930144705301, 0.010594364536701, 108 0.0184495378782166, 0.010594364536701, 0.0184495378782166, 109 0.0421491667369525, 0.0230515193544041, -0.102317831424696, 110 -0.00921877268202032, -0.04273337969419, -0.00119636037327275, 111 -0.0461713804461907, 0.00242207736643074, -0.00206774027200307, 112 -0.0119510982296829, -0.0463162166023352, -0.0776191103317818, 113 0.0686101070886802, 0.118868895618542, -0.0505723217649421, 114 -0.0228687782317891, -0.0931020215865397, -0.0139373055232768, 115 -0.0329425423946335, -0.019547742575587, -0.00462341430485536, 116 -0.0037863985625175, -0.0209367502247506, -0.00850079663664394, 117 -0.00363892191661508, -0.00363892191661508, -0.0725184022338961, 118 0.0701390830766382, -0.0591199977863917, -0.0498592974299408, 119 -0.0100344019333893, -0.0438341236186641, -0.00819025184245747, 120 -0.0345607099570335, -0.00404629308005688, -0.017423468562916, 121 0.0751572654869439, 0.0669394971058765, -0.0679255314192151, 122 -0.0349740550587878, 0.0355822453431487, 0.0642764024494471, 123 0.0402581086152893, 0.0766500282298974, -0.108739714671304, 124 0.0579475740333115, -0.0762240417848723, -0.0158254364629684, 125 -0.106391902749726, 0.0681088212932508, -0.073453881324304, 126 -0.00607566275315818, -0.100457295597509, 0.0681088212932508, 127 -0.0228550021478378, 0.118868895618542, -0.0996285128088896, 128 -0.039947957328768, -0.0297876572186078, 0.0607856968972396, 129 -0.0131089324697808, -0.0146135261048062, -0.0264261656715257, 130 -0.0145337592605999, -0.0145337592605999, -0.0064905487190714, 131 0.226809817977968, -0.0459953733057028, -0.0386603873101858, 132 -0.0363408944476897, -0.0267731783454677, 0.00999638170999839, 133 0.0169931451495056, 0.00192444906825173, -0.120308776123272, 134 -0.0400164322133238, 0.130247697154032, 0.00746981127430812, 135 0.0306709674011021, -0.0372819368771609, 0.0976557161110208, 136 0.0465873287478877, 0.0269883944212412, -0.0674146853454123, 137 0.0873341779571093, 0.0693951026504345, -0.0280641297469413, 138 -0.0392924504624044, 0.0735437039091389, -0.0247046596041458, 139 0.171463552666685, -0.013091147087648, -0.000813946803385424, 140 -0.0956269920449824, 0.0107698324203134, 0.25732769645148, 141 -0.0621561621420588, -0.0549179845713752, -0.00160856625504557, 142 0.0126062678583092, 0.0705449231002744, 0.0842095493097967, 143 0.0883081440038147, 0.0872170109597095, 0.0912812221820642, 144 0.123175492931149, 0.131142517763956, 0.184711504210098, 145 0.136459914352958, -0.0929831907336212, 0.0885449049874016, 146 0.0885449049874016, 0.102638885670704, 0.104987186006888, 147 0.0567660298014965, 0.121868643941937, 0.0694291967778775, 148 -0.0353205301526058, -0.0107460163888975, -0.0342456641975604, 149 -0.00957686458378415, 0.0143852426645283, 0.0450346063721021, 150 0.0367753899157743, -0.0896986969406739, -0.101104390140708, 151 -0.136305098940538, 0.00460226286555798, 0.0351388253204785, 152 0.116934978569832, 0.13995662419881, 0.170013018072364, 153 0.191118649321067, -0.0478214884195327, -0.0295329898984451, 154 0.124455798890416, 0.0603367500448151, -0.0610962381564639, 155 0.0212222309861203, -0.0538512733755478 156 ]) 157mpg_bs_poisson.fitted_values = np.array([ 158 22.3336888624052, 22.3336888624052, 18.8666471780851, 24.6005745142783, 159 20.2124334840001, 22.8102863289666, 21.2442570213741, 20.8505817458946, 160 18.7943175653995, 17.3622856225417, 24.0338628565774, 24.0338628565774, 161 20.9352763351109, 20.7146066788422, 19.7072696252699, 16.6154304243557, 162 16.1824357783393, 15.8244576339389, 44.4669337713292, 33.5515182749217, 163 32.9731474236258, 33.764923735666, 33.764923735666, 26.6556641802072, 164 32.2899161942785, 31.9517683223134, 31.9517683223134, 25.9673576911837, 165 24.3187934206985, 19.4547324478203, 38.080134157885, 33.7505237802536, 166 35.4653895670086, 31.7743267613674, 31.5284618343364, 30.7264789753035, 167 30.5258354446067, 26.9143737550779, 26.3900783105141, 26.2494642153229, 168 25.6541837248854, 23.723961361835, 25.1403576194408, 26.4924802541156, 169 33.5515182749217, 32.9731474236258, 22.9410728104038, 14.4726099895799, 170 14.4726099895799, 12.9021732165794, 33.5301520174866, 33.3641886280506, 171 33.2817500931026, 32.6353763563543, 32.5562320319588, 24.1474603736604, 172 24.1474603736604, 24.1092519948462, 21.1620657641, 25.7274341836643, 173 25.5290017158504, 25.7274341836643, 25.5290017158504, 34.5439992172317, 174 25.4141648862486, 21.1656203778165, 31.2884410253879, 22.9821029307089, 175 22.0263514540474, 23.0649401255032, 21.9468430481884, 16.0331523948941, 176 16.1935304733726, 14.6799182745066, 15.1781115120846, 17.7801050860014, 177 33.0691112648595, 32.6512494955146, 31.725523972003, 26.4638366952653, 178 23.3250888902206, 25.8516180226821, 19.3788120289629, 19.0882529015196, 179 19.0722150074884, 25.5346117891147, 25.2143419936145, 23.0840008767134, 180 23.0840008767134, 33.4238437448952, 42.0506088522863, 32.9478785042368, 181 32.6267466662015, 31.3142194643355, 32.4211528205977, 31.2559944662652, 182 32.1097352466569, 31.1259446946281, 31.5497052984366, 25.1126052594469, 183 25.3060272613759, 18.2388860257967, 17.6161066851271, 18.3471666161138, 184 17.8525051915754, 16.3420980420225, 17.6473315393281, 21.3181270530784, 185 26.4663398142244, 20.5677576159384, 25.401997700644, 21.2621170941322, 186 26.2145573950957, 20.5062647363485, 25.1528200519264, 21.1218432510333, 187 26.2145573950957, 18.4210122751131, 33.0691112648595, 26.6556641802072, 188 32.2899161942785, 31.9517683223134, 29.2236217839983, 24.3187934206985, 189 19.2817747181913, 19.5157258032775, 17.2507177792766, 17.2507177792766, 190 17.1110601696662, 13.8570785388883, 22.01247186061, 21.8445175074418, 191 21.7919385382283, 21.5777037097056, 18.8119485812727, 18.6825251385611, 192 30.9404566669959, 29.5558251512617, 27.0837969236757, 28.3123779686312, 193 27.7923960466705, 25.2262854221658, 24.92941694908, 21.8647793180832, 194 26.7536202960708, 24.343020949218, 24.662622967121, 21.1526506443608, 195 32.7287827606976, 31.8951084621752, 32.2678842431506, 28.8763278915599, 196 27.6839218662126, 23.048092224925, 30.3979439554833, 30.0244382955741, 197 37.5951069978098, 37.5951069978098, 30.2228290263917, 29.8557167725841, 198 29.6270583323936, 29.0467235793694, 28.6389694795548, 24.2866968391243, 199 23.9806041337226, 22.052577785282, 22.0747097939672, 21.9924979117765, 200 21.3679875950349, 21.2174855273261, 20.2580965194576, 25.5178380106008, 201 33.0754619909028, 24.8037539620954, 24.8037539620954, 24.4867112441592, 202 18.0997574028658, 17.9793818727964, 17.8273990524644, 17.7664870729599, 203 38.3547086431239, 27.2932941866366, 38.3120205919209, 27.2610756297141, 204 26.6171064644809, 35.4055260700386, 25.0777557539364, 26.3648968966003, 205 26.6994295408305, 21.998508937234, 32.8488210905178, 24.1513499334353, 206 20.5920670775752, 20.1762062799231, 20.5125922782815, 20.1491262131442, 207 17.8537950533904, 17.5173394077775, 20.4543389101606, 17.9188356898853, 208 19.171293940347, 25.4596886075362, 20.0814094711999 209 ]) 210mpg_bs_poisson.linear_predictors = np.array([ 211 3.10609624980832, 3.10609624980832, 2.93739566357681, 3.20276979690456, 212 3.00629793406294, 3.12721158899991, 3.05608660102651, 3.03738184933733, 213 2.9335545669874, 2.85430036085041, 3.17946378824737, 3.17946378824737, 214 3.04143559905492, 3.03083908808588, 2.98098758418526, 2.81033180724024, 215 2.78392644284256, 2.76155669470604, 3.79474585164685, 3.51308211648978, 216 3.4956935157856, 3.51942250434414, 3.51942250434414, 3.28300166762353, 217 3.4747549893589, 3.46422752584326, 3.46422752584326, 3.25684027583847, 218 3.19124944323147, 2.96809035398114, 3.63969273297066, 3.51899593661304, 219 3.56855727914211, 3.45865862916789, 3.45089068817213, 3.42512479018631, 220 3.41857338881492, 3.2926604842363, 3.27298811794221, 3.26764557798449, 221 3.24470666649875, 3.1664855653221, 3.2244744281779, 3.27686092872792, 222 3.51308211648978, 3.4956935157856, 3.13292887653641, 2.67225789684402, 223 2.67225789684402, 2.55739576358026, 3.51244509424318, 3.50748312800355, 224 3.50500920150253, 3.48539686431283, 3.48296881060363, 3.18417921405787, 225 3.18417921405787, 3.18259566702687, 3.05221022812765, 3.24755790051531, 226 3.23981512809367, 3.24755790051531, 3.23981512809367, 3.54223385111242, 227 3.23530669126982, 3.05237818503949, 3.44324873302594, 3.13471577957874, 228 3.09223952994195, 3.13831372110367, 3.08862330449352, 2.77465860323819, 229 2.78461180897998, 2.68648045603917, 2.71985435790984, 2.87808014041708, 230 3.49859965227091, 3.48588312437807, 3.45712152952405, 3.27577914799641, 231 3.14952955766808, 3.25237319174925, 2.96418030576864, 2.94907311450918, 232 2.9482325642825, 3.24003485689474, 3.22741295935692, 3.13913977482799, 233 3.13913977482799, 3.50926952986597, 3.73887386555994, 3.4949268735718, 234 3.48513240187112, 3.44407229037009, 3.47881107460801, 3.44221118070723, 235 3.46915926286833, 3.43804170595891, 3.45156424816504, 3.22336992164832, 236 3.23104259903575, 2.90355590963404, 2.86881363611135, 2.90947515473725, 237 2.88214384524492, 2.79374448033398, 2.87058458437584, 3.05955774614591, 238 3.27587372992023, 3.02372468537151, 3.23482782056342, 3.0569269490534, 239 3.26631488223122, 3.02073043635419, 3.22497001956098, 3.05030773017343, 240 3.26631488223122, 2.91349198453504, 3.49859965227091, 3.28300166762353, 241 3.4747549893589, 3.46422752584326, 3.37497734744367, 3.19124944323147, 242 2.9591603346448, 2.97122059201258, 2.84785375300452, 2.84785375300452, 243 2.83972504797555, 2.62879618791377, 3.09160919548466, 3.08394997506595, 244 3.0815401095808, 3.07166054590621, 2.93449223078504, 2.92758860238871, 245 3.43206460479669, 3.38628085306311, 3.29893564957711, 3.34329909307524, 246 3.32476245978116, 3.22788652320362, 3.21604850974011, 3.08487709188384, 247 3.2866698023555, 3.1922451944518, 3.20528885733209, 3.05176522361415, 248 3.48825489749758, 3.46245265828934, 3.47407243971087, 3.36302215537105, 249 3.32085180663105, 3.13758299920276, 3.41437497308165, 3.4020116599001, 250 3.62687390889084, 3.62687390889084, 3.40859756683735, 3.39637633817112, 251 3.38868807661617, 3.36890569137327, 3.35476835958596, 3.18992874525813, 252 3.17724534251483, 3.09342950142183, 3.09443260003746, 3.09070139119307, 253 3.06189389526813, 3.05482563075123, 3.00855454176395, 3.23937773743491, 254 3.49879167788239, 3.21099501115507, 3.21099501115507, 3.19813057220198, 255 2.89589853502537, 2.88922564985387, 2.88073654644261, 2.8773139339888, 256 3.64687730106182, 3.30664103782876, 3.64576370051983, 3.30545988365993, 257 3.28155410925581, 3.56686791163023, 3.22198122826548, 3.27203346235845, 258 3.28464219966599, 3.09097467548117, 3.49191585663117, 3.18434027640117, 259 3.02490590830647, 3.00450400319504, 3.0210389550426, 3.00316092334049, 260 2.88221609366084, 2.86319121368963, 3.01819503162959, 2.88585243277332, 261 2.95341405297199, 3.23709636239996, 2.99979448514897 262 ]) 263mpg_bs_poisson.deviance = 37.5688885982924 264mpg_bs_poisson.null_deviance = 337.261844954099 265mpg_bs_poisson.iter = 2 266mpg_bs_poisson.weights = np.array([ 267 22.3336888624052, 22.3336888624052, 18.8666471780852, 24.6005745142783, 268 20.2124334840002, 22.8102863289666, 21.2442570213741, 20.8505817458947, 269 18.7943175653996, 17.3622856225417, 24.0338628565775, 24.0338628565775, 270 20.935276335111, 20.7146066788423, 19.70726962527, 16.6154304243558, 271 16.1824357783394, 15.8244576339389, 44.4669337713293, 33.5515182749217, 272 32.9731474236259, 33.7649237356661, 33.7649237356661, 26.6556641802073, 273 32.2899161942786, 31.9517683223135, 31.9517683223135, 25.9673576911838, 274 24.3187934206986, 19.4547324478204, 38.0801341578851, 33.7505237802537, 275 35.4653895670087, 31.7743267613674, 31.5284618343365, 30.7264789753035, 276 30.5258354446068, 26.9143737550779, 26.3900783105142, 26.249464215323, 277 25.6541837248854, 23.7239613618351, 25.1403576194409, 26.4924802541157, 278 33.5515182749217, 32.9731474236259, 22.9410728104039, 14.47260998958, 279 14.47260998958, 12.9021732165794, 33.5301520174867, 33.3641886280507, 280 33.2817500931026, 32.6353763563543, 32.5562320319589, 24.1474603736604, 281 24.1474603736604, 24.1092519948462, 21.1620657641001, 25.7274341836644, 282 25.5290017158505, 25.7274341836644, 25.5290017158505, 34.5439992172318, 283 25.4141648862487, 21.1656203778166, 31.2884410253879, 22.982102930709, 284 22.0263514540475, 23.0649401255033, 21.9468430481884, 16.0331523948941, 285 16.1935304733727, 14.6799182745067, 15.1781115120846, 17.7801050860015, 286 33.0691112648596, 32.6512494955146, 31.7255239720031, 26.4638366952653, 287 23.3250888902207, 25.8516180226822, 19.3788120289629, 19.0882529015196, 288 19.0722150074884, 25.5346117891148, 25.2143419936146, 23.0840008767135, 289 23.0840008767135, 33.4238437448953, 42.0506088522863, 32.9478785042369, 290 32.6267466662016, 31.3142194643356, 32.4211528205978, 31.2559944662652, 291 32.1097352466569, 31.1259446946282, 31.5497052984367, 25.112605259447, 292 25.306027261376, 18.2388860257968, 17.6161066851272, 18.3471666161139, 293 17.8525051915755, 16.3420980420226, 17.6473315393282, 21.3181270530784, 294 26.4663398142245, 20.5677576159385, 25.4019977006441, 21.2621170941323, 295 26.2145573950958, 20.5062647363486, 25.1528200519265, 21.1218432510334, 296 26.2145573950958, 18.4210122751131, 33.0691112648596, 26.6556641802073, 297 32.2899161942786, 31.9517683223135, 29.2236217839984, 24.3187934206986, 298 19.2817747181913, 19.5157258032775, 17.2507177792766, 17.2507177792766, 299 17.1110601696662, 13.8570785388883, 22.0124718606101, 21.8445175074419, 300 21.7919385382284, 21.5777037097057, 18.8119485812728, 18.6825251385612, 301 30.940456666996, 29.5558251512618, 27.0837969236757, 28.3123779686313, 302 27.7923960466706, 25.2262854221659, 24.9294169490801, 21.8647793180832, 303 26.7536202960709, 24.343020949218, 24.6626229671211, 21.1526506443609, 304 32.7287827606977, 31.8951084621753, 32.2678842431507, 28.87632789156, 305 27.6839218662126, 23.048092224925, 30.3979439554834, 30.0244382955742, 306 37.5951069978099, 37.5951069978099, 30.2228290263918, 29.8557167725842, 307 29.6270583323937, 29.0467235793695, 28.6389694795549, 24.2866968391243, 308 23.9806041337226, 22.0525777852821, 22.0747097939672, 21.9924979117766, 309 21.3679875950349, 21.2174855273262, 20.2580965194577, 25.5178380106008, 310 33.0754619909028, 24.8037539620955, 24.8037539620955, 24.4867112441593, 311 18.0997574028658, 17.9793818727964, 17.8273990524644, 17.7664870729599, 312 38.3547086431239, 27.2932941866367, 38.312020591921, 27.2610756297141, 313 26.6171064644809, 35.4055260700387, 25.0777557539365, 26.3648968966003, 314 26.6994295408305, 21.9985089372341, 32.8488210905178, 24.1513499334354, 315 20.5920670775753, 20.1762062799232, 20.5125922782816, 20.1491262131442, 316 17.8537950533905, 17.5173394077776, 20.4543389101607, 17.9188356898853, 317 19.1712939403471, 25.4596886075362, 20.0814094712 318 ]) 319mpg_bs_poisson.working_weights = np.array([ 320 22.3336888624052, 22.3336888624052, 18.8666471780852, 24.6005745142783, 321 20.2124334840002, 22.8102863289666, 21.2442570213741, 20.8505817458947, 322 18.7943175653996, 17.3622856225417, 24.0338628565775, 24.0338628565775, 323 20.935276335111, 20.7146066788423, 19.70726962527, 16.6154304243558, 324 16.1824357783394, 15.8244576339389, 44.4669337713293, 33.5515182749217, 325 32.9731474236259, 33.7649237356661, 33.7649237356661, 26.6556641802073, 326 32.2899161942786, 31.9517683223135, 31.9517683223135, 25.9673576911838, 327 24.3187934206986, 19.4547324478204, 38.0801341578851, 33.7505237802537, 328 35.4653895670087, 31.7743267613674, 31.5284618343365, 30.7264789753035, 329 30.5258354446068, 26.9143737550779, 26.3900783105142, 26.249464215323, 330 25.6541837248854, 23.7239613618351, 25.1403576194409, 26.4924802541157, 331 33.5515182749217, 32.9731474236259, 22.9410728104039, 14.47260998958, 332 14.47260998958, 12.9021732165794, 33.5301520174867, 33.3641886280507, 333 33.2817500931026, 32.6353763563543, 32.5562320319589, 24.1474603736604, 334 24.1474603736604, 24.1092519948462, 21.1620657641001, 25.7274341836644, 335 25.5290017158505, 25.7274341836644, 25.5290017158505, 34.5439992172318, 336 25.4141648862487, 21.1656203778166, 31.2884410253879, 22.982102930709, 337 22.0263514540475, 23.0649401255033, 21.9468430481884, 16.0331523948941, 338 16.1935304733727, 14.6799182745067, 15.1781115120846, 17.7801050860015, 339 33.0691112648596, 32.6512494955146, 31.7255239720031, 26.4638366952653, 340 23.3250888902207, 25.8516180226822, 19.3788120289629, 19.0882529015196, 341 19.0722150074884, 25.5346117891148, 25.2143419936146, 23.0840008767135, 342 23.0840008767135, 33.4238437448953, 42.0506088522863, 32.9478785042369, 343 32.6267466662016, 31.3142194643356, 32.4211528205978, 31.2559944662652, 344 32.1097352466569, 31.1259446946282, 31.5497052984367, 25.112605259447, 345 25.306027261376, 18.2388860257968, 17.6161066851272, 18.3471666161139, 346 17.8525051915755, 16.3420980420226, 17.6473315393282, 21.3181270530784, 347 26.4663398142245, 20.5677576159385, 25.4019977006441, 21.2621170941323, 348 26.2145573950958, 20.5062647363486, 25.1528200519265, 21.1218432510334, 349 26.2145573950958, 18.4210122751131, 33.0691112648596, 26.6556641802073, 350 32.2899161942786, 31.9517683223135, 29.2236217839984, 24.3187934206986, 351 19.2817747181913, 19.5157258032775, 17.2507177792766, 17.2507177792766, 352 17.1110601696662, 13.8570785388883, 22.0124718606101, 21.8445175074419, 353 21.7919385382284, 21.5777037097057, 18.8119485812728, 18.6825251385612, 354 30.940456666996, 29.5558251512618, 27.0837969236757, 28.3123779686313, 355 27.7923960466706, 25.2262854221659, 24.9294169490801, 21.8647793180832, 356 26.7536202960709, 24.343020949218, 24.6626229671211, 21.1526506443609, 357 32.7287827606977, 31.8951084621753, 32.2678842431507, 28.87632789156, 358 27.6839218662126, 23.048092224925, 30.3979439554834, 30.0244382955742, 359 37.5951069978099, 37.5951069978099, 30.2228290263918, 29.8557167725842, 360 29.6270583323937, 29.0467235793695, 28.6389694795549, 24.2866968391243, 361 23.9806041337226, 22.0525777852821, 22.0747097939672, 21.9924979117766, 362 21.3679875950349, 21.2174855273262, 20.2580965194577, 25.5178380106008, 363 33.0754619909028, 24.8037539620955, 24.8037539620955, 24.4867112441593, 364 18.0997574028658, 17.9793818727964, 17.8273990524644, 17.7664870729599, 365 38.3547086431239, 27.2932941866367, 38.312020591921, 27.2610756297141, 366 26.6171064644809, 35.4055260700387, 25.0777557539365, 26.3648968966003, 367 26.6994295408305, 21.9985089372341, 32.8488210905178, 24.1513499334354, 368 20.5920670775753, 20.1762062799232, 20.5125922782816, 20.1491262131442, 369 17.8537950533905, 17.5173394077776, 20.4543389101607, 17.9188356898853, 370 19.1712939403471, 25.4596886075362, 20.0814094712 371 ]) 372mpg_bs_poisson.prior_weights = np.array([ 373 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 374 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 375 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 376 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 377 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 378 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 379 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 380 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 381 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 382 ]) 383mpg_bs_poisson.df_null = 202 384mpg_bs_poisson.y = np.array([ 385 21, 21, 19, 24, 18, 19, 19, 19, 17, 16, 23, 23, 21, 21, 20, 16, 16, 15, 386 47, 38, 38, 37, 31, 24, 31, 31, 31, 24, 24, 19, 49, 31, 38, 30, 30, 30, 387 30, 27, 27, 27, 27, 24, 25, 24, 38, 38, 24, 15, 15, 13, 30, 31, 31, 31, 388 31, 17, 17, 17, 16, 26, 26, 26, 26, 36, 26, 19, 31, 22, 22, 22, 22, 16, 389 16, 14, 14, 19, 37, 31, 31, 24, 23, 25, 19, 19, 19, 25, 25, 23, 23, 31, 390 45, 31, 31, 31, 31, 31, 31, 31, 31, 27, 27, 17, 17, 19, 19, 17, 19, 19, 391 28, 19, 25, 19, 28, 19, 25, 19, 28, 18, 37, 24, 31, 31, 31, 24, 19, 19, 392 17, 17, 17, 17, 21, 21, 21, 21, 19, 19, 31, 26, 26, 32, 28, 26, 24, 24, 393 28, 25, 23, 23, 35, 31, 31, 31, 27, 27, 30, 30, 34, 38, 38, 28, 28, 29, 394 29, 26, 26, 24, 24, 24, 24, 24, 24, 29, 30, 27, 27, 27, 20, 19, 20, 19, 395 37, 27, 37, 27, 27, 37, 26, 24, 24, 19, 33, 25, 23, 23, 24, 24, 17, 17, 396 23, 19, 18, 26, 19 397 ]) 398mpg_bs_poisson.rV = np.array([ 399 0, 0, 0, 0, -8.9130297985463e-05, -0.000176684273823698, 400 0.0011584583691732, -0.00390049177471793, 0.00344010782379437, 401 -0.00135790861015704, -0.000111385074008239, -0.000176972060004861, 402 -9.86203908496754e-05, -3.64890558944375e-05, -3.08026950210881e-05, 0, 403 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1.00732908209018e-08, 404 -1.9968429523216e-08, 1.3092616450685e-07, -4.40824151599687e-07, 405 3.88792670366615e-07, -1.53467548605631e-07, -1.25884718098402e-08, 406 -2.00009544217366e-08, -1.11458381757212e-08, -4.12390489107036e-09, 407 -3.48124613097974e-09, 0.000484189713776837, 0.00176326319300196, 408 -0.00213289729840957, 0.00171891163782342, 0.000158871132568822, 409 0.000404028755237099, 0.000172315861842303, 4.89726562858341e-05, 410 1.83249073133473e-05, 0, 0, 0, 0, -0.000254544577467626, 411 -0.001035854174059, 0.0046293795015643, -0.00326301657903083, 412 -0.00369019497478088, 0.00424113890068213, -0.00111478223779753, 413 -8.31563834028823e-05, 3.46682153808709e-06, -1.64898555754477e-05, 414 -9.07732254822129e-06, 6.0169393955401e-07, 2.19117578684648e-06, 415 -2.65051351077577e-06, 2.13606089860863e-06, 1.97426328806317e-07, 416 5.0207934310591e-07, 2.14133854581071e-07, 6.08574483361064e-08, 417 2.27720361659973e-08, 0, 0, 0, 0, -8.67530824448457e-07, 418 -3.50085835082344e-06, 1.5704337049189e-05, -1.1558369799142e-05, 419 -1.18261820387094e-05, 1.40035677392858e-05, -3.75511703912262e-06, 420 -3.06863463308056e-07, -4.02009554224386e-09, -6.10721916028877e-08, 421 -3.5318767498273e-08, -0.000382530042043907, -0.00255975045612884, 422 -2.99883291413828e-06, 0.00294330517341526, -0.00281607442586145, 423 0.000253368944788171, -0.000122754106081541, -4.2763005163725e-05, 424 -1.30236129168315e-05, 0, 0, 0, 0, -0.00966644355174144, 425 0.00269105367197029, -0.00334645589725531, -0.00234181093625769, 426 -0.00216540983679256, -0.00066383484979213, -0.00237599704209698, 427 -0.0025908794761289, -0.00118961452521134, -0.00047380312071635, 428 -0.000383619934532888, 5.15841833882531e-08, -1.94845144065131e-07, 429 -7.80952028852524e-07, 1.59403673671029e-06, -8.65625953468978e-07, 430 2.30856760369028e-07, 2.27477703785993e-08, 3.88153165550371e-09, 431 2.42916435116361e-09, 0, 0, 0, 0, 0.00206071513456646, 432 0.00259032221886972, -0.00462767183063042, -0.000812824166230881, 433 0.00327127979674583, 0.00636775605071208, -0.00706904029020125, 434 0.0038451705444942, -4.78467478660841e-05, 3.51536747705564e-06, 435 0.000141313878548576, 2.10782460099238e-07, 3.38869931168823e-06, 436 2.86390520594828e-06, -8.91501199000953e-06, 6.11375240450779e-06, 437 -1.11044209821123e-06, 4.49490645479527e-08, 3.046867980894e-08, 438 4.71123050344579e-09, 0, 0, 0, 0, 0.00216388091005572, 439 0.0072785576896648, -0.00311587959475874, -0.00239308716572744, 440 0.00144238479341897, 0.00678208940398299, 0.00874004674289753, 441 -0.00685793621788863, 0.0033588493044311, 0.000612698808337676, 442 0.000171678666979125, -6.30057645838362e-07, -5.07268731106957e-06, 443 -1.24429998247157e-06, 8.00582245681437e-06, -6.61366914887778e-06, 444 8.37690225444627e-07, -1.92360546261274e-07, -7.34241156464652e-08, 445 -2.03835562953002e-08, 0, 0, 0, 0, -2.2318052171308e-05, 446 1.00187730987837e-06, 5.83061748307947e-05, -3.45050041792168e-05, 447 -5.05331594075182e-05, 9.27165882205839e-06, 7.16977964102637e-05, 448 -5.71805931575351e-05, 1.06595362126306e-05, 1.37331425262819e-06, 449 -1.03861037743204e-06, -6.16816513887191e-05, -0.00397223763403223, 450 -0.00331945740763105, 0.00040255086143712, 0.00378466857534277, 451 -0.00325030280975968, -0.000271335113409458, -7.80253442210804e-05, 452 -4.36513398991459e-05, 0, 0, 0, 0, 0.00182160098394648, 453 0.0140353939250751, 0.00184333025785555, -0.00371605504172841, 454 -0.00536561351594821, -0.00495181859482273, 0.00458467528732412, 455 0.0128362620543724, -0.00605747342330702, 0.00204832461339022, 456 -7.6277769152395e-05, -4.19141107502209e-06, -0.000129533993153208, 457 -9.63657701282369e-05, 4.2472204591931e-05, 7.84167279344425e-05, 458 -8.63726646261737e-05, -8.24485498650714e-06, -2.44196733700831e-06, 459 -1.2846096191467e-06, 0, 0, 0, 0, -0.000111854458371005, 460 -0.0030362002288163, -0.00103705133742332, 0.000437977493539271, 461 0.00133786612382401, 0.00225092840905142, 0.000927619479306194, 462 -0.00201944800380486, -0.0101339323949803, 0.0226636304940929, 463 -0.0123761853740514, 1.01542617077534e-06, 2.85681463258814e-05, 464 2.05230490131649e-05, -8.90719228375958e-06, -1.70051211426309e-05, 465 1.88733138779214e-05, 1.83051339841541e-06, 5.41785688208812e-07, 466 2.8339017949807e-07, 0, 0, 0, 0, 4.65402191088959e-05, 467 0.000191816594322909, -4.54028851717489e-06, -3.18890377626848e-05, 468 -5.7674071220918e-05, -3.79391537768814e-05, 2.39849167980979e-05, 469 0.000203747166481438, -0.000106995289962793, 7.69291581175877e-05, 470 -2.64037729668823e-05, -0.00177978600426665, 0.00388593763522146, 471 0.00772623228480497, 0.00736829029955221, 0.00358935560508782, 472 -0.00791584614212573, 0.00260070979940973, 0.000494193187052966, 473 -5.16890264935234e-06, 0, 0, 0, 0, -0.000752774096418275, 474 0.0145172326131151, 0.0135584669346244, 0.0084247696435658, 475 0.00341964710536383, -0.00534543003921537, -0.0119819810541305, 476 -0.00576414999763685, 0.0175467982472431, 0.00703564364103214, 477 -0.0075588975595249, 0.000162124661698533, -0.000517363075356893, 478 -0.000843527567273272, -0.000640702296616474, -0.000228240599694238, 479 0.000629209863537068, -0.000252521203049104, -4.90223702087604e-05, 480 -1.08712652734942e-06, 0, 0, 0, 0, -0.00572677403360511, 481 0.00870397569070348, 0.0156669586701219, 0.0147970077092393, 482 0.0140991545215927, 0.00845910163493166, 0.000446479103855692, 483 -0.00616089183508052, -0.0303069331722817, -0.0036612206130011, 484 0.0217792101261298, 0.000189946466274698, -0.000505169752388413, 485 -0.000908200445697714, -0.000760865821994572, -0.000317806093180382, 486 0.000783677174543439, -0.000284599371195069, -5.46600275429753e-05, 487 -3.4861779513484e-07, 0, 0, 0, 0, 0.000154872794432739, 488 0.000347867145902534, -0.000103102401856294, -0.000392898983966799, 489 -0.000575837864553121, -0.000562899412506052, -9.71872572167717e-05, 490 0.000520814308366405, 0.00099813091123171, 2.08971401302817e-05, 491 -0.000592020227328858, -0.00410594365252939, -9.93367498970981e-05, 492 0.0033499368419802, 0.00467254784048401, 0.00668857971950258, 493 0.0067164286612312, -0.0212771297885921, 0.0294716435709253, 494 -0.0154755121605764, 0, 0, 0, 0, -0.000206206119749145, 495 0.00205597864873973, 0.00168384931295861, 0.000749679428496663, 496 8.41486634926737e-05, -0.000706726922678021, -0.000617139988013067, 497 0.000167185618961349, 0.000492348623290797, 8.87037243629349e-05, 498 0.000157329110308255, -0.0116748017186726, -0.00163015109322018, 499 0.00682422864381095, 0.00998251986633975, 0.016148092859733, 500 0.0177601065922889, -0.017874797540282, -0.0213772410986876, 501 0.0157985614102532, 0, 0, 0, 0, 0.037193198873555, 502 0.000276975159045285, -0.0237629718390942, -0.0244127800075447, 503 -0.0310757874145892, -0.0255575206850703, -0.026673251680601, 504 -0.0350111136488692, -0.00886521071472492, 0.0245404712666937, 505 0.0463326363220799, -0.00253188718079104, -0.000653429116975908, 506 0.0011620482733327, 0.00211589034759339, 0.00367778201322326, 507 0.0040677604350883, -0.00507376363738053, -0.00223095373191136, 508 0.00206213937427957, 0, 0, 0, 0, 0.00873021053727884, 509 0.00788912587315529, 0.00315035854914982, 0.000729499906725857, 510 -0.00328134349842095, -0.00644376475504463, -0.0116331903146275, 511 -0.015288226128054, -0.00792058428914374, 0.00838656968634575, 512 0.0196142787782849, -0.0222070071311449, -0.0085523948160152, 513 0.00197984349190124, 0.00552409581369225, 0.0173231753198411, 514 0.0269502786230045, 0.0444699184443161, -0.00195308066417439, 515 -0.0363223282917489, 0, 0, 0, 0, 0.00169163794738931, 516 -0.00383399031151375, -0.00585177655081489, -0.00499725225479528, 517 -0.00415592538210646, -0.00148907462126999, 0.00173577250006001, 518 0.00294429784532539, 0.00458477957640236, -0.000484638769799792, 519 -0.00384943847580776, 0.00842349237381884, 0.00485500145690797, 520 0.00281845357221204, 0.00271275264035418, -0.000438520740299198, 521 -0.00382130619094318, -0.017249675475828, -0.0858405600961884, 522 -0.135935077467396, -0.014351805995054, 0, 0, 0, 0.00040660604880189, 523 0.000316745017030137, 3.28762155221662e-05, -7.65210725613372e-05, 524 -0.000234228657698133, -0.000311673452153201, -0.000437967535817843, 525 -0.000585886587938954, -0.000192461378311277, 0.000391244883140083, 526 0.000693129601873483, 0.00416984196146825, 0.00191987715157721, 527 0.000233531125633939, -0.000325479295859366, -0.00247433282397362, 528 -0.00446616198281691, -0.00803899886321839, -0.0106982256522182, 529 -0.0133066416160238, 0.0144487468289665, 0, 0, -0.039021573780305, 530 0.00178251131609767, -0.00314872170017292, -0.00526317798364386, 531 -0.00471582757742263, -0.00426509391962734, -0.0021098532647336, 532 0.000449733415313781, 0.00250944131155914, 0.00679139580304206, 533 0.000266584356546392, -0.00499157509254186, -0.0129502842323007, 534 -0.00584017124814522, -0.00038900758484735, 0.00154888351611733, 535 0.00854704220691514, 0.0147435174902231, 0.0220373114764713, 536 0.0277678791681642, 0.0330732757720991, 0.0673687811308531, 0, 537 -0.0727577715645542, -0.0660767215034692, 0.0046318104807724, 538 0.00279923327002594, -0.000344618926583256, -0.00145801819850269, 539 -0.00309674677991799, -0.0036486478609869, -0.00464834984362868, 540 -0.00576615440314964, -0.00207127569768669, 0.00378666514448286, 541 0.00764068847822383, 8.88247243745535e-06, 7.70568572451843e-05, 542 0.000176716367242848, 0.000255560590323436, 0.000237005166038077, 543 4.52872126430998e-05, -0.000545209712186102, -0.00184078849724724, 544 -0.00263833664383721, 0.0503224185461385, -0.0469900909623995, 545 -0.00485618033033583, -0.0146940851269257, 0.00309766417715181, 546 0.00358739721584392, 0.00126780489916931, -4.04115178473884e-05, 547 -0.00135981454962773, -0.00215240226396701, -0.00310950655627377, 548 -0.004402851468672, -0.00541141005760902, 0.00216272414867472, 549 0.00871843645875338, -0.011066944059589, -0.00438326526061835, 550 0.000734116197365618, 0.00238488961743991, 0.0079891741761364, 551 0.0124369238374935, 0.0172500599680547, 0.018005707666409, 552 0.0201741350091917, 0.0401636589575239, -0.0318988645890763, 553 -0.01850999070435, -0.00394626508026133, 0.0551382157508856, 554 0.0217807180807445, -0.00622899826733438, -0.00923850673879829, 555 -0.0212137461370569, -0.020091132050748, -0.0314646112389824, 556 -0.0563797107234094, -0.0618781724522286, -0.0809883829460941, 557 -0.101451533937108, -0.0294660248157941, -0.0129461041972885, 558 -0.000317118828092305, 0.00404893245763359, 0.0193119490827826, 559 0.0326887256219942, 0.0524397613334577, 0.0599889895213543, 560 0.0707562479561827, -0.00014417166463547, 0.000112486137657318, 561 2.93195506570937e-05, 7.11989286865333e-05, 0.000298020443190303, 562 7.43500900776159e-05, -0.000123025591619351, -0.000150144864483587, 563 -0.000213602220981072, -0.000182287600073906, -0.000196294549615607, 564 -0.000273238798774471, -0.000134016463849165, -5.87892574426707e-05, 565 -3.61576064062375e-05, 0.00212707138394515, -0.000435955193172209, 566 0.000604997293885961, 0.000392867571322303, 0.000561225223337066, 567 0.00056952076942879, 0.000186965781647446, 2.43190236830834e-05, 568 -1.49153748573756e-05 569 ]).reshape(24, 24, order='F') 570 571mpg_bs_poisson.db_drho = np.array([ 572 -0.00955607829508903, 0.00430986949109399, 0.00462834751450597, 573 0.00835107524076425, -0.0333302515945607, 0.00139610358751732, 574 0.0263076303556022, 0.0268343416489505, 0.0314648272214792, 575 0.0226413860328889, 0.0162437421056309, 0.0181827810783155, 576 0.000275213760239914, 0.00115455787426117, 0.00197111543707827, 577 0.00493118340740466, 0.00145534674747094, -0.00147150121604032, 578 -0.00260852436899397, -0.00515405425200522, -0.00625733949412647, 579 -0.00215131919228267, 0.000695879282559118, 0.00245613544165302, 580 0.0165502705938555, -0.0120739288987487, -0.00539618833686599, 581 -0.00676715282188502, 0.0196760486043603, 0.00772600754507691, 582 -0.00364486556122667, -0.00558444320663137, -0.0105223419591228, 583 -0.0104699677543541, -0.0139344474571075, -0.0207299030874315, 584 -0.0154990384672306, -0.0114599389957355, -0.0101038003601939, 585 -0.020380893865003, -0.00665329046642183, 0.00475504810058412, 586 0.00904455059277683, 0.0203739259385563, 0.026657106982953, 587 0.0214205189927133, -0.0170394753092789, -0.0478344361350309 588 ]).reshape(24, 2, order='F') 589 590mpg_bs_poisson.dw_drho = np.array([ 591 0.198451577496262, 0.198451577496262, 0.0211323116265804, 592 0.176795914312368, -0.158842940220042, 0.136552595840399, 593 -0.0788956246522186, -0.145800287459428, -0.18078320916676, 594 -0.227604968605315, 0.270528113197353, 0.270528113197353, 595 0.0871931177612735, 0.0488040223227676, -0.11212062083582, 596 -0.0921466191935143, -0.0872523607945422, -0.0726475180150896, 597 -2.03674569674128, -0.399858629869372, -0.294145790144752, 598 -0.384037673792421, -0.384037673792421, 0.0374542295773345, 599 -0.126689730715761, -0.0732225659783105, -0.0732225659783105, 600 0.103260641535857, 0.179088091909104, -0.0488091379129944, 601 -0.947578113843131, -0.606019988745503, -0.473334587346908, 602 -0.236955919521633, -0.195526007765597, -0.0688010780860252, 603 -0.0392834493026195, 0.189928469830611, 0.21717147287679, 604 0.222511836808396, 0.234040644079886, 0.168755657511205, 605 0.169728133790599, 0.366698379522312, -0.399858629869372, 606 -0.294145790144752, 0.121380760680706, 0.00910595279608145, 607 0.00910595279608145, 0.0340607755348701, -0.340709976973792, 608 -0.310583848151182, -0.295779107765152, -0.18359861595662, 609 -0.170364313792911, 0.271469840167182, 0.271469840167182, 610 0.271257913696808, 0.204605902971062, 0.242930319240712, 611 0.240554295492994, 0.242930319240712, 0.240554295492994, 612 0.290076687028269, 0.237905640625681, 0.114993524063036, 613 0.152699599788878, -0.24062847407969, -0.177222382324359, 614 -0.245297972873039, -0.1716897049522, -0.0498413922857943, 615 -0.0602427120173084, -0.00606488931871212, -0.0365248804113624, 616 -0.0161146042525035, -0.258096696454203, -0.186266616268125, 617 -0.0387572286849415, 0.0575914455113098, 0.157609243121204, 618 0.220346301053061, -0.0626777547324119, -0.113851702484695, 619 -0.116475605634303, 0.22526164753013, 0.223826799079261, 620 0.156828878422261, 0.156828878422261, -0.348685874833428, 621 -0.0903521318069049, -0.263248163466929, -0.207718489967913, 622 -0.00114280263869193, -0.173123855988071, 0.00717472807613134, 623 -0.122226134658981, 0.025464920617837, -0.0355698249808467, 624 0.187431184982238, 0.181218694001414, -0.170463957448774, 625 -0.182265636600245, -0.162639928396832, -0.08984634445544, 626 -0.0728162435542022, -0.102375349892814, -0.083518458576145, 627 -0.26562651277574, -0.124224763801435, -0.247398017325716, 628 -0.0987361747211609, -0.267357057917193, -0.121190412683788, 629 -0.235390425297552, -0.102224269330431, -0.267357057917193, 630 -0.11647321800326, -0.258096696454203, 0.0374542295773345, 631 -0.126689730715761, -0.0732225659783105, 0.25371891049452, 632 0.179088091909104, 0.0189353803356997, 0.0439242698170608, 633 0.0885475465440703, 0.0885475465440703, 0.0627230661721545, 634 -0.0267785017213478, 0.0513972263582553, 0.0260420185827092, 635 0.0176322762568806, -0.0186260827562727, -0.0357699577049284, 636 -0.0594521157329645, 0.0508444244300699, 0.142346989140971, 637 0.125278734192754, 0.126468071771089, 0.17321276456908, 638 0.200109710036431, 0.127527720685718, 0.0276890383196247, 639 0.23637704520406, 0.191366461532249, 0.124763311559562, 640 -0.0443449571558454, -0.0475135961354155, 0.074234409804811, 641 0.0216623623678642, 0.352213438519467, 0.21463189015559, 642 -0.189097828932044, 0.100405735385079, 0.144407665462729, 643 0.336395360175917, 0.336395360175917, 0.12155167143745, 644 0.16287496031754, 0.18641467013746, 0.32607579411487, 645 0.357175125935867, 0.224343769580642, 0.237299332647382, 646 0.196244695452164, 0.198230836612474, 0.190617207491118, 647 0.111580641946218, 0.0872289438148001, -0.0809563578119795, 648 0.204355413307292, 0.209639717051386, 0.207342466515434, 649 0.207342466515434, 0.197169181872743, -0.0572474800374093, 650 -0.0728827033179431, -0.10460003726393, -0.107196252644019, 651 0.361813401969034, 0.175102284300755, 0.363949986843691, 652 0.177442308769387, 0.215769343564575, 0.261298864778967, 653 0.172202480804323, 0.184076703337005, 0.163188602303023, 654 0.0493811888871374, 0.175827850286979, 0.163383083228185, 655 -0.0462305614889876, -0.10500182436349, -0.0595021447805033, 656 -0.107718395073629, -0.081368118853961, -0.10288400064567, 657 -0.0687391241662543, -0.0840863186508532, -0.0922241572577749, 658 -0.279777090829456, -0.113889925777426, 0.0930136922441679, 659 0.0930136922441679, 0.0582604661375774, 0.181541045905811, 660 0.160535840342632, 0.138401158506572, 0.0244932126510834, 661 0.00542933620282285, 0.0633164368215588, 0.128659554552638, 662 0.101233497721208, 0.101233497721208, 0.0760249394180194, 663 0.0608979020662987, 0.012262059474567, -0.0816046841286946, 664 -0.0831343394498383, -0.0814694950097439, -0.109232145394468, 665 0.0770377761224491, 0.041925391053174, 0.0274589171017179, 666 0.0274589171017179, 0.347617575580373, -0.0596237774820829, 667 -0.0794752848265101, -0.0794752848265101, 0.2925962616859, 668 -0.0887185089091997, 0.101775115170702, -0.0645242547362925, 669 0.27126368025602, -0.137133999832565, 0.1427646918224, 670 0.12693641285656, 0.0754012256843574, 0.0625093748503227, 671 0.0612182250236711, 0.022647781585492, 0.0122598524089968, 672 -0.031821546967195, 0.0950948808259056, 0.194301250561357, 673 -0.176407422753569, 0.0770377761224491, 0.041925391053174, 674 -0.162369831909575, -0.0320855187783016, -0.0320855187783016, 675 -0.553307949537856, 0.0135199811625741, 0.00368762745876068, 676 -0.00119025497296702, -0.0393155997407192, -0.0439714980600599, 677 0.110325691275902, 0.110325691275902, 0.107266760517285, 678 0.18135826013452, -0.070138627603902, -0.084586374173829, 679 -0.070138627603902, -0.084586374173829, -0.18934706121959, 680 -0.0929298188222547, 0.0852655356749052, -0.179394458894588, 681 0.279166751287957, 0.275139241012056, 0.279948761371457, 682 0.275155694583494, 0.0121935242055421, 0.0105151849876446, 683 -0.0734774746915535, -0.0830825997308687, -0.0261494773912439, 684 -0.0137546788196909, -0.0383815439915174, -0.092751399768813, 685 0.332355694092576, 0.245345164899538, 0.0254896012212449, 686 0.0970805551002128, 0.0811025946105638, 0.0803177348400819, 687 0.00164450882011678, -0.0224311131933797, 0.224672875336535, 688 0.224672875336535, 0.0383303142014232, -0.0317090718898804, 689 0.0098303983136882, -0.00933161038990583, -0.0873586528394907, 690 -0.0215767942260494, -0.0908195449342244, -0.040099049184707, 691 -0.0985530505261142, -0.0733677092344781, 0.141756395019668, 692 0.157166003405932, 0.0508331038597551, 0.0390688659098563, 693 0.0540369357658138, 0.0099459590057849, -0.177557776337536, 694 0.00493496128474215, -0.130643486152668, 0.113817128307549, 695 -0.142574086775631, 0.100786016919189, -0.15587973038, 696 0.109227489252925, -0.163440665982954, 0.099878533303345, 697 -0.135287923148148, 0.109227489252925, 0.0333059944181948, 698 -0.0137546788196909, 0.347617575580373, -0.0596237774820829, 699 -0.0794752848265101, -0.241561147836771, -0.0887185089091997, 700 0.0730471534751108, 0.0835002138786142, -0.189280927404009, 701 -0.189280927404009, -0.19628855825041, -0.837484070977975, 702 0.0753082580083826, 0.0630294638001513, 0.0592929776175618, 703 0.0447029449409758, 0.0723308379811164, 0.0645975264797624, 704 -0.109593771541039, -0.0811243820180713, -0.0188474302547651, 705 0.0685021880400987, 0.0321368032444232, 0.0966486930237446, 706 0.0363801672252788, 0.255050941838437, -0.0415198183216256, 707 0.0275908041907373, 0.0158480616637525, 0.194606530344896, 708 -0.220059902653218, -0.265372977366032, -0.245100901081693, 709 -0.434187429432454, -0.274154387736992, -0.498079277975881, 710 -0.113234390595495, -0.13592301549537, -0.27298841850198, 711 -0.27298841850198, -0.123853386260785, -0.146226945009001, 712 -0.160255725328499, -0.220696627341507, -0.245525340689894, 713 0.265599932544055, 0.240132044079803, 0.12044536185896, 714 0.122242899082191, 0.11558414739394, 0.0672807026649379, 715 0.0565215464236424, 0.00320786060661828, 0.0811815737084521, 716 0.00442292020833086, 0.0259650355832699, 0.0259650355832699, 717 0.00159130624929899, 0.0167237159821922, 0.0123103421759687, 718 0.0151464759374235, 0.0138398492897789, -0.378259152221767, 719 0.0663775142988527, -0.380910748552257, 0.0640455341462561, 720 0.0171809160567121, 0.0133244698759663, 0.189239788364039, 721 0.105896755907438, 0.131163117931394, 0.0742692098161327, 722 -0.17392768225168, -0.100700445594839, 0.0036126603654632, 723 -0.0123831512006035, 5.23650575074128e-05, -0.0132043382182284, 724 0.00660287534316686, -0.00167186752805072, -0.00240546718672251, 725 0.0118803438893343, 0.0424368089424911, 0.219430516658537, 726 -0.0151485147157889 727 ]).reshape(203, 2, order='F') 728 729mpg_bs_poisson.aic = 1077.25052939687 730mpg_bs_poisson.rank = 24 731mpg_bs_poisson.sp = np.array([ 732 40491.3940640059, 232455.530262537 733 ]) 734mpg_bs_poisson.gcv_ubre = -0.733688545240377 735mpg_bs_poisson.scale = 1 736mpg_bs_poisson.method = 'UBRE' 737mpg_bs_poisson.Vp = np.array([ 738 0.00909877938596195, -0.0036458463607326, -0.00588941030822462, 739 -0.00591326964084843, 0.00270235043019556, 0.00119384910564329, 740 -0.000286097332788069, -0.000538328684681065, -0.00118730774061063, 741 -0.00118703780057675, -0.00172055345918883, -0.00282973019584382, 742 -0.00279619972795585, -0.00289060805206229, -0.00320325258490701, 743 -0.00198704716570621, -0.000847222204131792, 2.70515273679747e-05, 744 0.000326844162490547, 0.00135256413351957, 0.0022188465918784, 745 0.00337126604512471, 0.00374620280538731, 0.00434814343158575, 746 -0.0036458463607326, 0.00322561886385797, 0.000818643340518427, 747 0.00081636578104383, -0.00190437247620751, -0.000863343934846812, 748 0.000139109866047115, 0.000296579927149878, 0.000740568197543185, 749 0.000742005374071472, 0.00114977928877198, 0.00200530841336703, 750 0.00222811101992064, 0.0024818042434364, 0.00282650455393769, 751 0.00146020870965775, 0.000618887019138287, -2.43124025263358e-05, 752 -0.000241178336099445, -0.000991378139936192, -0.00162708135143005, 753 -0.00248332970180653, -0.00275966775911108, -0.00320503008932793, 754 -0.00588941030822462, 0.000818643340518427, 0.00565989642595176, 755 0.00495199955352287, -0.00137264214791527, -0.000624245731910545, 756 0.000134212108893823, 0.000277278672318982, 0.000624575880555572, 757 0.00064780126403512, 0.000935707806932052, 0.00148449349573531, 758 0.00132234065473106, 0.00121308059577345, 0.00127960812345634, 759 0.000598575017370257, 0.000255298927663316, -1.05348849084324e-05, 760 -0.000105109656554569, -0.000413488381353818, -0.000668742250888912, 761 -0.00101475517128789, -0.00106390221980279, -0.00121570767202619, 762 -0.00591326964084843, 0.00081636578104383, 0.00495199955352287, 763 0.00612031056002729, -0.000638697385813232, -0.000200756794681808, 764 0.000234092062788641, 0.000317400792863984, 0.000474734639710034, 765 0.000434320019657147, 0.000459443487096387, 0.000570251932991725, 766 0.000195546004426462, 2.72052297316331e-05, -3.78499050833033e-05, 767 0.000783804355084115, 0.000338266801002889, -5.98980579055969e-06, 768 -0.00012832043843202, -0.000542743279532203, -0.000890014730820339, 769 -0.00128430664220486, -0.00146322120108432, -0.00169190306471577, 770 0.00270235043019556, -0.00190437247620751, -0.00137264214791527, 771 -0.000638697385813232, 0.00467632009472188, 0.00125238169504067, 772 -0.00129877704188898, -0.0015159828401994, -0.00244941224999582, 773 -0.00216501742563322, -0.00281375885789835, -0.00449408146252495, 774 -0.00364816304284394, -0.00343278843606667, -0.0037656405854337, 775 -0.0019530192987073, -0.000823926841909847, 5.56765347348377e-05, 776 0.000369977630385713, 0.00139228419735132, 0.00223783577417036, 777 0.00315107722344203, 0.00316419340408527, 0.00352917384733862, 778 0.00119384910564329, -0.000863343934846812, -0.000624245731910545, 779 -0.000200756794681808, 0.00125238169504067, 0.00114727766243173, 780 0.000242162647776926, 4.77172748392219e-06, -0.00037150498020405, 781 -0.000523254030404203, -0.000886617935612452, -0.00140688678525427, 782 -0.00151777207774812, -0.00163789857683012, -0.0018417095344788, 783 -0.000869233941992018, -0.000381264599266638, -2.19177180982826e-06, 784 0.000134563688210397, 0.000592929102356622, 0.000989340528530486, 785 0.00149625051966445, 0.00155348190492993, 0.00176000748685542, 786 -0.000286097332788069, 0.000139109866047115, 0.000134212108893823, 787 0.000234092062788641, -0.00129877704188898, 0.000242162647776926, 788 0.0011787952545672, 0.00103397353567405, 0.00113707718574448, 789 0.000747670650180816, 0.000637468318331369, 0.000963934771472604, 790 0.000259239399462997, -3.13740933986805e-05, -9.8258454258689e-05, 791 0.000164389952506784, 4.78756078126526e-05, -4.80106456474847e-05, 792 -8.33829838965235e-05, -0.000166890570625039, -0.000205380711729347, 793 -9.50907045530586e-05, 1.1901907320833e-05, 7.14426605544705e-05, 794 -0.000538328684681065, 0.000296579927149878, 0.000277278672318982, 795 0.000317400792863984, -0.0015159828401994, 4.77172748392219e-06, 796 0.00103397353567405, 0.00107361395477902, 0.00125357393902288, 797 0.000898511162091638, 0.000812608069611423, 0.00117847586239195, 798 0.000443230767944589, 0.00015806917585112, 0.000106018646194562, 799 0.000333721015978061, 0.000120100408758941, -5.31389194723373e-05, 800 -0.000117871111748406, -0.000291886194606976, -0.000404124403497883, 801 -0.000356618262057166, -0.000229210620899383, -0.000185219275316426, 802 -0.00118730774061063, 0.000740568197543185, 0.000624575880555572, 803 0.000474734639710034, -0.00244941224999582, -0.00037150498020405, 804 0.00113707718574448, 0.00125357393902288, 0.00175782412570737, 805 0.00141365990412939, 0.00148450143229436, 0.00216483804024586, 806 0.00123800831660394, 0.000907681260528922, 0.000916494035161101, 807 0.000815197396104502, 0.000324866910653185, -6.44236841260061e-05, 808 -0.000207212018218033, -0.000635132377386486, -0.000959491791422852, 809 -0.00113713913236256, -0.000994541303512086, -0.00102792706388811, 810 -0.00118703780057675, 0.000742005374071472, 0.00064780126403512, 811 0.000434320019657147, -0.00216501742563322, -0.000523254030404203, 812 0.000747670650180816, 0.000898511162091638, 0.00141365990412939, 813 0.00136045936923501, 0.0014680793668956, 0.00203686187559336, 814 0.00119847526169048, 0.000904176981254769, 0.000896852593619694, 815 0.000848078442321369, 0.000345820664123864, -5.15527865984296e-05, 816 -0.000197519992775655, -0.000645609416220365, -0.000997761381187661, 817 -0.0012404390560521, -0.00109680508351927, -0.00113967714137046, 818 -0.00172055345918883, 0.00114977928877198, 0.000935707806932052, 819 0.000459443487096387, -0.00281375885789835, -0.000886617935612452, 820 0.000637468318331369, 0.000812608069611423, 0.00148450143229436, 821 0.0014680793668956, 0.00217084016500343, 0.0029750070358662, 822 0.00208433309826413, 0.00172182542303662, 0.00174611536201217, 823 0.00129960828944164, 0.000548751370569655, -3.79946139891241e-05, 824 -0.000250001401133244, -0.00093656323979694, -0.00150718818010699, 825 -0.00208363853621429, -0.00197367970588831, -0.00213273444541255, 826 -0.00282973019584382, 0.00200530841336703, 0.00148449349573531, 827 0.000570251932991725, -0.00449408146252495, -0.00140688678525427, 828 0.000963934771472604, 0.00117847586239195, 0.00216483804024586, 829 0.00203686187559336, 0.0029750070358662, 0.00501513876862512, 830 0.00399535121928084, 0.00350598390589745, 0.00362456785335549, 831 0.00212078488398862, 0.000906131205084277, -3.6454396313134e-05, 832 -0.000372397355810615, -0.0014864096281366, -0.00242880305206317, 833 -0.00353282386838665, -0.00350718581597741, -0.00389458456296836, 834 -0.00279619972795585, 0.00222811101992064, 0.00132234065473106, 835 0.000195546004426462, -0.00364816304284394, -0.00151777207774812, 836 0.000259239399462997, 0.000443230767944589, 0.00123800831660394, 837 0.00119847526169048, 0.00208433309826413, 0.00399535121928084, 838 0.0054507568567451, 0.00470241993895167, 0.00493055279786896, 839 0.00201853749109608, 0.000885809556650048, 1.83923039664673e-05, 840 -0.000283050691529295, -0.00133250331426772, -0.00225236010538653, 841 -0.00359833596867777, -0.00395366352736832, -0.00461628776343853, 842 -0.00289060805206229, 0.0024818042434364, 0.00121308059577345, 843 2.72052297316331e-05, -0.00343278843606667, -0.00163789857683012, 844 -3.13740933986805e-05, 0.00015806917585112, 0.000907681260528922, 845 0.000904176981254769, 0.00172182542303662, 0.00350598390589745, 846 0.00470241993895167, 0.0078325224613628, 0.00915323598243506, 847 0.00210730280021935, 0.000947137882568041, 7.05701947291954e-05, 848 -0.000224872498960712, -0.00130765819682263, -0.00228758006518242, 849 -0.0039547935932424, -0.00485413154696321, -0.00588024148548991, 850 -0.00320325258490701, 0.00282650455393769, 0.00127960812345634, 851 -3.78499050833033e-05, -0.0037656405854337, -0.0018417095344788, 852 -9.8258454258689e-05, 0.000106018646194562, 0.000916494035161101, 853 0.000896852593619694, 0.00174611536201217, 0.00362456785335549, 854 0.00493055279786896, 0.00915323598243506, 0.0136836741339633, 855 0.00237864146497212, 0.00108182905868904, 0.000109069014228716, 856 -0.000213065408232925, -0.00142680000774472, -0.00254134923813102, 857 -0.00458047582769968, -0.00592196661560628, -0.00727888553074047, 858 -0.00198704716570621, 0.00146020870965775, 0.000598575017370257, 859 0.000783804355084115, -0.0019530192987073, -0.000869233941992018, 860 0.000164389952506784, 0.000333721015978061, 0.000815197396104502, 861 0.000848078442321369, 0.00129960828944164, 0.00212078488398862, 862 0.00201853749109608, 0.00210730280021935, 0.00237864146497212, 863 0.0019076370303838, 0.000759586105406085, -0.000122960434399537, 864 -0.000420867297024075, -0.00139652592551323, -0.0021704465936693, 865 -0.00288314395021324, -0.00291742522906299, -0.00325655842738453, 866 -0.000847222204131792, 0.000618887019138287, 0.000255298927663316, 867 0.000338266801002889, -0.000823926841909847, -0.000381264599266638, 868 4.78756078126526e-05, 0.000120100408758941, 0.000324866910653185, 869 0.000345820664123864, 0.000548751370569655, 0.000906131205084277, 870 0.000885809556650048, 0.000947137882568041, 0.00108182905868904, 871 0.000759586105406085, 0.0003656939785206, 2.82567281665219e-05, 872 -0.000101646821262282, -0.000512930233362397, -0.000872443999184792, 873 -0.00131618762009045, -0.00140260317866891, -0.00159801030917644, 874 2.70515273679747e-05, -2.43124025263358e-05, -1.05348849084324e-05, 875 -5.98980579055969e-06, 5.56765347348377e-05, -2.19177180982826e-06, 876 -4.80106456474847e-05, -5.31389194723373e-05, -6.44236841260061e-05, 877 -5.15527865984296e-05, -3.79946139891241e-05, -3.6454396313134e-05, 878 1.83923039664673e-05, 7.05701947291954e-05, 0.000109069014228716, 879 -0.000122960434399537, 2.82567281665219e-05, 0.000149057409866348, 880 0.000158033153508944, 0.000181471124454999, 0.000130884181218961, 881 -0.00015302847096016, -0.000310903996678885, -0.000420681148041455, 882 0.000326844162490547, -0.000241178336099445, -0.000105109656554569, 883 -0.00012832043843202, 0.000369977630385713, 0.000134563688210397, 884 -8.33829838965235e-05, -0.000117871111748406, -0.000207212018218033, 885 -0.000197519992775655, -0.000250001401133244, -0.000372397355810615, 886 -0.000283050691529295, -0.000224872498960712, -0.000213065408232925, 887 -0.000420867297024075, -0.000101646821262282, 0.000158033153508944, 888 0.000255704147038991, 0.000426656151552186, 0.000483132475498153, 889 0.000219787363688364, 1.1439794023618e-05, -9.02272784316804e-05, 890 0.00135256413351957, -0.000991378139936192, -0.000413488381353818, 891 -0.000542743279532203, 0.00139228419735132, 0.000592929102356622, 892 -0.000166890570625039, -0.000291886194606976, -0.000635132377386486, 893 -0.000645609416220365, -0.00093656323979694, -0.0014864096281366, 894 -0.00133250331426772, -0.00130765819682263, -0.00142680000774472, 895 -0.00139652592551323, -0.000512930233362397, 0.000181471124454999, 896 0.000426656151552186, 0.00117095478565454, 0.00164149083642214, 897 0.00169588353149587, 0.00141489783224005, 0.00143202572023981, 898 0.0022188465918784, -0.00162708135143005, -0.000668742250888912, 899 -0.000890014730820339, 0.00223783577417036, 0.000989340528530486, 900 -0.000205380711729347, -0.000404124403497883, -0.000959491791422852, 901 -0.000997761381187661, -0.00150718818010699, -0.00242880305206317, 902 -0.00225236010538653, -0.00228758006518242, -0.00254134923813102, 903 -0.0021704465936693, -0.000872443999184792, 0.000130884181218961, 904 0.000483132475498153, 0.00164149083642214, 0.00265334294416382, 905 0.00305296134009041, 0.00272287720213162, 0.00283652481021948, 906 0.00337126604512471, -0.00248332970180653, -0.00101475517128789, 907 -0.00128430664220486, 0.00315107722344203, 0.00149625051966445, 908 -9.50907045530586e-05, -0.000356618262057166, -0.00113713913236256, 909 -0.0012404390560521, -0.00208363853621429, -0.00353282386838665, 910 -0.00359833596867777, -0.0039547935932424, -0.00458047582769968, 911 -0.00288314395021324, -0.00131618762009045, -0.00015302847096016, 912 0.000219787363688364, 0.00169588353149587, 0.00305296134009041, 913 0.00667821352504447, 0.00531692615725814, 0.00566170373323159, 914 0.00374620280538731, -0.00275966775911108, -0.00106390221980279, 915 -0.00146322120108432, 0.00316419340408527, 0.00155348190492993, 916 1.1901907320833e-05, -0.000229210620899383, -0.000994541303512086, 917 -0.00109680508351927, -0.00197367970588831, -0.00350718581597741, 918 -0.00395366352736832, -0.00485413154696321, -0.00592196661560628, 919 -0.00291742522906299, -0.00140260317866891, -0.000310903996678885, 920 1.1439794023618e-05, 0.00141489783224005, 0.00272287720213162, 921 0.00531692615725814, 0.0135149981987308, 0.0166147008644102, 922 0.00434814343158575, -0.00320503008932793, -0.00121570767202619, 923 -0.00169190306471577, 0.00352917384733862, 0.00176000748685542, 924 7.14426605544705e-05, -0.000185219275316426, -0.00102792706388811, 925 -0.00113967714137046, -0.00213273444541255, -0.00389458456296836, 926 -0.00461628776343853, -0.00588024148548991, -0.00727888553074047, 927 -0.00325655842738453, -0.00159801030917644, -0.000420681148041455, 928 -9.02272784316804e-05, 0.00143202572023981, 0.00283652481021948, 929 0.00566170373323159, 0.0166147008644102, 0.0269823093695889 930 ]).reshape(24, 24, order='F') 931 932mpg_bs_poisson.hat = np.array([ 933 0.0278593212349963, 0.027859321234996, 0.0271835195981152, 934 0.0165279929083336, 0.106781936158984, 0.0194662437332315, 935 0.032295750296588, 0.0392619596780691, 0.0387156790274354, 936 0.114565355904326, 0.0347318387160548, 0.0347318387160548, 937 0.0228149079107915, 0.0217158582339006, 0.0226951242421406, 938 0.0312506509654928, 0.0318481724122817, 0.0352629615723995, 939 0.229347195519636, 0.0253668202191401, 0.0208533777040901, 940 0.0247060214667431, 0.0247060214667431, 0.0261095683466317, 941 0.016415969487458, 0.0154908151248992, 0.0154908151248992, 942 0.0215702656628941, 0.0246341814860533, 0.033024840861246, 943 0.0660866602564387, 0.040500099040622, 0.0329890825445826, 944 0.0196669792093725, 0.0180524070739387, 0.0141322217010847, 945 0.0134767343098439, 0.0123733758938561, 0.0132174514515368, 946 0.0135856020119763, 0.0160613943332619, 0.0171673739746131, 947 0.0162889185023652, 0.0485512446138166, 0.02536682021914, 948 0.0208533777040901, 0.0404724478456156, 0.135373825547302, 949 0.135373825547302, 0.192162273241016, 0.0228948602165343, 950 0.0217338579929625, 0.0211927837843807, 0.0177283103805098, 951 0.0173951893767073, 0.0355359517267947, 0.0355359517267947, 952 0.0352622341187835, 0.0386500855278607, 0.017655808362093, 953 0.0190761298888524, 0.017655808362093, 0.0190761298888524, 954 0.0752191165687181, 0.0199904451725522, 0.0238501163229081, 955 0.0891159763302456, 0.0657836672940597, 0.0963530173668623, 956 0.0646615754412069, 0.100691872326665, 0.06033845881374, 957 0.051792376639415, 0.0842503682370257, 0.052617884986705, 958 0.0355957283088215, 0.0199032628746703, 0.017797453185194, 959 0.0150732837773955, 0.0247293015271973, 0.0239780538499133, 960 0.0139263614080384, 0.03309919684783, 0.0341928110637857, 961 0.0342941422407387, 0.015130443108706, 0.0168053218757406, 962 0.022918472066971, 0.022918472066971, 0.0230879899045791, 963 0.105985842333657, 0.019847007766673, 0.0180867449319177, 964 0.0142596333538319, 0.0171312035471302, 0.0142156281620368, 965 0.0159333133036568, 0.0141551440885177, 0.0145460670838214, 966 0.0147268920838561, 0.0148410373945601, 0.0406040382229733, 967 0.0500664761273972, 0.0395694935907428, 0.0222494280433288, 968 0.0489485080155037, 0.0217807712860658, 0.0417801872726058, 969 0.0616984761864518, 0.0552866936833232, 0.0686076962087453, 970 0.0474517838023861, 0.0621959473606664, 0.0633944902963094, 971 0.0726748960865953, 0.0445267766286251, 0.0621959473606664, 972 0.0190408664090557, 0.0199032628746703, 0.0261095683466317, 973 0.016415969487458, 0.0154908151248992, 0.020050321292679, 974 0.0246341814860533, 0.0234112464358267, 0.0243908733143132, 975 0.0861043314604194, 0.0861043314604194, 0.081590807360981, 976 0.302520797377801, 0.0232324062134501, 0.0247834182699543, 977 0.0253300650870489, 0.0278009383597399, 0.0414535179805262, 978 0.0409418131857217, 0.014157417875456, 0.0130282960809025, 979 0.138598903485126, 0.0119217227225527, 0.0118879906828549, 980 0.0141551657727111, 0.123783953258847, 0.11912545095407, 981 0.0142268306190214, 0.0172399619813334, 0.121846395543782, 982 0.110470500089909, 0.0201551990336182, 0.0206310745751254, 983 0.0201536865625068, 0.0381417658252338, 0.147146341940793, 984 0.19291538753225, 0.0138996856259478, 0.0145038473004087, 985 0.0816344563835501, 0.0816344563835501, 0.0141422035219747, 986 0.0148789474728842, 0.0154853081668733, 0.0606395671173926, 987 0.0600386292911446, 0.0489884539186971, 0.0451161294598349, 988 0.0286513771162332, 0.0288498072754457, 0.0281198522360051, 989 0.0237262441315675, 0.0231072922711262, 0.0233676261568825, 990 0.013768548515088, 0.0737736816925903, 0.0160520266152111, 991 0.0160520266152111, 0.0178865660055972, 0.0246890354271123, 992 0.0236757874745378, 0.0207029571112752, 0.0208006880192332, 993 0.0871658869688338, 0.0121224793768177, 0.0871468068056535, 994 0.012134436832306, 0.0130273070409246, 0.0770270710340484, 995 0.0161554288190356, 0.0130060409476929, 0.0131560893519169, 996 0.0233495425653485, 0.076546096962634, 0.026653503029336, 997 0.0232595679594293, 0.025927102793454, 0.0236164317298477, 998 0.0261567967057281, 0.0234612845321249, 0.0224086568560985, 999 0.023932672432481, 0.0226000918010269, 0.0185252878980513, 1000 0.0596358457431316, 0.0267683181821813 1001 ]) 1002mpg_bs_poisson.Ve = np.array([ 1003 0.00872816910147373, -0.00339468396176873, -0.00574795519757804, 1004 -0.00574495699516135, 0.00224716621100421, 0.000990731701491968, 1005 -0.000189207067857561, -0.000360006731927612, -0.000886141060022117, 1006 -0.000893283809269308, -0.00139841232780236, -0.0024252281957883, 1007 -0.00248459469487803, -0.00272342482840153, -0.00317621552813653, 1008 -0.00157392814822113, -0.000726932119992933, -9.18102761507539e-05, 1009 0.000118849290312744, 0.000936311632940437, 0.00169780728892799, 1010 0.00302963699787248, 0.00399780133211975, 0.00495376916948824, 1011 -0.00339468396176873, 0.00304577329137564, 0.00073225495104467, 1012 0.000711491834517779, -0.00160491657736677, -0.000740799055737486, 1013 6.70583600031394e-05, 0.000178733920236327, 0.000549296431166237, 1014 0.00056281173695013, 0.00095383610203774, 0.00175022827549142, 1015 0.00196954338218556, 0.00232358726439227, 0.00278825293492344, 1016 0.00117312403915761, 0.000540827007066709, 6.60591721757886e-05, 1017 -9.18905851433959e-05, -0.000701585089614169, -0.00126800242591629, 1018 -0.00224803934627821, -0.0029510939846369, -0.00364975898650794, 1019 -0.00574795519757804, 0.000732254951044672, 0.00559376431953148, 1020 0.0048832815861983, -0.00121036529463201, -0.000522618964878643, 1021 0.000129331466175766, 0.000229756269964103, 0.000520627200771865, 1022 0.000528242761654376, 0.000793896658595473, 0.00131409709061904, 1023 0.00123306001882202, 0.00121204524436677, 0.00133977901167853, 1024 0.000447066868582399, 0.000206656393910154, 2.68120895197694e-05, 1025 -3.23982830841326e-05, -0.000264147901782724, -0.000480668169091168, 1026 -0.000866639543186555, -0.00114766823435088, -0.00142207357353394, 1027 -0.00574495699516135, 0.000711491834517781, 0.0048832815861983, 1028 0.00602768596209419, -0.000389954497461, -0.000109284543659045, 1029 0.000153323471341307, 0.000194516540158586, 0.000286655256402351, 1030 0.00026181962881677, 0.000286745600159159, 0.000364719729750488, 1031 0.000127132330375839, -3.57259747391055e-05, -0.000113354870958816, 1032 0.000604247534774847, 0.00027994556193377, 3.70691109006243e-05, 1033 -4.34292704409193e-05, -0.000357747093695074, -0.000651937681315584, 1034 -0.0011691635350969, -0.00154193389436139, -0.0019129550615053, 1035 0.00224716621100421, -0.00160491657736676, -0.001210365294632, 1036 -0.000389954497460996, 0.00347808865504033, 0.00132323474863319, 1037 -0.000620379681534514, -0.000875315126296074, -0.00166180989091369, 1038 -0.00157415573423987, -0.00219719238769074, -0.00359642853432569, 1039 -0.00322310081671098, -0.00324508176487169, -0.0036754827978078, 1040 -0.00145489369244191, -0.000673422622792495, -8.44792620426521e-05, 1041 0.000114439223651904, 0.00087738477088068, 0.0015899315444895, 1042 0.00279655824015247, 0.00351931576929605, 0.00428313495351485, 1043 0.000990731701491967, -0.000740799055737486, -0.000522618964878641, 1044 -0.000109284543659043, 0.00132323474863319, 0.000655127288184895, 1045 -3.31949485214243e-05, -0.000155323487931888, -0.000485224036488008, 1046 -0.000525887940251636, -0.000857444735942005, -0.0014710758798172, 1047 -0.00151889596210613, -0.00162673243857201, -0.00186770956717347, 1048 -0.000670576872257768, -0.000305910136989141, -3.36803230282656e-05, 1049 5.49951643130221e-05, 0.000401887575890236, 0.000723619175878996, 1050 0.00128476848340608, 0.00167460705387823, 0.00206379845655073, 1051 -0.000189207067857561, 6.70583600031395e-05, 0.000129331466175766, 1052 0.000153323471341307, -0.000620379681534514, -3.3194948521424e-05, 1053 0.000422458211239026, 0.000450910733051421, 0.000553014417977397, 1054 0.000427638664078662, 0.000375078726813327, 0.000462151976988038, 1055 4.37628716599336e-05, -0.000142399734941993, -0.000215753222618727, 1056 6.94222854016504e-05, 3.58176880944216e-05, 8.26729602061187e-06, 1057 -4.16972909429667e-06, -4.68178715508534e-05, -9.04312099550322e-05, 1058 -0.000138757953946595, -6.84432214995606e-05, -3.56841324345881e-05, 1059 -0.00036000673192761, 0.000178733920236327, 0.000229756269964101, 1060 0.000194516540158584, -0.000875315126296073, -0.000155323487931888, 1061 0.00045091073305142, 0.000513445751471091, 0.000684361386829758, 1062 0.000564523613103732, 0.000557127530201139, 0.000728321718348602, 1063 0.000247319319788527, 3.11813102293091e-05, -3.58495709368964e-05, 1064 0.000176725478403447, 8.40441853814431e-05, 1.2884063367738e-05, 1065 -1.32156712780233e-05, -0.000111399922319692, -0.000207007843868899, 1066 -0.000346549982398979, -0.000324707449587645, -0.000345070178668886, 1067 -0.000886141060022115, 0.000549296431166237, 0.000520627200771863, 1068 0.000286655256402349, -0.00166180989091369, -0.000485224036488007, 1069 0.000553014417977398, 0.000684361386829759, 0.00104717798807282, 1070 0.000930183695210662, 0.00108239688315768, 0.00156796247592839, 1071 0.000988503792692421, 0.000743709136203547, 0.000748419274879713, 1072 0.000519816001740406, 0.000241988207312757, 3.16745566880191e-05, 1073 -4.08380043721362e-05, -0.000317995564807066, -0.000580057658691823, 1074 -0.00100671784474982, -0.00116031132861809, -0.00136423560665091, 1075 -0.000893283809269305, 0.000562811736950129, 0.000528242761654373, 1076 0.000261819628816767, -0.00157415573423987, -0.000525887940251636, 1077 0.000427638664078662, 0.000564523613103732, 0.000930183695210662, 1078 0.000867331523647151, 0.00106939619159995, 0.00155756066124217, 1079 0.0010416712048185, 0.000776436361361746, 0.000757354625789488, 1080 0.000541961987886794, 0.000250102803056663, 2.95822869438755e-05, 1081 -4.5444100946543e-05, -0.000331604928389911, -0.000598935425865254, 1082 -0.00104269195496842, -0.00123615285468088, -0.00147065125925875, 1083 -0.00139841232780236, 0.00095383610203774, 0.00079389665859547, 1084 0.000286745600159156, -0.00219719238769074, -0.000857444735942005, 1085 0.000375078726813327, 0.00055712753020114, 0.00108239688315768, 1086 0.00106939619159995, 0.00149905346295801, 0.0023405849562749, 1087 0.00191121806564683, 0.00164358471205581, 0.0017027266462958, 1088 0.000904783145661926, 0.000415377716654449, 4.56470624574401e-05, 1089 -7.92803869682595e-05, -0.000552385079626244, -0.000988604209615911, 1090 -0.00171872712720447, -0.00215133730382456, -0.00261401889078434, 1091 -0.0024252281957883, 0.00175022827549142, 0.00131409709061904, 1092 0.000364719729750487, -0.00359642853432569, -0.0014710758798172, 1093 0.000462151976988038, 0.000728321718348603, 0.00156796247592839, 1094 0.00155756066124217, 0.0023405849562749, 0.0039088898099519, 1095 0.00364159235175025, 0.00349905560597342, 0.0038280072030944, 1096 0.00160819428106233, 0.00074093038951584, 8.64602484454594e-05, 1097 -0.000134359425008037, -0.000974546598810599, -0.0017520858786637, 1098 -0.00305919315908029, -0.00391522429010944, -0.00478876794679771, 1099 -0.00248459469487803, 0.00196954338218556, 0.00123306001882202, 1100 0.000127132330375837, -0.00322310081671099, -0.00151889596210613, 1101 4.37628716599345e-05, 0.000247319319788529, 0.000988503792692423, 1102 0.00104167120481851, 0.00191121806564683, 0.00364159235175025, 1103 0.00427747479690955, 0.00482928519286143, 0.00563321398275932, 1104 0.00171333375611591, 0.000795214335892069, 0.000106073729510994, 1105 -0.000123743108712854, -0.00101566834189828, -0.00185063249872698, 1106 -0.00330927681181626, -0.00437251673625904, -0.00540106432140404, 1107 -0.00272342482840152, 0.00232358726439227, 0.00121204524436677, 1108 -3.57259747391077e-05, -0.0032450817648717, -0.00162673243857201, 1109 -0.000142399734941992, 3.1181310229311e-05, 0.000743709136203549, 1110 0.000776436361361748, 0.00164358471205581, 0.00349905560597342, 1111 0.00482928519286144, 0.00679529287071828, 0.00867848826510314, 1112 0.00191454657067405, 0.000893686518678206, 0.000131097434522782, 1113 -0.000120621416599359, -0.0011120366898956, -0.00204532106563245, 1114 -0.00375476941624536, -0.00508809209712206, -0.00637650927364873, 1115 -0.00317621552813653, 0.00278825293492344, 0.00133977901167853, 1116 -0.000113354870958815, -0.00367548279780781, -0.00186770956717347, 1117 -0.000215753222618726, -3.58495709368943e-05, 0.000748419274879716, 1118 0.00075735462578949, 0.0017027266462958, 0.0038280072030944, 1119 0.00563321398275933, 0.00867848826510315, 0.0114797679780233, 1120 0.00225266160157913, 0.00105267921968938, 0.000157467497218995, 1121 -0.000137250335155586, -0.00130186657852725, -0.00239998833772016, 1122 -0.00442972809291755, -0.00604742087075733, -0.00762459540851679, 1123 -0.00157392814822113, 0.00117312403915761, 0.000447066868582396, 1124 0.000604247534774846, -0.00145489369244191, -0.000670576872257768, 1125 6.94222854016507e-05, 0.000176725478403448, 0.000519816001740407, 1126 0.000541961987886795, 0.000904783145661927, 0.00160819428106233, 1127 0.00171333375611591, 0.00191454657067405, 0.00225266160157912, 1128 0.00138295707156965, 0.000624543916825117, 4.93371286792608e-05, 1129 -0.000145621616781563, -0.0008685953533989, -0.00152273289335141, 1130 -0.00253967960701902, -0.00314876360829266, -0.0038150828662408, 1131 -0.000726932119992933, 0.000540827007066709, 0.000206656393910153, 1132 0.000279945561933769, -0.000673422622792496, -0.000305910136989141, 1133 3.58176880944217e-05, 8.40441853814434e-05, 0.000241988207312757, 1134 0.000250102803056663, 0.000415377716654449, 0.00074093038951584, 1135 0.000795214335892069, 0.000893686518678206, 0.00105267921968938, 1136 0.000624543916825117, 0.000287643505998226, 3.39635762765042e-05, 1137 -5.12049900753606e-05, -0.000377085568870121, -0.000679123650043239, 1138 -0.00119117072751177, -0.00153274854087477, -0.00188156469729417, 1139 -9.18102761507542e-05, 6.60591721757888e-05, 2.68120895197695e-05, 1140 3.70691109006244e-05, -8.44792620426523e-05, -3.36803230282657e-05, 1141 8.26729602061192e-06, 1.2884063367738e-05, 3.16745566880192e-05, 1142 2.95822869438756e-05, 4.56470624574404e-05, 8.64602484454597e-05, 1143 0.000106073729510994, 0.000131097434522782, 0.000157467497218995, 1144 4.9337128679261e-05, 3.39635762765042e-05, 2.66906844580494e-05, 1145 2.64717949099258e-05, 2.6942083569786e-06, -3.43810706259764e-05, 1146 -0.000187245806988418, -0.000361958427993108, -0.00049570481303046, 1147 0.000118849290312744, -9.18905851433959e-05, -3.23982830841322e-05, 1148 -4.34292704409189e-05, 0.000114439223651904, 5.49951643130221e-05, 1149 -4.16972909429665e-06, -1.32156712780234e-05, -4.08380043721362e-05, 1150 -4.54441009465431e-05, -7.92803869682594e-05, -0.000134359425008036, 1151 -0.000123743108712854, -0.000120621416599359, -0.000137250335155585, 1152 -0.000145621616781563, -5.12049900753606e-05, 2.64717949099258e-05, 1153 5.63250510334895e-05, 0.000136116105336803, 0.000188342525646407, 1154 0.000141805903619892, -5.6569241879348e-06, -8.72594247231751e-05, 1155 0.000936311632940437, -0.000701585089614169, -0.000264147901782722, 1156 -0.000357747093695073, 0.000877384770880681, 0.000401887575890236, 1157 -4.68178715508535e-05, -0.000111399922319692, -0.000317995564807066, 1158 -0.000331604928389912, -0.000552385079626245, -0.000974546598810599, 1159 -0.00101566834189828, -0.0011120366898956, -0.00130186657852725, 1160 -0.0008685953533989, -0.000377085568870121, 2.69420835697873e-06, 1161 0.000136116105336803, 0.000596700760715439, 0.000993015790871507, 1162 0.00145969880241004, 0.00156609372992679, 0.00178733690750938, 1163 0.00169780728892799, -0.0012680024259163, -0.000480668169091165, 1164 -0.000651937681315582, 0.0015899315444895, 0.000723619175878997, 1165 -9.04312099550323e-05, -0.000207007843868899, -0.000580057658691824, 1166 -0.000598935425865255, -0.000988604209615911, -0.0017520858786637, 1167 -0.00185063249872698, -0.00204532106563245, -0.00239998833772016, 1168 -0.00152273289335141, -0.000679123650043239, -3.43810706259762e-05, 1169 0.000188342525646407, 0.000993015790871507, 0.00171294384116696, 1170 0.0027222383901314, 0.00310105715221944, 0.00362843568148568, 1171 0.00302963699787247, -0.00224803934627821, -0.000866639543186551, 1172 -0.0011691635350969, 0.00279655824015248, 0.00128476848340608, 1173 -0.000138757953946596, -0.000346549982398981, -0.00100671784474982, 1174 -0.00104269195496842, -0.00171872712720447, -0.00305919315908029, 1175 -0.00330927681181626, -0.00375476941624536, -0.00442972809291755, 1176 -0.00253967960701902, -0.00119117072751177, -0.000187245806988417, 1177 0.000141805903619892, 0.00145969880241004, 0.0027222383901314, 1178 0.00515370886632995, 0.0065551716667555, 0.00794460693942517, 1179 0.00399780133211975, -0.00295109398463691, -0.00114766823435088, 1180 -0.00154193389436139, 0.00351931576929606, 0.00167460705387823, 1181 -6.8443221499562e-05, -0.000324707449587647, -0.00116031132861809, 1182 -0.00123615285468089, -0.00215133730382457, -0.00391522429010945, 1183 -0.00437251673625905, -0.00508809209712206, -0.00604742087075734, 1184 -0.00314876360829266, -0.00153274854087477, -0.000361958427993108, 1185 -5.65692418793445e-06, 0.00156609372992679, 0.00310105715221944, 1186 0.00655517166675551, 0.0113123859861714, 0.0152750741086272, 1187 0.00495376916948825, -0.00364975898650795, -0.00142207357353394, 1188 -0.0019129550615053, 0.00428313495351486, 0.00206379845655074, 1189 -3.56841324345902e-05, -0.000345070178668888, -0.00136423560665091, 1190 -0.00147065125925876, -0.00261401889078435, -0.00478876794679772, 1191 -0.00540106432140405, -0.00637650927364873, -0.0076245954085168, 1192 -0.00381508286624081, -0.00188156469729417, -0.00049570481303046, 1193 -8.72594247231747e-05, 0.00178733690750939, 0.00362843568148569, 1194 0.00794460693942518, 0.0152750741086272, 0.0213508475270903 1195 ]).reshape(24, 24, order='F') 1196 1197mpg_bs_poisson.edf_all = np.array([ 1198 1, 1, 1, 0.999999999999997, 0.138685243481343, 0.168020596767126, 1199 0.0480405022511898, 0.18786734224937, 0.263638943922787, 1200 0.146831418768435, 0.125821886761792, 0.418244018451644, 1201 0.291958034715267, 0.259042421165291, 0.491718306066333, 1202 0.0608764913352002, 0.0736205393644838, 0.0110857218278732, 1203 0.028133863911819, 0.110523411158202, 0.279890851829335, 1204 0.403214040630245, 0.283218020486634, 0.455736703811175 1205 ]) 1206mpg_bs_poisson.edf1 = np.array([ 1207 1, 1, 1, 1, 0.165131311402747, 0.216628750997608, 0.129858492449922, 1208 0.280058095563882, 0.341868441797401, 0.189284980057434, 1209 0.176944029164426, 0.479986234409329, 0.34393973921471, 1210 0.289638759873068, 0.596490313025557, 0.0984847261596164, 1211 0.0965664680726603, 0.0206746315637887, 0.0529176753037307, 1212 0.200932398735361, 0.350970375831462, 0.461975872101362, 1213 0.300898156007137, 0.569596548903937 1214 ]) 1215mpg_bs_poisson.R = np.array([ 1216 -71.5821206726932, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1217 0, 0, 0, 0, 0, -63.1163195158524, 1.95757286856305, -23.03254478422, 0, 1218 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1219 -46.8273357718321, 34.0470354731819, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1220 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -21.8490313684801, -30.0505437246368, 1221 1.40770182956625, 1.68556625008646, -2.33893485610153, 1222 -1.33644268314491, 1.21748327751584, -13.039284154087, 0, 0, 0, 0, 0, 1223 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.477512967307601, 1.36236539597893, 1224 -0.516947348486553, 1.07236058110657, 1.08928898765604, 1225 -0.965998498019831, -0.580778688841, -0.103016956860158, 1226 0.0184449837168278, 0.361357837171709, -0.464334724997202, 1227 -1.02057754551832, -0.299987104352742, 1.80074339194746, 1228 -0.807813756458929, 2.40827617334435, -0.068186720122408, 1229 0.0120341609759849, -0.0714580439975603, 1.60007697893804, 1230 -0.0315471704511174, 0.00174858263390992, -2.55467758285728, 0, 1231 -1.94900954154811, 6.19817892188406, -1.8514278254703, 1232 5.39525477464455, 6.19207697202972, -4.25530534923462, 1233 -2.51014242072305, -0.586660999222762, 1.17041680362472, 1234 2.12445724226536, -2.39192663928419, -4.04595116579218, 1235 -1.79447003222895, 0.804202405659664, -2.11710630419854, 1236 7.37240445494639, 0, 0, 0, 0, 0, 0, 0, 0, -2.21982688976771, 1237 7.7395352430774, -1.6751571140575, 7.56715279972929, 7.30080835108233, 1238 1.30107966459169, -1.80079225151029, -0.806502495251811, 1239 3.32849433060211, 3.92547834938874, -3.50082013772898, 1240 -2.24037842904234, -1.52868797203916, -8.53164933157901, 0, 0, 0, 0, 0, 1241 0, 0, 0, 0, 0, -0.779934937130817, 2.62565093082503, 2.37073115328689, 1242 -4.28817123758634, -0.080751581857798, 14.6440439255311, 0, 0, 0, 0, 0, 1243 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.00721786546787323, 1244 0.98127850057242, 0.642005259909329, -16.9010047937415, 0, 0, 0, 0, 0, 1245 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.559947748920377, 1246 -1.80166368984726, 0.489168077483038, -4.15787304705626, 1247 -1.16413896794078, -4.1032957977653, 0.00909265186432576, 1248 0.752308897124599, 1.84302277997761, 3.63848082642309, 1249 5.19246694919925, 0.48720611571256, 9.04725561644245, 0, 0, 0, 0, 0, 0, 1250 0, 0, 0, 0, 0, 1.33514967817744, -3.49667821149016, -0.949152089498797, 1251 2.33399066330522, -2.80504453980125, -2.10518798719649, 1252 -0.343186214002096, 0.309526050154829, 0.661705900096051, 1253 0.315536573689153, 11.3726887141719, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1254 0, 0, 2.73373491518617, -9.14611149382971, -0.463450746514161, 1255 5.26288495850026, -4.16738776540214, -3.20802369644502, 1256 2.78287983487152, -0.0939459297044367, -0.834978565680418, 1257 -12.2261879092477, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1258 1.10004440041883, -4.93728604305982, 2.91932210864771, 1259 1.89037492948015, -0.932939049536182, -1.38193812679339, 1260 2.80775419027974, -0.601410745457799, 0.180123074039231, 1261 -2.26092553127237, -2.77311967088501, -0.0475111049957128, 1262 -0.298723876097052, 0.49295938848852, -2.50496710148361, 1263 -0.363824334720354, -2.26911551733168, -0.800331975389022, 1264 4.71516553087557, 0, 0, 0, 0, 0, 0.521119657625995, -2.05376381949499, 1265 1.7637835270072, 0.382058703847093, -0.157138929322969, 1266 -0.352470776826791, 0.442095459819672, -0.620896142051542, 1267 -0.457143594021276, 1.11701211900279, -0.771197137215035, 1268 0.382509579433449, -0.637920544080794, -0.19636944712839, 1269 -2.76095163778409, -0.0947648491593383, -1.60128758325565, 1270 1.05889279565606, 1.78283600847369, 0.0827697362327962, 1271 0.218447667335008, 3.56313091806667, 0, 0, 0.631212637260466, 1272 -1.43181573732286, 0.231747714762957, 0.0817399534247477, 1273 -0.0191900919104383, 0.00315244044777415, -0.211271235128332, 1274 -0.654119719624449, -0.857096543383966, 1.01894195349241, 1275 -0.341970246302318, 0.20866595535429, -0.226607932020836, 1276 -0.382067742181455, -1.16014914733138, 0.313204150352656, 1277 -2.23313682027299, 5.8383560790515, 0, 0, 0, 0, 0, 0, 1278 -0.77739992608371, 1.70512529554269, 3.26377154649538, 1279 0.616731997782261, -1.22884035403489, 1.42732927607925, 1280 -1.78350620625032, 1.34408727146986, -2.22109103908636, 1281 0.374505046759324, -0.766005558718678, -2.75743149949993, 1282 -0.0443578352818244, -1.12197437067228, 2.10278895946825, 1283 2.07430877165134, 0.881169500456017, 0.203003516625478, 1284 0.627165413354841, 4.0985822451904, 0, 0, 0, 0, -2.61037802516482, 1285 7.10140197572962, 0.597866576138827, 5.21643971120884, 1286 9.17062486512179, -1.56538905540272, -5.72360591829728, 1287 0.857449637772138, -0.644155500096225, 0.949492249967968, 1288 -2.26262138985532, -10.5362935297102, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1289 0, -2.26318396694959, 6.97084348380242, -1.5006632362559, 1290 1.66744909447148, 15.7888497366534, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1291 0, 0, 0, 0, 0, 0, 0, 0.0496774228639256, 1.86310661230033, 1292 -0.8272677443453, -7.44929919853572, 0.995164284588838, 1293 3.01067551468633, 13.2219405804393, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1294 0, 0, 0, 0, 0, 1.18880771256503, -4.58559767759348, -0.974627218954948, 1295 -5.46919176135887, -7.86735032370101, 0.861962770166428, 1296 2.69197570190762, -0.734283418223097, 12.644321994236, 0, 0, 0, 0, 0, 1297 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3.07623547346335, -8.62932481974462, 1298 -2.13857134893133, 1.5825646709196, -6.58768256173109, 1299 -2.58784289247216, -4.30598759996588, -1.26625993853579, 1300 -2.48907995763337, -4.65911790973383, 4.62545007584609, 1301 3.11445832767583, 2.20915643341365, -3.26733566329173, 1302 -7.7493938227666, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1.87720554340571, 1303 -3.76749683704365, -1.73164309687615, 1.81639739721087, 1304 -1.47932696365048, -0.948605303989834, -0.410383046915831, 1305 -1.05087501851937, -4.8979223147175, -3.30035763721004, 1306 1.46248036466027, 0.437677409315923, -0.0283492883614992, 1307 -1.55967175361477, -0.671687000238254, 0.218048691423501, 1308 -6.70295046711722, 0, 0, 0, 0, 0, 0, 0, 0.625033934606065, 1309 -1.35783399962003, -0.576223529002243, 0.453104537893816, 1310 -0.0700080316501341, -0.132805233101403, 0.0232107773508051, 1311 -0.533797950669129, -1.2242088732616, -0.292185501092755, 1312 0.653783193502416, -0.203012833152524, -0.233292506440238, 1313 -0.257179556553545, 0.701886900587847, 0.180875662130529, 1314 -2.78710370715732, 0.501821705771827, 0.199861513010874, 1315 0.0705449671051595, 0.65845009000007, 0.271741081238087, 1316 0.0296247577347264, 2.29204423094291, 0.295179535981046, 1317 -0.498021301042363, -0.191083976072719, 0.10022620819189, 1318 0.149938173134123, -0.000647738071340076, 0.0932506134932401, 1319 -0.255992650247112, -0.173965873880064, 0.0746464264713858, 1320 -0.0438028632249015, -0.161854602228138, -0.0578372113962488, 1321 0.157297649723395, 0.195127506637709, -0.126981325801707, 1322 -0.201542068281104, 0.633451731139413, 1.23686433543792, 1323 0.0741286829376448, 3.93651436085439, 0, 0, 0 1324 ]).reshape(24, 24, order='F') 1325 1326mpg_bs_poisson.nsdf = 4 1327mpg_bs_poisson.sig2 = 1 1328mpg_bs_poisson.cmX = np.array([ 1329 1, 0.901477832512315, 0.58128078817734, 0.374384236453202, 0, 0, 0, 0, 1330 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 1331 ]) 1332mpg_bs_poisson.assign = np.array([ 1333 0, 1, 2, 2 1334 ]) 1335mpg_bs_poisson.offset = np.array([ 1336 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1337 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1338 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1339 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1340 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1341 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1342 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1343 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1344 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 1345 ]) 1346mpg_bs_poisson.df_residual = 194.753831641044 1347mpg_bs_poisson.min_edf = 6 1348mpg_bs_poisson.optimizer = np.array([ 1349 'outer', 'newton' 1350 ]) 1351mpg_bs_poisson.p_coeff = np.array([ 1352 3.38155196812657, -0.2398057983025, 0.0385574655971876, 1353 0.0308789097162079 1354 ]) 1355mpg_bs_poisson.se = np.array([ 1356 0.0953875221712041, 0.0567945319890742, 0.0752322831366413, 1357 0.0782324137428169, 0.0683836244631848, 0.0338714874552585, 1358 0.0343335878487408, 0.0327660488124372, 0.0419264132225423, 1359 0.036884405501987, 0.0465922758083723, 0.0708176444724415, 1360 0.0738292412039099, 0.0885015393163463, 0.116977237674529, 1361 0.0436765043288013, 0.0191231267976919, 0.0122089069890121, 1362 0.0159907519222515, 0.0342192166136885, 0.0515106100154504, 1363 0.0817203372793118, 0.116254024441009, 0.164262927556978 1364 ]) 1365mpg_bs_poisson.p_t = np.array([ 1366 35.4506741673956, -4.22233954403625, 0.512512235301397, 1367 0.394707362829427 1368 ]) 1369mpg_bs_poisson.p_pv = np.array([ 1370 2.83211381163377e-275, 2.41779512472801e-05, 0.608292559428079, 1371 0.693058868325634 1372 ]) 1373mpg_bs_poisson.residual_df = 194.753831641044 1374mpg_bs_poisson.m = 2 1375mpg_bs_poisson.chi_sq = np.array([ 1376 24.0890023854214, 12.9900133623474 1377 ]) 1378mpg_bs_poisson.s_pv = np.array([ 1379 4.50054787026542e-05, 0.0019804834204652 1380 ]) 1381mpg_bs_poisson.scale = 1 1382mpg_bs_poisson.r_sq = 0.88083178283537 1383mpg_bs_poisson.n = 203 1384mpg_bs_poisson.dev_expl = 0.888606170071194 1385mpg_bs_poisson.edf = np.array([ 1386 2.53986871460058, 1.70629964435497 1387 ]) 1388mpg_bs_poisson.dispersion = 1 1389mpg_bs_poisson.pTerms_pv = np.array([ 1390 2.41779512472801e-05, 0.874926047858207 1391 ]) 1392mpg_bs_poisson.pTerms_chi_sq = np.array([ 1393 17.8281512251323, 0.267231825859481 1394 ]) 1395mpg_bs_poisson.pTerms_df = np.array([ 1396 1, 2 1397 ]) 1398mpg_bs_poisson.cov_unscaled = np.array([ 1399 0.00909877938596195, -0.0036458463607326, -0.00588941030822462, 1400 -0.00591326964084843, 0.00270235043019556, 0.00119384910564329, 1401 -0.000286097332788069, -0.000538328684681065, -0.00118730774061063, 1402 -0.00118703780057675, -0.00172055345918883, -0.00282973019584382, 1403 -0.00279619972795585, -0.00289060805206229, -0.00320325258490701, 1404 -0.00198704716570621, -0.000847222204131792, 2.70515273679747e-05, 1405 0.000326844162490547, 0.00135256413351957, 0.0022188465918784, 1406 0.00337126604512471, 0.00374620280538731, 0.00434814343158575, 1407 -0.0036458463607326, 0.00322561886385797, 0.000818643340518427, 1408 0.00081636578104383, -0.00190437247620751, -0.000863343934846812, 1409 0.000139109866047115, 0.000296579927149878, 0.000740568197543185, 1410 0.000742005374071472, 0.00114977928877198, 0.00200530841336703, 1411 0.00222811101992064, 0.0024818042434364, 0.00282650455393769, 1412 0.00146020870965775, 0.000618887019138287, -2.43124025263358e-05, 1413 -0.000241178336099445, -0.000991378139936192, -0.00162708135143005, 1414 -0.00248332970180653, -0.00275966775911108, -0.00320503008932793, 1415 -0.00588941030822462, 0.000818643340518427, 0.00565989642595176, 1416 0.00495199955352287, -0.00137264214791527, -0.000624245731910545, 1417 0.000134212108893823, 0.000277278672318982, 0.000624575880555572, 1418 0.00064780126403512, 0.000935707806932052, 0.00148449349573531, 1419 0.00132234065473106, 0.00121308059577345, 0.00127960812345634, 1420 0.000598575017370257, 0.000255298927663316, -1.05348849084324e-05, 1421 -0.000105109656554569, -0.000413488381353818, -0.000668742250888912, 1422 -0.00101475517128789, -0.00106390221980279, -0.00121570767202619, 1423 -0.00591326964084843, 0.00081636578104383, 0.00495199955352287, 1424 0.00612031056002729, -0.000638697385813232, -0.000200756794681808, 1425 0.000234092062788641, 0.000317400792863984, 0.000474734639710034, 1426 0.000434320019657147, 0.000459443487096387, 0.000570251932991725, 1427 0.000195546004426462, 2.72052297316331e-05, -3.78499050833033e-05, 1428 0.000783804355084115, 0.000338266801002889, -5.98980579055969e-06, 1429 -0.00012832043843202, -0.000542743279532203, -0.000890014730820339, 1430 -0.00128430664220486, -0.00146322120108432, -0.00169190306471577, 1431 0.00270235043019556, -0.00190437247620751, -0.00137264214791527, 1432 -0.000638697385813232, 0.00467632009472188, 0.00125238169504067, 1433 -0.00129877704188898, -0.0015159828401994, -0.00244941224999582, 1434 -0.00216501742563322, -0.00281375885789835, -0.00449408146252495, 1435 -0.00364816304284394, -0.00343278843606667, -0.0037656405854337, 1436 -0.0019530192987073, -0.000823926841909847, 5.56765347348377e-05, 1437 0.000369977630385713, 0.00139228419735132, 0.00223783577417036, 1438 0.00315107722344203, 0.00316419340408527, 0.00352917384733862, 1439 0.00119384910564329, -0.000863343934846812, -0.000624245731910545, 1440 -0.000200756794681808, 0.00125238169504067, 0.00114727766243173, 1441 0.000242162647776926, 4.77172748392219e-06, -0.00037150498020405, 1442 -0.000523254030404203, -0.000886617935612452, -0.00140688678525427, 1443 -0.00151777207774812, -0.00163789857683012, -0.0018417095344788, 1444 -0.000869233941992018, -0.000381264599266638, -2.19177180982826e-06, 1445 0.000134563688210397, 0.000592929102356622, 0.000989340528530486, 1446 0.00149625051966445, 0.00155348190492993, 0.00176000748685542, 1447 -0.000286097332788069, 0.000139109866047115, 0.000134212108893823, 1448 0.000234092062788641, -0.00129877704188898, 0.000242162647776926, 1449 0.0011787952545672, 0.00103397353567405, 0.00113707718574448, 1450 0.000747670650180816, 0.000637468318331369, 0.000963934771472604, 1451 0.000259239399462997, -3.13740933986805e-05, -9.8258454258689e-05, 1452 0.000164389952506784, 4.78756078126526e-05, -4.80106456474847e-05, 1453 -8.33829838965235e-05, -0.000166890570625039, -0.000205380711729347, 1454 -9.50907045530586e-05, 1.1901907320833e-05, 7.14426605544705e-05, 1455 -0.000538328684681065, 0.000296579927149878, 0.000277278672318982, 1456 0.000317400792863984, -0.0015159828401994, 4.77172748392219e-06, 1457 0.00103397353567405, 0.00107361395477902, 0.00125357393902288, 1458 0.000898511162091638, 0.000812608069611423, 0.00117847586239195, 1459 0.000443230767944589, 0.00015806917585112, 0.000106018646194562, 1460 0.000333721015978061, 0.000120100408758941, -5.31389194723373e-05, 1461 -0.000117871111748406, -0.000291886194606976, -0.000404124403497883, 1462 -0.000356618262057166, -0.000229210620899383, -0.000185219275316426, 1463 -0.00118730774061063, 0.000740568197543185, 0.000624575880555572, 1464 0.000474734639710034, -0.00244941224999582, -0.00037150498020405, 1465 0.00113707718574448, 0.00125357393902288, 0.00175782412570737, 1466 0.00141365990412939, 0.00148450143229436, 0.00216483804024586, 1467 0.00123800831660394, 0.000907681260528922, 0.000916494035161101, 1468 0.000815197396104502, 0.000324866910653185, -6.44236841260061e-05, 1469 -0.000207212018218033, -0.000635132377386486, -0.000959491791422852, 1470 -0.00113713913236256, -0.000994541303512086, -0.00102792706388811, 1471 -0.00118703780057675, 0.000742005374071472, 0.00064780126403512, 1472 0.000434320019657147, -0.00216501742563322, -0.000523254030404203, 1473 0.000747670650180816, 0.000898511162091638, 0.00141365990412939, 1474 0.00136045936923501, 0.0014680793668956, 0.00203686187559336, 1475 0.00119847526169048, 0.000904176981254769, 0.000896852593619694, 1476 0.000848078442321369, 0.000345820664123864, -5.15527865984296e-05, 1477 -0.000197519992775655, -0.000645609416220365, -0.000997761381187661, 1478 -0.0012404390560521, -0.00109680508351927, -0.00113967714137046, 1479 -0.00172055345918883, 0.00114977928877198, 0.000935707806932052, 1480 0.000459443487096387, -0.00281375885789835, -0.000886617935612452, 1481 0.000637468318331369, 0.000812608069611423, 0.00148450143229436, 1482 0.0014680793668956, 0.00217084016500343, 0.0029750070358662, 1483 0.00208433309826413, 0.00172182542303662, 0.00174611536201217, 1484 0.00129960828944164, 0.000548751370569655, -3.79946139891241e-05, 1485 -0.000250001401133244, -0.00093656323979694, -0.00150718818010699, 1486 -0.00208363853621429, -0.00197367970588831, -0.00213273444541255, 1487 -0.00282973019584382, 0.00200530841336703, 0.00148449349573531, 1488 0.000570251932991725, -0.00449408146252495, -0.00140688678525427, 1489 0.000963934771472604, 0.00117847586239195, 0.00216483804024586, 1490 0.00203686187559336, 0.0029750070358662, 0.00501513876862512, 1491 0.00399535121928084, 0.00350598390589745, 0.00362456785335549, 1492 0.00212078488398862, 0.000906131205084277, -3.6454396313134e-05, 1493 -0.000372397355810615, -0.0014864096281366, -0.00242880305206317, 1494 -0.00353282386838665, -0.00350718581597741, -0.00389458456296836, 1495 -0.00279619972795585, 0.00222811101992064, 0.00132234065473106, 1496 0.000195546004426462, -0.00364816304284394, -0.00151777207774812, 1497 0.000259239399462997, 0.000443230767944589, 0.00123800831660394, 1498 0.00119847526169048, 0.00208433309826413, 0.00399535121928084, 1499 0.0054507568567451, 0.00470241993895167, 0.00493055279786896, 1500 0.00201853749109608, 0.000885809556650048, 1.83923039664673e-05, 1501 -0.000283050691529295, -0.00133250331426772, -0.00225236010538653, 1502 -0.00359833596867777, -0.00395366352736832, -0.00461628776343853, 1503 -0.00289060805206229, 0.0024818042434364, 0.00121308059577345, 1504 2.72052297316331e-05, -0.00343278843606667, -0.00163789857683012, 1505 -3.13740933986805e-05, 0.00015806917585112, 0.000907681260528922, 1506 0.000904176981254769, 0.00172182542303662, 0.00350598390589745, 1507 0.00470241993895167, 0.0078325224613628, 0.00915323598243506, 1508 0.00210730280021935, 0.000947137882568041, 7.05701947291954e-05, 1509 -0.000224872498960712, -0.00130765819682263, -0.00228758006518242, 1510 -0.0039547935932424, -0.00485413154696321, -0.00588024148548991, 1511 -0.00320325258490701, 0.00282650455393769, 0.00127960812345634, 1512 -3.78499050833033e-05, -0.0037656405854337, -0.0018417095344788, 1513 -9.8258454258689e-05, 0.000106018646194562, 0.000916494035161101, 1514 0.000896852593619694, 0.00174611536201217, 0.00362456785335549, 1515 0.00493055279786896, 0.00915323598243506, 0.0136836741339633, 1516 0.00237864146497212, 0.00108182905868904, 0.000109069014228716, 1517 -0.000213065408232925, -0.00142680000774472, -0.00254134923813102, 1518 -0.00458047582769968, -0.00592196661560628, -0.00727888553074047, 1519 -0.00198704716570621, 0.00146020870965775, 0.000598575017370257, 1520 0.000783804355084115, -0.0019530192987073, -0.000869233941992018, 1521 0.000164389952506784, 0.000333721015978061, 0.000815197396104502, 1522 0.000848078442321369, 0.00129960828944164, 0.00212078488398862, 1523 0.00201853749109608, 0.00210730280021935, 0.00237864146497212, 1524 0.0019076370303838, 0.000759586105406085, -0.000122960434399537, 1525 -0.000420867297024075, -0.00139652592551323, -0.0021704465936693, 1526 -0.00288314395021324, -0.00291742522906299, -0.00325655842738453, 1527 -0.000847222204131792, 0.000618887019138287, 0.000255298927663316, 1528 0.000338266801002889, -0.000823926841909847, -0.000381264599266638, 1529 4.78756078126526e-05, 0.000120100408758941, 0.000324866910653185, 1530 0.000345820664123864, 0.000548751370569655, 0.000906131205084277, 1531 0.000885809556650048, 0.000947137882568041, 0.00108182905868904, 1532 0.000759586105406085, 0.0003656939785206, 2.82567281665219e-05, 1533 -0.000101646821262282, -0.000512930233362397, -0.000872443999184792, 1534 -0.00131618762009045, -0.00140260317866891, -0.00159801030917644, 1535 2.70515273679747e-05, -2.43124025263358e-05, -1.05348849084324e-05, 1536 -5.98980579055969e-06, 5.56765347348377e-05, -2.19177180982826e-06, 1537 -4.80106456474847e-05, -5.31389194723373e-05, -6.44236841260061e-05, 1538 -5.15527865984296e-05, -3.79946139891241e-05, -3.6454396313134e-05, 1539 1.83923039664673e-05, 7.05701947291954e-05, 0.000109069014228716, 1540 -0.000122960434399537, 2.82567281665219e-05, 0.000149057409866348, 1541 0.000158033153508944, 0.000181471124454999, 0.000130884181218961, 1542 -0.00015302847096016, -0.000310903996678885, -0.000420681148041455, 1543 0.000326844162490547, -0.000241178336099445, -0.000105109656554569, 1544 -0.00012832043843202, 0.000369977630385713, 0.000134563688210397, 1545 -8.33829838965235e-05, -0.000117871111748406, -0.000207212018218033, 1546 -0.000197519992775655, -0.000250001401133244, -0.000372397355810615, 1547 -0.000283050691529295, -0.000224872498960712, -0.000213065408232925, 1548 -0.000420867297024075, -0.000101646821262282, 0.000158033153508944, 1549 0.000255704147038991, 0.000426656151552186, 0.000483132475498153, 1550 0.000219787363688364, 1.1439794023618e-05, -9.02272784316804e-05, 1551 0.00135256413351957, -0.000991378139936192, -0.000413488381353818, 1552 -0.000542743279532203, 0.00139228419735132, 0.000592929102356622, 1553 -0.000166890570625039, -0.000291886194606976, -0.000635132377386486, 1554 -0.000645609416220365, -0.00093656323979694, -0.0014864096281366, 1555 -0.00133250331426772, -0.00130765819682263, -0.00142680000774472, 1556 -0.00139652592551323, -0.000512930233362397, 0.000181471124454999, 1557 0.000426656151552186, 0.00117095478565454, 0.00164149083642214, 1558 0.00169588353149587, 0.00141489783224005, 0.00143202572023981, 1559 0.0022188465918784, -0.00162708135143005, -0.000668742250888912, 1560 -0.000890014730820339, 0.00223783577417036, 0.000989340528530486, 1561 -0.000205380711729347, -0.000404124403497883, -0.000959491791422852, 1562 -0.000997761381187661, -0.00150718818010699, -0.00242880305206317, 1563 -0.00225236010538653, -0.00228758006518242, -0.00254134923813102, 1564 -0.0021704465936693, -0.000872443999184792, 0.000130884181218961, 1565 0.000483132475498153, 0.00164149083642214, 0.00265334294416382, 1566 0.00305296134009041, 0.00272287720213162, 0.00283652481021948, 1567 0.00337126604512471, -0.00248332970180653, -0.00101475517128789, 1568 -0.00128430664220486, 0.00315107722344203, 0.00149625051966445, 1569 -9.50907045530586e-05, -0.000356618262057166, -0.00113713913236256, 1570 -0.0012404390560521, -0.00208363853621429, -0.00353282386838665, 1571 -0.00359833596867777, -0.0039547935932424, -0.00458047582769968, 1572 -0.00288314395021324, -0.00131618762009045, -0.00015302847096016, 1573 0.000219787363688364, 0.00169588353149587, 0.00305296134009041, 1574 0.00667821352504447, 0.00531692615725814, 0.00566170373323159, 1575 0.00374620280538731, -0.00275966775911108, -0.00106390221980279, 1576 -0.00146322120108432, 0.00316419340408527, 0.00155348190492993, 1577 1.1901907320833e-05, -0.000229210620899383, -0.000994541303512086, 1578 -0.00109680508351927, -0.00197367970588831, -0.00350718581597741, 1579 -0.00395366352736832, -0.00485413154696321, -0.00592196661560628, 1580 -0.00291742522906299, -0.00140260317866891, -0.000310903996678885, 1581 1.1439794023618e-05, 0.00141489783224005, 0.00272287720213162, 1582 0.00531692615725814, 0.0135149981987308, 0.0166147008644102, 1583 0.00434814343158575, -0.00320503008932793, -0.00121570767202619, 1584 -0.00169190306471577, 0.00352917384733862, 0.00176000748685542, 1585 7.14426605544705e-05, -0.000185219275316426, -0.00102792706388811, 1586 -0.00113967714137046, -0.00213273444541255, -0.00389458456296836, 1587 -0.00461628776343853, -0.00588024148548991, -0.00727888553074047, 1588 -0.00325655842738453, -0.00159801030917644, -0.000420681148041455, 1589 -9.02272784316804e-05, 0.00143202572023981, 0.00283652481021948, 1590 0.00566170373323159, 0.0166147008644102, 0.0269823093695889 1591 ]).reshape(24, 24, order='F') 1592 1593mpg_bs_poisson.cov_scaled = mpg_bs_poisson.cov_unscaled 1594 1595mpg_bs_poisson.p_table = np.array([ 1596 3.38155196812657, -0.2398057983025, 0.0385574655971876, 1597 0.0308789097162079, 0.0953875221712041, 0.0567945319890742, 1598 0.0752322831366413, 0.0782324137428169, 35.4506741673956, 1599 -4.22233954403625, 0.512512235301397, 0.394707362829427, 1600 2.83211381163377e-275, 2.41779512472801e-05, 0.608292559428079, 1601 0.693058868325634 1602 ]).reshape(4, 4, order='F') 1603 1604mpg_bs_poisson.pTerms_table = np.array([ 1605 1, 2, 17.8281512251323, 0.267231825859481, 2.41779512472801e-05, 1606 0.874926047858207 1607 ]).reshape(2, 3, order='F') 1608 1609mpg_bs_poisson.s_table = np.array([ 1610 2.53986871460058, 1.70629964435497, 3.20982914795608, 2.15301685267905, 1611 24.0890023854214, 12.9900133623474, 4.50054787026542e-05, 1612 0.0019804834204652 1613 ]).reshape(2, 4, order='F') 1614 1615mpg_bs_poisson.method = 'UBRE' 1616mpg_bs_poisson.sp_criterion = -0.733688545240377 1617mpg_bs_poisson.rank = 24 1618mpg_bs_poisson.np = 24 1619mpg_bs_poisson.params = np.array([ 1620 3.38155196812657, -0.2398057983025, 0.0385574655971876, 1621 0.0308789097162079, 0.322087207070371, 0.114222640046661, 1622 -0.0703319473834318, -0.0932993942273026, -0.164529819124519, 1623 -0.150860338924587, -0.19827414261489, -0.318132823476157, 1624 -0.277920321049033, -0.291752287584618, -0.335850782440607, 1625 0.147266917321495, 0.0655746640077953, 0.00329634588440575, 1626 -0.0178203244735351, -0.0949069908870388, -0.162736107333124, 1627 -0.267760412623755, -0.31426029441775, -0.36537967845964 1628 ]) 1629