Basic function called by ivx_sys. Should only be used directly by
experienced users.
Arguments
- y
numeric response matrix (observations in rows).
- x
design matrix of dimension
n * p.- horizon
is the horizon (default horizon = 1 corresponds to a short-horizon regression). For
horizon > 1the estimator and modified Wald statistic are those of Kostakis et al. (2023), eqs (15) and (23): K-period sums of the response and of the lagged predictors, a single-lag instrument in the signal matrix and the K-period sum of the instrument in the covariance.- beta, cz
tuning parameters of the IVX instrument \(z_t = \sum_{j=0}^{t-1} (1 - c_z/n^\beta)^j \Delta x_{t-j}\). Defaults (
beta = 0.95,cz = 1) follow Kostakis et al. (2015).- bandwidth
Newey-West bandwidth for the long-run covariance estimate. The default
NULLuses \(n^{1/3}\) as in Kostakis et al. (2015).- ...
currently disregarded.
Examples
ivx_sys_fit(as.matrix(kms[, c("Ret", "DE")]), as.matrix(kms[, c("DP", "TBL")]))
#> $coefficients
#> DP TBL
#> Ret 0.006145163 -0.08071667
#> DE 0.311083362 -4.01492119
#>
#> $se
#> DP TBL
#> Ret 0.004556908 0.05770131
#> DE 0.019395656 0.27746798
#>
#> $tstat
#> DP TBL
#> Ret 1.348538 -1.398871
#> DE 16.038816 -14.469854
#>
#> $Wald_Ind
#> DP TBL
#> Ret 1.818554 1.95684
#> DE 257.243618 209.37667
#>
#> $intercept
#> Ret DE
#> 5.683713e-19 4.464995e-16
#>
#> $fitted
#> [,1] [,2]
#> [1,] 2.682029e-03 0.1354015847
#> [2,] 2.741157e-03 0.1385086381
#> [3,] 2.464371e-03 0.1245397684
#> [4,] 2.555449e-03 0.1290863198
#> [5,] 2.354832e-03 0.1190657718
#> [6,] 2.146773e-03 0.1084906200
#> [7,] 2.471271e-03 0.1247325174
#> [8,] 2.229232e-03 0.1124016331
#> [9,] 2.226349e-03 0.1120706485
#> [10,] 2.037659e-03 0.1025044446
#> [11,] 2.104685e-03 0.1061821278
#> [12,] 1.787352e-03 0.0900894884
#> [13,] 1.620209e-03 0.0817207714
#> [14,] 1.591842e-03 0.0803844184
#> [15,] 1.737088e-03 0.0877513560
#> [16,] 1.205729e-03 0.0608099305
#> [17,] 7.791137e-04 0.0394626594
#> [18,] 5.265062e-04 0.0268742825
#> [19,] 8.154639e-04 0.0415162661
#> [20,] 6.282739e-04 0.0321825581
#> [21,] 4.467010e-05 0.0028098662
#> [22,] -2.205170e-04 -0.0104651301
#> [23,] -3.645455e-04 -0.0176637099
#> [24,] -6.571268e-04 -0.0327879871
#> [25,] -6.261877e-04 -0.0312217758
#> [26,] -1.218325e-03 -0.0609126086
#> [27,] -8.934312e-04 -0.0446577990
#> [28,] -9.782798e-04 -0.0488036135
#> [29,] -1.168180e-03 -0.0582745160
#> [30,] -1.064847e-03 -0.0528371707
#> [31,] -1.417248e-03 -0.0708829836
#> [32,] -1.422426e-03 -0.0713229980
#> [33,] -2.051533e-03 -0.1030632194
#> [34,] -1.580981e-03 -0.0793280751
#> [35,] 1.920560e-05 0.0015279059
#> [36,] 1.692318e-03 0.0855846012
#> [37,] 1.957407e-03 0.0986909485
#> [38,] 1.299513e-03 0.0656429100
#> [39,] 1.198698e-03 0.0605180412
#> [40,] 1.062342e-03 0.0533236243
#> [41,] 1.085983e-03 0.0545559985
#> [42,] 1.669919e-03 0.0836964521
#> [43,] 3.199548e-03 0.1607600401
#> [44,] 3.031786e-03 0.1522248215
#> [45,] 3.233419e-03 0.1622184862
#> [46,] 3.901146e-03 0.1961912796
#> [47,] 4.501557e-03 0.2265642360
#> [48,] 4.917354e-03 0.2473709425
#> [49,] 5.331775e-03 0.2684069256
#> [50,] 5.148192e-03 0.2589426762
#> [51,] 4.542322e-03 0.2281439838
#> [52,] 4.638087e-03 0.2332195452
#> [53,] 5.081024e-03 0.2557203907
#> [54,] 6.390581e-03 0.3215793255
#> [55,] 5.766910e-03 0.2897727539
#> [56,] 6.262025e-03 0.3147370806
#> [57,] 6.102467e-03 0.3066669664
#> [58,] 8.170704e-03 0.4113876071
#> [59,] 6.567767e-03 0.3311323990
#> [60,] 7.045794e-03 0.3553811697
#> [61,] 7.394891e-03 0.3735086914
#> [62,] 7.311542e-03 0.3693391667
#> [63,] 6.846484e-03 0.3457540857
#> [64,] 7.538987e-03 0.3806893460
#> [65,] 9.623531e-03 0.4854029556
#> [66,] 1.166805e-02 0.5883323699
#> [67,] 1.145537e-02 0.5775873227
#> [68,] 9.332692e-03 0.4700466530
#> [69,] 7.174796e-03 0.3607516966
#> [70,] 7.218370e-03 0.3628792570
#> [71,] 7.861840e-03 0.3954390757
#> [72,] 7.932173e-03 0.3989994874
#> [73,] 7.277286e-03 0.3658688169
#> [74,] 7.146876e-03 0.3592885011
#> [75,] 8.385781e-03 0.4219622370
#> [76,] 7.046322e-03 0.3551018801
#> [77,] 5.536566e-03 0.2780410216
#> [78,] 4.696435e-03 0.2353976691
#> [79,] 4.048466e-03 0.2024393078
#> [80,] 4.451896e-03 0.2229473085
#> [81,] 3.864177e-03 0.1930674693
#> [82,] 4.513938e-03 0.2259813085
#> [83,] 4.975141e-03 0.2493641207
#> [84,] 4.200905e-03 0.2102628967
#> [85,] 3.939632e-03 0.1970863867
#> [86,] 2.984918e-03 0.1490624090
#> [87,] 3.307974e-03 0.1653451263
#> [88,] 3.631531e-03 0.1814539918
#> [89,] 3.883329e-03 0.1941366124
#> [90,] 4.408550e-03 0.2207316827
#> [91,] 4.301100e-03 0.2152852183
#> [92,] 5.064188e-03 0.2539145807
#> [93,] 4.720246e-03 0.2365318506
#> [94,] 4.748770e-03 0.2379900614
#> [95,] 4.910339e-03 0.2462117874
#> [96,] 4.449615e-03 0.2228745554
#> [97,] 4.502513e-03 0.2255381438
#> [98,] 4.791077e-03 0.2401246129
#> [99,] 5.047193e-03 0.2530827435
#> [100,] 5.272313e-03 0.2644504086
#> [101,] 4.665384e-03 0.2337261763
#> [102,] 4.423829e-03 0.2214980446
#> [103,] 3.974043e-03 0.1987287827
#> [104,] 3.483554e-03 0.1738990104
#> [105,] 3.343796e-03 0.1668311912
#> [106,] 3.166658e-03 0.1578924949
#> [107,] 2.859965e-03 0.1423669464
#> [108,] 2.790283e-03 0.1388109942
#> [109,] 2.706859e-03 0.1345807608
#> [110,] 2.405859e-03 0.1193789564
#> [111,] 2.430359e-03 0.1206192107
#> [112,] 2.400193e-03 0.1190921355
#> [113,] 3.094601e-03 0.1542447887
#> [114,] 3.014784e-03 0.1502042931
#> [115,] 3.018928e-03 0.1504140419
#> [116,] 2.874162e-03 0.1430500602
#> [117,] 2.991686e-03 0.1490349998
#> [118,] 3.221149e-03 0.1606225198
#> [119,] 3.159918e-03 0.1575015184
#> [120,] 3.490028e-03 0.1741982691
#> [121,] 3.838823e-03 0.1918622474
#> [122,] 3.655017e-03 0.1825931078
#> [123,] 3.665807e-03 0.1831250714
#> [124,] 3.620667e-03 0.1810036464
#> [125,] 4.249847e-03 0.2129823720
#> [126,] 4.666757e-03 0.2339806664
#> [127,] 5.264532e-03 0.2642059509
#> [128,] 4.555804e-03 0.2282714250
#> [129,] 4.719564e-03 0.2365685122
#> [130,] 5.462147e-03 0.2741741280
#> [131,] 6.289607e-03 0.3159839389
#> [132,] 7.111875e-03 0.3575309121
#> [133,] 7.490857e-03 0.3767301295
#> [134,] 7.366491e-03 0.3704272976
#> [135,] 6.968047e-03 0.3502428568
#> [136,] 8.687212e-03 0.4372712337
#> [137,] 7.761661e-03 0.3904246555
#> [138,] 7.964766e-03 0.4006779074
#> [139,] 6.498379e-03 0.3264457464
#> [140,] 5.825641e-03 0.2924043002
#> [141,] 5.770438e-03 0.2896026876
#> [142,] 5.419846e-03 0.2718690818
#> [143,] 4.509916e-03 0.2257848068
#> [144,] 4.201253e-03 0.2101524184
#> [145,] 3.407143e-03 0.1699454730
#> [146,] 3.885783e-03 0.1941754101
#> [147,] 3.728903e-03 0.1862337872
#> [148,] 4.662702e-03 0.2335050202
#> [149,] 4.735637e-03 0.2371971525
#> [150,] 4.403438e-03 0.2203804121
#> [151,] 4.847287e-03 0.2428491296
#> [152,] 4.320219e-03 0.2161747834
#> [153,] 4.880312e-03 0.2445351602
#> [154,] 3.982115e-03 0.1991302748
#> [155,] 4.360739e-03 0.2182330975
#> [156,] 4.878480e-03 0.2444424240
#> [157,] 4.943686e-03 0.2477361983
#> [158,] 5.221235e-03 0.2617651088
#> [159,] 5.205282e-03 0.2609646055
#> [160,] 5.177384e-03 0.2595523823
#> [161,] 5.272247e-03 0.2643545544
#> [162,] 6.986712e-03 0.3511734975
#> [163,] 6.564270e-03 0.3298169014
#> [164,] 6.479361e-03 0.3254829956
#> [165,] 6.390335e-03 0.3209691707
#> [166,] 6.385799e-03 0.3207466901
#> [167,] 6.172545e-03 0.3099298904
#> [168,] 6.438906e-03 0.3234137143
#> [169,] 6.456306e-03 0.3242945550
#> [170,] 6.790400e-03 0.3412072285
#> [171,] 6.896835e-03 0.3466094411
#> [172,] 6.845798e-03 0.3440756650
#> [173,] 7.298641e-03 0.3669925863
#> [174,] 7.294133e-03 0.3667714948
#> [175,] 6.995684e-03 0.3516703890
#> [176,] 6.697315e-03 0.3365661892
#> [177,] 6.772185e-03 0.3403634021
#> [178,] 6.885683e-03 0.3460876009
#> [179,] 7.359841e-03 0.3700835374
#> [180,] 7.499889e-03 0.3773083202
#> [181,] 7.771747e-03 0.3911060389
#> [182,] 7.677923e-03 0.3863137207
#> [183,] 7.790949e-03 0.3920211752
#> [184,] 8.161454e-03 0.4107770250
#> [185,] 8.289798e-03 0.4173239608
#> [186,] 7.777362e-03 0.3914187561
#> [187,] 7.572879e-03 0.3810673127
#> [188,] 7.249849e-03 0.3647218552
#> [189,] 7.078891e-03 0.3560675088
#> [190,] 6.786324e-03 0.3412570644
#> [191,] 6.302834e-03 0.3167816008
#> [192,] 6.286655e-03 0.3159625911
#> [193,] 5.873792e-03 0.2950624456
#> [194,] 5.448562e-03 0.2735362364
#> [195,] 5.145106e-03 0.2581745518
#> [196,] 4.829342e-03 0.2421897823
#> [197,] 4.824038e-03 0.2419212597
#> [198,] 4.554333e-03 0.2282681531
#> [199,] 4.433738e-03 0.2221632959
#> [200,] 4.811120e-03 0.2412673425
#> [201,] 4.782741e-03 0.2398307042
#> [202,] 4.672858e-03 0.2342681683
#> [203,] 4.788837e-03 0.2401392939
#> [204,] 5.305132e-03 0.2662754652
#> [205,] 4.986624e-03 0.2501517886
#> [206,] 4.926049e-03 0.2470853279
#> [207,] 4.974940e-03 0.2495603094
#> [208,] 4.904955e-03 0.2460175026
#> [209,] 5.015071e-03 0.2515918454
#> [210,] 4.804246e-03 0.2409193711
#> [211,] 4.531099e-03 0.2270919870
#> [212,] 4.692700e-03 0.2352725949
#> [213,] 4.672009e-03 0.2342251895
#> [214,] 4.723299e-03 0.2368216228
#> [215,] 4.723299e-03 0.2368216228
#> [216,] 4.699304e-03 0.2356069264
#> [217,] 4.487462e-03 0.2248829604
#> [218,] 4.432085e-03 0.2220796179
#> [219,] 4.096402e-03 0.2050865203
#> [220,] 4.418370e-03 0.2213853501
#> [221,] 3.900212e-03 0.1951549300
#> [222,] 3.830216e-03 0.1916115636
#> [223,] 3.850721e-03 0.1926495471
#> [224,] 4.006635e-03 0.2005423126
#> [225,] 3.691559e-03 0.1845923863
#> [226,] 3.470387e-03 0.1733960975
#> [227,] 3.286824e-03 0.1641036756
#> [228,] 3.090685e-03 0.1541746403
#> [229,] 3.030211e-03 0.1511133032
#> [230,] 2.677922e-03 0.1332795691
#> [231,] 3.181499e-03 0.1587719011
#> [232,] 2.963937e-03 0.1477583679
#> [233,] 2.737054e-03 0.1362729871
#> [234,] 2.600993e-03 0.1293852512
#> [235,] 2.846114e-03 0.1417938370
#> [236,] 3.034907e-03 0.1513510042
#> [237,] 3.530231e-03 0.1764255704
#> [238,] 4.217705e-03 0.2112272074
#> [239,] 4.326288e-03 0.2167239484
#> [240,] 4.455611e-03 0.2232705654
#> [241,] 4.255194e-03 0.2131249766
#> [242,] 4.141057e-03 0.2073470760
#> [243,] 4.260635e-03 0.2134004377
#> [244,] 4.393579e-03 0.2201303490
#> [245,] 4.750107e-03 0.2381787060
#> [246,] 4.915877e-03 0.2465704032
#> [247,] 4.709648e-03 0.2361305821
#> [248,] 4.345683e-03 0.2179050135
#> [249,] 4.526338e-03 0.2271142306
#> [250,] 4.649081e-03 0.2333633623
#> [251,] 4.608238e-03 0.2313313597
#> [252,] 4.855185e-03 0.2438822569
#> [253,] 4.828338e-03 0.2425445247
#> [254,] 5.086550e-03 0.2556301198
#> [255,] 5.382223e-03 0.2706191587
#> [256,] 4.949707e-03 0.2487241322
#> [257,] 4.788830e-03 0.2405801236
#> [258,] 4.326340e-03 0.2171677193
#> [259,] 4.307957e-03 0.2162371671
#> [260,] 4.691689e-03 0.2356626101
#> [261,] 4.644542e-03 0.2333185929
#> [262,] 4.855134e-03 0.2440006241
#> [263,] 4.567544e-03 0.2294634931
#> [264,] 5.391824e-03 0.2712048118
#> [265,] 5.324600e-03 0.2678159912
#> [266,] 5.417603e-03 0.2725311621
#> [267,] 5.772005e-03 0.2904718528
#> [268,] 5.695201e-03 0.2865838263
#> [269,] 5.910224e-03 0.2974688569
#> [270,] 6.225868e-03 0.3134475210
#> [271,] 6.319712e-03 0.3181981299
#> [272,] 6.110335e-03 0.3074922208
#> [273,] 6.060817e-03 0.3049997454
#> [274,] 5.932481e-03 0.2985244057
#> [275,] 5.963666e-03 0.3000888256
#> [276,] 6.119771e-03 0.3080126037
#> [277,] 6.023799e-03 0.3031684504
#> [278,] 5.996262e-03 0.3017531604
#> [279,] 5.948141e-03 0.2993527292
#> [280,] 5.975960e-03 0.3007609859
#> [281,] 5.732891e-03 0.2884775508
#> [282,] 5.539846e-03 0.2787122938
#> [283,] 5.966780e-03 0.3003176059
#> [284,] 6.124800e-03 0.3083241023
#> [285,] 6.106465e-03 0.3074243920
#> [286,] 5.894927e-03 0.2967869470
#> [287,] 6.073569e-03 0.3058373876
#> [288,] 6.244335e-03 0.3145175839
#> [289,] 6.181608e-03 0.3113279320
#> [290,] 5.885620e-03 0.2963443076
#> [291,] 5.898367e-03 0.2970037884
#> [292,] 6.047650e-03 0.3045893176
#> [293,] 5.755930e-03 0.2898715597
#> [294,] 5.999100e-03 0.3022383680
#> [295,] 6.294581e-03 0.3171251750
#> [296,] 5.744741e-03 0.2893692074
#> [297,] 5.406284e-03 0.2722783469
#> [298,] 5.349837e-03 0.2694279972
#> [299,] 5.357542e-03 0.2697539784
#> [300,] 5.203708e-03 0.2619807821
#> [301,] 4.674209e-03 0.2352971689
#> [302,] 4.722934e-03 0.2376498897
#> [303,] 4.989855e-03 0.2511407570
#> [304,] 4.677451e-03 0.2353616683
#> [305,] 5.007361e-03 0.2520482824
#> [306,] 4.828792e-03 0.2430798608
#> [307,] 4.570135e-03 0.2300073414
#> [308,] 4.373962e-03 0.2201548613
#> [309,] 4.447993e-03 0.2239167357
#> [310,] 4.666347e-03 0.2348849664
#> [311,] 4.590388e-03 0.2310610771
#> [312,] 4.165011e-03 0.2096056988
#> [313,] 3.699313e-03 0.1862016828
#> [314,] 3.848346e-03 0.1936536051
#> [315,] 3.953119e-03 0.1989645923
#> [316,] 4.067296e-03 0.2047729560
#> [317,] 4.101499e-03 0.2066324875
#> [318,] 4.160220e-03 0.2095837301
#> [319,] 4.315997e-03 0.2174339734
#> [320,] 4.219144e-03 0.2124812479
#> [321,] 4.584868e-03 0.2309951027
#> [322,] 4.778759e-03 0.2406324699
#> [323,] 4.847362e-03 0.2438135346
#> [324,] 4.786909e-03 0.2407959973
#> [325,] 4.687893e-03 0.2358973940
#> [326,] 4.748328e-03 0.2386578806
#> [327,] 4.929393e-03 0.2476744245
#> [328,] 4.726011e-03 0.2374214301
#> [329,] 4.452539e-03 0.2235349197
#> [330,] 4.395039e-03 0.2204746919
#> [331,] 4.459487e-03 0.2236518243
#> [332,] 4.081461e-03 0.2045720986
#> [333,] 4.160646e-03 0.2087229674
#> [334,] 3.625181e-03 0.1816804688
#> [335,] 3.867165e-03 0.1939089113
#> [336,] 3.525292e-03 0.1765668723
#> [337,] 3.136915e-03 0.1570628278
#> [338,] 2.996946e-03 0.1500270833
#> [339,] 3.041939e-03 0.1522691194
#> [340,] 3.009646e-03 0.1507126393
#> [341,] 2.544964e-03 0.1274098883
#> [342,] 2.679182e-03 0.1341047094
#> [343,] 2.238504e-03 0.1117680520
#> [344,] 1.787992e-03 0.0890971926
#> [345,] 1.658227e-03 0.0827416502
#> [346,] 1.515229e-03 0.0756237073
#> [347,] 1.601396e-03 0.0800995514
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#> [1032,] -1.889561e-04 -0.0120552635
#>
#> $residuals
#> [,1] [,2]
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#> [2,] 3.459759e-02 -0.0654744626
#> [3,] -2.591919e-03 -0.0337800964
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#> [6,] -3.021339e-02 0.0377465680
#> [7,] 7.136882e-02 0.0400466885
#> [8,] 2.352063e-02 0.0707916588
#> [9,] 4.245623e-02 0.0888069747
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#> [11,] 5.870181e-02 0.1317086684
#> [12,] 1.003697e-02 0.1664018126
#> [13,] -1.639179e-02 0.1629252234
#> [14,] -2.128783e-02 0.1534918034
#> [15,] 9.153991e-02 0.1357735626
#> [16,] 2.566921e-02 0.1518075105
#> [17,] 4.048952e-03 0.1632375245
#> [18,] -4.343730e-02 0.1654852367
#> [19,] 1.696309e-03 0.1407755097
#> [20,] 5.912355e-02 0.1409566793
#> [21,] 1.314361e-02 0.1615239455
#> [22,] 6.171626e-03 0.1654602230
#> [23,] 1.073175e-01 0.1641708971
#> [24,] -1.350915e-03 0.1704016389
#> [25,] 4.520461e-02 0.1668572708
#> [26,] -1.075810e-02 0.1946191937
#> [27,] -5.873325e-03 0.1757872487
#> [28,] 1.162445e-02 0.1781063504
#> [29,] -4.968403e-02 0.1857943546
#> [30,] 9.689215e-02 0.1786163648
#> [31,] 4.125547e-02 0.1949623001
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#> [41,] -1.931937e-02 0.2466155068
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#> [44,] 1.902047e-03 0.2783619375
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#> [46,] -9.768600e-02 0.3299064952
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#> [52,] -1.077010e-01 0.4753900744
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#> [54,] 1.250786e-01 0.4309985728
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#> [56,] -3.737178e-03 0.4867136052
#> [57,] -3.499069e-01 0.5214011682
#> [58,] 6.012201e-02 0.4448972016
#> [59,] -1.203619e-01 0.5550092265
#> [60,] -1.623577e-01 0.5626802939
#> [61,] -3.360908e-02 0.5392086761
#> [62,] 3.763184e-02 0.5376503037
#> [63,] -1.408443e-01 0.5551753972
#> [64,] -2.466405e-01 0.5137671702
#> [65,] -2.804353e-01 0.4020795140
#> [66,] -1.221096e-02 0.2917128198
#> [67,] 3.156130e-01 0.2944554930
#> [68,] 3.247024e-01 0.3933165002
#> [69,] -4.147878e-02 0.4932659979
#> [70,] -1.666024e-01 0.4809904316
#> [71,] -6.600344e-02 0.4373269411
#> [72,] 4.647626e-02 0.4216675318
#> [73,] 2.180359e-03 0.4386688203
#> [74,] -2.097450e-01 0.4290544502
#> [75,] 2.621614e-02 0.3501181901
#> [76,] 3.353470e-01 0.4006455930
#> [77,] 1.511485e-01 0.4613004161
#> [78,] 1.203528e-01 0.4874619372
#> [79,] -9.721708e-02 0.5038598899
#> [80,] 1.082737e-01 0.4667100528
#> [81,] -1.342182e-01 0.4798637037
#> [82,] -1.036544e-01 0.4301363236
#> [83,] 9.384208e-02 0.3898495362
#> [84,] 1.867309e-02 0.4119531838
#> [85,] 9.970410e-02 0.4174460402
#> [86,] -4.180824e-02 0.4583219389
#> [87,] -2.995664e-03 0.4345236555
#> [88,] -3.469359e-02 0.4109821102
#> [89,] -9.095337e-02 0.3913902701
#> [90,] 1.428043e-02 0.3575212743
#> [91,] -1.369069e-01 0.3557721663
#> [92,] 4.745110e-02 0.3104592912
#> [93,] -1.006452e-02 0.3207966077
#> [94,] -4.281640e-02 0.3123671566
#> [95,] 7.336464e-02 0.2976754993
#> [96,] -9.396768e-03 0.3141837167
#> [97,] -5.273997e-02 0.1602891586
#> [98,] -4.662862e-02 0.0143666874
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#> [103,] 7.180267e-02 -0.1659810331
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#> [106,] 6.169711e-02 -0.0597472650
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#> [108,] 3.157511e-02 0.0028193477
#> [109,] 6.168269e-02 0.0150309087
#> [110,] 1.578671e-02 0.0379485955
#> [111,] 1.746500e-02 0.0441720227
#> [112,] -8.826518e-02 0.0412181711
#> [113,] 4.363365e-02 0.0018809368
#> [114,] 2.429252e-02 0.0020081581
#> [115,] 6.302022e-02 0.0150436361
#> [116,] 6.260108e-03 0.0349148871
#> [117,] -2.981096e-03 0.0407601625
#> [118,] 6.563093e-02 0.0595709674
#> [119,] 2.514766e-03 0.0906309025
#> [120,] -1.220220e-02 0.0997111171
#> [121,] 2.743573e-02 0.0668529241
#> [122,] 1.006120e-02 0.0615568388
#> [123,] -1.162855e-02 0.0470489213
#> [124,] -9.265037e-02 0.0705334420
#> [125,] -1.497566e-02 0.0587507348
#> [126,] -6.539212e-02 0.0568782781
#> [127,] 8.396063e-02 -0.0156647915
#> [128,] -6.200926e-02 -0.0226602793
#> [129,] -1.603036e-01 -0.0745680546
#> [130,] -1.193403e-01 -0.0743727139
#> [131,] -9.973042e-02 -0.0779101971
#> [132,] -5.861775e-02 -0.0806760157
#> [133,] 3.603704e-04 -0.0598992147
#> [134,] 5.174953e-02 -0.0112234787
#> [135,] -3.053820e-01 0.0539710718
#> [136,] 1.197650e-01 0.0209061386
#> [137,] -5.358869e-02 0.1268726443
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#> [139,] 6.120442e-02 0.2864674741
#> [140,] -3.678301e-02 0.3543835264
#> [141,] 6.329940e-03 0.3951337499
#> [142,] 6.511398e-02 0.3233906568
#> [143,] -3.555020e-02 0.2733717072
#> [144,] 3.523551e-02 0.1850062114
#> [145,] -8.151260e-02 0.1959182383
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#> [184,] -5.196321e-02 -0.1940260526
#> [185,] 5.533832e-02 -0.1955854469
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#> [196,] -6.286146e-03 -0.2245674850
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#> [229,] 6.066556e-02 0.1275135728
#> [230,] -7.530314e-02 0.1768028480
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#> [234,] -4.380122e-02 0.2815217356
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#> [710,] 6.561850e-02 0.1433882132
#> [711,] 4.660298e-02 0.1699676402
#> [712,] -2.086276e-02 0.1633119726
#> [713,] 4.632272e-02 0.1367415797
#> [714,] 8.373208e-03 0.1535573140
#> [715,] -6.644648e-02 0.1614643221
#> [716,] 6.419851e-02 0.1278902669
#> [717,] -9.409584e-02 0.1377173366
#> [718,] 4.724044e-02 0.1058055200
#> [719,] 1.713023e-02 0.1309802249
#> [720,] -3.522562e-02 0.1542826842
#> [721,] 1.192741e-01 0.1401943490
#> [722,] 3.415712e-02 0.1623724618
#> [723,] 1.942788e-02 0.1679446209
#> [724,] -1.550814e-02 0.1975962899
#> [725,] 2.548667e-03 0.2162613343
#> [726,] 4.237835e-02 0.2393877572
#> [727,] 4.233944e-02 0.2248677682
#> [728,] 3.231687e-02 0.2123476350
#> [729,] -2.806000e-02 0.2100709044
#> [730,] -2.491520e-01 0.1871010919
#> [731,] -9.302547e-02 0.0710726909
#> [732,] 6.313886e-02 -0.0021730353
#> [733,] 3.404193e-02 0.0058826144
#> [734,] 3.878100e-02 0.0032904742
#> [735,] -3.868286e-02 -0.0061305256
#> [736,] 2.869606e-03 -0.0600818038
#> [737,] 3.778308e-04 -0.0927046563
#> [738,] 3.892084e-02 -0.1192330772
#> [739,] -1.192809e-02 -0.1090933208
#> [740,] -4.057759e-02 -0.1102264192
#> [741,] 3.400139e-02 -0.1193046463
#> [742,] 1.887186e-02 -0.1078679132
#> [743,] -2.202595e-02 -0.1036732952
#> [744,] 1.063264e-02 -0.1011893951
#> [745,] 6.208440e-02 -0.0954098854
#> [746,] -3.270822e-02 -0.0767665592
#> [747,] 1.518027e-02 -0.0860012681
#> [748,] 4.288736e-02 -0.0633953720
#> [749,] 3.291416e-02 -0.0512582775
#> [750,] -1.276352e-02 -0.0456528439
#> [751,] 7.898246e-02 -0.0302757358
#> [752,] 1.286745e-02 0.0141425116
#> [753,] -1.078117e-02 0.0490019607
#> [754,] -3.079455e-02 0.0607267172
#> [755,] 1.316740e-02 0.0681121528
#> [756,] 1.532751e-02 0.0950048604
#> [757,] -7.707480e-02 0.1213581471
#> [758,] 5.788056e-03 0.1230644479
#> [759,] 1.873719e-02 0.1534939854
#> [760,] -3.221782e-02 0.1811786651
#> [761,] 8.532646e-02 0.1806123330
#> [762,] -1.393072e-02 0.2198901935
#> [763,] -1.173243e-02 0.2110239492
#> [764,] -1.025194e-01 0.2008531201
#> [765,] -5.816110e-02 0.1591247247
#> [766,] -1.191697e-02 0.1511243449
#> [767,] 5.416689e-02 0.1525710408
#> [768,] 1.952240e-02 0.1774304550
#> [769,] 3.605107e-02 0.1767927855
#> [770,] 6.141129e-02 0.1752564242
#> [771,] 1.675617e-02 0.1909971344
#> [772,] -4.908341e-03 0.2222099427
#> [773,] 3.486142e-02 0.2379159477
#> [774,] -5.336038e-02 0.2687545771
#> [775,] 3.822276e-02 0.2888076461
#> [776,] 1.659843e-02 0.3337738159
#> [777,] -2.390717e-02 0.3615292324
#> [778,] 6.327808e-03 0.3830444466
#> [779,] -4.799436e-02 0.4124794761
#> [780,] 1.008348e-01 0.4176223292
#> [781,] -2.504580e-02 0.4302296849
#> [782,] 6.118259e-03 0.4108203124
#> [783,] -2.628922e-02 0.4130848415
#> [784,] 2.142476e-02 0.3956848042
#> [785,] -1.773359e-03 0.3753509541
#> [786,] -2.174698e-02 0.3538765375
#> [787,] 3.339758e-02 0.3323557764
#> [788,] -2.730526e-02 0.3087927881
#> [789,] 4.642422e-03 0.2808600278
#> [790,] -1.799811e-03 0.2547759985
#> [791,] 2.666697e-02 0.2343843971
#> [792,] 6.901077e-03 0.2358091375
#> [793,] 9.267125e-04 0.2323129428
#> [794,] 7.138344e-03 0.2146657875
#> [795,] 1.473267e-02 0.2042590598
#> [796,] -3.097538e-02 0.2196660281
#> [797,] 1.960653e-02 0.2178597911
#> [798,] -2.724300e-03 0.2379510481
#> [799,] -1.079244e-02 0.2238182461
#> [800,] 3.052650e-02 0.2028339195
#> [801,] -1.362335e-02 0.1947660485
#> [802,] 1.361644e-02 0.1665454179
#> [803,] -1.465859e-02 0.1531015040
#> [804,] 6.506254e-03 0.1305715685
#> [805,] 2.687779e-02 0.1226234410
#> [806,] -3.336394e-02 0.1194610809
#> [807,] -5.047076e-02 0.1110518913
#> [808,] 6.378592e-03 0.0729678719
#> [809,] 9.865745e-03 0.0514426674
#> [810,] -3.134121e-02 0.0425852001
#> [811,] 2.573502e-02 0.0076276210
#> [812,] 3.422567e-02 -0.0005374304
#> [813,] -3.030555e-02 -0.0077434955
#> [814,] 1.610760e-02 -0.0440111735
#> [815,] -4.310097e-02 -0.0575987601
#> [816,] 8.369976e-03 -0.0884003479
#> [817,] 1.922264e-02 -0.0951438715
#> [818,] 3.217799e-02 -0.1038519360
#> [819,] 2.282829e-02 -0.1105899488
#> [820,] 2.305413e-02 -0.1180840391
#> [821,] 3.326170e-02 -0.1281503463
#> [822,] 1.828196e-02 -0.1313564220
#> [823,] 2.737793e-02 -0.1363263169
#> [824,] -1.831076e-03 -0.1322151322
#> [825,] 3.588640e-02 -0.1366974885
#> [826,] -8.588830e-03 -0.1141246512
#> [827,] 3.788410e-02 -0.1003981192
#> [828,] 1.249999e-02 -0.0692700626
#> [829,] 2.935789e-02 -0.0676258128
#> [830,] 5.281775e-03 -0.0589585402
#> [831,] 4.785461e-03 -0.0593676430
#> [832,] 1.026604e-02 -0.0584558811
#> [833,] 2.024728e-02 -0.0603717026
#> [834,] -4.638104e-04 -0.0561375264
#> [835,] -5.005427e-02 -0.0551487868
#> [836,] 1.675069e-02 -0.0713887923
#> [837,] 4.964256e-02 -0.0736378156
#> [838,] 2.183500e-02 -0.0779125460
#> [839,] 6.919036e-02 -0.0945387725
#> [840,] -2.409587e-02 -0.0909819616
#> [841,] 5.664131e-02 -0.1135767660
#> [842,] 3.817258e-03 -0.1005449207
#> [843,] -4.643531e-02 -0.1096564347
#> [844,] 5.434505e-02 -0.1194416227
#> [845,] 5.574220e-02 -0.1020202474
#> [846,] 3.964936e-02 -0.0897647236
#> [847,] 7.406204e-02 -0.0790440503
#> [848,] -5.936021e-02 -0.0490084696
#> [849,] 4.927424e-02 -0.0619908013
#> [850,] -3.605863e-02 -0.0436129601
#> [851,] 4.213256e-02 -0.0437117279
#> [852,] 1.409694e-02 -0.0132530279
#> [853,] 9.092210e-03 -0.0039328172
#> [854,] 6.669956e-02 -0.0018852826
#> [855,] 4.767376e-02 0.0250192922
#> [856,] 9.105120e-03 0.0481780519
#> [857,] -1.992197e-02 0.0571106870
#> [858,] 3.790492e-02 0.0625339997
#> [859,] -1.221028e-02 0.0834685551
#> [860,] -1.566089e-01 0.0895003757
#> [861,] 5.812129e-02 0.0485849416
#> [862,] 7.427761e-02 0.0588460536
#> [863,] 5.800643e-02 0.0608267524
#> [864,] 5.599372e-02 0.1008259284
#> [865,] 4.027391e-02 0.1159895697
#> [866,] -3.387493e-02 0.1241230847
#> [867,] 3.658428e-02 0.1155845353
#> [868,] 3.541930e-02 0.1031749479
#> [869,] -2.465367e-02 0.0865707209
#> [870,] 5.162182e-02 0.0654491362
#> [871,] -3.174137e-02 0.0649823550
#> [872,] -6.280126e-03 0.0336144208
#> [873,] -2.982537e-02 0.0185654206
#> [874,] 6.071391e-02 -0.0236609649
#> [875,] 1.942555e-02 -0.0273411219
#> [876,] 5.962145e-02 -0.0419135001
#> [877,] -5.161968e-02 -0.0371694746
#> [878,] -1.869778e-02 -0.0663419706
#> [879,] 9.272639e-02 -0.0808227282
#> [880,] -3.275084e-02 -0.0544348991
#> [881,] -2.350745e-02 -0.0724803424
#> [882,] 2.490898e-02 -0.0812261500
#> [883,] -1.288784e-02 -0.0960857132
#> [884,] 6.087509e-02 -0.1066268334
#> [885,] -5.381694e-02 -0.0992438088
#> [886,] -4.993039e-03 -0.0958741619
#> [887,] -8.234301e-02 -0.0702001051
#> [888,] 4.351397e-03 -0.0703735384
#> [889,] 3.048868e-02 -0.0600225997
#> [890,] -9.652103e-02 -0.0467530676
#> [891,] -6.714861e-02 -0.0591249086
#> [892,] 7.298759e-02 -0.0365999178
#> [893,] 5.609214e-03 0.0304250290
#> [894,] -2.604588e-02 0.0933235560
#> [895,] -1.081572e-02 0.1630783323
#> [896,] -6.705183e-02 0.2481376866
#> [897,] -8.577034e-02 0.3174048188
#> [898,] 1.693054e-02 0.3052042769
#> [899,] 7.352152e-02 0.3370550773
#> [900,] 7.145235e-03 0.3956764382
#> [901,] -1.623774e-02 0.3904499995
#> [902,] -2.158062e-02 0.3836802148
#> [903,] 3.484732e-02 0.3800831544
#> [904,] -6.477765e-02 0.3731714197
#> [905,] -1.007407e-02 0.3286711746
#> [906,] -7.635883e-02 0.3049151077
#> [907,] -7.969506e-02 0.2330066158
#> [908,] 3.702718e-03 0.1643986499
#> [909,] -1.186856e-01 0.1227268923
#> [910,] 8.095257e-02 0.1218043442
#> [911,] 5.388378e-02 0.1778959998
#> [912,] -6.378529e-02 0.2142228720
#> [913,] -3.050482e-02 0.1621689810
#> [914,] -1.911927e-02 0.1234458309
#> [915,] 6.374714e-03 0.0897890910
#> [916,] 7.567869e-02 0.0430290851
#> [917,] 4.852095e-02 0.0228846583
#> [918,] 9.688652e-03 -0.0066560127
#> [919,] 1.480838e-02 -0.0382627432
#> [920,] 1.648894e-02 -0.0649240491
#> [921,] -1.365865e-02 -0.0870146718
#> [922,] 5.108204e-02 -0.1620089600
#> [923,] 6.459406e-03 -0.2130509254
#> [924,] 4.773197e-02 -0.2718957304
#> [925,] 1.629755e-02 -0.2723900086
#> [926,] 1.173057e-02 -0.2812088350
#> [927,] -1.769502e-02 -0.2884122050
#> [928,] -1.845148e-02 -0.3124558801
#> [929,] 1.070368e-02 -0.3360931408
#> [930,] 1.639544e-02 -0.3469508789
#> [931,] -3.635429e-02 -0.3341565552
#> [932,] 6.544329e-04 -0.3452783524
#> [933,] 7.562869e-03 -0.3411990915
#> [934,] 1.165861e-02 -0.3342141356
#> [935,] 3.661174e-02 -0.3266503724
#> [936,] 3.022293e-02 -0.3036014793
#> [937,] -2.690286e-02 -0.2869669257
#> [938,] 1.789681e-02 -0.2901956464
#> [939,] -2.039519e-02 -0.2768393033
#> [940,] -2.231585e-02 -0.2840596844
#> [941,] 2.808811e-02 -0.2973876702
#> [942,] -1.579000e-03 -0.2942352052
#> [943,] 3.332507e-02 -0.3005879147
#> [944,] -1.241102e-02 -0.2901055127
#> [945,] 4.631703e-03 -0.2951144862
#> [946,] -1.902122e-02 -0.3016124639
#> [947,] 3.411282e-02 -0.3041580906
#> [948,] -3.455891e-03 -0.2950177158
#> [949,] 2.261182e-02 -0.3029449130
#> [950,] -9.534843e-04 -0.2881355703
#> [951,] 9.396793e-03 -0.2873177672
#> [952,] 8.570257e-03 -0.2820319856
#> [953,] -3.212775e-02 -0.2764250653
#> [954,] -2.098070e-03 -0.2831347935
#> [955,] 1.821221e-03 -0.2920158714
#> [956,] 2.013956e-02 -0.2954736384
#> [957,] 2.247192e-02 -0.2997302188
#> [958,] 2.842277e-02 -0.3026337181
#> [959,] 1.476596e-02 -0.2934855187
#> [960,] 1.024737e-02 -0.2924493191
#> [961,] 1.182967e-02 -0.2939969826
#> [962,] -2.282796e-02 -0.2855330679
#> [963,] 7.279691e-03 -0.2914959002
#> [964,] 3.950735e-02 -0.2929135278
#> [965,] 3.054309e-02 -0.2837013616
#> [966,] -1.995273e-02 -0.2805198956
#> [967,] -3.503862e-02 -0.2581467442
#> [968,] 1.138759e-02 -0.2269935553
#> [969,] 3.321278e-02 -0.2144581701
#> [970,] 1.378796e-02 -0.1556622732
#> [971,] -4.548259e-02 -0.0871459437
#> [972,] -9.827312e-03 -0.0594993940
#> [973,] -6.694830e-02 -0.0394582229
#> [974,] -3.615019e-02 -0.0339762576
#> [975,] -7.886814e-03 -0.0341953336
#> [976,] 4.294594e-02 -0.0167761988
#> [977,] 8.619767e-03 0.0560049032
#> [978,] -9.070842e-02 0.1371467686
#> [979,] -1.217880e-02 0.1503672246
#> [980,] 9.936048e-03 0.1763153118
#> [981,] -9.418785e-02 0.2233931157
#> [982,] -1.881227e-01 0.4195711001
#> [983,] -8.287622e-02 0.6834582571
#> [984,] 4.969352e-03 1.1644880324
#> [985,] -9.309667e-02 1.3468194604
#> [986,] -1.166898e-01 1.5607473663
#> [987,] 7.602897e-02 1.8508841652
#> [988,] 8.266580e-02 1.8254418851
#> [989,] 4.649338e-02 1.8066423537
#> [990,] -3.788155e-03 1.7793846230
#> [991,] 6.571124e-02 1.5622755820
#> [992,] 2.861479e-02 1.4010086584
#> [993,] 3.070385e-02 1.2510949210
#> [994,] -2.327482e-02 0.5423852738
#> [995,] 5.367214e-02 0.1102203802
#> [996,] 1.444118e-02 -0.1779502430
#> [997,] -4.052647e-02 -0.2361952659
#> [998,] 2.566557e-02 -0.3120589585
#> [999,] 5.513591e-02 -0.3625633076
#> [1000,] 1.210592e-02 -0.3719920574
#> [1001,] -8.711763e-02 -0.3977643930
#> [1002,] -5.916418e-02 -0.4541060372
#> [1003,] 6.357480e-02 -0.4922116568
#> [1004,] -5.062512e-02 -0.4895128043
#> [1005,] 8.207471e-02 -0.5237394279
#> [1006,] 3.402979e-02 -0.5190770506
#> [1007,] -3.833341e-03 -0.5293511412
#> [1008,] 6.107491e-02 -0.5498265679
#> [1009,] 1.960688e-02 -0.5385530976
#> [1010,] 2.859354e-02 -0.5408828282
#> [1011,] -2.629842e-03 -0.5413944006
#> [1012,] 2.568305e-02 -0.5436201048
#> [1013,] -1.461570e-02 -0.5381198459
#> [1014,] -2.008267e-02 -0.5447883827
#> [1015,] -2.361678e-02 -0.5552685691
#> [1016,] -5.964640e-02 -0.5664070419
#> [1017,] -7.704815e-02 -0.5897243552
#> [1018,] 9.873187e-02 -0.6003214969
#> [1019,] -6.950246e-03 -0.5569893344
#> [1020,] 5.033661e-03 -0.5480362092
#> [1021,] 3.981983e-02 -0.5447522201
#> [1022,] 3.822305e-02 -0.5288348763
#> [1023,] 2.830565e-02 -0.5122581300
#> [1024,] -9.964137e-03 -0.4925480874
#> [1025,] -6.568212e-02 -0.4846116456
#> [1026,] 3.612927e-02 -0.4941442914
#> [1027,] 9.929766e-03 -0.4654017270
#> [1028,] 1.814364e-02 -0.4456733509
#> [1029,] 2.045453e-02 -0.4242663967
#> [1030,] -2.226702e-02 -0.4024424675
#> [1031,] 6.835531e-04 -0.3966952870
#> [1032,] 3.571746e-03 -0.3840652986
#>
#> $Wald_Joint
#> [1] 493.8573
#>
#> $Wald_Eq
#> Ret DE
#> 3.643907 488.022500
#>
#> $rank
#> [1] 2
#>
#> $horizon
#> [1] 1
#>
#> $df.residuals
#> [1] 1030
#>
#> $df
#> [1] 4
#>
#> $assign
#> NULL
#>
#> $cnames
#> [1] "DP" "TBL"
#>
#> $rnames
#> [1] "Ret" "DE"
#>
#> $AR
#> Rn Rz
#> DP 1.0001053 0.9986291
#> TBL 0.9966563 0.9986291
#>
#> $delta
#> DP TBL
#> Ret -0.97557503 -0.06104320
#> DE -0.01555954 -0.07043962
#>
#> $vcov
#> Ret:DP DE:DP Ret:TBL DE:TBL
#> Ret:DP 2.076541e-05 -9.285402e-07 -9.494747e-06 -2.329456e-05
#> DE:DP -9.285402e-07 3.761915e-04 -2.329456e-05 2.371589e-04
#> Ret:TBL -9.494747e-06 -2.329456e-05 3.329441e-03 -1.115310e-03
#> DE:TBL -2.329456e-05 2.371589e-04 -1.115310e-03 7.698848e-02
#>
#> $tuning
#> $tuning$beta
#> [1] 0.95
#>
#> $tuning$cz
#> [1] 1
#>
#> $tuning$bandwidth
#> [1] 10
#>
#>
#> $ols
#> $ols$coefficients
#> [,1] [,2]
#> [1,] 0.026464813 0.5868835
#> [2,] 0.005751663 0.3214092
#> [3,] -0.070939450 -3.7664927
#>
#> $ols$residuals
#> [,1] [,2]
#> [1,] -1.240281e-02 -8.329978e-02
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#> [337,] 9.432219e-03 -1.360987e-01
#> [338,] 5.022492e-03 -1.469089e-01
#> [339,] -1.065555e-02 -1.663772e-01
#> [340,] 3.059229e-02 -1.919165e-01
#> [341,] -1.902436e-03 -1.949365e-01
#> [342,] 6.984654e-02 -2.264809e-01
#> [343,] 4.817580e-02 -2.152061e-01
#> [344,] -8.263326e-03 -2.040877e-01
#> [345,] 3.465666e-03 -2.098702e-01
#> [346,] -3.871435e-02 -2.163475e-01
#> [347,] 7.618662e-02 -2.344943e-01
#> [348,] -7.912169e-03 -2.248633e-01
#> [349,] -4.335329e-02 -2.033823e-01
#> [350,] 3.259381e-02 -2.146370e-01
#> [351,] 6.010060e-02 -2.016390e-01
#> [352,] -8.208656e-03 -1.668172e-01
#> [353,] -6.789276e-02 -1.371490e-01
#> [354,] 3.000059e-02 -1.415305e-01
#> [355,] 4.213735e-02 -1.174704e-01
#> [356,] -4.107998e-02 -8.992627e-02
#> [357,] -5.306361e-02 -7.316324e-02
#> [358,] -1.784775e-03 -9.486642e-02
#> [359,] -1.017789e-02 -9.888129e-02
#> [360,] 2.741891e-02 -1.071474e-01
#> [361,] -4.901056e-02 -8.256036e-02
#> [362,] -3.339765e-02 -1.003733e-01
#> [363,] 1.517771e-02 -1.117436e-01
#> [364,] 3.714818e-02 -1.075847e-01
#> [365,] 2.989538e-02 -9.825154e-02
#> [366,] -8.576599e-03 -8.891910e-02
#> [367,] 1.797912e-03 -7.976174e-02
#> [368,] -5.794712e-02 -8.197280e-02
#> [369,] -6.783329e-02 -9.359521e-02
#> [370,] -4.800182e-02 -9.462719e-02
#> [371,] 1.445743e-02 -8.965582e-02
#> [372,] -4.697246e-02 -8.106697e-02
#> [373,] 3.588921e-02 -8.736887e-02
#> [374,] -2.269721e-02 -7.549902e-02
#> [375,] 2.396073e-02 -9.490683e-02
#> [376,] 2.450285e-02 -7.760893e-02
#> [377,] 1.293085e-02 -5.606918e-02
#> [378,] 1.963964e-02 -4.119752e-02
#> [379,] 3.530299e-02 -2.776216e-02
#> [380,] 1.016793e-02 -5.450431e-03
#> [381,] 4.193981e-02 3.349140e-02
#> [382,] 1.993252e-02 7.961700e-02
#> [383,] 2.082301e-02 9.625870e-02
#> [384,] 4.524393e-02 1.063223e-01
#> [385,] -5.519675e-04 1.039077e-01
#> [386,] -1.895474e-04 8.512470e-02
#> [387,] -3.788797e-03 5.924493e-02
#> [388,] 3.232216e-02 3.512291e-02
#> [389,] 1.641826e-02 2.583613e-02
#> [390,] -7.581267e-03 1.405673e-03
#> [391,] 2.694100e-02 1.377198e-02
#> [392,] -1.774655e-02 2.399432e-02
#> [393,] -5.077910e-02 2.548664e-02
#> [394,] 5.294156e-03 4.171746e-02
#> [395,] 1.112281e-02 5.207946e-02
#> [396,] 2.210008e-02 6.646462e-02
#> [397,] -7.956833e-02 1.066958e-01
#> [398,] 6.100379e-03 9.066342e-02
#> [399,] -2.015712e-02 9.174025e-02
#> [400,] -2.390476e-02 7.120519e-02
#> [401,] 2.514235e-02 7.670914e-02
#> [402,] 1.424430e-02 1.018471e-01
#> [403,] -3.057999e-02 7.522949e-02
#> [404,] 2.354523e-02 6.011803e-02
#> [405,] -6.777176e-02 6.738705e-02
#> [406,] -8.909948e-03 5.414492e-02
#> [407,] 3.719140e-02 4.658358e-02
#> [408,] 4.010723e-02 6.190936e-02
#> [409,] 5.503744e-02 8.873819e-02
#> [410,] 2.542288e-02 1.257459e-01
#> [411,] 2.217934e-02 1.591159e-01
#> [412,] -2.000019e-03 1.731352e-01
#> [413,] 1.666966e-02 1.771374e-01
#> [414,] -3.345055e-02 1.898098e-01
#> [415,] 2.661517e-02 1.831420e-01
#> [416,] 1.805856e-02 1.902457e-01
#> [417,] -2.519462e-02 2.022630e-01
#> [418,] 2.144865e-02 1.856006e-01
#> [419,] 3.779622e-02 1.871626e-01
#> [420,] -1.491599e-03 1.983282e-01
#> [421,] -4.437893e-02 1.853472e-01
#> [422,] 1.384173e-02 1.613849e-01
#> [423,] -1.028009e-02 1.512046e-01
#> [424,] -7.025815e-02 1.413089e-01
#> [425,] -9.018705e-02 1.135750e-01
#> [426,] -9.155307e-02 7.571650e-02
#> [427,] 5.530484e-02 4.622384e-02
#> [428,] 1.381552e-02 6.965057e-02
#> [429,] -5.758887e-02 6.725535e-02
#> [430,] 4.397528e-04 4.368447e-02
#> [431,] 9.494402e-02 3.599028e-02
#> [432,] 8.059989e-03 6.298341e-02
#> [433,] 4.181204e-02 6.577306e-02
#> [434,] -3.156095e-02 8.118641e-02
#> [435,] 2.866570e-02 7.066078e-02
#> [436,] 4.082819e-02 7.584527e-02
#> [437,] 1.263397e-02 8.514674e-02
#> [438,] -2.559515e-02 8.464492e-02
#> [439,] -8.805977e-03 6.905165e-02
#> [440,] 4.505059e-02 6.586619e-02
#> [441,] -1.724355e-02 7.730634e-02
#> [442,] 2.736547e-02 8.097871e-02
#> [443,] -1.125049e-02 9.581577e-02
#> [444,] 1.884846e-02 9.700306e-02
#> [445,] 2.021969e-02 9.556506e-02
#> [446,] 1.017990e-02 9.598137e-02
#> [447,] 1.040692e-02 9.152987e-02
#> [448,] -4.613179e-04 8.967526e-02
#> [449,] 1.004332e-02 8.201815e-02
#> [450,] 1.131415e-02 7.919531e-02
#> [451,] 1.217842e-02 7.981976e-02
#> [452,] -1.818580e-02 7.988057e-02
#> [453,] 2.330265e-02 7.119553e-02
#> [454,] 2.175391e-03 8.099492e-02
#> [455,] -4.940405e-03 8.464952e-02
#> [456,] -1.407722e-03 8.516609e-02
#> [457,] 2.752934e-02 8.853926e-02
#> [458,] -2.778106e-03 9.296402e-02
#> [459,] -1.886635e-02 9.214264e-02
#> [460,] 2.829252e-02 8.181328e-02
#> [461,] -9.678224e-03 8.666865e-02
#> [462,] -5.465025e-02 7.678466e-02
#> [463,] 7.426221e-03 5.166923e-02
#> [464,] 2.026648e-02 5.223781e-02
#> [465,] 2.599259e-02 5.423509e-02
#> [466,] 2.171124e-02 5.888599e-02
#> [467,] -1.042306e-02 6.296141e-02
#> [468,] 3.600410e-03 5.380313e-02
#> [469,] -1.032904e-03 6.295629e-02
#> [470,] -1.959325e-02 6.784828e-02
#> [471,] -3.022466e-02 5.978714e-02
#> [472,] 1.484086e-02 4.663308e-02
#> [473,] -5.738490e-02 5.089849e-02
#> [474,] -2.183757e-02 3.040780e-02
#> [475,] -1.966699e-02 2.200034e-02
#> [476,] -8.196492e-02 3.063879e-02
#> [477,] -1.440708e-02 1.231709e-02
#> [478,] 3.892806e-02 1.854171e-02
#> [479,] 3.170116e-03 2.873533e-02
#> [480,] -7.629617e-03 2.462295e-02
#> [481,] 6.832647e-02 2.083168e-02
#> [482,] 2.032692e-05 4.439535e-02
#> [483,] 3.285846e-02 4.743635e-02
#> [484,] 3.524061e-02 5.481667e-02
#> [485,] -5.486840e-02 5.971584e-02
#> [486,] 1.192669e-02 4.083980e-02
#> [487,] 3.830638e-02 4.833511e-02
#> [488,] -1.378771e-02 9.125564e-02
#> [489,] 2.622732e-02 9.316426e-02
#> [490,] -3.470600e-02 1.065624e-01
#> [491,] -6.463965e-04 1.004768e-01
#> [492,] 1.964367e-02 1.053440e-01
#> [493,] -4.973197e-02 1.192825e-01
#> [494,] -3.450454e-02 1.015015e-01
#> [495,] 2.213549e-03 8.608976e-02
#> [496,] 7.331843e-02 9.173686e-02
#> [497,] 9.218774e-03 1.201257e-01
#> [498,] 2.848958e-03 1.294568e-01
#> [499,] -2.457281e-02 1.247424e-01
#> [500,] 9.199245e-03 1.084977e-01
#> [501,] 3.158051e-02 1.015436e-01
#> [502,] 1.714477e-03 1.145655e-01
#> [503,] 4.535484e-02 1.200241e-01
#> [504,] -4.828955e-02 1.359909e-01
#> [505,] -1.451310e-02 1.399250e-01
#> [506,] -5.026764e-02 1.428054e-01
#> [507,] 2.693319e-02 1.252000e-01
#> [508,] 1.538337e-02 1.333545e-01
#> [509,] -3.192733e-03 1.446066e-01
#> [510,] -6.295234e-02 1.422817e-01
#> [511,] -6.787847e-02 1.372190e-01
#> [512,] 3.681994e-02 1.369594e-01
#> [513,] -3.190942e-02 1.474386e-01
#> [514,] 3.798519e-02 1.500572e-01
#> [515,] -3.717994e-02 1.675840e-01
#> [516,] -2.490259e-02 1.721199e-01
#> [517,] -8.641092e-02 1.973156e-01
#> [518,] 4.932835e-02 1.831105e-01
#> [519,] -5.309327e-03 1.812972e-01
#> [520,] -1.010764e-01 1.701780e-01
#> [521,] -6.482801e-02 1.424655e-01
#> [522,] -5.926881e-02 1.420077e-01
#> [523,] 6.353095e-02 1.299022e-01
#> [524,] 3.973089e-02 1.544910e-01
#> [525,] 2.551457e-02 1.775732e-01
#> [526,] -1.745652e-02 1.859173e-01
#> [527,] 4.456542e-02 1.853588e-01
#> [528,] 4.900504e-02 1.877610e-01
#> [529,] 3.431206e-02 1.827455e-01
#> [530,] 5.903398e-03 1.713312e-01
#> [531,] 3.115844e-02 1.384169e-01
#> [532,] 2.939763e-02 1.315740e-01
#> [533,] -4.460530e-02 1.540519e-01
#> [534,] -4.583503e-03 1.439427e-01
#> [535,] -4.876687e-02 1.595452e-01
#> [536,] 3.377862e-02 1.629090e-01
#> [537,] -1.218308e-02 1.494737e-01
#> [538,] -4.809260e-02 1.195567e-01
#> [539,] -4.447755e-03 7.953146e-02
#> [540,] 7.691608e-02 5.228148e-02
#> [541,] 1.210672e-02 6.522640e-02
#> [542,] 2.315172e-02 4.089956e-02
#> [543,] 8.323733e-04 3.581979e-02
#> [544,] -1.025455e-03 4.853952e-02
#> [545,] 1.532116e-02 4.013622e-02
#> [546,] -2.671989e-02 3.591472e-02
#> [547,] -3.271823e-03 2.874645e-02
#> [548,] 3.215479e-02 2.351221e-02
#> [549,] -9.611530e-03 2.736625e-02
#> [550,] 4.378464e-03 4.201814e-02
#> [551,] 4.263247e-02 3.821614e-02
#> [552,] 7.338635e-03 4.444160e-02
#> [553,] -2.313585e-02 3.933131e-02
#> [554,] -4.079735e-02 2.885531e-02
#> [555,] -7.742614e-03 6.355524e-03
#> [556,] -4.761679e-02 8.059569e-03
#> [557,] -2.106644e-02 -1.583128e-02
#> [558,] -1.236128e-02 -3.470123e-02
#> [559,] 3.104529e-02 -2.304976e-02
#> [560,] -3.930145e-02 2.735836e-03
#> [561,] 3.378037e-02 -1.097349e-03
#> [562,] -7.018177e-03 -1.343397e-02
#> [563,] -1.206899e-01 -6.647773e-02
#> [564,] 9.705500e-03 -9.437634e-02
#> [565,] -1.618220e-02 -1.091506e-01
#> [566,] -6.169027e-03 -1.044444e-01
#> [567,] -3.019597e-02 -1.341547e-01
#> [568,] -4.678123e-02 -1.212023e-01
#> [569,] -3.597575e-02 -1.309830e-01
#> [570,] -2.182788e-02 -1.564392e-01
#> [571,] -8.880682e-02 -1.809365e-01
#> [572,] -9.523200e-02 -2.282483e-01
#> [573,] -1.352498e-01 -2.135102e-01
#> [574,] 1.444758e-01 -2.819406e-01
#> [575,] -5.674385e-02 -2.472128e-01
#> [576,] -2.848542e-02 -2.555584e-01
#> [577,] 1.061623e-01 -2.513561e-01
#> [578,] 5.563284e-02 -2.263861e-01
#> [579,] 1.446974e-02 -2.147959e-01
#> [580,] 3.906895e-02 -1.871804e-01
#> [581,] 4.098358e-02 -1.454594e-01
#> [582,] 3.651463e-02 -1.231527e-01
#> [583,] -7.620146e-02 -9.781653e-02
#> [584,] -2.473818e-02 -8.209546e-02
#> [585,] -4.189227e-02 -6.870913e-02
#> [586,] 5.352744e-02 -9.204913e-02
#> [587,] 2.074863e-02 -1.004689e-01
#> [588,] -1.922339e-02 -1.209579e-01
#> [589,] 1.047272e-01 -1.532995e-01
#> [590,] -1.379529e-02 -1.662958e-01
#> [591,] 2.402360e-02 -1.963064e-01
#> [592,] -1.759731e-02 -1.985149e-01
#> [593,] -1.617291e-02 -2.250633e-01
#> [594,] 3.483620e-02 -2.341883e-01
#> [595,] -1.524242e-02 -2.181928e-01
#> [596,] -6.487222e-03 -2.328802e-01
#> [597,] 1.597857e-02 -2.431589e-01
#> [598,] -2.847604e-02 -2.360557e-01
#> [599,] -9.308349e-03 -2.502842e-01
#> [600,] 4.399069e-02 -2.602042e-01
#> [601,] -5.907028e-02 -2.584046e-01
#> [602,] -2.429945e-02 -2.629237e-01
#> [603,] -2.131582e-02 -2.661588e-01
#> [604,] -8.231434e-03 -2.746782e-01
#> [605,] -2.411970e-02 -2.790003e-01
#> [606,] 3.746466e-02 -2.729564e-01
#> [607,] -2.460613e-02 -2.592336e-01
#> [608,] -2.159467e-02 -2.601200e-01
#> [609,] -1.025258e-02 -2.576858e-01
#> [610,] -5.243070e-02 -2.428538e-01
#> [611,] 2.618370e-02 -2.411542e-01
#> [612,] -4.265358e-03 -2.321495e-01
#> [613,] -7.242986e-02 -2.279721e-01
#> [614,] -2.672636e-02 -2.291738e-01
#> [615,] 1.603813e-02 -2.316460e-01
#> [616,] 7.480462e-02 -2.344769e-01
#> [617,] 3.631233e-03 -2.123645e-01
#> [618,] -2.674494e-02 -2.106583e-01
#> [619,] 4.519875e-02 -2.093151e-01
#> [620,] 2.310199e-02 -1.868480e-01
#> [621,] -1.506550e-02 -1.808679e-01
#> [622,] -1.039029e-01 -1.749061e-01
#> [623,] 1.576619e-02 -2.194708e-01
#> [624,] 5.836644e-03 -2.082098e-01
#> [625,] 3.117120e-02 -2.053182e-01
#> [626,] -3.956333e-02 -2.021537e-01
#> [627,] 4.502121e-02 -2.341968e-01
#> [628,] -6.338844e-03 -2.215716e-01
#> [629,] -2.751357e-02 -2.324186e-01
#> [630,] 2.875762e-02 -2.457637e-01
#> [631,] 1.436664e-03 -2.619360e-01
#> [632,] 4.945269e-02 -2.604481e-01
#> [633,] -8.954617e-03 -2.412211e-01
#> [634,] -7.832361e-02 -2.134664e-01
#> [635,] 4.029079e-02 -1.816162e-01
#> [636,] 7.214765e-03 -1.643785e-01
#> [637,] 4.856202e-02 -1.530703e-01
#> [638,] -8.056302e-03 -1.401804e-01
#> [639,] -1.134452e-01 -1.127648e-01
#> [640,] 2.974661e-02 -4.624100e-02
#> [641,] 4.271223e-02 -9.552550e-02
#> [642,] 1.868373e-02 -2.417933e-01
#> [643,] 5.565654e-02 -2.786654e-01
#> [644,] 3.248933e-03 -2.094821e-01
#> [645,] 1.730225e-02 -1.556589e-01
#> [646,] 7.370679e-03 -1.061943e-01
#> [647,] 9.390324e-02 -5.099012e-02
#> [648,] -4.119946e-02 5.905864e-02
#> [649,] -5.485180e-02 1.245889e-01
#> [650,] 1.027761e-02 1.016302e-01
#> [651,] 2.686893e-02 1.070013e-01
#> [652,] -3.078915e-02 5.850576e-02
#> [653,] -4.061239e-03 5.752950e-02
#> [654,] -1.920767e-02 1.496045e-01
#> [655,] -1.012006e-02 8.625650e-02
#> [656,] -6.805237e-02 9.265377e-02
#> [657,] -6.316529e-02 9.195620e-02
#> [658,] 3.915646e-02 4.516512e-02
#> [659,] 3.162402e-02 1.870867e-02
#> [660,] -3.821727e-02 -6.888374e-02
#> [661,] -2.647810e-02 -6.433775e-02
#> [662,] -6.304305e-02 -9.644572e-04
#> [663,] -1.863689e-02 3.948919e-02
#> [664,] 2.890880e-02 2.359615e-02
#> [665,] -4.155247e-02 5.469036e-02
#> [666,] -2.769313e-02 3.680515e-02
#> [667,] -3.238129e-02 5.951710e-02
#> [668,] 1.079250e-01 2.585165e-02
#> [669,] -6.171874e-04 -2.324386e-02
#> [670,] 9.689794e-02 -2.620624e-02
#> [671,] 3.442336e-02 2.359538e-02
#> [672,] 6.535930e-03 7.319408e-02
#> [673,] 2.462188e-02 8.057520e-02
#> [674,] 1.553070e-02 9.521009e-02
#> [675,] 2.504614e-02 1.178674e-01
#> [676,] 6.332776e-02 1.336423e-01
#> [677,] -1.494097e-02 1.480434e-01
#> [678,] 2.698787e-02 1.397612e-01
#> [679,] -4.093148e-02 1.572748e-01
#> [680,] 6.300518e-03 1.410741e-01
#> [681,] 4.631491e-03 1.384663e-01
#> [682,] -2.253431e-02 1.141377e-01
#> [683,] 1.415637e-02 8.073515e-02
#> [684,] -1.511462e-02 7.618562e-02
#> [685,] -1.335835e-02 5.642849e-02
#> [686,] -4.414514e-02 2.453594e-02
#> [687,] 7.354127e-03 -5.446159e-03
#> [688,] -3.032407e-03 -5.928192e-04
#> [689,] -6.440825e-02 -8.314014e-03
#> [690,] 1.246141e-02 -3.821480e-02
#> [691,] -2.401637e-02 -3.724639e-02
#> [692,] 9.625525e-02 -3.833423e-02
#> [693,] -9.840728e-03 2.199114e-03
#> [694,] -6.477845e-03 1.435793e-03
#> [695,] -1.965852e-02 -1.937816e-02
#> [696,] 1.547288e-02 -6.393311e-02
#> [697,] 6.444876e-02 -6.892167e-02
#> [698,] 4.872139e-03 -4.833808e-02
#> [699,] -9.874139e-03 -1.744161e-02
#> [700,] -1.302783e-02 8.675996e-03
#> [701,] 5.155446e-02 4.322530e-03
#> [702,] 6.979912e-03 2.239694e-02
#> [703,] -1.217137e-02 1.764830e-02
#> [704,] -1.540703e-02 3.209184e-02
#> [705,] -4.282744e-02 4.164272e-02
#> [706,] 3.485531e-02 4.362041e-02
#> [707,] 6.040112e-02 7.483043e-02
#> [708,] 3.835132e-02 1.138697e-01
#> [709,] -3.730567e-03 1.290541e-01
#> [710,] 6.530085e-02 1.341454e-01
#> [711,] 4.626111e-02 1.614108e-01
#> [712,] -2.117402e-02 1.564769e-01
#> [713,] 4.606726e-02 1.309672e-01
#> [714,] 8.090963e-03 1.480313e-01
#> [715,] -6.673881e-02 1.558999e-01
#> [716,] 6.396924e-02 1.225903e-01
#> [717,] -9.432076e-02 1.338180e-01
#> [718,] 4.708403e-02 1.017244e-01
#> [719,] 1.695658e-02 1.275030e-01
#> [720,] -3.542346e-02 1.505817e-01
#> [721,] 1.190707e-01 1.357290e-01
#> [722,] 3.391579e-02 1.594088e-01
#> [723,] 1.915758e-02 1.649330e-01
#> [724,] -1.578775e-02 1.948289e-01
#> [725,] 2.271529e-03 2.131768e-01
#> [726,] 4.209969e-02 2.362421e-01
#> [727,] 4.204417e-02 2.221076e-01
#> [728,] 3.200326e-02 2.099677e-01
#> [729,] -2.841922e-02 2.071202e-01
#> [730,] -2.495346e-01 1.829476e-01
#> [731,] -9.328289e-02 6.499627e-02
#> [732,] 6.296181e-02 -8.136675e-03
#> [733,] 3.383163e-02 3.876737e-04
#> [734,] 3.855327e-02 -1.949115e-03
#> [735,] -3.890997e-02 -1.062871e-02
#> [736,] 2.653981e-03 -6.508352e-02
#> [737,] 1.420641e-04 -9.823833e-02
#> [738,] 3.865364e-02 -1.257095e-01
#> [739,] -1.222750e-02 -1.157343e-01
#> [740,] -4.089801e-02 -1.176796e-01
#> [741,] 3.366742e-02 -1.280688e-01
#> [742,] 1.850817e-02 -1.167610e-01
#> [743,] -2.240676e-02 -1.126727e-01
#> [744,] 1.022294e-02 -1.115012e-01
#> [745,] 6.164231e-02 -1.064372e-01
#> [746,] -3.319354e-02 -8.766941e-02
#> [747,] 1.468441e-02 -9.794063e-02
#> [748,] 4.235834e-02 -7.592913e-02
#> [749,] 3.238672e-02 -6.297480e-02
#> [750,] -1.327891e-02 -5.657485e-02
#> [751,] 7.850168e-02 -4.069179e-02
#> [752,] 1.238442e-02 5.148719e-03
#> [753,] -1.126758e-02 3.999601e-02
#> [754,] -3.125913e-02 5.190556e-02
#> [755,] 1.272825e-02 5.917912e-02
#> [756,] 1.488161e-02 8.599658e-02
#> [757,] -7.751864e-02 1.125987e-01
#> [758,] 5.374485e-03 1.134602e-01
#> [759,] 1.831366e-02 1.436460e-01
#> [760,] -3.266328e-02 1.710982e-01
#> [761,] 8.490835e-02 1.704705e-01
#> [762,] -1.437664e-02 2.106298e-01
#> [763,] -1.217001e-02 2.015953e-01
#> [764,] -1.029423e-01 1.915936e-01
#> [765,] -5.852646e-02 1.492148e-01
#> [766,] -1.225096e-02 1.408459e-01
#> [767,] 5.385699e-02 1.426199e-01
#> [768,] 1.920320e-02 1.682788e-01
#> [769,] 3.575634e-02 1.686150e-01
#> [770,] 6.115161e-02 1.687848e-01
#> [771,] 1.649846e-02 1.858878e-01
#> [772,] -5.171545e-03 2.173962e-01
#> [773,] 3.462393e-02 2.337404e-01
#> [774,] -5.359375e-02 2.654305e-01
#> [775,] 3.799838e-02 2.846922e-01
#> [776,] 1.635721e-02 3.300499e-01
#> [777,] -2.413022e-02 3.585907e-01
#> [778,] 6.124516e-03 3.801431e-01
#> [779,] -4.818065e-02 4.102937e-01
#> [780,] 1.007073e-01 4.160634e-01
#> [781,] -2.516781e-02 4.310030e-01
#> [782,] 6.031838e-03 4.120230e-01
#> [783,] -2.638201e-02 4.142528e-01
#> [784,] 2.132238e-02 3.960944e-01
#> [785,] -1.858213e-03 3.767650e-01
#> [786,] -2.182048e-02 3.555987e-01
#> [787,] 3.332804e-02 3.338226e-01
#> [788,] -2.734526e-02 3.117567e-01
#> [789,] 4.620548e-03 2.837524e-01
#> [790,] -1.803001e-03 2.582891e-01
#> [791,] 2.666774e-02 2.380462e-01
#> [792,] 6.863607e-03 2.391108e-01
#> [793,] 8.763792e-04 2.354976e-01
#> [794,] 7.107816e-03 2.184417e-01
#> [795,] 1.470593e-02 2.082889e-01
#> [796,] -3.101030e-02 2.238099e-01
#> [797,] 1.958998e-02 2.219255e-01
#> [798,] -2.758071e-03 2.420141e-01
#> [799,] -1.083685e-02 2.276048e-01
#> [800,] 3.048713e-02 2.066399e-01
#> [801,] -1.367408e-02 1.989712e-01
#> [802,] 1.357650e-02 1.708209e-01
#> [803,] -1.471231e-02 1.573849e-01
#> [804,] 6.450458e-03 1.345056e-01
#> [805,] 2.682258e-02 1.267441e-01
#> [806,] -3.342256e-02 1.240752e-01
#> [807,] -5.054243e-02 1.146449e-01
#> [808,] 6.302252e-03 7.542101e-02
#> [809,] 9.768634e-03 5.353187e-02
#> [810,] -3.148682e-02 4.362406e-02
#> [811,] 2.560144e-02 8.350935e-03
#> [812,] 3.406224e-02 9.692206e-06
#> [813,] -3.049727e-02 -7.211496e-03
#> [814,] 1.591383e-02 -4.413251e-02
#> [815,] -4.333259e-02 -5.839333e-02
#> [816,] 8.123487e-03 -9.052168e-02
#> [817,] 1.894353e-02 -9.797460e-02
#> [818,] 3.187868e-02 -1.067082e-01
#> [819,] 2.250917e-02 -1.132294e-01
#> [820,] 2.272831e-02 -1.203457e-01
#> [821,] 3.293474e-02 -1.299780e-01
#> [822,] 1.794089e-02 -1.329147e-01
#> [823,] 2.704999e-02 -1.372194e-01
#> [824,] -2.164379e-03 -1.327149e-01
#> [825,] 3.555722e-02 -1.372045e-01
#> [826,] -8.919711e-03 -1.139810e-01
#> [827,] 3.755721e-02 -1.003591e-01
#> [828,] 1.215145e-02 -6.906717e-02
#> [829,] 2.902607e-02 -6.675036e-02
#> [830,] 4.953946e-03 -5.748095e-02
#> [831,] 4.474450e-03 -5.747289e-02
#> [832,] 9.942108e-03 -5.687861e-02
#> [833,] 1.992066e-02 -5.867324e-02
#> [834,] -8.045980e-04 -5.442089e-02
#> [835,] -5.040122e-02 -5.362386e-02
#> [836,] 1.641987e-02 -7.059010e-02
#> [837,] 4.931771e-02 -7.249103e-02
#> [838,] 2.148899e-02 -7.641235e-02
#> [839,] 6.884611e-02 -9.257998e-02
#> [840,] -2.446975e-02 -8.844727e-02
#> [841,] 5.628983e-02 -1.110240e-01
#> [842,] 3.432034e-03 -9.771270e-02
#> [843,] -4.681950e-02 -1.067503e-01
#> [844,] 5.396668e-02 -1.173447e-01
#> [845,] 5.534041e-02 -9.940973e-02
#> [846,] 3.923679e-02 -8.631591e-02
#> [847,] 7.364533e-02 -7.488064e-02
#> [848,] -5.981678e-02 -4.440497e-02
#> [849,] 4.883361e-02 -5.826016e-02
#> [850,] -3.649960e-02 -3.891378e-02
#> [851,] 4.170480e-02 -3.946039e-02
#> [852,] 1.363676e-02 -9.009329e-03
#> [853,] 8.625287e-03 3.867606e-04
#> [854,] 6.624166e-02 2.803413e-03
#> [855,] 4.718545e-02 3.025357e-02
#> [856,] 8.604758e-03 5.403159e-02
#> [857,] -2.041547e-02 6.318827e-02
#> [858,] 3.741658e-02 6.822357e-02
#> [859,] -1.270933e-02 8.954010e-02
#> [860,] -1.570997e-01 9.545790e-02
#> [861,] 5.769995e-02 5.302142e-02
#> [862,] 7.386243e-02 6.458524e-02
#> [863,] 5.762482e-02 6.896758e-02
#> [864,] 5.554591e-02 1.084313e-01
#> [865,] 3.980688e-02 1.242004e-01
#> [866,] -3.435087e-02 1.328201e-01
#> [867,] 3.611349e-02 1.236416e-01
#> [868,] 3.493553e-02 1.115726e-01
#> [869,] -2.513743e-02 9.572552e-02
#> [870,] 5.112748e-02 7.382112e-02
#> [871,] -3.226341e-02 7.372780e-02
#> [872,] -6.785884e-03 4.203355e-02
#> [873,] -3.034378e-02 2.645791e-02
#> [874,] 6.021231e-02 -1.600759e-02
#> [875,] 1.888288e-02 -1.951887e-02
#> [876,] 5.905121e-02 -3.442830e-02
#> [877,] -5.222437e-02 -2.943689e-02
#> [878,] -1.929309e-02 -5.946140e-02
#> [879,] 9.211714e-02 -7.473770e-02
#> [880,] -3.340956e-02 -4.775873e-02
#> [881,] -2.415140e-02 -6.604031e-02
#> [882,] 2.426056e-02 -7.532554e-02
#> [883,] -1.353625e-02 -8.968009e-02
#> [884,] 6.020392e-02 -1.009876e-01
#> [885,] -5.452686e-02 -9.324408e-02
#> [886,] -5.675413e-03 -9.014286e-02
#> [887,] -8.303475e-02 -6.477856e-02
#> [888,] 3.686069e-03 -6.594803e-02
#> [889,] 2.986031e-02 -5.454681e-02
#> [890,] -9.710461e-02 -3.932176e-02
#> [891,] -6.767013e-02 -5.195865e-02
#> [892,] 7.253470e-02 -2.891164e-02
#> [893,] 5.178672e-03 4.030437e-02
#> [894,] -2.645630e-02 1.039373e-01
#> [895,] -1.120579e-02 1.738148e-01
#> [896,] -6.743918e-02 2.587017e-01
#> [897,] -8.611653e-02 3.276463e-01
#> [898,] 1.668870e-02 3.163432e-01
#> [899,] 7.331955e-02 3.495717e-01
#> [900,] 6.943102e-03 4.096619e-01
#> [901,] -1.642524e-02 4.049606e-01
#> [902,] -2.175811e-02 3.981303e-01
#> [903,] 3.467017e-02 3.941200e-01
#> [904,] -6.497495e-02 3.874339e-01
#> [905,] -1.023700e-02 3.423855e-01
#> [906,] -7.651659e-02 3.184432e-01
#> [907,] -7.981774e-02 2.457657e-01
#> [908,] 3.612413e-03 1.764091e-01
#> [909,] -1.187739e-01 1.349884e-01
#> [910,] 8.090715e-02 1.328895e-01
#> [911,] 5.381291e-02 1.899014e-01
#> [912,] -6.384151e-02 2.276113e-01
#> [913,] -3.053038e-02 1.749549e-01
#> [914,] -1.913070e-02 1.359619e-01
#> [915,] 6.371269e-03 1.020957e-01
#> [916,] 7.567711e-02 5.548875e-02
#> [917,] 4.848819e-02 3.616258e-02
#> [918,] 9.641704e-03 7.297197e-03
#> [919,] 1.477114e-02 -2.380691e-02
#> [920,] 1.645073e-02 -5.034171e-02
#> [921,] -1.370534e-02 -7.246211e-02
#> [922,] 5.104439e-02 -1.476434e-01
#> [923,] 6.408931e-03 -1.982477e-01
#> [924,] 4.768389e-02 -2.572059e-01
#> [925,] 1.623899e-02 -2.572737e-01
#> [926,] 1.167201e-02 -2.659915e-01
#> [927,] -1.775852e-02 -2.733179e-01
#> [928,] -1.850479e-02 -2.976793e-01
#> [929,] 1.066122e-02 -3.216012e-01
#> [930,] 1.634457e-02 -3.326423e-01
#> [931,] -3.643252e-02 -3.203924e-01
#> [932,] 5.880088e-04 -3.321270e-01
#> [933,] 7.484784e-03 -3.284993e-01
#> [934,] 1.156410e-02 -3.219419e-01
#> [935,] 3.650290e-02 -3.145573e-01
#> [936,] 3.007076e-02 -2.919369e-01
#> [937,] -2.707747e-02 -2.753198e-01
#> [938,] 1.772387e-02 -2.792990e-01
#> [939,] -2.059084e-02 -2.664074e-01
#> [940,] -2.251832e-02 -2.744586e-01
#> [941,] 2.789423e-02 -2.882142e-01
#> [942,] -1.785897e-03 -2.850231e-01
#> [943,] 3.310993e-02 -2.918161e-01
#> [944,] -1.266108e-02 -2.816798e-01
#> [945,] 4.367969e-03 -2.874409e-01
#> [946,] -1.928236e-02 -2.939061e-01
#> [947,] 3.383490e-02 -2.974757e-01
#> [948,] -3.759568e-03 -2.885180e-01
#> [949,] 2.231196e-02 -2.965959e-01
#> [950,] -1.294137e-03 -2.824835e-01
#> [951,] 9.040679e-03 -2.822195e-01
#> [952,] 8.205245e-03 -2.771042e-01
#> [953,] -3.250257e-02 -2.716946e-01
#> [954,] -2.468540e-03 -2.791243e-01
#> [955,] 1.447555e-03 -2.882750e-01
#> [956,] 1.975191e-02 -2.921737e-01
#> [957,] 2.207863e-02 -2.963328e-01
#> [958,] 2.803818e-02 -2.987072e-01
#> [959,] 1.436266e-02 -2.896234e-01
#> [960,] 9.839892e-03 -2.885786e-01
#> [961,] 1.143022e-02 -2.898824e-01
#> [962,] -2.324241e-02 -2.816813e-01
#> [963,] 6.872216e-03 -2.880798e-01
#> [964,] 3.910792e-02 -2.892540e-01
#> [965,] 3.013728e-02 -2.795211e-01
#> [966,] -2.035402e-02 -2.757510e-01
#> [967,] -3.541771e-02 -2.533546e-01
#> [968,] 1.100479e-02 -2.231644e-01
#> [969,] 3.288956e-02 -2.090615e-01
#> [970,] 1.348516e-02 -1.492360e-01
#> [971,] -4.578849e-02 -8.068868e-02
#> [972,] -1.005027e-02 -5.203740e-02
#> [973,] -6.713785e-02 -3.150934e-02
#> [974,] -3.628778e-02 -2.612852e-02
#> [975,] -7.946212e-03 -2.521785e-02
#> [976,] 4.297563e-02 -5.793506e-03
#> [977,] 8.630144e-03 6.734285e-02
#> [978,] -9.074335e-02 1.474516e-01
#> [979,] -1.218919e-02 1.593716e-01
#> [980,] 9.952694e-03 1.857718e-01
#> [981,] -9.418413e-02 2.327341e-01
#> [982,] -1.880232e-01 4.293781e-01
#> [983,] -8.266081e-02 6.925470e-01
#> [984,] 5.260162e-03 1.174022e+00
#> [985,] -9.279543e-02 1.356888e+00
#> [986,] -1.163684e-01 1.569781e+00
#> [987,] 7.637425e-02 1.858433e+00
#> [988,] 8.298221e-02 1.834203e+00
#> [989,] 4.677128e-02 1.816667e+00
#> [990,] -3.540803e-03 1.790109e+00
#> [991,] 6.595009e-02 1.573223e+00
#> [992,] 2.881673e-02 1.412925e+00
#> [993,] 3.088480e-02 1.263613e+00
#> [994,] -2.311199e-02 5.556309e-01
#> [995,] 5.383944e-02 1.236013e-01
#> [996,] 1.458003e-02 -1.637219e-01
#> [997,] -4.040318e-02 -2.215583e-01
#> [998,] 2.579977e-02 -2.977590e-01
#> [999,] 5.525120e-02 -3.480197e-01
#> [1000,] 1.219185e-02 -3.568798e-01
#> [1001,] -8.703764e-02 -3.825467e-01
#> [1002,] -5.904974e-02 -4.397925e-01
#> [1003,] 6.371575e-02 -4.783916e-01
#> [1004,] -5.051239e-02 -4.751542e-01
#> [1005,] 8.220842e-02 -5.099314e-01
#> [1006,] 3.413329e-02 -5.044260e-01
#> [1007,] -3.739934e-03 -5.143341e-01
#> [1008,] 6.117041e-02 -5.349151e-01
#> [1009,] 1.967966e-02 -5.230453e-01
#> [1010,] 2.866056e-02 -5.252742e-01
#> [1011,] -2.569264e-03 -5.255158e-01
#> [1012,] 2.575092e-02 -5.277813e-01
#> [1013,] -1.454992e-02 -5.220244e-01
#> [1014,] -2.000459e-02 -5.289147e-01
#> [1015,] -2.352651e-02 -5.397147e-01
#> [1016,] -5.954309e-02 -5.511954e-01
#> [1017,] -7.691543e-02 -5.751835e-01
#> [1018,] 9.889927e-02 -5.866402e-01
#> [1019,] -6.817649e-03 -5.424452e-01
#> [1020,] 5.175555e-03 -5.336855e-01
#> [1021,] 3.996460e-02 -5.304771e-01
#> [1022,] 3.835366e-02 -5.142891e-01
#> [1023,] 2.841926e-02 -4.975694e-01
#> [1024,] -9.857208e-03 -4.776334e-01
#> [1025,] -6.556762e-02 -4.698956e-01
#> [1026,] 3.627281e-02 -4.802407e-01
#> [1027,] 1.006254e-02 -4.512158e-01
#> [1028,] 1.827635e-02 -4.315362e-01
#> [1029,] 2.058529e-02 -4.100781e-01
#> [1030,] -2.214099e-02 -3.881806e-01
#> [1031,] 8.257085e-04 -3.828059e-01
#> [1032,] 3.720906e-03 -3.703092e-01
#>
#> $ols$Sigma
#> [,1] [,2]
#> [1,] 0.003057209 -0.001122474
#> [2,] -0.001122474 0.072390222
#>
#>