get_hdr_1d is used to estimate a 1-dimensional density and compute corresponding HDRs.
The estimated density and HDRs are represented in a discrete form as a grid, defined by arguments range and n.
get_hdr_1d is used internally by layer functions stat_hdr_rug() and stat_hdr_rug_fun().
Arguments
- x
A vector of data
- method
Either a character (
"kde","norm","histogram","freqpoly", or"fun") ormethod_*_1d()function. See the "Themethodargument" section below for details.- probs
Probabilities to compute HDRs for.
- n
Resolution of grid representing estimated density and HDRs.
- range
Range of grid representing estimated density and HDRs.
- hdr_membership
Should HDR membership of data points (
x) be computed?- fun
Optional, a probability density function, must be vectorized in its first argument. See the "The
funargument" section below for details.- args
Optional, a list of arguments to be provided to
fun.
Value
get_hdr_1d returns a list with elements df_est (data.frame), breaks (named numeric), and data (data.frame).
df_est: the estimated HDRs and density evaluated on the grid defined byrangeandn. The column of estimated HDRs (df_est$hdr) is a numeric vector with values fromprobs. The columnsdf_est$fhatanddf_est$fhat_discretizedcorrespond to the estimated density on the original scale and rescaled to sum to 1, respectively.breaks: the heights of the estimated density (df_est$fhat) corresponding to the HDRs specified byprobs. Will always have additional elementInfrepresenting the cutoff for the 100% HDR.data: the original data provided in thedataargument. Ifhdr_membershipis set toTRUE, this includes a column (data$hdr_membership) with the HDR corresponding to each data point.
The method argument
The density estimator used to estimate the HDRs is specified with the method argument.
The simplest way to specify an estimator is to provide a character value to method,
for example method = "kde" specifies a kernel density estimator.
However, this specification is limited to the default behavior of the estimator.
Instead, it is possible to provide a function call, for example: method = method_kde_1d().
This is slightly different from the function calls provided in get_hdr(), note the _1d suffix.
In many cases, these functions accept parameters governing the density estimation procedure.
Here, method_kde_1d() accepts several parameters related to the choice of kernel.
For details, see ?method_kde_1d.
Every method of univariate density estimation implemented has such corresponding method_*_1d() function,
each with an associated help page.
Note: geom_hdr_rug() and other layer functions also have method arguments which behave in the same way.
For more details on the use and implementation of the method_*_1d() functions,
see vignette("method", "ggdensity").
The fun argument
If method is set to "fun", get_hdr_1d() expects a univariate probability
density function to be specified with the fun argument.
It is required that fun be a function of at least one argument (x).
Beyond this first argument, fun can have arbitrarily many arguments;
these can be set in get_hdr_1d() as a named list via the args parameter.
Note: get_hdr_1d() requires that fun be vectorized in x.
For an example of an appropriate choice of fun, see the final example below.
Examples
x <- rnorm(1e3)
# Two ways to specify `method`
get_hdr_1d(x, method = "kde")
#> $df_est
#> x fhat fhat_discretized hdr
#> 1 -3.158955384 0.007237286 8.826430e-05 1.00
#> 2 -3.146781799 0.007424623 9.054902e-05 1.00
#> 3 -3.134608215 0.007601704 9.270867e-05 1.00
#> 4 -3.122434630 0.007769992 9.476107e-05 1.00
#> 5 -3.110261045 0.007929433 9.670557e-05 1.00
#> 6 -3.098087460 0.008079826 9.853973e-05 1.00
#> 7 -3.085913875 0.008218263 1.002281e-04 1.00
#> 8 -3.073740290 0.008348475 1.018161e-04 1.00
#> 9 -3.061566705 0.008470840 1.033085e-04 1.00
#> 10 -3.049393120 0.008585779 1.047102e-04 1.00
#> 11 -3.037219535 0.008692422 1.060108e-04 1.00
#> 12 -3.025045950 0.008792410 1.072302e-04 1.00
#> 13 -3.012872365 0.008887625 1.083915e-04 1.00
#> 14 -3.000698780 0.008978830 1.095038e-04 1.00
#> 15 -2.988525195 0.009066738 1.105759e-04 1.00
#> 16 -2.976351610 0.009152298 1.116194e-04 1.00
#> 17 -2.964178026 0.009237576 1.126594e-04 1.00
#> 18 -2.952004441 0.009323492 1.137072e-04 1.00
#> 19 -2.939830856 0.009410969 1.147741e-04 1.00
#> 20 -2.927657271 0.009502062 1.158850e-04 1.00
#> 21 -2.915483686 0.009598215 1.170577e-04 1.00
#> 22 -2.903310101 0.009699865 1.182974e-04 1.00
#> 23 -2.891136516 0.009807853 1.196144e-04 1.00
#> 24 -2.878962931 0.009923548 1.210254e-04 1.00
#> 25 -2.866789346 0.010050665 1.225756e-04 1.00
#> 26 -2.854615761 0.010187370 1.242429e-04 1.00
#> 27 -2.842442176 0.010334268 1.260344e-04 1.00
#> 28 -2.830268591 0.010491936 1.279573e-04 1.00
#> 29 -2.818095006 0.010664292 1.300593e-04 1.00
#> 30 -2.805921422 0.010850428 1.323294e-04 1.00
#> 31 -2.793747837 0.011049175 1.347532e-04 1.00
#> 32 -2.781574252 0.011260817 1.373344e-04 1.00
#> 33 -2.769400667 0.011486741 1.400897e-04 1.00
#> 34 -2.757227082 0.011730426 1.430616e-04 1.00
#> 35 -2.745053497 0.011987721 1.461995e-04 1.00
#> 36 -2.732879912 0.012258681 1.495041e-04 1.00
#> 37 -2.720706327 0.012543343 1.529758e-04 1.00
#> 38 -2.708532742 0.012845781 1.566642e-04 1.00
#> 39 -2.696359157 0.013163354 1.605373e-04 1.00
#> 40 -2.684185572 0.013494547 1.645764e-04 1.00
#> 41 -2.672011987 0.013839318 1.687812e-04 1.00
#> 42 -2.659838402 0.014199041 1.731683e-04 1.00
#> 43 -2.647664817 0.014576274 1.777689e-04 1.00
#> 44 -2.635491233 0.014966975 1.825338e-04 0.99
#> 45 -2.623317648 0.015371163 1.874632e-04 0.99
#> 46 -2.611144063 0.015788867 1.925575e-04 0.99
#> 47 -2.598970478 0.016224511 1.978705e-04 0.99
#> 48 -2.586796893 0.016675150 2.033664e-04 0.99
#> 49 -2.574623308 0.017139772 2.090328e-04 0.99
#> 50 -2.562449723 0.017618560 2.148720e-04 0.99
#> 51 -2.550276138 0.018113585 2.209092e-04 0.99
#> 52 -2.538102553 0.018627600 2.271780e-04 0.99
#> 53 -2.525928968 0.019156921 2.336335e-04 0.99
#> 54 -2.513755383 0.019701889 2.402798e-04 0.99
#> 55 -2.501581798 0.020262858 2.471212e-04 0.99
#> 56 -2.489408213 0.020846055 2.542338e-04 0.99
#> 57 -2.477234628 0.021447691 2.615712e-04 0.99
#> 58 -2.465061044 0.022067116 2.691256e-04 0.99
#> 59 -2.452887459 0.022704772 2.769023e-04 0.99
#> 60 -2.440713874 0.023363977 2.849418e-04 0.99
#> 61 -2.428540289 0.024047762 2.932811e-04 0.99
#> 62 -2.416366704 0.024751736 3.018666e-04 0.99
#> 63 -2.404193119 0.025476334 3.107036e-04 0.99
#> 64 -2.392019534 0.026221983 3.197974e-04 0.99
#> 65 -2.379845949 0.026997136 3.292510e-04 0.99
#> 66 -2.367672364 0.027795618 3.389891e-04 0.99
#> 67 -2.355498779 0.028616788 3.490039e-04 0.99
#> 68 -2.343325194 0.029460958 3.592992e-04 0.99
#> 69 -2.331151609 0.030332408 3.699272e-04 0.99
#> 70 -2.318978024 0.031233216 3.809132e-04 0.99
#> 71 -2.306804440 0.032157997 3.921917e-04 0.99
#> 72 -2.294630855 0.033106867 4.037639e-04 0.99
#> 73 -2.282457270 0.034079920 4.156310e-04 0.99
#> 74 -2.270283685 0.035086403 4.279058e-04 0.99
#> 75 -2.258110100 0.036117593 4.404820e-04 0.99
#> 76 -2.245936515 0.037172771 4.533507e-04 0.99
#> 77 -2.233762930 0.038251772 4.665100e-04 0.99
#> 78 -2.221589345 0.039358746 4.800104e-04 0.99
#> 79 -2.209415760 0.040493707 4.938521e-04 0.99
#> 80 -2.197242175 0.041651161 5.079681e-04 0.99
#> 81 -2.185068590 0.042830659 5.223530e-04 0.99
#> 82 -2.172895005 0.044031729 5.370010e-04 0.99
#> 83 -2.160721420 0.045261720 5.520017e-04 0.99
#> 84 -2.148547835 0.046511348 5.672419e-04 0.99
#> 85 -2.136374251 0.047779845 5.827122e-04 0.99
#> 86 -2.124200666 0.049066485 5.984038e-04 0.99
#> 87 -2.112027081 0.050373813 6.143476e-04 0.99
#> 88 -2.099853496 0.051699926 6.305206e-04 0.99
#> 89 -2.087679911 0.053040615 6.468714e-04 0.99
#> 90 -2.075506326 0.054394997 6.633891e-04 0.99
#> 91 -2.063332741 0.055762378 6.800654e-04 0.99
#> 92 -2.051159156 0.057145350 6.969318e-04 0.99
#> 93 -2.038985571 0.058538073 7.139171e-04 0.99
#> 94 -2.026811986 0.059939656 7.310105e-04 0.95
#> 95 -2.014638401 0.061349219 7.482012e-04 0.95
#> 96 -2.002464816 0.062767142 7.654939e-04 0.95
#> 97 -1.990291231 0.064191457 7.828645e-04 0.95
#> 98 -1.978117646 0.065620266 8.002899e-04 0.95
#> 99 -1.965944062 0.067052881 8.177618e-04 0.95
#> 100 -1.953770477 0.068488727 8.352730e-04 0.95
#> 101 -1.941596892 0.069927535 8.528204e-04 0.95
#> 102 -1.929423307 0.071367779 8.703853e-04 0.95
#> 103 -1.917249722 0.072809110 8.879635e-04 0.95
#> 104 -1.905076137 0.074251218 9.055511e-04 0.95
#> 105 -1.892902552 0.075693900 9.231457e-04 0.95
#> 106 -1.880728967 0.077136915 9.407444e-04 0.95
#> 107 -1.868555382 0.078580239 9.583468e-04 0.95
#> 108 -1.856381797 0.080023958 9.759541e-04 0.95
#> 109 -1.844208212 0.081468248 9.935683e-04 0.95
#> 110 -1.832034627 0.082913808 1.011198e-03 0.95
#> 111 -1.819861042 0.084360846 1.028846e-03 0.95
#> 112 -1.807687457 0.085809780 1.046517e-03 0.95
#> 113 -1.795513873 0.087261051 1.064216e-03 0.95
#> 114 -1.783340288 0.088716220 1.081963e-03 0.95
#> 115 -1.771166703 0.090175914 1.099765e-03 0.95
#> 116 -1.758993118 0.091640338 1.117625e-03 0.95
#> 117 -1.746819533 0.093110109 1.135550e-03 0.95
#> 118 -1.734645948 0.094586425 1.153555e-03 0.95
#> 119 -1.722472363 0.096072188 1.171675e-03 0.95
#> 120 -1.710298778 0.097566079 1.189894e-03 0.95
#> 121 -1.698125193 0.099068732 1.208220e-03 0.95
#> 122 -1.685951608 0.100580774 1.226660e-03 0.95
#> 123 -1.673778023 0.102106137 1.245263e-03 0.95
#> 124 -1.661604438 0.103644037 1.264019e-03 0.95
#> 125 -1.649430853 0.105193874 1.282921e-03 0.95
#> 126 -1.637257269 0.106756181 1.301974e-03 0.95
#> 127 -1.625083684 0.108332887 1.321203e-03 0.95
#> 128 -1.612910099 0.109927672 1.340653e-03 0.95
#> 129 -1.600736514 0.111537002 1.360280e-03 0.95
#> 130 -1.588562929 0.113161294 1.380090e-03 0.95
#> 131 -1.576389344 0.114800952 1.400086e-03 0.95
#> 132 -1.564215759 0.116461560 1.420339e-03 0.95
#> 133 -1.552042174 0.118140198 1.440811e-03 0.95
#> 134 -1.539868589 0.119835752 1.461490e-03 0.95
#> 135 -1.527695004 0.121548543 1.482379e-03 0.95
#> 136 -1.515521419 0.123281097 1.503508e-03 0.95
#> 137 -1.503347834 0.125036856 1.524921e-03 0.95
#> 138 -1.491174249 0.126811125 1.546560e-03 0.95
#> 139 -1.479000664 0.128604169 1.568427e-03 0.95
#> 140 -1.466827080 0.130416247 1.590527e-03 0.95
#> 141 -1.454653495 0.132254243 1.612943e-03 0.95
#> 142 -1.442479910 0.134113409 1.635617e-03 0.95
#> 143 -1.430306325 0.135992596 1.658535e-03 0.95
#> 144 -1.418132740 0.137891997 1.681700e-03 0.95
#> 145 -1.405959155 0.139814754 1.705149e-03 0.95
#> 146 -1.393785570 0.141763580 1.728917e-03 0.95
#> 147 -1.381611985 0.143733232 1.752938e-03 0.95
#> 148 -1.369438400 0.145723788 1.777214e-03 0.95
#> 149 -1.357264815 0.147735312 1.801746e-03 0.95
#> 150 -1.345091230 0.149775314 1.826626e-03 0.95
#> 151 -1.332917645 0.151837309 1.851773e-03 0.95
#> 152 -1.320744060 0.153920215 1.877176e-03 0.95
#> 153 -1.308570475 0.156023957 1.902833e-03 0.95
#> 154 -1.296396891 0.158151813 1.928784e-03 0.95
#> 155 -1.284223306 0.160305101 1.955045e-03 0.95
#> 156 -1.272049721 0.162478700 1.981553e-03 0.80
#> 157 -1.259876136 0.164672468 2.008308e-03 0.80
#> 158 -1.247702551 0.166886265 2.035307e-03 0.80
#> 159 -1.235528966 0.169127347 2.062639e-03 0.80
#> 160 -1.223355381 0.171388641 2.090217e-03 0.80
#> 161 -1.211181796 0.173669568 2.118035e-03 0.80
#> 162 -1.199008211 0.175970124 2.146092e-03 0.80
#> 163 -1.186834626 0.178294006 2.174433e-03 0.80
#> 164 -1.174661041 0.180642189 2.203071e-03 0.80
#> 165 -1.162487456 0.183010665 2.231957e-03 0.80
#> 166 -1.150313871 0.185399794 2.261094e-03 0.80
#> 167 -1.138140287 0.187809978 2.290488e-03 0.80
#> 168 -1.125966702 0.190250869 2.320257e-03 0.80
#> 169 -1.113793117 0.192715074 2.350309e-03 0.80
#> 170 -1.101619532 0.195203306 2.380655e-03 0.80
#> 171 -1.089445947 0.197716474 2.411305e-03 0.80
#> 172 -1.077272362 0.200261341 2.442342e-03 0.80
#> 173 -1.065098777 0.202839997 2.473791e-03 0.80
#> 174 -1.052925192 0.205448501 2.505603e-03 0.80
#> 175 -1.040751607 0.208088137 2.537796e-03 0.80
#> 176 -1.028578022 0.210760706 2.570390e-03 0.80
#> 177 -1.016404437 0.213481532 2.603573e-03 0.80
#> 178 -1.004230852 0.216239250 2.637205e-03 0.80
#> 179 -0.992057267 0.219035098 2.671303e-03 0.80
#> 180 -0.979883682 0.221870271 2.705880e-03 0.80
#> 181 -0.967710098 0.224755544 2.741068e-03 0.80
#> 182 -0.955536513 0.227690682 2.776864e-03 0.80
#> 183 -0.943362928 0.230668989 2.813187e-03 0.80
#> 184 -0.931189343 0.233690901 2.850041e-03 0.80
#> 185 -0.919015758 0.236758282 2.887450e-03 0.80
#> 186 -0.906842173 0.239885648 2.925591e-03 0.80
#> 187 -0.894668588 0.243056017 2.964256e-03 0.80
#> 188 -0.882495003 0.246268445 3.003434e-03 0.80
#> 189 -0.870321418 0.249521833 3.043112e-03 0.80
#> 190 -0.858147833 0.252823728 3.083381e-03 0.80
#> 191 -0.845974248 0.256166748 3.124152e-03 0.80
#> 192 -0.833800663 0.259542174 3.165318e-03 0.80
#> 193 -0.821627078 0.262947213 3.206845e-03 0.80
#> 194 -0.809453493 0.266380059 3.248711e-03 0.80
#> 195 -0.797279909 0.269840552 3.290914e-03 0.80
#> 196 -0.785106324 0.273315362 3.333292e-03 0.80
#> 197 -0.772932739 0.276800244 3.375793e-03 0.80
#> 198 -0.760759154 0.280290847 3.418364e-03 0.80
#> 199 -0.748585569 0.283780260 3.460920e-03 0.80
#> 200 -0.736411984 0.287259418 3.503351e-03 0.80
#> 201 -0.724238399 0.290723446 3.545597e-03 0.80
#> 202 -0.712064814 0.294167345 3.587598e-03 0.80
#> 203 -0.699891229 0.297583458 3.629261e-03 0.80
#> 204 -0.687717644 0.300954195 3.670369e-03 0.80
#> 205 -0.675544059 0.304283200 3.710969e-03 0.80
#> 206 -0.663370474 0.307565783 3.751003e-03 0.80
#> 207 -0.651196889 0.310797333 3.790414e-03 0.80
#> 208 -0.639023304 0.313954697 3.828921e-03 0.80
#> 209 -0.626849720 0.317040381 3.866553e-03 0.80
#> 210 -0.614676135 0.320057455 3.903348e-03 0.80
#> 211 -0.602502550 0.323002534 3.939266e-03 0.50
#> 212 -0.590328965 0.325864546 3.974170e-03 0.50
#> 213 -0.578155380 0.328621810 4.007797e-03 0.50
#> 214 -0.565981795 0.331295593 4.040406e-03 0.50
#> 215 -0.553808210 0.333884132 4.071975e-03 0.50
#> 216 -0.541634625 0.336385820 4.102485e-03 0.50
#> 217 -0.529461040 0.338771336 4.131579e-03 0.50
#> 218 -0.517287455 0.341058509 4.159472e-03 0.50
#> 219 -0.505113870 0.343255438 4.186266e-03 0.50
#> 220 -0.492940285 0.345362008 4.211957e-03 0.50
#> 221 -0.480766700 0.347367622 4.236417e-03 0.50
#> 222 -0.468593116 0.349258125 4.259473e-03 0.50
#> 223 -0.456419531 0.351060153 4.281450e-03 0.50
#> 224 -0.444245946 0.352774617 4.302359e-03 0.50
#> 225 -0.432072361 0.354402497 4.322213e-03 0.50
#> 226 -0.419898776 0.355917505 4.340689e-03 0.50
#> 227 -0.407725191 0.357343851 4.358085e-03 0.50
#> 228 -0.395551606 0.358689143 4.374492e-03 0.50
#> 229 -0.383378021 0.359954816 4.389928e-03 0.50
#> 230 -0.371204436 0.361131839 4.404282e-03 0.50
#> 231 -0.359030851 0.362213695 4.417476e-03 0.50
#> 232 -0.346857266 0.363222549 4.429780e-03 0.50
#> 233 -0.334683681 0.364159973 4.441213e-03 0.50
#> 234 -0.322510096 0.365027549 4.451793e-03 0.50
#> 235 -0.310336511 0.365804132 4.461264e-03 0.50
#> 236 -0.298162927 0.366512775 4.469907e-03 0.50
#> 237 -0.285989342 0.367158664 4.477784e-03 0.50
#> 238 -0.273815757 0.367743488 4.484916e-03 0.50
#> 239 -0.261642172 0.368259993 4.491216e-03 0.50
#> 240 -0.249468587 0.368707005 4.496667e-03 0.50
#> 241 -0.237295002 0.369100797 4.501470e-03 0.50
#> 242 -0.225121417 0.369443327 4.505647e-03 0.50
#> 243 -0.212947832 0.369736586 4.509224e-03 0.50
#> 244 -0.200774247 0.369966899 4.512033e-03 0.50
#> 245 -0.188600662 0.370153786 4.514312e-03 0.50
#> 246 -0.176427077 0.370301053 4.516108e-03 0.50
#> 247 -0.164253492 0.370411114 4.517450e-03 0.50
#> 248 -0.152079907 0.370481071 4.518303e-03 0.50
#> 249 -0.139906322 0.370514888 4.518716e-03 0.50
#> 250 -0.127732738 0.370522913 4.518814e-03 0.50
#> 251 -0.115559153 0.370507949 4.518631e-03 0.50
#> 252 -0.103385568 0.370472830 4.518203e-03 0.50
#> 253 -0.091211983 0.370416345 4.517514e-03 0.50
#> 254 -0.079038398 0.370349377 4.516697e-03 0.50
#> 255 -0.066864813 0.370275054 4.515791e-03 0.50
#> 256 -0.054691228 0.370196337 4.514831e-03 0.50
#> 257 -0.042517643 0.370117085 4.513864e-03 0.50
#> 258 -0.030344058 0.370043140 4.512962e-03 0.50
#> 259 -0.018170473 0.369977364 4.512160e-03 0.50
#> 260 -0.005996888 0.369922476 4.511491e-03 0.50
#> 261 0.006176697 0.369881341 4.510989e-03 0.50
#> 262 0.018350282 0.369865043 4.510790e-03 0.50
#> 263 0.030523866 0.369870398 4.510856e-03 0.50
#> 264 0.042697451 0.369899475 4.511210e-03 0.50
#> 265 0.054871036 0.369954261 4.511879e-03 0.50
#> 266 0.067044621 0.370043504 4.512967e-03 0.50
#> 267 0.079218206 0.370168978 4.514497e-03 0.50
#> 268 0.091391791 0.370326629 4.516420e-03 0.50
#> 269 0.103565376 0.370517379 4.518746e-03 0.50
#> 270 0.115738961 0.370743121 4.521499e-03 0.50
#> 271 0.127912546 0.371016349 4.524832e-03 0.50
#> 272 0.140086131 0.371324132 4.528585e-03 0.50
#> 273 0.152259716 0.371666032 4.532755e-03 0.50
#> 274 0.164433301 0.372041467 4.537334e-03 0.50
#> 275 0.176606886 0.372457011 4.542401e-03 0.50
#> 276 0.188780471 0.372907270 4.547893e-03 0.50
#> 277 0.200954055 0.373385082 4.553720e-03 0.50
#> 278 0.213127640 0.373888293 4.559857e-03 0.50
#> 279 0.225301225 0.374415540 4.566287e-03 0.50
#> 280 0.237474810 0.374967237 4.573016e-03 0.50
#> 281 0.249648395 0.375531749 4.579900e-03 0.50
#> 282 0.261821980 0.376105338 4.586896e-03 0.50
#> 283 0.273995565 0.376684121 4.593954e-03 0.50
#> 284 0.286169150 0.377261761 4.600999e-03 0.50
#> 285 0.298342735 0.377829497 4.607923e-03 0.50
#> 286 0.310516320 0.378382345 4.614666e-03 0.50
#> 287 0.322689905 0.378915095 4.621163e-03 0.50
#> 288 0.334863490 0.379419818 4.627318e-03 0.50
#> 289 0.347037075 0.379877158 4.632896e-03 0.50
#> 290 0.359210660 0.380289750 4.637928e-03 0.50
#> 291 0.371384244 0.380651568 4.642340e-03 0.50
#> 292 0.383557829 0.380956544 4.646060e-03 0.50
#> 293 0.395731414 0.381176756 4.648746e-03 0.50
#> 294 0.407904999 0.381311641 4.650391e-03 0.50
#> 295 0.420078584 0.381362916 4.651016e-03 0.50
#> 296 0.432252169 0.381324546 4.650548e-03 0.50
#> 297 0.444425754 0.381180543 4.648792e-03 0.50
#> 298 0.456599339 0.380897394 4.645339e-03 0.50
#> 299 0.468772924 0.380499774 4.640489e-03 0.50
#> 300 0.480946509 0.379982576 4.634182e-03 0.50
#> 301 0.493120094 0.379340833 4.626355e-03 0.50
#> 302 0.505293679 0.378527330 4.616434e-03 0.50
#> 303 0.517467264 0.377562118 4.604662e-03 0.50
#> 304 0.529640849 0.376454750 4.591157e-03 0.50
#> 305 0.541814433 0.375202167 4.575881e-03 0.50
#> 306 0.553988018 0.373784103 4.558586e-03 0.50
#> 307 0.566161603 0.372170437 4.538907e-03 0.50
#> 308 0.578335188 0.370403351 4.517356e-03 0.50
#> 309 0.590508773 0.368482369 4.493928e-03 0.50
#> 310 0.602682358 0.366407284 4.468620e-03 0.50
#> 311 0.614855943 0.364128769 4.440832e-03 0.50
#> 312 0.627029528 0.361687796 4.411063e-03 0.50
#> 313 0.639203113 0.359098539 4.379485e-03 0.50
#> 314 0.651376698 0.356363677 4.346131e-03 0.50
#> 315 0.663550283 0.353467842 4.310814e-03 0.50
#> 316 0.675723868 0.350400692 4.273408e-03 0.50
#> 317 0.687897453 0.347205388 4.234438e-03 0.50
#> 318 0.700071037 0.343887245 4.193971e-03 0.50
#> 319 0.712244622 0.340451808 4.152073e-03 0.50
#> 320 0.724418207 0.336871324 4.108407e-03 0.50
#> 321 0.736591792 0.333189108 4.063499e-03 0.50
#> 322 0.748765377 0.329418380 4.017512e-03 0.50
#> 323 0.760938962 0.325566452 3.970535e-03 0.50
#> 324 0.773112547 0.321631591 3.922546e-03 0.80
#> 325 0.785286132 0.317623545 3.873665e-03 0.80
#> 326 0.797459717 0.313568019 3.824205e-03 0.80
#> 327 0.809633302 0.309472918 3.774262e-03 0.80
#> 328 0.821806887 0.305346146 3.723933e-03 0.80
#> 329 0.833980472 0.301193303 3.673285e-03 0.80
#> 330 0.846154057 0.297033908 3.622558e-03 0.80
#> 331 0.858327642 0.292875841 3.571848e-03 0.80
#> 332 0.870501226 0.288726170 3.521239e-03 0.80
#> 333 0.882674811 0.284596768 3.470878e-03 0.80
#> 334 0.894848396 0.280501374 3.420931e-03 0.80
#> 335 0.907021981 0.276441499 3.371418e-03 0.80
#> 336 0.919195566 0.272422315 3.322401e-03 0.80
#> 337 0.931369151 0.268448773 3.273941e-03 0.80
#> 338 0.943542736 0.264548422 3.226373e-03 0.80
#> 339 0.955716321 0.260707384 3.179528e-03 0.80
#> 340 0.967889906 0.256927583 3.133431e-03 0.80
#> 341 0.980063491 0.253211438 3.088109e-03 0.80
#> 342 0.992237076 0.249574621 3.043756e-03 0.80
#> 343 1.004410661 0.246019914 3.000403e-03 0.80
#> 344 1.016584246 0.242533832 2.957888e-03 0.80
#> 345 1.028757831 0.239116300 2.916208e-03 0.80
#> 346 1.040931415 0.235767468 2.875367e-03 0.80
#> 347 1.053105000 0.232511773 2.835661e-03 0.80
#> 348 1.065278585 0.229320185 2.796737e-03 0.80
#> 349 1.077452170 0.226190689 2.758571e-03 0.80
#> 350 1.089625755 0.223121131 2.721135e-03 0.80
#> 351 1.101799340 0.220120584 2.684541e-03 0.80
#> 352 1.113972925 0.217181596 2.648698e-03 0.80
#> 353 1.126146510 0.214290619 2.613440e-03 0.80
#> 354 1.138320095 0.211444550 2.578730e-03 0.80
#> 355 1.150493680 0.208641234 2.544541e-03 0.80
#> 356 1.162667265 0.205887751 2.510960e-03 0.80
#> 357 1.174840850 0.203165256 2.477758e-03 0.80
#> 358 1.187014435 0.200470651 2.444895e-03 0.80
#> 359 1.199188019 0.197800893 2.412335e-03 0.80
#> 360 1.211361604 0.195156874 2.380089e-03 0.80
#> 361 1.223535189 0.192531780 2.348074e-03 0.80
#> 362 1.235708774 0.189919900 2.316220e-03 0.80
#> 363 1.247882359 0.187319046 2.284501e-03 0.80
#> 364 1.260055944 0.184727427 2.252894e-03 0.80
#> 365 1.272229529 0.182143912 2.221386e-03 0.80
#> 366 1.284403114 0.179564299 2.189926e-03 0.80
#> 367 1.296576699 0.176987652 2.158501e-03 0.80
#> 368 1.308750284 0.174413160 2.127103e-03 0.80
#> 369 1.320923869 0.171840459 2.095727e-03 0.80
#> 370 1.333097454 0.169269125 2.064368e-03 0.80
#> 371 1.345271039 0.166699265 2.033027e-03 0.80
#> 372 1.357444624 0.164131285 2.001708e-03 0.80
#> 373 1.369618208 0.161565969 1.970422e-03 0.95
#> 374 1.381791793 0.159005846 1.939199e-03 0.95
#> 375 1.393965378 0.156451291 1.908045e-03 0.95
#> 376 1.406138963 0.153903550 1.876973e-03 0.95
#> 377 1.418312548 0.151363917 1.846000e-03 0.95
#> 378 1.430486133 0.148837336 1.815186e-03 0.95
#> 379 1.442659718 0.146325000 1.784547e-03 0.95
#> 380 1.454833303 0.143827207 1.754084e-03 0.95
#> 381 1.467006888 0.141345487 1.723818e-03 0.95
#> 382 1.479180473 0.138883205 1.693788e-03 0.95
#> 383 1.491354058 0.136447592 1.664084e-03 0.95
#> 384 1.503527643 0.134034384 1.634653e-03 0.95
#> 385 1.515701228 0.131644852 1.605511e-03 0.95
#> 386 1.527874813 0.129280226 1.576672e-03 0.95
#> 387 1.540048397 0.126950217 1.548256e-03 0.95
#> 388 1.552221982 0.124651207 1.520218e-03 0.95
#> 389 1.564395567 0.122381231 1.492534e-03 0.95
#> 390 1.576569152 0.120140960 1.465212e-03 0.95
#> 391 1.588742737 0.117934459 1.438302e-03 0.95
#> 392 1.600916322 0.115768131 1.411882e-03 0.95
#> 393 1.613089907 0.113633224 1.385845e-03 0.95
#> 394 1.625263492 0.111529850 1.360193e-03 0.95
#> 395 1.637437077 0.109458076 1.334926e-03 0.95
#> 396 1.649610662 0.107428031 1.310168e-03 0.95
#> 397 1.661784247 0.105431758 1.285822e-03 0.95
#> 398 1.673957832 0.103466456 1.261854e-03 0.95
#> 399 1.686131417 0.101531846 1.238259e-03 0.95
#> 400 1.698305002 0.099631541 1.215084e-03 0.95
#> 401 1.710478586 0.097769014 1.192369e-03 0.95
#> 402 1.722652171 0.095935614 1.170009e-03 0.95
#> 403 1.734825756 0.094130944 1.148000e-03 0.95
#> 404 1.746999341 0.092354602 1.126336e-03 0.95
#> 405 1.759172926 0.090615501 1.105126e-03 0.95
#> 406 1.771346511 0.088905051 1.084266e-03 0.95
#> 407 1.783520096 0.087221226 1.063730e-03 0.95
#> 408 1.795693681 0.085563649 1.043515e-03 0.95
#> 409 1.807867266 0.083935805 1.023662e-03 0.95
#> 410 1.820040851 0.082339477 1.004194e-03 0.95
#> 411 1.832214436 0.080767830 9.850262e-04 0.95
#> 412 1.844388021 0.079220500 9.661553e-04 0.95
#> 413 1.856561606 0.077697123 9.475766e-04 0.95
#> 414 1.868735190 0.076205613 9.293864e-04 0.95
#> 415 1.880908775 0.074737631 9.114832e-04 0.95
#> 416 1.893082360 0.073291824 8.938505e-04 0.95
#> 417 1.905255945 0.071867728 8.764826e-04 0.95
#> 418 1.917429530 0.070468371 8.594163e-04 0.95
#> 419 1.929603115 0.069093824 8.426527e-04 0.95
#> 420 1.941776700 0.067738616 8.261248e-04 0.95
#> 421 1.953950285 0.066402112 8.098251e-04 0.95
#> 422 1.966123870 0.065083663 7.937456e-04 0.95
#> 423 1.978297455 0.063788656 7.779520e-04 0.95
#> 424 1.990471040 0.062509608 7.623530e-04 0.95
#> 425 2.002644625 0.061245456 7.469357e-04 0.95
#> 426 2.014818210 0.059995438 7.316908e-04 0.95
#> 427 2.026991795 0.058761086 7.166369e-04 0.95
#> 428 2.039165379 0.057541051 7.017576e-04 0.99
#> 429 2.051338964 0.056331862 6.870107e-04 0.99
#> 430 2.063512549 0.055132820 6.723874e-04 0.99
#> 431 2.075686134 0.053943266 6.578799e-04 0.99
#> 432 2.087859719 0.052765524 6.435164e-04 0.99
#> 433 2.100033304 0.051595337 6.292451e-04 0.99
#> 434 2.112206889 0.050432287 6.150608e-04 0.99
#> 435 2.124380474 0.049275997 6.009589e-04 0.99
#> 436 2.136554059 0.048127438 5.869514e-04 0.99
#> 437 2.148727644 0.046986122 5.730321e-04 0.99
#> 438 2.160901229 0.045850875 5.591869e-04 0.99
#> 439 2.173074814 0.044721773 5.454166e-04 0.99
#> 440 2.185248399 0.043599098 5.317247e-04 0.99
#> 441 2.197421984 0.042485711 5.181461e-04 0.99
#> 442 2.209595568 0.041379721 5.046577e-04 0.99
#> 443 2.221769153 0.040281657 4.912660e-04 0.99
#> 444 2.233942738 0.039192084 4.779778e-04 0.99
#> 445 2.246116323 0.038114126 4.648313e-04 0.99
#> 446 2.258289908 0.037048592 4.518362e-04 0.99
#> 447 2.270463493 0.035994742 4.389837e-04 0.99
#> 448 2.282637078 0.034953427 4.262841e-04 0.99
#> 449 2.294810663 0.033926184 4.137561e-04 0.99
#> 450 2.306984248 0.032919306 4.014764e-04 0.99
#> 451 2.319157833 0.031928863 3.893972e-04 0.99
#> 452 2.331331418 0.030955751 3.775293e-04 0.99
#> 453 2.343505003 0.030000852 3.658836e-04 0.99
#> 454 2.355678588 0.029070398 3.545360e-04 0.99
#> 455 2.367852172 0.028163783 3.434791e-04 0.99
#> 456 2.380025757 0.027278864 3.326869e-04 0.99
#> 457 2.392199342 0.026416323 3.221675e-04 0.99
#> 458 2.404372927 0.025578391 3.119483e-04 0.99
#> 459 2.416546512 0.024772597 3.021210e-04 0.99
#> 460 2.428720097 0.023991504 2.925950e-04 0.99
#> 461 2.440893682 0.023235456 2.833744e-04 0.99
#> 462 2.453067267 0.022504759 2.744629e-04 0.99
#> 463 2.465240852 0.021806872 2.659517e-04 0.99
#> 464 2.477414437 0.021138084 2.577953e-04 0.99
#> 465 2.489588022 0.020495128 2.499540e-04 0.99
#> 466 2.501761607 0.019877940 2.424269e-04 0.99
#> 467 2.513935192 0.019288603 2.352394e-04 0.99
#> 468 2.526108777 0.018732555 2.284580e-04 0.99
#> 469 2.538282361 0.018201287 2.219788e-04 0.99
#> 470 2.550455946 0.017694404 2.157970e-04 0.99
#> 471 2.562629531 0.017211484 2.099074e-04 0.99
#> 472 2.574803116 0.016758736 2.043858e-04 0.99
#> 473 2.586976701 0.016330603 1.991643e-04 0.99
#> 474 2.599150286 0.015923995 1.942054e-04 0.99
#> 475 2.611323871 0.015538244 1.895009e-04 0.99
#> 476 2.623497456 0.015174679 1.850670e-04 0.99
#> 477 2.635671041 0.014835452 1.809298e-04 0.99
#> 478 2.647844626 0.014513794 1.770069e-04 1.00
#> 479 2.660018211 0.014208868 1.732881e-04 1.00
#> 480 2.672191796 0.013919827 1.697631e-04 1.00
#> 481 2.684365381 0.013649977 1.664720e-04 1.00
#> 482 2.696538966 0.013394248 1.633532e-04 1.00
#> 483 2.708712550 0.013150490 1.603804e-04 1.00
#> 484 2.720886135 0.012917778 1.575423e-04 1.00
#> 485 2.733059720 0.012696251 1.548406e-04 1.00
#> 486 2.745233305 0.012485373 1.522688e-04 1.00
#> 487 2.757406890 0.012281485 1.497822e-04 1.00
#> 488 2.769580475 0.012083674 1.473698e-04 1.00
#> 489 2.781754060 0.011891033 1.450204e-04 1.00
#> 490 2.793927645 0.011703464 1.427328e-04 1.00
#> 491 2.806101230 0.011518405 1.404759e-04 1.00
#> 492 2.818274815 0.011334822 1.382369e-04 1.00
#> 493 2.830448400 0.011151939 1.360065e-04 1.00
#> 494 2.842621985 0.010968793 1.337729e-04 1.00
#> 495 2.854795570 0.010783930 1.315184e-04 1.00
#> 496 2.866969154 0.010596836 1.292366e-04 1.00
#> 497 2.879142739 0.010406969 1.269210e-04 1.00
#> 498 2.891316324 0.010213813 1.245654e-04 1.00
#> 499 2.903489909 0.010015226 1.221434e-04 1.00
#> 500 2.915663494 0.009811882 1.196635e-04 1.00
#> 501 2.927837079 0.009603712 1.171247e-04 1.00
#> 502 2.940010664 0.009390508 1.145245e-04 1.00
#> 503 2.952184249 0.009171188 1.118497e-04 1.00
#> 504 2.964357834 0.008945310 1.090950e-04 1.00
#> 505 2.976531419 0.008714177 1.062761e-04 1.00
#> 506 2.988705004 0.008477896 1.033945e-04 1.00
#> 507 3.000878589 0.008236601 1.004517e-04 1.00
#> 508 3.013052174 0.007988870 9.743045e-05 1.00
#> 509 3.025225759 0.007736889 9.435735e-05 1.00
#> 510 3.037399343 0.007481125 9.123811e-05 1.00
#> 511 3.049572928 0.007221964 8.807744e-05 1.00
#> 512 3.061746513 0.006959421 8.487552e-05 1.00
#>
#> $breaks
#> 99% 95% 80% 50% <NA>
#> 0.01483545 0.05876109 0.16247870 0.32300253 Inf
#>
#> $data
#> x hdr_membership
#> 1 1.899608977 0.95
#> 2 0.218254197 0.50
#> 3 -0.567684333 0.50
#> 4 0.040457829 0.50
#> 5 -0.602216113 0.50
#> 6 -0.338709191 0.50
#> 7 1.226772110 0.80
#> 8 0.334288110 0.50
#> 9 0.761877096 0.50
#> 10 -0.568453752 0.50
#> 11 0.423414038 0.50
#> 12 0.332962513 0.50
#> 13 0.089676149 0.50
#> 14 0.625660149 0.50
#> 15 1.702687540 0.95
#> 16 -0.034512401 0.50
#> 17 -0.210885488 0.50
#> 18 0.350914706 0.50
#> 19 -1.064561751 0.80
#> 20 -1.356799706 0.95
#> 21 -0.498197337 0.50
#> 22 1.655941942 0.95
#> 23 -1.332156297 0.95
#> 24 -0.967646499 0.80
#> 25 0.740646048 0.50
#> 26 0.696868325 0.50
#> 27 1.140859597 0.80
#> 28 1.100730677 0.80
#> 29 0.822007066 0.80
#> 30 0.935612496 0.80
#> 31 0.420749820 0.50
#> 32 0.724489028 0.50
#> 33 0.494393490 0.50
#> 34 -0.424496686 0.50
#> 35 0.619843827 0.50
#> 36 0.323821211 0.50
#> 37 0.114981483 0.50
#> 38 0.247721614 0.50
#> 39 -1.985929929 0.95
#> 40 -0.178711534 0.50
#> 41 0.809359196 0.80
#> 42 -0.851683991 0.80
#> 43 0.327138280 0.50
#> 44 -0.272337584 0.50
#> 45 0.169347121 0.50
#> 46 0.308347061 0.50
#> 47 -0.516806682 0.50
#> 48 0.523434849 0.50
#> 49 2.089594708 0.99
#> 50 -1.121039186 0.80
#> 51 -1.243454969 0.80
#> 52 0.172970474 0.50
#> 53 -0.289282079 0.50
#> 54 -0.415902662 0.50
#> 55 0.456682882 0.50
#> 56 0.750154150 0.50
#> 57 2.223943019 0.99
#> 58 -0.568001579 0.50
#> 59 -1.995973051 0.95
#> 60 1.918095747 0.95
#> 61 0.706507492 0.50
#> 62 -0.719960358 0.80
#> 63 0.206044265 0.50
#> 64 0.179203353 0.50
#> 65 -0.667290036 0.80
#> 66 0.380219987 0.50
#> 67 0.481039503 0.50
#> 68 -0.635604891 0.80
#> 69 -0.618156472 0.80
#> 70 0.839181001 0.80
#> 71 0.099824615 0.50
#> 72 -0.011685890 0.50
#> 73 -0.476731496 0.50
#> 74 -0.377139215 0.50
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#> 639 -1.061706525 0.80
#> 640 -0.772913236 0.80
#> 641 1.645395476 0.95
#> 642 0.332998844 0.50
#> 643 -0.068145745 0.50
#> 644 -1.387740102 0.95
#> 645 -0.172162177 0.50
#> 646 1.192749036 0.80
#> 647 -0.471200237 0.50
#> 648 -1.338104536 0.95
#> 649 0.602003219 0.50
#> 650 0.084454955 0.50
#> 651 0.061709777 0.50
#> 652 -0.522864581 0.50
#> 653 -0.831406173 0.80
#> 654 0.360714381 0.50
#> 655 0.598918195 0.50
#> 656 0.998370788 0.80
#> 657 -0.885618462 0.80
#> 658 0.443333035 0.50
#> 659 -0.293445322 0.50
#> 660 1.669156235 0.95
#> 661 -0.342625551 0.50
#> 662 1.744935440 0.95
#> 663 0.092757098 0.50
#> 664 0.470884348 0.50
#> 665 -0.242727398 0.50
#> 666 -0.612489928 0.80
#> 667 0.758154886 0.50
#> 668 -0.548272798 0.50
#> 669 -0.132635434 0.50
#> 670 -1.180804578 0.80
#> 671 0.836736738 0.80
#> 672 -1.647057468 0.95
#> 673 0.120366493 0.50
#> 674 1.451984243 0.95
#> 675 1.996030200 0.95
#> 676 -1.337009987 0.95
#> 677 -0.183106095 0.50
#> 678 1.447957923 0.95
#> 679 -0.559580920 0.50
#> 680 -1.117975740 0.80
#> 681 -0.432000473 0.50
#> 682 0.836001562 0.80
#> 683 -0.256343676 0.50
#> 684 0.461089421 0.50
#> 685 1.045355939 0.80
#> 686 0.321690234 0.50
#> 687 0.964604123 0.80
#> 688 -0.985597708 0.80
#> 689 0.317859425 0.50
#> 690 0.173288802 0.50
#> 691 1.395320568 0.95
#> 692 -1.356947845 0.95
#> 693 1.581624406 0.95
#> 694 -1.112123244 0.80
#> 695 1.205426459 0.80
#> 696 1.889541008 0.95
#> 697 1.791671963 0.95
#> 698 0.833490913 0.80
#> 699 -1.578919581 0.95
#> 700 -0.110056007 0.50
#> 701 -0.748655444 0.80
#> 702 -0.544943805 0.50
#> 703 -0.120573912 0.50
#> 704 0.287622489 0.50
#> 705 -0.824094568 0.80
#> 706 0.041858430 0.50
#> 707 1.333396051 0.80
#> 708 -0.047009640 0.50
#> 709 0.432370690 0.50
#> 710 2.500063211 0.99
#> 711 -0.183907203 0.50
#> 712 0.281182751 0.50
#> 713 0.604561084 0.50
#> 714 0.546876807 0.50
#> 715 -1.620090008 0.95
#> 716 -0.156941806 0.50
#> 717 -0.955639425 0.80
#> 718 -0.461947562 0.50
#> 719 0.124639609 0.50
#> 720 0.150746396 0.50
#> 721 0.819652700 0.80
#> 722 -1.965726993 0.95
#> 723 -0.306302106 0.50
#> 724 1.031252557 0.80
#> 725 0.041843716 0.50
#> 726 0.094618121 0.50
#> 727 0.360495353 0.50
#> 728 1.309602071 0.80
#> 729 -0.277088478 0.50
#> 730 0.708360425 0.50
#> 731 -0.405559015 0.50
#> 732 0.419797927 0.50
#> 733 0.853450921 0.80
#> 734 -1.068029385 0.80
#> 735 -0.331822443 0.50
#> 736 -0.077926485 0.50
#> 737 0.413714778 0.50
#> 738 1.388256241 0.95
#> 739 -0.596102642 0.50
#> 740 0.433838956 0.50
#> 741 -0.861211128 0.80
#> 742 -0.640940428 0.80
#> 743 -1.518115998 0.95
#> 744 0.694261989 0.50
#> 745 1.674906764 0.95
#> 746 -0.202031656 0.50
#> 747 -1.506430842 0.95
#> 748 0.555423232 0.50
#> 749 2.127432151 0.99
#> 750 -0.384679246 0.50
#> 751 0.040681881 0.50
#> 752 -1.168033778 0.80
#> 753 -0.298615535 0.50
#> 754 -0.103267225 0.50
#> 755 -0.330828491 0.50
#> 756 -0.735212133 0.80
#> 757 0.792280595 0.80
#> 758 2.091687018 0.99
#> 759 -0.477790796 0.50
#> 760 -0.520184723 0.50
#> 761 -1.937990984 0.95
#> 762 -0.564537776 0.50
#> 763 0.593969559 0.50
#> 764 -1.572650483 0.95
#> 765 1.265834889 0.80
#> 766 -0.506128007 0.50
#> 767 0.495371701 0.50
#> 768 -2.255920263 0.99
#> 769 0.900330728 0.80
#> 770 0.170649945 0.50
#> 771 -0.583143301 0.50
#> 772 0.993128571 0.80
#> 773 0.791905138 0.80
#> 774 1.139314751 0.80
#> 775 -0.548258048 0.50
#> 776 0.042860386 0.50
#> 777 0.381692098 0.50
#> 778 0.066954600 0.50
#> 779 1.097976942 0.80
#> 780 0.692555761 0.50
#> 781 -0.989676040 0.80
#> 782 0.504709944 0.50
#> 783 -0.210629524 0.50
#> 784 -1.406886970 0.95
#> 785 -1.335013878 0.95
#> 786 1.472166534 0.95
#> 787 1.495703378 0.95
#> 788 1.449027039 0.95
#> 789 -1.625925549 0.95
#> 790 -0.942331083 0.80
#> 791 0.968627555 0.80
#> 792 1.623886852 0.95
#> 793 -0.170044725 0.50
#> 794 -0.621442307 0.80
#> 795 0.401176459 0.50
#> 796 -0.734868688 0.80
#> 797 0.554033127 0.50
#> 798 -0.716546210 0.80
#> 799 1.308709316 0.80
#> 800 -1.512494327 0.95
#> 801 0.624238642 0.50
#> 802 0.778486799 0.80
#> 803 0.566358221 0.50
#> 804 -1.588576079 0.95
#> 805 1.107737597 0.80
#> 806 -1.024794495 0.80
#> 807 2.783065885 1.00
#> 808 0.244461097 0.50
#> 809 -1.156741600 0.80
#> 810 -2.302902958 0.99
#> 811 -0.605792599 0.50
#> 812 0.954607063 0.80
#> 813 0.916939936 0.80
#> 814 -0.714953900 0.80
#> 815 0.545050387 0.50
#> 816 -2.490112201 0.99
#> 817 -0.583328269 0.50
#> 818 0.576572787 0.50
#> 819 1.030655192 0.80
#> 820 -0.228510105 0.50
#> 821 1.110892632 0.80
#> 822 -1.509063971 0.95
#> 823 -0.179533185 0.50
#> 824 0.574071075 0.50
#> 825 0.616291027 0.50
#> 826 0.020968068 0.50
#> 827 3.061746513 1.00
#> 828 0.601789611 0.50
#> 829 -0.183980482 0.50
#> 830 0.566555652 0.50
#> 831 -1.021791931 0.80
#> 832 -0.915349445 0.80
#> 833 0.705994718 0.50
#> 834 0.921845675 0.80
#> 835 0.923458052 0.80
#> 836 -0.779791392 0.80
#> 837 -1.053661241 0.80
#> 838 -0.306317448 0.50
#> 839 -0.060713452 0.50
#> 840 -0.881632304 0.80
#> 841 -0.311448290 0.50
#> 842 0.426923770 0.50
#> 843 -0.051273603 0.50
#> 844 -0.149165454 0.50
#> 845 -1.891050896 0.95
#> 846 1.116834381 0.80
#> 847 0.286379033 0.50
#> 848 0.319585131 0.50
#> 849 0.204820532 0.50
#> 850 0.186988885 0.50
#> 851 0.653225537 0.50
#> 852 0.408998007 0.50
#> 853 0.165922665 0.50
#> 854 1.758519682 0.95
#> 855 1.258700417 0.80
#> 856 0.402112883 0.50
#> 857 -0.286171517 0.50
#> 858 0.664988232 0.50
#> 859 -0.149883823 0.50
#> 860 -0.556969810 0.50
#> 861 0.661320335 0.50
#> 862 0.705568734 0.50
#> 863 -1.662678685 0.95
#> 864 0.622371915 0.50
#> 865 1.055580666 0.80
#> 866 -0.504535124 0.50
#> 867 0.681782516 0.50
#> 868 1.148463136 0.80
#> 869 -0.332251847 0.50
#> 870 -1.277033382 0.80
#> 871 -0.157538824 0.50
#> 872 -1.563185104 0.95
#> 873 -0.381397160 0.50
#> 874 0.766339960 0.50
#> 875 1.268429690 0.80
#> 876 -0.276374365 0.50
#> 877 1.483101021 0.95
#> 878 -0.997775787 0.80
#> 879 2.112287645 0.99
#> 880 -0.613698793 0.80
#> 881 -0.124004617 0.50
#> 882 1.297085276 0.80
#> 883 -0.398138038 0.50
#> 884 -0.524379534 0.50
#> 885 -0.594767042 0.50
#> 886 -1.143571915 0.80
#> 887 0.542531096 0.50
#> 888 0.200800808 0.50
#> 889 1.421076870 0.95
#> 890 2.133968518 0.99
#> 891 -0.323552020 0.50
#> 892 -3.036051121 1.00
#> 893 1.185929079 0.80
#> 894 -0.180801900 0.50
#> 895 0.804234470 0.80
#> 896 -0.395179527 0.50
#> 897 -2.226174494 0.99
#> 898 -1.386617686 0.95
#> 899 -1.694845025 0.95
#> 900 -0.078393081 0.50
#> 901 -0.376740593 0.50
#> 902 0.508758270 0.50
#> 903 -0.279220368 0.50
#> 904 -0.631174737 0.80
#> 905 1.362302383 0.80
#> 906 -0.743421346 0.80
#> 907 0.703745184 0.50
#> 908 0.770137332 0.80
#> 909 -0.902974899 0.80
#> 910 0.702146598 0.50
#> 911 -1.190536203 0.80
#> 912 0.498885075 0.50
#> 913 0.274054841 0.50
#> 914 -1.525054835 0.95
#> 915 -0.530871644 0.50
#> 916 0.182052776 0.50
#> 917 -0.601726904 0.50
#> 918 1.545593972 0.95
#> 919 -0.404381611 0.50
#> 920 1.346277361 0.80
#> 921 0.782829520 0.80
#> 922 -0.201887045 0.50
#> 923 1.153563896 0.80
#> 924 -0.714202829 0.80
#> 925 1.023452134 0.80
#> 926 0.135823091 0.50
#> 927 0.067808780 0.50
#> 928 -0.129433671 0.50
#> 929 -1.198226331 0.80
#> 930 0.986712550 0.80
#> 931 0.910881264 0.80
#> 932 0.651472708 0.50
#> 933 0.689809937 0.50
#> 934 0.384724374 0.50
#> 935 -1.499130237 0.95
#> 936 1.717619866 0.95
#> 937 -0.228895847 0.50
#> 938 1.111846074 0.80
#> 939 -0.663401342 0.80
#> 940 -0.908192188 0.80
#> 941 -1.113031445 0.80
#> 942 -0.055357877 0.50
#> 943 -0.845428348 0.80
#> 944 0.954445054 0.80
#> 945 0.269200325 0.50
#> 946 0.423736162 0.50
#> 947 -1.217291153 0.80
#> 948 0.048050283 0.50
#> 949 0.229278812 0.50
#> 950 2.492002245 0.99
#> 951 0.391217022 0.50
#> 952 0.502477260 0.50
#> 953 -0.640176046 0.80
#> 954 0.329530676 0.50
#> 955 -1.369959506 0.95
#> 956 0.485149851 0.50
#> 957 0.406898930 0.50
#> 958 0.074734106 0.50
#> 959 0.318120883 0.50
#> 960 0.215311249 0.50
#> 961 0.965320499 0.80
#> 962 0.018265066 0.50
#> 963 0.188006768 0.50
#> 964 0.546075478 0.50
#> 965 -0.102161086 0.50
#> 966 0.408139068 0.50
#> 967 0.495936710 0.50
#> 968 0.081752439 0.50
#> 969 -0.249917929 0.50
#> 970 0.365078258 0.50
#> 971 -0.682098355 0.80
#> 972 -0.984612177 0.80
#> 973 -0.268844164 0.50
#> 974 1.036990940 0.80
#> 975 -1.596663589 0.95
#> 976 1.700348772 0.95
#> 977 -0.955174928 0.80
#> 978 -1.541285005 0.95
#> 979 -0.551453779 0.50
#> 980 -1.482405745 0.95
#> 981 -0.184717448 0.50
#> 982 1.481091709 0.95
#> 983 1.516219990 0.95
#> 984 0.316312614 0.50
#> 985 1.331332185 0.80
#> 986 -0.211245980 0.50
#> 987 0.398237175 0.50
#> 988 0.118843987 0.50
#> 989 0.703478750 0.50
#> 990 -0.654110333 0.80
#> 991 -0.715826490 0.80
#> 992 0.694688497 0.50
#> 993 0.408204088 0.50
#> 994 0.116200142 0.50
#> 995 0.248145718 0.50
#> 996 2.006336840 0.95
#> 997 1.077941568 0.80
#> 998 -2.021340948 0.95
#> 999 -0.966362519 0.80
#> 1000 0.651968776 0.50
#>
get_hdr_1d(x, method = method_kde_1d())
#> $df_est
#> x fhat fhat_discretized hdr
#> 1 -3.158955384 0.007237286 8.826430e-05 1.00
#> 2 -3.146781799 0.007424623 9.054902e-05 1.00
#> 3 -3.134608215 0.007601704 9.270867e-05 1.00
#> 4 -3.122434630 0.007769992 9.476107e-05 1.00
#> 5 -3.110261045 0.007929433 9.670557e-05 1.00
#> 6 -3.098087460 0.008079826 9.853973e-05 1.00
#> 7 -3.085913875 0.008218263 1.002281e-04 1.00
#> 8 -3.073740290 0.008348475 1.018161e-04 1.00
#> 9 -3.061566705 0.008470840 1.033085e-04 1.00
#> 10 -3.049393120 0.008585779 1.047102e-04 1.00
#> 11 -3.037219535 0.008692422 1.060108e-04 1.00
#> 12 -3.025045950 0.008792410 1.072302e-04 1.00
#> 13 -3.012872365 0.008887625 1.083915e-04 1.00
#> 14 -3.000698780 0.008978830 1.095038e-04 1.00
#> 15 -2.988525195 0.009066738 1.105759e-04 1.00
#> 16 -2.976351610 0.009152298 1.116194e-04 1.00
#> 17 -2.964178026 0.009237576 1.126594e-04 1.00
#> 18 -2.952004441 0.009323492 1.137072e-04 1.00
#> 19 -2.939830856 0.009410969 1.147741e-04 1.00
#> 20 -2.927657271 0.009502062 1.158850e-04 1.00
#> 21 -2.915483686 0.009598215 1.170577e-04 1.00
#> 22 -2.903310101 0.009699865 1.182974e-04 1.00
#> 23 -2.891136516 0.009807853 1.196144e-04 1.00
#> 24 -2.878962931 0.009923548 1.210254e-04 1.00
#> 25 -2.866789346 0.010050665 1.225756e-04 1.00
#> 26 -2.854615761 0.010187370 1.242429e-04 1.00
#> 27 -2.842442176 0.010334268 1.260344e-04 1.00
#> 28 -2.830268591 0.010491936 1.279573e-04 1.00
#> 29 -2.818095006 0.010664292 1.300593e-04 1.00
#> 30 -2.805921422 0.010850428 1.323294e-04 1.00
#> 31 -2.793747837 0.011049175 1.347532e-04 1.00
#> 32 -2.781574252 0.011260817 1.373344e-04 1.00
#> 33 -2.769400667 0.011486741 1.400897e-04 1.00
#> 34 -2.757227082 0.011730426 1.430616e-04 1.00
#> 35 -2.745053497 0.011987721 1.461995e-04 1.00
#> 36 -2.732879912 0.012258681 1.495041e-04 1.00
#> 37 -2.720706327 0.012543343 1.529758e-04 1.00
#> 38 -2.708532742 0.012845781 1.566642e-04 1.00
#> 39 -2.696359157 0.013163354 1.605373e-04 1.00
#> 40 -2.684185572 0.013494547 1.645764e-04 1.00
#> 41 -2.672011987 0.013839318 1.687812e-04 1.00
#> 42 -2.659838402 0.014199041 1.731683e-04 1.00
#> 43 -2.647664817 0.014576274 1.777689e-04 1.00
#> 44 -2.635491233 0.014966975 1.825338e-04 0.99
#> 45 -2.623317648 0.015371163 1.874632e-04 0.99
#> 46 -2.611144063 0.015788867 1.925575e-04 0.99
#> 47 -2.598970478 0.016224511 1.978705e-04 0.99
#> 48 -2.586796893 0.016675150 2.033664e-04 0.99
#> 49 -2.574623308 0.017139772 2.090328e-04 0.99
#> 50 -2.562449723 0.017618560 2.148720e-04 0.99
#> 51 -2.550276138 0.018113585 2.209092e-04 0.99
#> 52 -2.538102553 0.018627600 2.271780e-04 0.99
#> 53 -2.525928968 0.019156921 2.336335e-04 0.99
#> 54 -2.513755383 0.019701889 2.402798e-04 0.99
#> 55 -2.501581798 0.020262858 2.471212e-04 0.99
#> 56 -2.489408213 0.020846055 2.542338e-04 0.99
#> 57 -2.477234628 0.021447691 2.615712e-04 0.99
#> 58 -2.465061044 0.022067116 2.691256e-04 0.99
#> 59 -2.452887459 0.022704772 2.769023e-04 0.99
#> 60 -2.440713874 0.023363977 2.849418e-04 0.99
#> 61 -2.428540289 0.024047762 2.932811e-04 0.99
#> 62 -2.416366704 0.024751736 3.018666e-04 0.99
#> 63 -2.404193119 0.025476334 3.107036e-04 0.99
#> 64 -2.392019534 0.026221983 3.197974e-04 0.99
#> 65 -2.379845949 0.026997136 3.292510e-04 0.99
#> 66 -2.367672364 0.027795618 3.389891e-04 0.99
#> 67 -2.355498779 0.028616788 3.490039e-04 0.99
#> 68 -2.343325194 0.029460958 3.592992e-04 0.99
#> 69 -2.331151609 0.030332408 3.699272e-04 0.99
#> 70 -2.318978024 0.031233216 3.809132e-04 0.99
#> 71 -2.306804440 0.032157997 3.921917e-04 0.99
#> 72 -2.294630855 0.033106867 4.037639e-04 0.99
#> 73 -2.282457270 0.034079920 4.156310e-04 0.99
#> 74 -2.270283685 0.035086403 4.279058e-04 0.99
#> 75 -2.258110100 0.036117593 4.404820e-04 0.99
#> 76 -2.245936515 0.037172771 4.533507e-04 0.99
#> 77 -2.233762930 0.038251772 4.665100e-04 0.99
#> 78 -2.221589345 0.039358746 4.800104e-04 0.99
#> 79 -2.209415760 0.040493707 4.938521e-04 0.99
#> 80 -2.197242175 0.041651161 5.079681e-04 0.99
#> 81 -2.185068590 0.042830659 5.223530e-04 0.99
#> 82 -2.172895005 0.044031729 5.370010e-04 0.99
#> 83 -2.160721420 0.045261720 5.520017e-04 0.99
#> 84 -2.148547835 0.046511348 5.672419e-04 0.99
#> 85 -2.136374251 0.047779845 5.827122e-04 0.99
#> 86 -2.124200666 0.049066485 5.984038e-04 0.99
#> 87 -2.112027081 0.050373813 6.143476e-04 0.99
#> 88 -2.099853496 0.051699926 6.305206e-04 0.99
#> 89 -2.087679911 0.053040615 6.468714e-04 0.99
#> 90 -2.075506326 0.054394997 6.633891e-04 0.99
#> 91 -2.063332741 0.055762378 6.800654e-04 0.99
#> 92 -2.051159156 0.057145350 6.969318e-04 0.99
#> 93 -2.038985571 0.058538073 7.139171e-04 0.99
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#> 179 -0.992057267 0.219035098 2.671303e-03 0.80
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#> 193 -0.821627078 0.262947213 3.206845e-03 0.80
#> 194 -0.809453493 0.266380059 3.248711e-03 0.80
#> 195 -0.797279909 0.269840552 3.290914e-03 0.80
#> 196 -0.785106324 0.273315362 3.333292e-03 0.80
#> 197 -0.772932739 0.276800244 3.375793e-03 0.80
#> 198 -0.760759154 0.280290847 3.418364e-03 0.80
#> 199 -0.748585569 0.283780260 3.460920e-03 0.80
#> 200 -0.736411984 0.287259418 3.503351e-03 0.80
#> 201 -0.724238399 0.290723446 3.545597e-03 0.80
#> 202 -0.712064814 0.294167345 3.587598e-03 0.80
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#> 204 -0.687717644 0.300954195 3.670369e-03 0.80
#> 205 -0.675544059 0.304283200 3.710969e-03 0.80
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#> 207 -0.651196889 0.310797333 3.790414e-03 0.80
#> 208 -0.639023304 0.313954697 3.828921e-03 0.80
#> 209 -0.626849720 0.317040381 3.866553e-03 0.80
#> 210 -0.614676135 0.320057455 3.903348e-03 0.80
#> 211 -0.602502550 0.323002534 3.939266e-03 0.50
#> 212 -0.590328965 0.325864546 3.974170e-03 0.50
#> 213 -0.578155380 0.328621810 4.007797e-03 0.50
#> 214 -0.565981795 0.331295593 4.040406e-03 0.50
#> 215 -0.553808210 0.333884132 4.071975e-03 0.50
#> 216 -0.541634625 0.336385820 4.102485e-03 0.50
#> 217 -0.529461040 0.338771336 4.131579e-03 0.50
#> 218 -0.517287455 0.341058509 4.159472e-03 0.50
#> 219 -0.505113870 0.343255438 4.186266e-03 0.50
#> 220 -0.492940285 0.345362008 4.211957e-03 0.50
#> 221 -0.480766700 0.347367622 4.236417e-03 0.50
#> 222 -0.468593116 0.349258125 4.259473e-03 0.50
#> 223 -0.456419531 0.351060153 4.281450e-03 0.50
#> 224 -0.444245946 0.352774617 4.302359e-03 0.50
#> 225 -0.432072361 0.354402497 4.322213e-03 0.50
#> 226 -0.419898776 0.355917505 4.340689e-03 0.50
#> 227 -0.407725191 0.357343851 4.358085e-03 0.50
#> 228 -0.395551606 0.358689143 4.374492e-03 0.50
#> 229 -0.383378021 0.359954816 4.389928e-03 0.50
#> 230 -0.371204436 0.361131839 4.404282e-03 0.50
#> 231 -0.359030851 0.362213695 4.417476e-03 0.50
#> 232 -0.346857266 0.363222549 4.429780e-03 0.50
#> 233 -0.334683681 0.364159973 4.441213e-03 0.50
#> 234 -0.322510096 0.365027549 4.451793e-03 0.50
#> 235 -0.310336511 0.365804132 4.461264e-03 0.50
#> 236 -0.298162927 0.366512775 4.469907e-03 0.50
#> 237 -0.285989342 0.367158664 4.477784e-03 0.50
#> 238 -0.273815757 0.367743488 4.484916e-03 0.50
#> 239 -0.261642172 0.368259993 4.491216e-03 0.50
#> 240 -0.249468587 0.368707005 4.496667e-03 0.50
#> 241 -0.237295002 0.369100797 4.501470e-03 0.50
#> 242 -0.225121417 0.369443327 4.505647e-03 0.50
#> 243 -0.212947832 0.369736586 4.509224e-03 0.50
#> 244 -0.200774247 0.369966899 4.512033e-03 0.50
#> 245 -0.188600662 0.370153786 4.514312e-03 0.50
#> 246 -0.176427077 0.370301053 4.516108e-03 0.50
#> 247 -0.164253492 0.370411114 4.517450e-03 0.50
#> 248 -0.152079907 0.370481071 4.518303e-03 0.50
#> 249 -0.139906322 0.370514888 4.518716e-03 0.50
#> 250 -0.127732738 0.370522913 4.518814e-03 0.50
#> 251 -0.115559153 0.370507949 4.518631e-03 0.50
#> 252 -0.103385568 0.370472830 4.518203e-03 0.50
#> 253 -0.091211983 0.370416345 4.517514e-03 0.50
#> 254 -0.079038398 0.370349377 4.516697e-03 0.50
#> 255 -0.066864813 0.370275054 4.515791e-03 0.50
#> 256 -0.054691228 0.370196337 4.514831e-03 0.50
#> 257 -0.042517643 0.370117085 4.513864e-03 0.50
#> 258 -0.030344058 0.370043140 4.512962e-03 0.50
#> 259 -0.018170473 0.369977364 4.512160e-03 0.50
#> 260 -0.005996888 0.369922476 4.511491e-03 0.50
#> 261 0.006176697 0.369881341 4.510989e-03 0.50
#> 262 0.018350282 0.369865043 4.510790e-03 0.50
#> 263 0.030523866 0.369870398 4.510856e-03 0.50
#> 264 0.042697451 0.369899475 4.511210e-03 0.50
#> 265 0.054871036 0.369954261 4.511879e-03 0.50
#> 266 0.067044621 0.370043504 4.512967e-03 0.50
#> 267 0.079218206 0.370168978 4.514497e-03 0.50
#> 268 0.091391791 0.370326629 4.516420e-03 0.50
#> 269 0.103565376 0.370517379 4.518746e-03 0.50
#> 270 0.115738961 0.370743121 4.521499e-03 0.50
#> 271 0.127912546 0.371016349 4.524832e-03 0.50
#> 272 0.140086131 0.371324132 4.528585e-03 0.50
#> 273 0.152259716 0.371666032 4.532755e-03 0.50
#> 274 0.164433301 0.372041467 4.537334e-03 0.50
#> 275 0.176606886 0.372457011 4.542401e-03 0.50
#> 276 0.188780471 0.372907270 4.547893e-03 0.50
#> 277 0.200954055 0.373385082 4.553720e-03 0.50
#> 278 0.213127640 0.373888293 4.559857e-03 0.50
#> 279 0.225301225 0.374415540 4.566287e-03 0.50
#> 280 0.237474810 0.374967237 4.573016e-03 0.50
#> 281 0.249648395 0.375531749 4.579900e-03 0.50
#> 282 0.261821980 0.376105338 4.586896e-03 0.50
#> 283 0.273995565 0.376684121 4.593954e-03 0.50
#> 284 0.286169150 0.377261761 4.600999e-03 0.50
#> 285 0.298342735 0.377829497 4.607923e-03 0.50
#> 286 0.310516320 0.378382345 4.614666e-03 0.50
#> 287 0.322689905 0.378915095 4.621163e-03 0.50
#> 288 0.334863490 0.379419818 4.627318e-03 0.50
#> 289 0.347037075 0.379877158 4.632896e-03 0.50
#> 290 0.359210660 0.380289750 4.637928e-03 0.50
#> 291 0.371384244 0.380651568 4.642340e-03 0.50
#> 292 0.383557829 0.380956544 4.646060e-03 0.50
#> 293 0.395731414 0.381176756 4.648746e-03 0.50
#> 294 0.407904999 0.381311641 4.650391e-03 0.50
#> 295 0.420078584 0.381362916 4.651016e-03 0.50
#> 296 0.432252169 0.381324546 4.650548e-03 0.50
#> 297 0.444425754 0.381180543 4.648792e-03 0.50
#> 298 0.456599339 0.380897394 4.645339e-03 0.50
#> 299 0.468772924 0.380499774 4.640489e-03 0.50
#> 300 0.480946509 0.379982576 4.634182e-03 0.50
#> 301 0.493120094 0.379340833 4.626355e-03 0.50
#> 302 0.505293679 0.378527330 4.616434e-03 0.50
#> 303 0.517467264 0.377562118 4.604662e-03 0.50
#> 304 0.529640849 0.376454750 4.591157e-03 0.50
#> 305 0.541814433 0.375202167 4.575881e-03 0.50
#> 306 0.553988018 0.373784103 4.558586e-03 0.50
#> 307 0.566161603 0.372170437 4.538907e-03 0.50
#> 308 0.578335188 0.370403351 4.517356e-03 0.50
#> 309 0.590508773 0.368482369 4.493928e-03 0.50
#> 310 0.602682358 0.366407284 4.468620e-03 0.50
#> 311 0.614855943 0.364128769 4.440832e-03 0.50
#> 312 0.627029528 0.361687796 4.411063e-03 0.50
#> 313 0.639203113 0.359098539 4.379485e-03 0.50
#> 314 0.651376698 0.356363677 4.346131e-03 0.50
#> 315 0.663550283 0.353467842 4.310814e-03 0.50
#> 316 0.675723868 0.350400692 4.273408e-03 0.50
#> 317 0.687897453 0.347205388 4.234438e-03 0.50
#> 318 0.700071037 0.343887245 4.193971e-03 0.50
#> 319 0.712244622 0.340451808 4.152073e-03 0.50
#> 320 0.724418207 0.336871324 4.108407e-03 0.50
#> 321 0.736591792 0.333189108 4.063499e-03 0.50
#> 322 0.748765377 0.329418380 4.017512e-03 0.50
#> 323 0.760938962 0.325566452 3.970535e-03 0.50
#> 324 0.773112547 0.321631591 3.922546e-03 0.80
#> 325 0.785286132 0.317623545 3.873665e-03 0.80
#> 326 0.797459717 0.313568019 3.824205e-03 0.80
#> 327 0.809633302 0.309472918 3.774262e-03 0.80
#> 328 0.821806887 0.305346146 3.723933e-03 0.80
#> 329 0.833980472 0.301193303 3.673285e-03 0.80
#> 330 0.846154057 0.297033908 3.622558e-03 0.80
#> 331 0.858327642 0.292875841 3.571848e-03 0.80
#> 332 0.870501226 0.288726170 3.521239e-03 0.80
#> 333 0.882674811 0.284596768 3.470878e-03 0.80
#> 334 0.894848396 0.280501374 3.420931e-03 0.80
#> 335 0.907021981 0.276441499 3.371418e-03 0.80
#> 336 0.919195566 0.272422315 3.322401e-03 0.80
#> 337 0.931369151 0.268448773 3.273941e-03 0.80
#> 338 0.943542736 0.264548422 3.226373e-03 0.80
#> 339 0.955716321 0.260707384 3.179528e-03 0.80
#> 340 0.967889906 0.256927583 3.133431e-03 0.80
#> 341 0.980063491 0.253211438 3.088109e-03 0.80
#> 342 0.992237076 0.249574621 3.043756e-03 0.80
#> 343 1.004410661 0.246019914 3.000403e-03 0.80
#> 344 1.016584246 0.242533832 2.957888e-03 0.80
#> 345 1.028757831 0.239116300 2.916208e-03 0.80
#> 346 1.040931415 0.235767468 2.875367e-03 0.80
#> 347 1.053105000 0.232511773 2.835661e-03 0.80
#> 348 1.065278585 0.229320185 2.796737e-03 0.80
#> 349 1.077452170 0.226190689 2.758571e-03 0.80
#> 350 1.089625755 0.223121131 2.721135e-03 0.80
#> 351 1.101799340 0.220120584 2.684541e-03 0.80
#> 352 1.113972925 0.217181596 2.648698e-03 0.80
#> 353 1.126146510 0.214290619 2.613440e-03 0.80
#> 354 1.138320095 0.211444550 2.578730e-03 0.80
#> 355 1.150493680 0.208641234 2.544541e-03 0.80
#> 356 1.162667265 0.205887751 2.510960e-03 0.80
#> 357 1.174840850 0.203165256 2.477758e-03 0.80
#> 358 1.187014435 0.200470651 2.444895e-03 0.80
#> 359 1.199188019 0.197800893 2.412335e-03 0.80
#> 360 1.211361604 0.195156874 2.380089e-03 0.80
#> 361 1.223535189 0.192531780 2.348074e-03 0.80
#> 362 1.235708774 0.189919900 2.316220e-03 0.80
#> 363 1.247882359 0.187319046 2.284501e-03 0.80
#> 364 1.260055944 0.184727427 2.252894e-03 0.80
#> 365 1.272229529 0.182143912 2.221386e-03 0.80
#> 366 1.284403114 0.179564299 2.189926e-03 0.80
#> 367 1.296576699 0.176987652 2.158501e-03 0.80
#> 368 1.308750284 0.174413160 2.127103e-03 0.80
#> 369 1.320923869 0.171840459 2.095727e-03 0.80
#> 370 1.333097454 0.169269125 2.064368e-03 0.80
#> 371 1.345271039 0.166699265 2.033027e-03 0.80
#> 372 1.357444624 0.164131285 2.001708e-03 0.80
#> 373 1.369618208 0.161565969 1.970422e-03 0.95
#> 374 1.381791793 0.159005846 1.939199e-03 0.95
#> 375 1.393965378 0.156451291 1.908045e-03 0.95
#> 376 1.406138963 0.153903550 1.876973e-03 0.95
#> 377 1.418312548 0.151363917 1.846000e-03 0.95
#> 378 1.430486133 0.148837336 1.815186e-03 0.95
#> 379 1.442659718 0.146325000 1.784547e-03 0.95
#> 380 1.454833303 0.143827207 1.754084e-03 0.95
#> 381 1.467006888 0.141345487 1.723818e-03 0.95
#> 382 1.479180473 0.138883205 1.693788e-03 0.95
#> 383 1.491354058 0.136447592 1.664084e-03 0.95
#> 384 1.503527643 0.134034384 1.634653e-03 0.95
#> 385 1.515701228 0.131644852 1.605511e-03 0.95
#> 386 1.527874813 0.129280226 1.576672e-03 0.95
#> 387 1.540048397 0.126950217 1.548256e-03 0.95
#> 388 1.552221982 0.124651207 1.520218e-03 0.95
#> 389 1.564395567 0.122381231 1.492534e-03 0.95
#> 390 1.576569152 0.120140960 1.465212e-03 0.95
#> 391 1.588742737 0.117934459 1.438302e-03 0.95
#> 392 1.600916322 0.115768131 1.411882e-03 0.95
#> 393 1.613089907 0.113633224 1.385845e-03 0.95
#> 394 1.625263492 0.111529850 1.360193e-03 0.95
#> 395 1.637437077 0.109458076 1.334926e-03 0.95
#> 396 1.649610662 0.107428031 1.310168e-03 0.95
#> 397 1.661784247 0.105431758 1.285822e-03 0.95
#> 398 1.673957832 0.103466456 1.261854e-03 0.95
#> 399 1.686131417 0.101531846 1.238259e-03 0.95
#> 400 1.698305002 0.099631541 1.215084e-03 0.95
#> 401 1.710478586 0.097769014 1.192369e-03 0.95
#> 402 1.722652171 0.095935614 1.170009e-03 0.95
#> 403 1.734825756 0.094130944 1.148000e-03 0.95
#> 404 1.746999341 0.092354602 1.126336e-03 0.95
#> 405 1.759172926 0.090615501 1.105126e-03 0.95
#> 406 1.771346511 0.088905051 1.084266e-03 0.95
#> 407 1.783520096 0.087221226 1.063730e-03 0.95
#> 408 1.795693681 0.085563649 1.043515e-03 0.95
#> 409 1.807867266 0.083935805 1.023662e-03 0.95
#> 410 1.820040851 0.082339477 1.004194e-03 0.95
#> 411 1.832214436 0.080767830 9.850262e-04 0.95
#> 412 1.844388021 0.079220500 9.661553e-04 0.95
#> 413 1.856561606 0.077697123 9.475766e-04 0.95
#> 414 1.868735190 0.076205613 9.293864e-04 0.95
#> 415 1.880908775 0.074737631 9.114832e-04 0.95
#> 416 1.893082360 0.073291824 8.938505e-04 0.95
#> 417 1.905255945 0.071867728 8.764826e-04 0.95
#> 418 1.917429530 0.070468371 8.594163e-04 0.95
#> 419 1.929603115 0.069093824 8.426527e-04 0.95
#> 420 1.941776700 0.067738616 8.261248e-04 0.95
#> 421 1.953950285 0.066402112 8.098251e-04 0.95
#> 422 1.966123870 0.065083663 7.937456e-04 0.95
#> 423 1.978297455 0.063788656 7.779520e-04 0.95
#> 424 1.990471040 0.062509608 7.623530e-04 0.95
#> 425 2.002644625 0.061245456 7.469357e-04 0.95
#> 426 2.014818210 0.059995438 7.316908e-04 0.95
#> 427 2.026991795 0.058761086 7.166369e-04 0.95
#> 428 2.039165379 0.057541051 7.017576e-04 0.99
#> 429 2.051338964 0.056331862 6.870107e-04 0.99
#> 430 2.063512549 0.055132820 6.723874e-04 0.99
#> 431 2.075686134 0.053943266 6.578799e-04 0.99
#> 432 2.087859719 0.052765524 6.435164e-04 0.99
#> 433 2.100033304 0.051595337 6.292451e-04 0.99
#> 434 2.112206889 0.050432287 6.150608e-04 0.99
#> 435 2.124380474 0.049275997 6.009589e-04 0.99
#> 436 2.136554059 0.048127438 5.869514e-04 0.99
#> 437 2.148727644 0.046986122 5.730321e-04 0.99
#> 438 2.160901229 0.045850875 5.591869e-04 0.99
#> 439 2.173074814 0.044721773 5.454166e-04 0.99
#> 440 2.185248399 0.043599098 5.317247e-04 0.99
#> 441 2.197421984 0.042485711 5.181461e-04 0.99
#> 442 2.209595568 0.041379721 5.046577e-04 0.99
#> 443 2.221769153 0.040281657 4.912660e-04 0.99
#> 444 2.233942738 0.039192084 4.779778e-04 0.99
#> 445 2.246116323 0.038114126 4.648313e-04 0.99
#> 446 2.258289908 0.037048592 4.518362e-04 0.99
#> 447 2.270463493 0.035994742 4.389837e-04 0.99
#> 448 2.282637078 0.034953427 4.262841e-04 0.99
#> 449 2.294810663 0.033926184 4.137561e-04 0.99
#> 450 2.306984248 0.032919306 4.014764e-04 0.99
#> 451 2.319157833 0.031928863 3.893972e-04 0.99
#> 452 2.331331418 0.030955751 3.775293e-04 0.99
#> 453 2.343505003 0.030000852 3.658836e-04 0.99
#> 454 2.355678588 0.029070398 3.545360e-04 0.99
#> 455 2.367852172 0.028163783 3.434791e-04 0.99
#> 456 2.380025757 0.027278864 3.326869e-04 0.99
#> 457 2.392199342 0.026416323 3.221675e-04 0.99
#> 458 2.404372927 0.025578391 3.119483e-04 0.99
#> 459 2.416546512 0.024772597 3.021210e-04 0.99
#> 460 2.428720097 0.023991504 2.925950e-04 0.99
#> 461 2.440893682 0.023235456 2.833744e-04 0.99
#> 462 2.453067267 0.022504759 2.744629e-04 0.99
#> 463 2.465240852 0.021806872 2.659517e-04 0.99
#> 464 2.477414437 0.021138084 2.577953e-04 0.99
#> 465 2.489588022 0.020495128 2.499540e-04 0.99
#> 466 2.501761607 0.019877940 2.424269e-04 0.99
#> 467 2.513935192 0.019288603 2.352394e-04 0.99
#> 468 2.526108777 0.018732555 2.284580e-04 0.99
#> 469 2.538282361 0.018201287 2.219788e-04 0.99
#> 470 2.550455946 0.017694404 2.157970e-04 0.99
#> 471 2.562629531 0.017211484 2.099074e-04 0.99
#> 472 2.574803116 0.016758736 2.043858e-04 0.99
#> 473 2.586976701 0.016330603 1.991643e-04 0.99
#> 474 2.599150286 0.015923995 1.942054e-04 0.99
#> 475 2.611323871 0.015538244 1.895009e-04 0.99
#> 476 2.623497456 0.015174679 1.850670e-04 0.99
#> 477 2.635671041 0.014835452 1.809298e-04 0.99
#> 478 2.647844626 0.014513794 1.770069e-04 1.00
#> 479 2.660018211 0.014208868 1.732881e-04 1.00
#> 480 2.672191796 0.013919827 1.697631e-04 1.00
#> 481 2.684365381 0.013649977 1.664720e-04 1.00
#> 482 2.696538966 0.013394248 1.633532e-04 1.00
#> 483 2.708712550 0.013150490 1.603804e-04 1.00
#> 484 2.720886135 0.012917778 1.575423e-04 1.00
#> 485 2.733059720 0.012696251 1.548406e-04 1.00
#> 486 2.745233305 0.012485373 1.522688e-04 1.00
#> 487 2.757406890 0.012281485 1.497822e-04 1.00
#> 488 2.769580475 0.012083674 1.473698e-04 1.00
#> 489 2.781754060 0.011891033 1.450204e-04 1.00
#> 490 2.793927645 0.011703464 1.427328e-04 1.00
#> 491 2.806101230 0.011518405 1.404759e-04 1.00
#> 492 2.818274815 0.011334822 1.382369e-04 1.00
#> 493 2.830448400 0.011151939 1.360065e-04 1.00
#> 494 2.842621985 0.010968793 1.337729e-04 1.00
#> 495 2.854795570 0.010783930 1.315184e-04 1.00
#> 496 2.866969154 0.010596836 1.292366e-04 1.00
#> 497 2.879142739 0.010406969 1.269210e-04 1.00
#> 498 2.891316324 0.010213813 1.245654e-04 1.00
#> 499 2.903489909 0.010015226 1.221434e-04 1.00
#> 500 2.915663494 0.009811882 1.196635e-04 1.00
#> 501 2.927837079 0.009603712 1.171247e-04 1.00
#> 502 2.940010664 0.009390508 1.145245e-04 1.00
#> 503 2.952184249 0.009171188 1.118497e-04 1.00
#> 504 2.964357834 0.008945310 1.090950e-04 1.00
#> 505 2.976531419 0.008714177 1.062761e-04 1.00
#> 506 2.988705004 0.008477896 1.033945e-04 1.00
#> 507 3.000878589 0.008236601 1.004517e-04 1.00
#> 508 3.013052174 0.007988870 9.743045e-05 1.00
#> 509 3.025225759 0.007736889 9.435735e-05 1.00
#> 510 3.037399343 0.007481125 9.123811e-05 1.00
#> 511 3.049572928 0.007221964 8.807744e-05 1.00
#> 512 3.061746513 0.006959421 8.487552e-05 1.00
#>
#> $breaks
#> 99% 95% 80% 50% <NA>
#> 0.01483545 0.05876109 0.16247870 0.32300253 Inf
#>
#> $data
#> x hdr_membership
#> 1 1.899608977 0.95
#> 2 0.218254197 0.50
#> 3 -0.567684333 0.50
#> 4 0.040457829 0.50
#> 5 -0.602216113 0.50
#> 6 -0.338709191 0.50
#> 7 1.226772110 0.80
#> 8 0.334288110 0.50
#> 9 0.761877096 0.50
#> 10 -0.568453752 0.50
#> 11 0.423414038 0.50
#> 12 0.332962513 0.50
#> 13 0.089676149 0.50
#> 14 0.625660149 0.50
#> 15 1.702687540 0.95
#> 16 -0.034512401 0.50
#> 17 -0.210885488 0.50
#> 18 0.350914706 0.50
#> 19 -1.064561751 0.80
#> 20 -1.356799706 0.95
#> 21 -0.498197337 0.50
#> 22 1.655941942 0.95
#> 23 -1.332156297 0.95
#> 24 -0.967646499 0.80
#> 25 0.740646048 0.50
#> 26 0.696868325 0.50
#> 27 1.140859597 0.80
#> 28 1.100730677 0.80
#> 29 0.822007066 0.80
#> 30 0.935612496 0.80
#> 31 0.420749820 0.50
#> 32 0.724489028 0.50
#> 33 0.494393490 0.50
#> 34 -0.424496686 0.50
#> 35 0.619843827 0.50
#> 36 0.323821211 0.50
#> 37 0.114981483 0.50
#> 38 0.247721614 0.50
#> 39 -1.985929929 0.95
#> 40 -0.178711534 0.50
#> 41 0.809359196 0.80
#> 42 -0.851683991 0.80
#> 43 0.327138280 0.50
#> 44 -0.272337584 0.50
#> 45 0.169347121 0.50
#> 46 0.308347061 0.50
#> 47 -0.516806682 0.50
#> 48 0.523434849 0.50
#> 49 2.089594708 0.99
#> 50 -1.121039186 0.80
#> 51 -1.243454969 0.80
#> 52 0.172970474 0.50
#> 53 -0.289282079 0.50
#> 54 -0.415902662 0.50
#> 55 0.456682882 0.50
#> 56 0.750154150 0.50
#> 57 2.223943019 0.99
#> 58 -0.568001579 0.50
#> 59 -1.995973051 0.95
#> 60 1.918095747 0.95
#> 61 0.706507492 0.50
#> 62 -0.719960358 0.80
#> 63 0.206044265 0.50
#> 64 0.179203353 0.50
#> 65 -0.667290036 0.80
#> 66 0.380219987 0.50
#> 67 0.481039503 0.50
#> 68 -0.635604891 0.80
#> 69 -0.618156472 0.80
#> 70 0.839181001 0.80
#> 71 0.099824615 0.50
#> 72 -0.011685890 0.50
#> 73 -0.476731496 0.50
#> 74 -0.377139215 0.50
#> 75 -0.423271775 0.50
#> 76 0.694610201 0.50
#> 77 0.106803398 0.50
#> 78 -0.259789097 0.50
#> 79 -0.098886925 0.50
#> 80 0.589788477 0.50
#> 81 -0.872461006 0.80
#> 82 1.098386189 0.80
#> 83 0.339904714 0.50
#> 84 1.949384618 0.95
#> 85 -0.030791065 0.50
#> 86 0.668540427 0.50
#> 87 0.469278219 0.50
#> 88 -1.779308667 0.95
#> 89 -0.755696634 0.80
#> 90 2.313280971 0.99
#> 91 0.994795742 0.80
#> 92 0.974283608 0.80
#> 93 -0.202044621 0.50
#> 94 0.412384853 0.50
#> 95 2.525788240 0.99
#> 96 0.625596118 0.50
#> 97 0.200721163 0.50
#> 98 2.102669700 0.99
#> 99 1.838785811 0.95
#> 100 -0.232408581 0.50
#> 101 0.166933472 0.50
#> 102 0.085334603 0.50
#> 103 1.238581742 0.80
#> 104 2.249109114 0.99
#> 105 1.503415990 0.95
#> 106 0.923455202 0.80
#> 107 -0.180091019 0.50
#> 108 -1.054809238 0.80
#> 109 0.443020989 0.50
#> 110 -0.984602420 0.80
#> 111 0.435749273 0.50
#> 112 -0.271076116 0.50
#> 113 -1.227144760 0.80
#> 114 0.339779927 0.50
#> 115 0.221011435 0.50
#> 116 -1.361336672 0.95
#> 117 -0.670943187 0.80
#> 118 0.856763638 0.80
#> 119 -1.963762222 0.95
#> 120 -0.265857718 0.50
#> 121 1.528158639 0.95
#> 122 0.342514369 0.50
#> 123 -1.260138368 0.80
#> 124 0.582139167 0.50
#> 125 1.270729416 0.80
#> 126 -0.454899376 0.50
#> 127 0.531754028 0.50
#> 128 0.493247862 0.50
#> 129 -0.546501545 0.50
#> 130 0.523577956 0.50
#> 131 0.462387864 0.50
#> 132 0.038504163 0.50
#> 133 -0.306819663 0.50
#> 134 0.400121896 0.50
#> 135 -0.223377312 0.50
#> 136 0.566670506 0.50
#> 137 0.655064148 0.50
#> 138 -0.594123896 0.50
#> 139 0.441065268 0.50
#> 140 -0.026456338 0.50
#> 141 0.175207166 0.50
#> 142 -2.252001286 0.99
#> 143 0.659889664 0.50
#> 144 0.884542025 0.80
#> 145 -0.277163787 0.50
#> 146 0.082726383 0.50
#> 147 0.745151861 0.50
#> 148 -2.455381951 0.99
#> 149 -0.565088666 0.50
#> 150 -0.676556307 0.80
#> 151 1.680233211 0.95
#> 152 0.070870580 0.50
#> 153 0.061847314 0.50
#> 154 -0.852385597 0.80
#> 155 -1.152621694 0.80
#> 156 -0.195477720 0.50
#> 157 0.879703582 0.80
#> 158 -0.200161217 0.50
#> 159 -0.432475696 0.50
#> 160 0.175992074 0.50
#> 161 -0.374598714 0.50
#> 162 1.147755140 0.80
#> 163 0.711427127 0.50
#> 164 -0.087756172 0.50
#> 165 -0.231401861 0.50
#> 166 -0.004477074 0.50
#> 167 -2.191144374 0.99
#> 168 1.104963716 0.80
#> 169 -0.139853984 0.50
#> 170 0.309426950 0.50
#> 171 -1.111371407 0.80
#> 172 -0.109162623 0.50
#> 173 0.450606156 0.50
#> 174 -0.412616969 0.50
#> 175 -0.491534188 0.50
#> 176 1.821545532 0.95
#> 177 -3.158955384 1.00
#> 178 -1.202535352 0.80
#> 179 -0.613722098 0.80
#> 180 0.713307903 0.50
#> 181 0.563375158 0.50
#> 182 1.259908296 0.80
#> 183 -0.262639249 0.50
#> 184 -1.737497059 0.95
#> 185 -0.098312946 0.50
#> 186 -0.635047520 0.80
#> 187 0.401998420 0.50
#> 188 -0.483294785 0.50
#> 189 0.741110348 0.50
#> 190 -0.204647233 0.50
#> 191 1.749601760 0.95
#> 192 1.005271492 0.80
#> 193 -0.781282972 0.80
#> 194 0.093898824 0.50
#> 195 -0.968130555 0.80
#> 196 -0.338278579 0.50
#> 197 0.742452339 0.50
#> 198 0.047480556 0.50
#> 199 -1.567483515 0.95
#> 200 0.309646175 0.50
#> 201 0.751353522 0.50
#> 202 0.365669044 0.50
#> 203 -0.729297726 0.80
#> 204 -0.345849536 0.50
#> 205 0.835911973 0.80
#> 206 0.309470353 0.50
#> 207 0.150424561 0.50
#> 208 0.413237962 0.50
#> 209 -0.183183576 0.50
#> 210 -1.373881344 0.95
#> 211 -1.216884190 0.80
#> 212 -1.363074712 0.95
#> 213 -1.213444119 0.80
#> 214 -0.251525841 0.50
#> 215 -0.997307436 0.80
#> 216 -0.283355951 0.50
#> 217 1.320208066 0.80
#> 218 1.262536629 0.80
#> 219 0.209822676 0.50
#> 220 1.780085994 0.95
#> 221 -0.444536293 0.50
#> 222 0.578169835 0.50
#> 223 -0.562920028 0.50
#> 224 0.601131164 0.50
#> 225 -1.909104134 0.95
#> 226 -0.509767935 0.50
#> 227 -1.760801102 0.95
#> 228 -2.661314278 1.00
#> 229 2.196619563 0.99
#> 230 0.471259861 0.50
#> 231 1.207315494 0.80
#> 232 1.094050883 0.80
#> 233 -0.170742435 0.50
#> 234 1.994185407 0.95
#> 235 0.124349643 0.50
#> 236 -0.888382627 0.80
#> 237 -0.258913786 0.50
#> 238 0.636534756 0.50
#> 239 -0.879010040 0.80
#> 240 -0.251995699 0.50
#> 241 -0.052182517 0.50
#> 242 -0.069522113 0.50
#> 243 -1.762501300 0.95
#> 244 -1.519593732 0.95
#> 245 1.087085145 0.80
#> 246 0.641578804 0.50
#> 247 -1.332266055 0.95
#> 248 -1.754802135 0.95
#> 249 0.665588633 0.50
#> 250 0.117517585 0.50
#> 251 0.729600679 0.50
#> 252 -2.628872132 0.99
#> 253 0.110068988 0.50
#> 254 -0.488635900 0.50
#> 255 -0.893599002 0.80
#> 256 0.334223998 0.50
#> 257 -0.540849311 0.50
#> 258 0.538231266 0.50
#> 259 1.332344144 0.80
#> 260 0.665458668 0.50
#> 261 1.023956243 0.80
#> 262 0.272757735 0.50
#> 263 0.144933376 0.50
#> 264 1.777561026 0.95
#> 265 -1.298861569 0.95
#> 266 0.105988822 0.50
#> 267 0.429527218 0.50
#> 268 2.347663472 0.99
#> 269 -0.028667828 0.50
#> 270 1.683272410 0.95
#> 271 0.110382287 0.50
#> 272 0.844665380 0.80
#> 273 -0.442510924 0.50
#> 274 0.075934256 0.50
#> 275 -0.989288584 0.80
#> 276 2.141403248 0.99
#> 277 -2.150684667 0.99
#> 278 -1.064206619 0.80
#> 279 0.960256918 0.80
#> 280 -0.591539021 0.50
#> 281 0.971401888 0.80
#> 282 -1.597636196 0.95
#> 283 1.252784149 0.80
#> 284 -0.487583326 0.50
#> 285 -0.043071008 0.50
#> 286 -1.489490970 0.95
#> 287 0.770885593 0.80
#> 288 -0.972739436 0.80
#> 289 -0.750480825 0.80
#> 290 -0.169340601 0.50
#> 291 -1.893906509 0.95
#> 292 1.221811791 0.80
#> 293 1.091926310 0.80
#> 294 1.446027700 0.95
#> 295 -0.447708688 0.50
#> 296 -0.314489328 0.50
#> 297 -0.085312495 0.50
#> 298 -0.341253984 0.50
#> 299 2.191315516 0.99
#> 300 0.849848597 0.80
#> 301 0.145332688 0.50
#> 302 0.923074109 0.80
#> 303 -0.156852809 0.50
#> 304 0.020027678 0.50
#> 305 -0.776767242 0.80
#> 306 -0.246659597 0.50
#> 307 -1.074686209 0.80
#> 308 1.230761364 0.80
#> 309 0.537335653 0.50
#> 310 -0.689363702 0.80
#> 311 0.185291918 0.50
#> 312 -2.741432406 1.00
#> 313 0.118360959 0.50
#> 314 -1.002949766 0.80
#> 315 2.206591398 0.99
#> 316 -1.958032804 0.95
#> 317 2.021697943 0.95
#> 318 -0.124602271 0.50
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#> 868 1.148463136 0.80
#> 869 -0.332251847 0.50
#> 870 -1.277033382 0.80
#> 871 -0.157538824 0.50
#> 872 -1.563185104 0.95
#> 873 -0.381397160 0.50
#> 874 0.766339960 0.50
#> 875 1.268429690 0.80
#> 876 -0.276374365 0.50
#> 877 1.483101021 0.95
#> 878 -0.997775787 0.80
#> 879 2.112287645 0.99
#> 880 -0.613698793 0.80
#> 881 -0.124004617 0.50
#> 882 1.297085276 0.80
#> 883 -0.398138038 0.50
#> 884 -0.524379534 0.50
#> 885 -0.594767042 0.50
#> 886 -1.143571915 0.80
#> 887 0.542531096 0.50
#> 888 0.200800808 0.50
#> 889 1.421076870 0.95
#> 890 2.133968518 0.99
#> 891 -0.323552020 0.50
#> 892 -3.036051121 1.00
#> 893 1.185929079 0.80
#> 894 -0.180801900 0.50
#> 895 0.804234470 0.80
#> 896 -0.395179527 0.50
#> 897 -2.226174494 0.99
#> 898 -1.386617686 0.95
#> 899 -1.694845025 0.95
#> 900 -0.078393081 0.50
#> 901 -0.376740593 0.50
#> 902 0.508758270 0.50
#> 903 -0.279220368 0.50
#> 904 -0.631174737 0.80
#> 905 1.362302383 0.80
#> 906 -0.743421346 0.80
#> 907 0.703745184 0.50
#> 908 0.770137332 0.80
#> 909 -0.902974899 0.80
#> 910 0.702146598 0.50
#> 911 -1.190536203 0.80
#> 912 0.498885075 0.50
#> 913 0.274054841 0.50
#> 914 -1.525054835 0.95
#> 915 -0.530871644 0.50
#> 916 0.182052776 0.50
#> 917 -0.601726904 0.50
#> 918 1.545593972 0.95
#> 919 -0.404381611 0.50
#> 920 1.346277361 0.80
#> 921 0.782829520 0.80
#> 922 -0.201887045 0.50
#> 923 1.153563896 0.80
#> 924 -0.714202829 0.80
#> 925 1.023452134 0.80
#> 926 0.135823091 0.50
#> 927 0.067808780 0.50
#> 928 -0.129433671 0.50
#> 929 -1.198226331 0.80
#> 930 0.986712550 0.80
#> 931 0.910881264 0.80
#> 932 0.651472708 0.50
#> 933 0.689809937 0.50
#> 934 0.384724374 0.50
#> 935 -1.499130237 0.95
#> 936 1.717619866 0.95
#> 937 -0.228895847 0.50
#> 938 1.111846074 0.80
#> 939 -0.663401342 0.80
#> 940 -0.908192188 0.80
#> 941 -1.113031445 0.80
#> 942 -0.055357877 0.50
#> 943 -0.845428348 0.80
#> 944 0.954445054 0.80
#> 945 0.269200325 0.50
#> 946 0.423736162 0.50
#> 947 -1.217291153 0.80
#> 948 0.048050283 0.50
#> 949 0.229278812 0.50
#> 950 2.492002245 0.99
#> 951 0.391217022 0.50
#> 952 0.502477260 0.50
#> 953 -0.640176046 0.80
#> 954 0.329530676 0.50
#> 955 -1.369959506 0.95
#> 956 0.485149851 0.50
#> 957 0.406898930 0.50
#> 958 0.074734106 0.50
#> 959 0.318120883 0.50
#> 960 0.215311249 0.50
#> 961 0.965320499 0.80
#> 962 0.018265066 0.50
#> 963 0.188006768 0.50
#> 964 0.546075478 0.50
#> 965 -0.102161086 0.50
#> 966 0.408139068 0.50
#> 967 0.495936710 0.50
#> 968 0.081752439 0.50
#> 969 -0.249917929 0.50
#> 970 0.365078258 0.50
#> 971 -0.682098355 0.80
#> 972 -0.984612177 0.80
#> 973 -0.268844164 0.50
#> 974 1.036990940 0.80
#> 975 -1.596663589 0.95
#> 976 1.700348772 0.95
#> 977 -0.955174928 0.80
#> 978 -1.541285005 0.95
#> 979 -0.551453779 0.50
#> 980 -1.482405745 0.95
#> 981 -0.184717448 0.50
#> 982 1.481091709 0.95
#> 983 1.516219990 0.95
#> 984 0.316312614 0.50
#> 985 1.331332185 0.80
#> 986 -0.211245980 0.50
#> 987 0.398237175 0.50
#> 988 0.118843987 0.50
#> 989 0.703478750 0.50
#> 990 -0.654110333 0.80
#> 991 -0.715826490 0.80
#> 992 0.694688497 0.50
#> 993 0.408204088 0.50
#> 994 0.116200142 0.50
#> 995 0.248145718 0.50
#> 996 2.006336840 0.95
#> 997 1.077941568 0.80
#> 998 -2.021340948 0.95
#> 999 -0.966362519 0.80
#> 1000 0.651968776 0.50
#>
if (FALSE) {
# If parenthesis are omitted, `get_hdr_1d()` errors
get_hdr_1d(df, method = method_kde_1d)
# If the `_1d` suffix is omitted, `get_hdr_1d()` errors
get_hdr_1d(x, method = method_kde())
}
# Adjust estimator parameters with arguments to `method_kde_1d()`
get_hdr_1d(x, method = method_kde_1d(kernel = "triangular"))
#> $df_est
#> x fhat fhat_discretized hdr
#> 1 -3.158955384 0.006954510 8.481700e-05 1.00
#> 2 -3.146781799 0.007165365 8.738858e-05 1.00
#> 3 -3.134608215 0.007368971 8.987176e-05 1.00
#> 4 -3.122434630 0.007571280 9.233911e-05 1.00
#> 5 -3.110261045 0.007770086 9.476374e-05 1.00
#> 6 -3.098087460 0.007959538 9.707429e-05 1.00
#> 7 -3.085913875 0.008083236 9.858291e-05 1.00
#> 8 -3.073740290 0.008233206 1.004119e-04 1.00
#> 9 -3.061566705 0.008395068 1.023860e-04 1.00
#> 10 -3.049393120 0.008554843 1.043346e-04 1.00
#> 11 -3.037219535 0.008699303 1.060965e-04 1.00
#> 12 -3.025045950 0.008757105 1.068014e-04 1.00
#> 13 -3.012872365 0.008798028 1.073005e-04 1.00
#> 14 -3.000698780 0.008849540 1.079287e-04 1.00
#> 15 -2.988525195 0.008930464 1.089157e-04 1.00
#> 16 -2.976351610 0.009011441 1.099033e-04 1.00
#> 17 -2.964178026 0.009101689 1.110039e-04 1.00
#> 18 -2.952004441 0.009206826 1.122862e-04 1.00
#> 19 -2.939830856 0.009328212 1.137666e-04 1.00
#> 20 -2.927657271 0.009449597 1.152470e-04 1.00
#> 21 -2.915483686 0.009570982 1.167274e-04 1.00
#> 22 -2.903310101 0.009692368 1.182078e-04 1.00
#> 23 -2.891136516 0.009813753 1.196882e-04 1.00
#> 24 -2.878962931 0.009935139 1.211687e-04 1.00
#> 25 -2.866789346 0.010056570 1.226496e-04 1.00
#> 26 -2.854615761 0.010185902 1.242270e-04 1.00
#> 27 -2.842442176 0.010330012 1.259845e-04 1.00
#> 28 -2.830268591 0.010491864 1.279585e-04 1.00
#> 29 -2.818095006 0.010653768 1.299330e-04 1.00
#> 30 -2.805921422 0.010826947 1.320451e-04 1.00
#> 31 -2.793747837 0.011053152 1.348039e-04 1.00
#> 32 -2.781574252 0.011332483 1.382106e-04 1.00
#> 33 -2.769400667 0.011631870 1.418619e-04 1.00
#> 34 -2.757227082 0.011954132 1.457922e-04 1.00
#> 35 -2.745053497 0.012268352 1.496245e-04 1.00
#> 36 -2.732879912 0.012568060 1.532797e-04 1.00
#> 37 -2.720706327 0.012851312 1.567342e-04 1.00
#> 38 -2.708532742 0.013134802 1.601917e-04 1.00
#> 39 -2.696359157 0.013467485 1.642491e-04 1.00
#> 40 -2.684185572 0.013837854 1.687661e-04 1.00
#> 41 -2.672011987 0.014233802 1.735950e-04 1.00
#> 42 -2.659838402 0.014634020 1.784761e-04 1.00
#> 43 -2.647664817 0.015000874 1.829502e-04 1.00
#> 44 -2.635491233 0.015360754 1.873393e-04 0.99
#> 45 -2.623317648 0.015692263 1.913824e-04 0.99
#> 46 -2.611144063 0.015977718 1.948638e-04 0.99
#> 47 -2.598970478 0.016297001 1.987578e-04 0.99
#> 48 -2.586796893 0.016621846 2.027196e-04 0.99
#> 49 -2.574623308 0.016973202 2.070047e-04 0.99
#> 50 -2.562449723 0.017357511 2.116917e-04 0.99
#> 51 -2.550276138 0.017768665 2.167061e-04 0.99
#> 52 -2.538102553 0.018237712 2.224266e-04 0.99
#> 53 -2.525928968 0.018703049 2.281018e-04 0.99
#> 54 -2.513755383 0.019194923 2.341007e-04 0.99
#> 55 -2.501581798 0.019753089 2.409081e-04 0.99
#> 56 -2.489408213 0.020355404 2.482539e-04 0.99
#> 57 -2.477234628 0.020992694 2.560263e-04 0.99
#> 58 -2.465061044 0.021662405 2.641941e-04 0.99
#> 59 -2.452887459 0.022349293 2.725713e-04 0.99
#> 60 -2.440713874 0.023006094 2.805817e-04 0.99
#> 61 -2.428540289 0.023740208 2.895349e-04 0.99
#> 62 -2.416366704 0.024502397 2.988305e-04 0.99
#> 63 -2.404193119 0.025295237 3.085000e-04 0.99
#> 64 -2.392019534 0.026128975 3.186682e-04 0.99
#> 65 -2.379845949 0.027019134 3.295246e-04 0.99
#> 66 -2.367672364 0.027909325 3.403813e-04 0.99
#> 67 -2.355498779 0.028804303 3.512964e-04 0.99
#> 68 -2.343325194 0.029710042 3.623428e-04 0.99
#> 69 -2.331151609 0.030640812 3.736944e-04 0.99
#> 70 -2.318978024 0.031603708 3.854379e-04 0.99
#> 71 -2.306804440 0.032627264 3.979212e-04 0.99
#> 72 -2.294630855 0.033698718 4.109886e-04 0.99
#> 73 -2.282457270 0.034791866 4.243206e-04 0.99
#> 74 -2.270283685 0.035924860 4.381386e-04 0.99
#> 75 -2.258110100 0.037049591 4.518557e-04 0.99
#> 76 -2.245936515 0.038127772 4.650052e-04 0.99
#> 77 -2.233762930 0.039150446 4.774777e-04 0.99
#> 78 -2.221589345 0.040170533 4.899187e-04 0.99
#> 79 -2.209415760 0.041188043 5.023282e-04 0.99
#> 80 -2.197242175 0.042241046 5.151706e-04 0.99
#> 81 -2.185068590 0.043325443 5.283958e-04 0.99
#> 82 -2.172895005 0.044422642 5.417773e-04 0.99
#> 83 -2.160721420 0.045585550 5.559600e-04 0.99
#> 84 -2.148547835 0.046682884 5.693431e-04 0.99
#> 85 -2.136374251 0.047751677 5.823781e-04 0.99
#> 86 -2.124200666 0.048826543 5.954871e-04 0.99
#> 87 -2.112027081 0.049958487 6.092923e-04 0.99
#> 88 -2.099853496 0.051125676 6.235273e-04 0.99
#> 89 -2.087679911 0.052317276 6.380600e-04 0.99
#> 90 -2.075506326 0.053550283 6.530977e-04 0.99
#> 91 -2.063332741 0.054855097 6.690112e-04 0.99
#> 92 -2.051159156 0.056312085 6.867806e-04 0.99
#> 93 -2.038985571 0.057886263 7.059792e-04 0.99
#> 94 -2.026811986 0.059504764 7.257184e-04 0.95
#> 95 -2.014638401 0.061112805 7.453300e-04 0.95
#> 96 -2.002464816 0.062699331 7.646792e-04 0.95
#> 97 -1.990291231 0.064260325 7.837171e-04 0.95
#> 98 -1.978117646 0.065768454 8.021102e-04 0.95
#> 99 -1.965944062 0.067189787 8.194447e-04 0.95
#> 100 -1.953770477 0.068476562 8.351382e-04 0.95
#> 101 -1.941596892 0.069740333 8.505511e-04 0.95
#> 102 -1.929423307 0.071078384 8.668699e-04 0.95
#> 103 -1.917249722 0.072498276 8.841869e-04 0.95
#> 104 -1.905076137 0.074003077 9.025394e-04 0.95
#> 105 -1.892902552 0.075613950 9.221855e-04 0.95
#> 106 -1.880728967 0.077198652 9.415125e-04 0.95
#> 107 -1.868555382 0.078771485 9.606947e-04 0.95
#> 108 -1.856381797 0.080299272 9.793276e-04 0.95
#> 109 -1.844208212 0.081705128 9.964734e-04 0.95
#> 110 -1.832034627 0.083043502 1.012796e-03 0.95
#> 111 -1.819861042 0.084402165 1.029366e-03 0.95
#> 112 -1.807687457 0.085791010 1.046305e-03 0.95
#> 113 -1.795513873 0.087208877 1.063597e-03 0.95
#> 114 -1.783340288 0.088614735 1.080743e-03 0.95
#> 115 -1.771166703 0.090027727 1.097976e-03 0.95
#> 116 -1.758993118 0.091393642 1.114634e-03 0.95
#> 117 -1.746819533 0.092728169 1.130910e-03 0.95
#> 118 -1.734645948 0.094109256 1.147754e-03 0.95
#> 119 -1.722472363 0.095513083 1.164875e-03 0.95
#> 120 -1.710298778 0.096981792 1.182787e-03 0.95
#> 121 -1.698125193 0.098489946 1.201181e-03 0.95
#> 122 -1.685951608 0.100008024 1.219695e-03 0.95
#> 123 -1.673778023 0.101521694 1.238156e-03 0.95
#> 124 -1.661604438 0.103104846 1.257464e-03 0.95
#> 125 -1.649430853 0.104729259 1.277275e-03 0.95
#> 126 -1.637257269 0.106369621 1.297281e-03 0.95
#> 127 -1.625083684 0.107985716 1.316991e-03 0.95
#> 128 -1.612910099 0.109631032 1.337057e-03 0.95
#> 129 -1.600736514 0.111384979 1.358448e-03 0.95
#> 130 -1.588562929 0.113195757 1.380532e-03 0.95
#> 131 -1.576389344 0.114996974 1.402500e-03 0.95
#> 132 -1.564215759 0.116739544 1.423752e-03 0.95
#> 133 -1.552042174 0.118513945 1.445393e-03 0.95
#> 134 -1.539868589 0.120361077 1.467920e-03 0.95
#> 135 -1.527695004 0.122282923 1.491359e-03 0.95
#> 136 -1.515521419 0.124237340 1.515195e-03 0.95
#> 137 -1.503347834 0.126055479 1.537369e-03 0.95
#> 138 -1.491174249 0.127725976 1.557742e-03 0.95
#> 139 -1.479000664 0.129301804 1.576961e-03 0.95
#> 140 -1.466827080 0.130856333 1.595920e-03 0.95
#> 141 -1.454653495 0.132527208 1.616298e-03 0.95
#> 142 -1.442479910 0.134294010 1.637846e-03 0.95
#> 143 -1.430306325 0.136205656 1.661160e-03 0.95
#> 144 -1.418132740 0.138282991 1.686495e-03 0.95
#> 145 -1.405959155 0.140527373 1.713868e-03 0.95
#> 146 -1.393785570 0.142821545 1.741847e-03 0.95
#> 147 -1.381611985 0.145012232 1.768565e-03 0.95
#> 148 -1.369438400 0.147052421 1.793447e-03 0.95
#> 149 -1.357264815 0.148913714 1.816147e-03 0.95
#> 150 -1.345091230 0.150521100 1.835751e-03 0.95
#> 151 -1.332917645 0.152023957 1.854080e-03 0.95
#> 152 -1.320744060 0.153529878 1.872446e-03 0.95
#> 153 -1.308570475 0.155118340 1.891819e-03 0.95
#> 154 -1.296396891 0.156886672 1.913385e-03 0.95
#> 155 -1.284223306 0.158808537 1.936824e-03 0.95
#> 156 -1.272049721 0.160824805 1.961415e-03 0.95
#> 157 -1.259876136 0.162957175 1.987421e-03 0.80
#> 158 -1.247702551 0.165238024 2.015238e-03 0.80
#> 159 -1.235528966 0.167540801 2.043323e-03 0.80
#> 160 -1.223355381 0.169886229 2.071928e-03 0.80
#> 161 -1.211181796 0.172316732 2.101570e-03 0.80
#> 162 -1.199008211 0.174802145 2.131882e-03 0.80
#> 163 -1.186834626 0.177114315 2.160081e-03 0.80
#> 164 -1.174661041 0.179573126 2.190069e-03 0.80
#> 165 -1.162487456 0.182084854 2.220702e-03 0.80
#> 166 -1.150313871 0.184645287 2.251929e-03 0.80
#> 167 -1.138140287 0.187270478 2.283945e-03 0.80
#> 168 -1.125966702 0.190024779 2.317537e-03 0.80
#> 169 -1.113793117 0.192720705 2.350416e-03 0.80
#> 170 -1.101619532 0.195399540 2.383087e-03 0.80
#> 171 -1.089445947 0.198106790 2.416105e-03 0.80
#> 172 -1.077272362 0.200938614 2.450642e-03 0.80
#> 173 -1.065098777 0.203710974 2.484453e-03 0.80
#> 174 -1.052925192 0.206414823 2.517429e-03 0.80
#> 175 -1.040751607 0.209109424 2.550292e-03 0.80
#> 176 -1.028578022 0.211896404 2.584282e-03 0.80
#> 177 -1.016404437 0.214866891 2.620510e-03 0.80
#> 178 -1.004230852 0.217816189 2.656480e-03 0.80
#> 179 -0.992057267 0.220737465 2.692108e-03 0.80
#> 180 -0.979883682 0.223644237 2.727559e-03 0.80
#> 181 -0.967710098 0.226628980 2.763960e-03 0.80
#> 182 -0.955536513 0.229639661 2.800679e-03 0.80
#> 183 -0.943362928 0.232725712 2.838316e-03 0.80
#> 184 -0.931189343 0.235889016 2.876896e-03 0.80
#> 185 -0.919015758 0.239107951 2.916154e-03 0.80
#> 186 -0.906842173 0.242140188 2.953135e-03 0.80
#> 187 -0.894668588 0.245046948 2.988585e-03 0.80
#> 188 -0.882495003 0.247879906 3.023136e-03 0.80
#> 189 -0.870321418 0.250671722 3.057185e-03 0.80
#> 190 -0.858147833 0.253361814 3.089993e-03 0.80
#> 191 -0.845974248 0.256028570 3.122517e-03 0.80
#> 192 -0.833800663 0.258777362 3.156041e-03 0.80
#> 193 -0.821627078 0.261672592 3.191351e-03 0.80
#> 194 -0.809453493 0.264783253 3.229289e-03 0.80
#> 195 -0.797279909 0.268360441 3.272916e-03 0.80
#> 196 -0.785106324 0.272158055 3.319232e-03 0.80
#> 197 -0.772932739 0.276013940 3.366258e-03 0.80
#> 198 -0.760759154 0.279799575 3.412428e-03 0.80
#> 199 -0.748585569 0.283522909 3.457837e-03 0.80
#> 200 -0.736411984 0.287193320 3.502601e-03 0.80
#> 201 -0.724238399 0.290902193 3.547835e-03 0.80
#> 202 -0.712064814 0.294580900 3.592700e-03 0.80
#> 203 -0.699891229 0.298006246 3.634476e-03 0.80
#> 204 -0.687717644 0.301539358 3.677565e-03 0.80
#> 205 -0.675544059 0.305017279 3.719982e-03 0.80
#> 206 -0.663370474 0.308357079 3.760714e-03 0.80
#> 207 -0.651196889 0.311529699 3.799407e-03 0.80
#> 208 -0.639023304 0.314857127 3.839988e-03 0.80
#> 209 -0.626849720 0.317872457 3.876763e-03 0.80
#> 210 -0.614676135 0.320687410 3.911094e-03 0.80
#> 211 -0.602502550 0.323370262 3.943814e-03 0.50
#> 212 -0.590328965 0.325997220 3.975853e-03 0.50
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#> 277 0.200954055 0.375628212 4.581151e-03 0.50
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#> 279 0.225301225 0.375964626 4.585254e-03 0.50
#> 280 0.237474810 0.376278090 4.589077e-03 0.50
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#> 283 0.273995565 0.377298533 4.601522e-03 0.50
#> 284 0.286169150 0.377758556 4.607132e-03 0.50
#> 285 0.298342735 0.378452673 4.615598e-03 0.50
#> 286 0.310516320 0.379262238 4.625471e-03 0.50
#> 287 0.322689905 0.380000988 4.634481e-03 0.50
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#> 289 0.347037075 0.380460424 4.640084e-03 0.50
#> 290 0.359210660 0.380649033 4.642385e-03 0.50
#> 291 0.371384244 0.380920583 4.645696e-03 0.50
#> 292 0.383557829 0.381275190 4.650021e-03 0.50
#> 293 0.395731414 0.381666207 4.654790e-03 0.50
#> 294 0.407904999 0.381858937 4.657141e-03 0.50
#> 295 0.420078584 0.381729341 4.655560e-03 0.50
#> 296 0.432252169 0.381272635 4.649990e-03 0.50
#> 297 0.444425754 0.380587524 4.641634e-03 0.50
#> 298 0.456599339 0.379920388 4.633498e-03 0.50
#> 299 0.468772924 0.379036307 4.622716e-03 0.50
#> 300 0.480946509 0.378005346 4.610142e-03 0.50
#> 301 0.493120094 0.376917483 4.596875e-03 0.50
#> 302 0.505293679 0.375715234 4.582212e-03 0.50
#> 303 0.517467264 0.374404504 4.566226e-03 0.50
#> 304 0.529640849 0.373046575 4.549665e-03 0.50
#> 305 0.541814433 0.371650367 4.532637e-03 0.50
#> 306 0.553988018 0.370173436 4.514625e-03 0.50
#> 307 0.566161603 0.368406836 4.493079e-03 0.50
#> 308 0.578335188 0.366437072 4.469056e-03 0.50
#> 309 0.590508773 0.364392076 4.444115e-03 0.50
#> 310 0.602682358 0.362395791 4.419769e-03 0.50
#> 311 0.614855943 0.360286969 4.394049e-03 0.50
#> 312 0.627029528 0.358119016 4.367609e-03 0.50
#> 313 0.639203113 0.355922886 4.340825e-03 0.50
#> 314 0.651376698 0.353647953 4.313080e-03 0.50
#> 315 0.663550283 0.351086559 4.281842e-03 0.50
#> 316 0.675723868 0.348378829 4.248818e-03 0.50
#> 317 0.687897453 0.345600858 4.214938e-03 0.50
#> 318 0.700071037 0.342635192 4.178769e-03 0.50
#> 319 0.712244622 0.339347722 4.138675e-03 0.50
#> 320 0.724418207 0.335900493 4.096633e-03 0.50
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#> 322 0.748765377 0.329176715 4.014630e-03 0.50
#> 323 0.760938962 0.325601117 3.971022e-03 0.50
#> 324 0.773112547 0.321975331 3.926802e-03 0.80
#> 325 0.785286132 0.317986175 3.878150e-03 0.80
#> 326 0.797459717 0.314003278 3.829575e-03 0.80
#> 327 0.809633302 0.310054976 3.781422e-03 0.80
#> 328 0.821806887 0.306108480 3.733290e-03 0.80
#> 329 0.833980472 0.302224037 3.685916e-03 0.80
#> 330 0.846154057 0.298174170 3.636524e-03 0.80
#> 331 0.858327642 0.294018132 3.585837e-03 0.80
#> 332 0.870501226 0.289853697 3.535047e-03 0.80
#> 333 0.882674811 0.285946014 3.487389e-03 0.80
#> 334 0.894848396 0.282087871 3.440336e-03 0.80
#> 335 0.907021981 0.278271896 3.393796e-03 0.80
#> 336 0.919195566 0.274453214 3.347223e-03 0.80
#> 337 0.931369151 0.270570454 3.299869e-03 0.80
#> 338 0.943542736 0.266750045 3.253276e-03 0.80
#> 339 0.955716321 0.263061824 3.208294e-03 0.80
#> 340 0.967889906 0.259468023 3.164464e-03 0.80
#> 341 0.980063491 0.255946944 3.121522e-03 0.80
#> 342 0.992237076 0.252518883 3.079713e-03 0.80
#> 343 1.004410661 0.248977782 3.036526e-03 0.80
#> 344 1.016584246 0.245530736 2.994486e-03 0.80
#> 345 1.028757831 0.242131048 2.953023e-03 0.80
#> 346 1.040931415 0.238636823 2.910408e-03 0.80
#> 347 1.053105000 0.235182652 2.868281e-03 0.80
#> 348 1.065278585 0.231801752 2.827047e-03 0.80
#> 349 1.077452170 0.228453876 2.786217e-03 0.80
#> 350 1.089625755 0.225108715 2.745419e-03 0.80
#> 351 1.101799340 0.221755963 2.704529e-03 0.80
#> 352 1.113972925 0.218343367 2.662909e-03 0.80
#> 353 1.126146510 0.214957672 2.621618e-03 0.80
#> 354 1.138320095 0.211618787 2.580897e-03 0.80
#> 355 1.150493680 0.208324889 2.540724e-03 0.80
#> 356 1.162667265 0.205054191 2.500835e-03 0.80
#> 357 1.174840850 0.201951330 2.462993e-03 0.80
#> 358 1.187014435 0.198948121 2.426366e-03 0.80
#> 359 1.199188019 0.196010651 2.390540e-03 0.80
#> 360 1.211361604 0.193288442 2.357340e-03 0.80
#> 361 1.223535189 0.190658544 2.325266e-03 0.80
#> 362 1.235708774 0.188056121 2.293527e-03 0.80
#> 363 1.247882359 0.185529377 2.262711e-03 0.80
#> 364 1.260055944 0.183204650 2.234359e-03 0.80
#> 365 1.272229529 0.180757036 2.204508e-03 0.80
#> 366 1.284403114 0.178261810 2.174076e-03 0.80
#> 367 1.296576699 0.175803000 2.144088e-03 0.80
#> 368 1.308750284 0.173422126 2.115051e-03 0.80
#> 369 1.320923869 0.170942051 2.084804e-03 0.80
#> 370 1.333097454 0.168581219 2.056012e-03 0.80
#> 371 1.345271039 0.166161173 2.026497e-03 0.80
#> 372 1.357444624 0.163655986 1.995944e-03 0.80
#> 373 1.369618208 0.161127389 1.965105e-03 0.80
#> 374 1.381791793 0.158553905 1.933719e-03 0.95
#> 375 1.393965378 0.156034305 1.902990e-03 0.95
#> 376 1.406138963 0.153577615 1.873028e-03 0.95
#> 377 1.418312548 0.151174041 1.843714e-03 0.95
#> 378 1.430486133 0.148727707 1.813879e-03 0.95
#> 379 1.442659718 0.146300865 1.784281e-03 0.95
#> 380 1.454833303 0.143813449 1.753945e-03 0.95
#> 381 1.467006888 0.141291015 1.723181e-03 0.95
#> 382 1.479180473 0.138864210 1.693584e-03 0.95
#> 383 1.491354058 0.136380314 1.663290e-03 0.95
#> 384 1.503527643 0.133876154 1.632750e-03 0.95
#> 385 1.515701228 0.131391249 1.602444e-03 0.95
#> 386 1.527874813 0.128956616 1.572751e-03 0.95
#> 387 1.540048397 0.126525302 1.543099e-03 0.95
#> 388 1.552221982 0.124241712 1.515248e-03 0.95
#> 389 1.564395567 0.122023285 1.488192e-03 0.95
#> 390 1.576569152 0.119853275 1.461727e-03 0.95
#> 391 1.588742737 0.117772467 1.436350e-03 0.95
#> 392 1.600916322 0.115771066 1.411941e-03 0.95
#> 393 1.613089907 0.113787821 1.387753e-03 0.95
#> 394 1.625263492 0.111814230 1.363683e-03 0.95
#> 395 1.637437077 0.109850908 1.339738e-03 0.95
#> 396 1.649610662 0.107960164 1.316679e-03 0.95
#> 397 1.661784247 0.106215899 1.295406e-03 0.95
#> 398 1.673957832 0.104531222 1.274860e-03 0.95
#> 399 1.686131417 0.102849306 1.254347e-03 0.95
#> 400 1.698305002 0.101108558 1.233117e-03 0.95
#> 401 1.710478586 0.099361785 1.211813e-03 0.95
#> 402 1.722652171 0.097501983 1.189131e-03 0.95
#> 403 1.734825756 0.095593453 1.165855e-03 0.95
#> 404 1.746999341 0.093723523 1.143049e-03 0.95
#> 405 1.759172926 0.091777065 1.119310e-03 0.95
#> 406 1.771346511 0.089887044 1.096260e-03 0.95
#> 407 1.783520096 0.087981420 1.073019e-03 0.95
#> 408 1.795693681 0.086030887 1.049230e-03 0.95
#> 409 1.807867266 0.084052272 1.025099e-03 0.95
#> 410 1.820040851 0.082264721 1.003298e-03 0.95
#> 411 1.832214436 0.080528114 9.821185e-04 0.95
#> 412 1.844388021 0.078812720 9.611977e-04 0.95
#> 413 1.856561606 0.077107764 9.404041e-04 0.95
#> 414 1.868735190 0.075536288 9.212384e-04 0.95
#> 415 1.880908775 0.074028672 9.028515e-04 0.95
#> 416 1.893082360 0.072576761 8.851441e-04 0.95
#> 417 1.905255945 0.071161275 8.678809e-04 0.95
#> 418 1.917429530 0.069725993 8.503762e-04 0.95
#> 419 1.929603115 0.068290121 8.328643e-04 0.95
#> 420 1.941776700 0.066903396 8.159519e-04 0.95
#> 421 1.953950285 0.065561451 7.995856e-04 0.95
#> 422 1.966123870 0.064244667 7.835261e-04 0.95
#> 423 1.978297455 0.063012776 7.685020e-04 0.95
#> 424 1.990471040 0.061840127 7.542004e-04 0.95
#> 425 2.002644625 0.060693078 7.402110e-04 0.95
#> 426 2.014818210 0.059550592 7.262773e-04 0.95
#> 427 2.026991795 0.058411235 7.123817e-04 0.95
#> 428 2.039165379 0.057319388 6.990656e-04 0.99
#> 429 2.051338964 0.056241880 6.859243e-04 0.99
#> 430 2.063512549 0.055189949 6.730950e-04 0.99
#> 431 2.075686134 0.054189527 6.608939e-04 0.99
#> 432 2.087859719 0.053246241 6.493896e-04 0.99
#> 433 2.100033304 0.052205313 6.366945e-04 0.99
#> 434 2.112206889 0.051091876 6.231150e-04 0.99
#> 435 2.124380474 0.049930958 6.089565e-04 0.99
#> 436 2.136554059 0.048751419 5.945709e-04 0.99
#> 437 2.148727644 0.047502236 5.793359e-04 0.99
#> 438 2.160901229 0.046244560 5.639973e-04 0.99
#> 439 2.173074814 0.045002879 5.488538e-04 0.99
#> 440 2.185248399 0.043795468 5.341283e-04 0.99
#> 441 2.197421984 0.042566384 5.191384e-04 0.99
#> 442 2.209595568 0.041276500 5.034070e-04 0.99
#> 443 2.221769153 0.039963323 4.873915e-04 0.99
#> 444 2.233942738 0.038665507 4.715634e-04 0.99
#> 445 2.246116323 0.037446497 4.566964e-04 0.99
#> 446 2.258289908 0.036261398 4.422430e-04 0.99
#> 447 2.270463493 0.035152662 4.287209e-04 0.99
#> 448 2.282637078 0.034113197 4.160436e-04 0.99
#> 449 2.294810663 0.033105602 4.037550e-04 0.99
#> 450 2.306984248 0.032173543 3.923876e-04 0.99
#> 451 2.319157833 0.031232371 3.809091e-04 0.99
#> 452 2.331331418 0.030339066 3.700144e-04 0.99
#> 453 2.343505003 0.029530265 3.601503e-04 0.99
#> 454 2.355678588 0.028738186 3.504901e-04 0.99
#> 455 2.367852172 0.027939039 3.407437e-04 0.99
#> 456 2.380025757 0.027157535 3.312125e-04 0.99
#> 457 2.392199342 0.026401818 3.219958e-04 0.99
#> 458 2.404372927 0.025673358 3.131115e-04 0.99
#> 459 2.416546512 0.024976218 3.046092e-04 0.99
#> 460 2.428720097 0.024304238 2.964138e-04 0.99
#> 461 2.440893682 0.023665790 2.886273e-04 0.99
#> 462 2.453067267 0.023069052 2.813495e-04 0.99
#> 463 2.465240852 0.022533315 2.748157e-04 0.99
#> 464 2.477414437 0.022037664 2.687707e-04 0.99
#> 465 2.489588022 0.021534642 2.626359e-04 0.99
#> 466 2.501761607 0.020997675 2.560870e-04 0.99
#> 467 2.513935192 0.020400460 2.488034e-04 0.99
#> 468 2.526108777 0.019809941 2.416015e-04 0.99
#> 469 2.538282361 0.019189993 2.340406e-04 0.99
#> 470 2.550455946 0.018585324 2.266661e-04 0.99
#> 471 2.562629531 0.018035656 2.199623e-04 0.99
#> 472 2.574803116 0.017485390 2.132513e-04 0.99
#> 473 2.586976701 0.016930439 2.064831e-04 0.99
#> 474 2.599150286 0.016389242 1.998827e-04 0.99
#> 475 2.611323871 0.015863141 1.934664e-04 0.99
#> 476 2.623497456 0.015337138 1.870513e-04 0.99
#> 477 2.635671041 0.014815396 1.806881e-04 1.00
#> 478 2.647844626 0.014349013 1.750001e-04 1.00
#> 479 2.660018211 0.013933982 1.699384e-04 1.00
#> 480 2.672191796 0.013559319 1.653691e-04 1.00
#> 481 2.684365381 0.013234805 1.614113e-04 1.00
#> 482 2.696538966 0.012967233 1.581480e-04 1.00
#> 483 2.708712550 0.012720324 1.551367e-04 1.00
#> 484 2.720886135 0.012477527 1.521756e-04 1.00
#> 485 2.733059720 0.012234757 1.492147e-04 1.00
#> 486 2.745233305 0.012025455 1.466621e-04 1.00
#> 487 2.757406890 0.011863082 1.446818e-04 1.00
#> 488 2.769580475 0.011739401 1.431734e-04 1.00
#> 489 2.781754060 0.011637539 1.419311e-04 1.00
#> 490 2.793927645 0.011485221 1.400734e-04 1.00
#> 491 2.806101230 0.011354365 1.384775e-04 1.00
#> 492 2.818274815 0.011223723 1.368842e-04 1.00
#> 493 2.830448400 0.011073901 1.350570e-04 1.00
#> 494 2.842621985 0.010871592 1.325896e-04 1.00
#> 495 2.854795570 0.010669283 1.301223e-04 1.00
#> 496 2.866969154 0.010479476 1.278074e-04 1.00
#> 497 2.879142739 0.010278360 1.253546e-04 1.00
#> 498 2.891316324 0.010036360 1.224032e-04 1.00
#> 499 2.903489909 0.009819924 1.197635e-04 1.00
#> 500 2.915663494 0.009613933 1.172512e-04 1.00
#> 501 2.927837079 0.009411593 1.147835e-04 1.00
#> 502 2.940010664 0.009209284 1.123162e-04 1.00
#> 503 2.952184249 0.009006975 1.098488e-04 1.00
#> 504 2.964357834 0.008804666 1.073814e-04 1.00
#> 505 2.976531419 0.008569578 1.045143e-04 1.00
#> 506 2.988705004 0.008304089 1.012764e-04 1.00
#> 507 3.000878589 0.008020857 9.782213e-05 1.00
#> 508 3.013052174 0.007737624 9.436784e-05 1.00
#> 509 3.025225759 0.007454392 9.091354e-05 1.00
#> 510 3.037399343 0.007179076 8.755581e-05 1.00
#> 511 3.049572928 0.006921655 8.441630e-05 1.00
#> 512 3.061746513 0.006707829 8.180849e-05 1.00
#>
#> $breaks
#> 99% 95% 80% 50% <NA>
#> 0.01533714 0.05841124 0.16112739 0.32337026 Inf
#>
#> $data
#> x hdr_membership
#> 1 1.899608977 0.95
#> 2 0.218254197 0.50
#> 3 -0.567684333 0.50
#> 4 0.040457829 0.50
#> 5 -0.602216113 0.50
#> 6 -0.338709191 0.50
#> 7 1.226772110 0.80
#> 8 0.334288110 0.50
#> 9 0.761877096 0.50
#> 10 -0.568453752 0.50
#> 11 0.423414038 0.50
#> 12 0.332962513 0.50
#> 13 0.089676149 0.50
#> 14 0.625660149 0.50
#> 15 1.702687540 0.95
#> 16 -0.034512401 0.50
#> 17 -0.210885488 0.50
#> 18 0.350914706 0.50
#> 19 -1.064561751 0.80
#> 20 -1.356799706 0.95
#> 21 -0.498197337 0.50
#> 22 1.655941942 0.95
#> 23 -1.332156297 0.95
#> 24 -0.967646499 0.80
#> 25 0.740646048 0.50
#> 26 0.696868325 0.50
#> 27 1.140859597 0.80
#> 28 1.100730677 0.80
#> 29 0.822007066 0.80
#> 30 0.935612496 0.80
#> 31 0.420749820 0.50
#> 32 0.724489028 0.50
#> 33 0.494393490 0.50
#> 34 -0.424496686 0.50
#> 35 0.619843827 0.50
#> 36 0.323821211 0.50
#> 37 0.114981483 0.50
#> 38 0.247721614 0.50
#> 39 -1.985929929 0.95
#> 40 -0.178711534 0.50
#> 41 0.809359196 0.80
#> 42 -0.851683991 0.80
#> 43 0.327138280 0.50
#> 44 -0.272337584 0.50
#> 45 0.169347121 0.50
#> 46 0.308347061 0.50
#> 47 -0.516806682 0.50
#> 48 0.523434849 0.50
#> 49 2.089594708 0.99
#> 50 -1.121039186 0.80
#> 51 -1.243454969 0.80
#> 52 0.172970474 0.50
#> 53 -0.289282079 0.50
#> 54 -0.415902662 0.50
#> 55 0.456682882 0.50
#> 56 0.750154150 0.50
#> 57 2.223943019 0.99
#> 58 -0.568001579 0.50
#> 59 -1.995973051 0.95
#> 60 1.918095747 0.95
#> 61 0.706507492 0.50
#> 62 -0.719960358 0.80
#> 63 0.206044265 0.50
#> 64 0.179203353 0.50
#> 65 -0.667290036 0.80
#> 66 0.380219987 0.50
#> 67 0.481039503 0.50
#> 68 -0.635604891 0.80
#> 69 -0.618156472 0.80
#> 70 0.839181001 0.80
#> 71 0.099824615 0.50
#> 72 -0.011685890 0.50
#> 73 -0.476731496 0.50
#> 74 -0.377139215 0.50
#> 75 -0.423271775 0.50
#> 76 0.694610201 0.50
#> 77 0.106803398 0.50
#> 78 -0.259789097 0.50
#> 79 -0.098886925 0.50
#> 80 0.589788477 0.50
#> 81 -0.872461006 0.80
#> 82 1.098386189 0.80
#> 83 0.339904714 0.50
#> 84 1.949384618 0.95
#> 85 -0.030791065 0.50
#> 86 0.668540427 0.50
#> 87 0.469278219 0.50
#> 88 -1.779308667 0.95
#> 89 -0.755696634 0.80
#> 90 2.313280971 0.99
#> 91 0.994795742 0.80
#> 92 0.974283608 0.80
#> 93 -0.202044621 0.50
#> 94 0.412384853 0.50
#> 95 2.525788240 0.99
#> 96 0.625596118 0.50
#> 97 0.200721163 0.50
#> 98 2.102669700 0.99
#> 99 1.838785811 0.95
#> 100 -0.232408581 0.50
#> 101 0.166933472 0.50
#> 102 0.085334603 0.50
#> 103 1.238581742 0.80
#> 104 2.249109114 0.99
#> 105 1.503415990 0.95
#> 106 0.923455202 0.80
#> 107 -0.180091019 0.50
#> 108 -1.054809238 0.80
#> 109 0.443020989 0.50
#> 110 -0.984602420 0.80
#> 111 0.435749273 0.50
#> 112 -0.271076116 0.50
#> 113 -1.227144760 0.80
#> 114 0.339779927 0.50
#> 115 0.221011435 0.50
#> 116 -1.361336672 0.95
#> 117 -0.670943187 0.80
#> 118 0.856763638 0.80
#> 119 -1.963762222 0.95
#> 120 -0.265857718 0.50
#> 121 1.528158639 0.95
#> 122 0.342514369 0.50
#> 123 -1.260138368 0.80
#> 124 0.582139167 0.50
#> 125 1.270729416 0.80
#> 126 -0.454899376 0.50
#> 127 0.531754028 0.50
#> 128 0.493247862 0.50
#> 129 -0.546501545 0.50
#> 130 0.523577956 0.50
#> 131 0.462387864 0.50
#> 132 0.038504163 0.50
#> 133 -0.306819663 0.50
#> 134 0.400121896 0.50
#> 135 -0.223377312 0.50
#> 136 0.566670506 0.50
#> 137 0.655064148 0.50
#> 138 -0.594123896 0.50
#> 139 0.441065268 0.50
#> 140 -0.026456338 0.50
#> 141 0.175207166 0.50
#> 142 -2.252001286 0.99
#> 143 0.659889664 0.50
#> 144 0.884542025 0.80
#> 145 -0.277163787 0.50
#> 146 0.082726383 0.50
#> 147 0.745151861 0.50
#> 148 -2.455381951 0.99
#> 149 -0.565088666 0.50
#> 150 -0.676556307 0.80
#> 151 1.680233211 0.95
#> 152 0.070870580 0.50
#> 153 0.061847314 0.50
#> 154 -0.852385597 0.80
#> 155 -1.152621694 0.80
#> 156 -0.195477720 0.50
#> 157 0.879703582 0.80
#> 158 -0.200161217 0.50
#> 159 -0.432475696 0.50
#> 160 0.175992074 0.50
#> 161 -0.374598714 0.50
#> 162 1.147755140 0.80
#> 163 0.711427127 0.50
#> 164 -0.087756172 0.50
#> 165 -0.231401861 0.50
#> 166 -0.004477074 0.50
#> 167 -2.191144374 0.99
#> 168 1.104963716 0.80
#> 169 -0.139853984 0.50
#> 170 0.309426950 0.50
#> 171 -1.111371407 0.80
#> 172 -0.109162623 0.50
#> 173 0.450606156 0.50
#> 174 -0.412616969 0.50
#> 175 -0.491534188 0.50
#> 176 1.821545532 0.95
#> 177 -3.158955384 1.00
#> 178 -1.202535352 0.80
#> 179 -0.613722098 0.80
#> 180 0.713307903 0.50
#> 181 0.563375158 0.50
#> 182 1.259908296 0.80
#> 183 -0.262639249 0.50
#> 184 -1.737497059 0.95
#> 185 -0.098312946 0.50
#> 186 -0.635047520 0.80
#> 187 0.401998420 0.50
#> 188 -0.483294785 0.50
#> 189 0.741110348 0.50
#> 190 -0.204647233 0.50
#> 191 1.749601760 0.95
#> 192 1.005271492 0.80
#> 193 -0.781282972 0.80
#> 194 0.093898824 0.50
#> 195 -0.968130555 0.80
#> 196 -0.338278579 0.50
#> 197 0.742452339 0.50
#> 198 0.047480556 0.50
#> 199 -1.567483515 0.95
#> 200 0.309646175 0.50
#> 201 0.751353522 0.50
#> 202 0.365669044 0.50
#> 203 -0.729297726 0.80
#> 204 -0.345849536 0.50
#> 205 0.835911973 0.80
#> 206 0.309470353 0.50
#> 207 0.150424561 0.50
#> 208 0.413237962 0.50
#> 209 -0.183183576 0.50
#> 210 -1.373881344 0.95
#> 211 -1.216884190 0.80
#> 212 -1.363074712 0.95
#> 213 -1.213444119 0.80
#> 214 -0.251525841 0.50
#> 215 -0.997307436 0.80
#> 216 -0.283355951 0.50
#> 217 1.320208066 0.80
#> 218 1.262536629 0.80
#> 219 0.209822676 0.50
#> 220 1.780085994 0.95
#> 221 -0.444536293 0.50
#> 222 0.578169835 0.50
#> 223 -0.562920028 0.50
#> 224 0.601131164 0.50
#> 225 -1.909104134 0.95
#> 226 -0.509767935 0.50
#> 227 -1.760801102 0.95
#> 228 -2.661314278 1.00
#> 229 2.196619563 0.99
#> 230 0.471259861 0.50
#> 231 1.207315494 0.80
#> 232 1.094050883 0.80
#> 233 -0.170742435 0.50
#> 234 1.994185407 0.95
#> 235 0.124349643 0.50
#> 236 -0.888382627 0.80
#> 237 -0.258913786 0.50
#> 238 0.636534756 0.50
#> 239 -0.879010040 0.80
#> 240 -0.251995699 0.50
#> 241 -0.052182517 0.50
#> 242 -0.069522113 0.50
#> 243 -1.762501300 0.95
#> 244 -1.519593732 0.95
#> 245 1.087085145 0.80
#> 246 0.641578804 0.50
#> 247 -1.332266055 0.95
#> 248 -1.754802135 0.95
#> 249 0.665588633 0.50
#> 250 0.117517585 0.50
#> 251 0.729600679 0.50
#> 252 -2.628872132 0.99
#> 253 0.110068988 0.50
#> 254 -0.488635900 0.50
#> 255 -0.893599002 0.80
#> 256 0.334223998 0.50
#> 257 -0.540849311 0.50
#> 258 0.538231266 0.50
#> 259 1.332344144 0.80
#> 260 0.665458668 0.50
#> 261 1.023956243 0.80
#> 262 0.272757735 0.50
#> 263 0.144933376 0.50
#> 264 1.777561026 0.95
#> 265 -1.298861569 0.95
#> 266 0.105988822 0.50
#> 267 0.429527218 0.50
#> 268 2.347663472 0.99
#> 269 -0.028667828 0.50
#> 270 1.683272410 0.95
#> 271 0.110382287 0.50
#> 272 0.844665380 0.80
#> 273 -0.442510924 0.50
#> 274 0.075934256 0.50
#> 275 -0.989288584 0.80
#> 276 2.141403248 0.99
#> 277 -2.150684667 0.99
#> 278 -1.064206619 0.80
#> 279 0.960256918 0.80
#> 280 -0.591539021 0.50
#> 281 0.971401888 0.80
#> 282 -1.597636196 0.95
#> 283 1.252784149 0.80
#> 284 -0.487583326 0.50
#> 285 -0.043071008 0.50
#> 286 -1.489490970 0.95
#> 287 0.770885593 0.80
#> 288 -0.972739436 0.80
#> 289 -0.750480825 0.80
#> 290 -0.169340601 0.50
#> 291 -1.893906509 0.95
#> 292 1.221811791 0.80
#> 293 1.091926310 0.80
#> 294 1.446027700 0.95
#> 295 -0.447708688 0.50
#> 296 -0.314489328 0.50
#> 297 -0.085312495 0.50
#> 298 -0.341253984 0.50
#> 299 2.191315516 0.99
#> 300 0.849848597 0.80
#> 301 0.145332688 0.50
#> 302 0.923074109 0.80
#> 303 -0.156852809 0.50
#> 304 0.020027678 0.50
#> 305 -0.776767242 0.80
#> 306 -0.246659597 0.50
#> 307 -1.074686209 0.80
#> 308 1.230761364 0.80
#> 309 0.537335653 0.50
#> 310 -0.689363702 0.80
#> 311 0.185291918 0.50
#> 312 -2.741432406 1.00
#> 313 0.118360959 0.50
#> 314 -1.002949766 0.80
#> 315 2.206591398 0.99
#> 316 -1.958032804 0.95
#> 317 2.021697943 0.95
#> 318 -0.124602271 0.50
#> 319 0.749494576 0.50
#> 320 1.070903024 0.80
#> 321 -1.880700607 0.95
#> 322 0.703783757 0.50
#> 323 -1.110534259 0.80
#> 324 0.251649641 0.50
#> 325 0.678399969 0.50
#> 326 -0.524572055 0.50
#> 327 0.659921275 0.50
#> 328 0.776822491 0.80
#> 329 -0.793181841 0.80
#> 330 0.163035836 0.50
#> 331 -1.922504594 0.95
#> 332 1.268607800 0.80
#> 333 1.235179825 0.80
#> 334 0.991799837 0.80
#> 335 -1.044041186 0.80
#> 336 -0.916880779 0.80
#> 337 -0.430465656 0.50
#> 338 1.374944603 0.80
#> 339 1.424923659 0.95
#> 340 -1.372072201 0.95
#> 341 -0.144613797 0.50
#> 342 -0.251349005 0.50
#> 343 -0.677888034 0.80
#> 344 -0.661468603 0.80
#> 345 0.083457214 0.50
#> 346 -0.701873916 0.80
#> 347 -0.713496422 0.80
#> 348 -0.480848356 0.50
#> 349 0.640572910 0.50
#> 350 -1.496385188 0.95
#> 351 -1.077446930 0.80
#> 352 0.360784878 0.50
#> 353 2.824986653 1.00
#> 354 -0.708037154 0.80
#> 355 0.652123152 0.50
#> 356 -0.816650512 0.80
#> 357 0.130480117 0.50
#> 358 -0.930436752 0.80
#> 359 -0.774787123 0.80
#> 360 -1.708677599 0.95
#> 361 -0.889666527 0.80
#> 362 -1.386996942 0.95
#> 363 -0.250473815 0.50
#> 364 0.258574963 0.50
#> 365 -1.014462056 0.80
#> 366 -0.402722383 0.50
#> 367 -0.838280312 0.80
#> 368 1.220394184 0.80
#> 369 -0.635232694 0.80
#> 370 0.775943258 0.80
#> 371 -0.062462426 0.50
#> 372 0.562716792 0.50
#> 373 0.414049100 0.50
#> 374 0.884822114 0.80
#> 375 -0.619196885 0.80
#> 376 -1.081652545 0.80
#> 377 1.071393412 0.80
#> 378 -1.454999611 0.95
#> 379 1.570032552 0.95
#> 380 -1.694650826 0.95
#> 381 0.416952609 0.50
#> 382 1.859221949 0.95
#> 383 0.183864210 0.50
#> 384 0.464694660 0.50
#> 385 1.345468324 0.80
#> 386 0.560207665 0.50
#> 387 -0.411583433 0.50
#> 388 0.216936092 0.50
#> 389 -0.171921638 0.50
#> 390 -0.625834766 0.80
#> 391 -0.082275935 0.50
#> 392 -0.334088960 0.50
#> 393 0.327276240 0.50
#> 394 -0.674239480 0.80
#> 395 0.805865284 0.80
#> 396 0.515081919 0.50
#> 397 -0.352486943 0.50
#> 398 1.300709967 0.80
#> 399 1.029750364 0.80
#> 400 -1.699328316 0.95
#> 401 1.409412626 0.95
#> 402 -0.587208331 0.50
#> 403 -0.679701206 0.80
#> 404 0.503319512 0.50
#> 405 -2.113227657 0.99
#> 406 0.557676604 0.50
#> 407 -0.341266620 0.50
#> 408 -0.023849040 0.50
#> 409 1.037623488 0.80
#> 410 -1.871895290 0.95
#> 411 0.059390722 0.50
#> 412 1.146180262 0.80
#> 413 1.350795333 0.80
#> 414 -0.945639521 0.80
#> 415 1.028581383 0.80
#> 416 1.297176120 0.80
#> 417 0.322759692 0.50
#> 418 -0.277446801 0.50
#> 419 -0.490609109 0.50
#> 420 -1.406740271 0.95
#> 421 -0.431419764 0.50
#> 422 -1.108657062 0.80
#> 423 0.371114970 0.50
#> 424 0.056626191 0.50
#> 425 -0.632199019 0.80
#> 426 -0.636315559 0.80
#> 427 -1.193639358 0.80
#> 428 -0.483016367 0.50
#> 429 -0.756376377 0.80
#> 430 -1.007056105 0.80
#> 431 0.042783545 0.50
#> 432 -2.247462930 0.99
#> 433 1.631342230 0.95
#> 434 -0.120740785 0.50
#> 435 1.212464840 0.80
#> 436 0.524708598 0.50
#> 437 0.007799252 0.50
#> 438 2.974269599 1.00
#> 439 -1.379173889 0.95
#> 440 -0.223567591 0.50
#> 441 0.603368006 0.50
#> 442 1.123122168 0.80
#> 443 -0.824082677 0.80
#> 444 0.277908023 0.50
#> 445 -0.062248125 0.50
#> 446 1.797617096 0.95
#> 447 0.235073437 0.50
#> 448 0.467710600 0.50
#> 449 0.484551498 0.50
#> 450 -0.290953541 0.50
#> 451 0.870964370 0.80
#> 452 1.517669640 0.95
#> 453 -0.180066516 0.50
#> 454 1.255944096 0.80
#> 455 -1.260542120 0.80
#> 456 -0.712089718 0.80
#> 457 -1.232629625 0.80
#> 458 -0.486802946 0.50
#> 459 -2.413330062 0.99
#> 460 -0.624527209 0.80
#> 461 1.361343027 0.80
#> 462 0.352886194 0.50
#> 463 -0.454036341 0.50
#> 464 1.373034509 0.80
#> 465 -0.175679949 0.50
#> 466 -1.139703543 0.80
#> 467 -0.350112691 0.50
#> 468 0.026382198 0.50
#> 469 -1.192450376 0.80
#> 470 -0.920824980 0.80
#> 471 0.682399942 0.50
#> 472 0.073390605 0.50
#> 473 0.229987177 0.50
#> 474 0.666011871 0.50
#> 475 1.907763470 0.95
#> 476 1.468695070 0.95
#> 477 -0.648920723 0.80
#> 478 0.316185505 0.50
#> 479 -1.161257897 0.80
#> 480 0.896410988 0.80
#> 481 -0.564532796 0.50
#> 482 -0.251613005 0.50
#> 483 -2.137730590 0.99
#> 484 1.433850612 0.95
#> 485 -0.942047608 0.80
#> 486 0.971991964 0.80
#> 487 -0.458767619 0.50
#> 488 1.713087434 0.95
#> 489 0.884074355 0.80
#> 490 -0.009923601 0.50
#> 491 0.767196015 0.80
#> 492 0.288153614 0.50
#> 493 0.610690353 0.50
#> 494 -0.464659848 0.50
#> 495 0.646781950 0.50
#> 496 -0.433676759 0.50
#> 497 -0.004329832 0.50
#> 498 0.549571783 0.50
#> 499 1.307202411 0.80
#> 500 0.039095829 0.50
#> 501 -0.759556727 0.80
#> 502 2.040334426 0.99
#> 503 -2.032823697 0.95
#> 504 0.458055415 0.50
#> 505 0.648519170 0.50
#> 506 -1.347543013 0.95
#> 507 0.636985932 0.50
#> 508 0.751182588 0.50
#> 509 -0.004861432 0.50
#> 510 0.472768773 0.50
#> 511 0.567634459 0.50
#> 512 1.310332280 0.80
#> 513 -0.428315945 0.50
#> 514 -0.674283164 0.80
#> 515 0.768743046 0.80
#> 516 0.072981580 0.50
#> 517 -0.863525025 0.80
#> 518 0.618255708 0.50
#> 519 0.465928568 0.50
#> 520 -0.195425091 0.50
#> 521 0.121035574 0.50
#> 522 -0.044584438 0.50
#> 523 -3.039541643 1.00
#> 524 -3.100392308 1.00
#> 525 -0.502882684 0.50
#> 526 -1.202090133 0.80
#> 527 -1.974594308 0.95
#> 528 -0.909222732 0.80
#> 529 -0.518414263 0.50
#> 530 0.016810730 0.50
#> 531 0.908216187 0.80
#> 532 1.337920734 0.80
#> 533 -0.445939580 0.50
#> 534 -1.016595787 0.80
#> 535 -1.844391508 0.95
#> 536 -0.096498696 0.50
#> 537 0.204620842 0.50
#> 538 -1.498678780 0.95
#> 539 1.702669392 0.95
#> 540 -0.442471466 0.50
#> 541 -1.666172000 0.95
#> 542 -0.712416085 0.80
#> 543 -0.255326832 0.50
#> 544 1.598468236 0.95
#> 545 -1.169508874 0.80
#> 546 0.155763185 0.50
#> 547 -1.371862488 0.95
#> 548 0.411087693 0.50
#> 549 0.900506977 0.80
#> 550 0.379345292 0.50
#> 551 0.366429999 0.50
#> 552 -0.473445602 0.50
#> 553 -0.132743606 0.50
#> 554 -1.644155971 0.95
#> 555 -1.036891858 0.80
#> 556 0.575880616 0.50
#> 557 2.569237618 0.99
#> 558 -0.058986556 0.50
#> 559 -0.428399593 0.50
#> 560 1.776041059 0.95
#> 561 -0.720306106 0.80
#> 562 -0.210003776 0.50
#> 563 0.550148277 0.50
#> 564 -0.907797751 0.80
#> 565 -1.800683387 0.95
#> 566 -0.863067926 0.80
#> 567 -0.735606720 0.80
#> 568 0.249935173 0.50
#> 569 0.848048891 0.80
#> 570 0.914050836 0.80
#> 571 -0.734937944 0.80
#> 572 0.370829795 0.50
#> 573 -0.637289248 0.80
#> 574 -0.392991187 0.50
#> 575 -1.045480316 0.80
#> 576 -1.475609678 0.95
#> 577 0.157934204 0.50
#> 578 0.739738717 0.50
#> 579 -0.455455445 0.50
#> 580 -0.441138381 0.50
#> 581 -0.667205105 0.80
#> 582 -2.533942555 0.99
#> 583 0.951310291 0.80
#> 584 1.279827778 0.80
#> 585 -1.387830129 0.95
#> 586 -1.855237261 0.95
#> 587 -1.085357678 0.80
#> 588 0.729833404 0.50
#> 589 0.714555304 0.50
#> 590 -0.489332024 0.50
#> 591 -0.003454645 0.50
#> 592 -1.764701328 0.95
#> 593 -0.032156394 0.50
#> 594 1.584821475 0.95
#> 595 0.072670483 0.50
#> 596 -2.156637207 0.99
#> 597 1.566776153 0.95
#> 598 -0.016128267 0.50
#> 599 1.118630008 0.80
#> 600 -0.197414058 0.50
#> 601 -1.200165248 0.80
#> 602 -1.021734575 0.80
#> 603 -1.857163051 0.95
#> 604 0.680030643 0.50
#> 605 0.770791375 0.80
#> 606 -1.858008963 0.95
#> 607 -0.751332301 0.80
#> 608 0.215683684 0.50
#> 609 1.173373150 0.80
#> 610 0.766025517 0.50
#> 611 1.175001806 0.80
#> 612 1.019800566 0.80
#> 613 -0.668507229 0.80
#> 614 0.407349456 0.50
#> 615 1.156791046 0.80
#> 616 -1.304424046 0.95
#> 617 -0.764410492 0.80
#> 618 0.060813908 0.50
#> 619 1.713406586 0.95
#> 620 -0.445477380 0.50
#> 621 0.773010589 0.80
#> 622 0.707787305 0.50
#> 623 -0.144943886 0.50
#> 624 -0.776149433 0.80
#> 625 -1.746007623 0.95
#> 626 -1.120016276 0.80
#> 627 0.313819327 0.50
#> 628 0.869475464 0.80
#> 629 0.425690128 0.50
#> 630 -0.220861574 0.50
#> 631 0.481519728 0.50
#> 632 -0.496337560 0.50
#> 633 -0.155965271 0.50
#> 634 1.450820220 0.95
#> 635 -0.165608878 0.50
#> 636 -0.254883980 0.50
#> 637 2.872658791 1.00
#> 638 0.629448684 0.50
#> 639 -1.061706525 0.80
#> 640 -0.772913236 0.80
#> 641 1.645395476 0.95
#> 642 0.332998844 0.50
#> 643 -0.068145745 0.50
#> 644 -1.387740102 0.95
#> 645 -0.172162177 0.50
#> 646 1.192749036 0.80
#> 647 -0.471200237 0.50
#> 648 -1.338104536 0.95
#> 649 0.602003219 0.50
#> 650 0.084454955 0.50
#> 651 0.061709777 0.50
#> 652 -0.522864581 0.50
#> 653 -0.831406173 0.80
#> 654 0.360714381 0.50
#> 655 0.598918195 0.50
#> 656 0.998370788 0.80
#> 657 -0.885618462 0.80
#> 658 0.443333035 0.50
#> 659 -0.293445322 0.50
#> 660 1.669156235 0.95
#> 661 -0.342625551 0.50
#> 662 1.744935440 0.95
#> 663 0.092757098 0.50
#> 664 0.470884348 0.50
#> 665 -0.242727398 0.50
#> 666 -0.612489928 0.80
#> 667 0.758154886 0.50
#> 668 -0.548272798 0.50
#> 669 -0.132635434 0.50
#> 670 -1.180804578 0.80
#> 671 0.836736738 0.80
#> 672 -1.647057468 0.95
#> 673 0.120366493 0.50
#> 674 1.451984243 0.95
#> 675 1.996030200 0.95
#> 676 -1.337009987 0.95
#> 677 -0.183106095 0.50
#> 678 1.447957923 0.95
#> 679 -0.559580920 0.50
#> 680 -1.117975740 0.80
#> 681 -0.432000473 0.50
#> 682 0.836001562 0.80
#> 683 -0.256343676 0.50
#> 684 0.461089421 0.50
#> 685 1.045355939 0.80
#> 686 0.321690234 0.50
#> 687 0.964604123 0.80
#> 688 -0.985597708 0.80
#> 689 0.317859425 0.50
#> 690 0.173288802 0.50
#> 691 1.395320568 0.95
#> 692 -1.356947845 0.95
#> 693 1.581624406 0.95
#> 694 -1.112123244 0.80
#> 695 1.205426459 0.80
#> 696 1.889541008 0.95
#> 697 1.791671963 0.95
#> 698 0.833490913 0.80
#> 699 -1.578919581 0.95
#> 700 -0.110056007 0.50
#> 701 -0.748655444 0.80
#> 702 -0.544943805 0.50
#> 703 -0.120573912 0.50
#> 704 0.287622489 0.50
#> 705 -0.824094568 0.80
#> 706 0.041858430 0.50
#> 707 1.333396051 0.80
#> 708 -0.047009640 0.50
#> 709 0.432370690 0.50
#> 710 2.500063211 0.99
#> 711 -0.183907203 0.50
#> 712 0.281182751 0.50
#> 713 0.604561084 0.50
#> 714 0.546876807 0.50
#> 715 -1.620090008 0.95
#> 716 -0.156941806 0.50
#> 717 -0.955639425 0.80
#> 718 -0.461947562 0.50
#> 719 0.124639609 0.50
#> 720 0.150746396 0.50
#> 721 0.819652700 0.80
#> 722 -1.965726993 0.95
#> 723 -0.306302106 0.50
#> 724 1.031252557 0.80
#> 725 0.041843716 0.50
#> 726 0.094618121 0.50
#> 727 0.360495353 0.50
#> 728 1.309602071 0.80
#> 729 -0.277088478 0.50
#> 730 0.708360425 0.50
#> 731 -0.405559015 0.50
#> 732 0.419797927 0.50
#> 733 0.853450921 0.80
#> 734 -1.068029385 0.80
#> 735 -0.331822443 0.50
#> 736 -0.077926485 0.50
#> 737 0.413714778 0.50
#> 738 1.388256241 0.95
#> 739 -0.596102642 0.50
#> 740 0.433838956 0.50
#> 741 -0.861211128 0.80
#> 742 -0.640940428 0.80
#> 743 -1.518115998 0.95
#> 744 0.694261989 0.50
#> 745 1.674906764 0.95
#> 746 -0.202031656 0.50
#> 747 -1.506430842 0.95
#> 748 0.555423232 0.50
#> 749 2.127432151 0.99
#> 750 -0.384679246 0.50
#> 751 0.040681881 0.50
#> 752 -1.168033778 0.80
#> 753 -0.298615535 0.50
#> 754 -0.103267225 0.50
#> 755 -0.330828491 0.50
#> 756 -0.735212133 0.80
#> 757 0.792280595 0.80
#> 758 2.091687018 0.99
#> 759 -0.477790796 0.50
#> 760 -0.520184723 0.50
#> 761 -1.937990984 0.95
#> 762 -0.564537776 0.50
#> 763 0.593969559 0.50
#> 764 -1.572650483 0.95
#> 765 1.265834889 0.80
#> 766 -0.506128007 0.50
#> 767 0.495371701 0.50
#> 768 -2.255920263 0.99
#> 769 0.900330728 0.80
#> 770 0.170649945 0.50
#> 771 -0.583143301 0.50
#> 772 0.993128571 0.80
#> 773 0.791905138 0.80
#> 774 1.139314751 0.80
#> 775 -0.548258048 0.50
#> 776 0.042860386 0.50
#> 777 0.381692098 0.50
#> 778 0.066954600 0.50
#> 779 1.097976942 0.80
#> 780 0.692555761 0.50
#> 781 -0.989676040 0.80
#> 782 0.504709944 0.50
#> 783 -0.210629524 0.50
#> 784 -1.406886970 0.95
#> 785 -1.335013878 0.95
#> 786 1.472166534 0.95
#> 787 1.495703378 0.95
#> 788 1.449027039 0.95
#> 789 -1.625925549 0.95
#> 790 -0.942331083 0.80
#> 791 0.968627555 0.80
#> 792 1.623886852 0.95
#> 793 -0.170044725 0.50
#> 794 -0.621442307 0.80
#> 795 0.401176459 0.50
#> 796 -0.734868688 0.80
#> 797 0.554033127 0.50
#> 798 -0.716546210 0.80
#> 799 1.308709316 0.80
#> 800 -1.512494327 0.95
#> 801 0.624238642 0.50
#> 802 0.778486799 0.80
#> 803 0.566358221 0.50
#> 804 -1.588576079 0.95
#> 805 1.107737597 0.80
#> 806 -1.024794495 0.80
#> 807 2.783065885 1.00
#> 808 0.244461097 0.50
#> 809 -1.156741600 0.80
#> 810 -2.302902958 0.99
#> 811 -0.605792599 0.50
#> 812 0.954607063 0.80
#> 813 0.916939936 0.80
#> 814 -0.714953900 0.80
#> 815 0.545050387 0.50
#> 816 -2.490112201 0.99
#> 817 -0.583328269 0.50
#> 818 0.576572787 0.50
#> 819 1.030655192 0.80
#> 820 -0.228510105 0.50
#> 821 1.110892632 0.80
#> 822 -1.509063971 0.95
#> 823 -0.179533185 0.50
#> 824 0.574071075 0.50
#> 825 0.616291027 0.50
#> 826 0.020968068 0.50
#> 827 3.061746513 1.00
#> 828 0.601789611 0.50
#> 829 -0.183980482 0.50
#> 830 0.566555652 0.50
#> 831 -1.021791931 0.80
#> 832 -0.915349445 0.80
#> 833 0.705994718 0.50
#> 834 0.921845675 0.80
#> 835 0.923458052 0.80
#> 836 -0.779791392 0.80
#> 837 -1.053661241 0.80
#> 838 -0.306317448 0.50
#> 839 -0.060713452 0.50
#> 840 -0.881632304 0.80
#> 841 -0.311448290 0.50
#> 842 0.426923770 0.50
#> 843 -0.051273603 0.50
#> 844 -0.149165454 0.50
#> 845 -1.891050896 0.95
#> 846 1.116834381 0.80
#> 847 0.286379033 0.50
#> 848 0.319585131 0.50
#> 849 0.204820532 0.50
#> 850 0.186988885 0.50
#> 851 0.653225537 0.50
#> 852 0.408998007 0.50
#> 853 0.165922665 0.50
#> 854 1.758519682 0.95
#> 855 1.258700417 0.80
#> 856 0.402112883 0.50
#> 857 -0.286171517 0.50
#> 858 0.664988232 0.50
#> 859 -0.149883823 0.50
#> 860 -0.556969810 0.50
#> 861 0.661320335 0.50
#> 862 0.705568734 0.50
#> 863 -1.662678685 0.95
#> 864 0.622371915 0.50
#> 865 1.055580666 0.80
#> 866 -0.504535124 0.50
#> 867 0.681782516 0.50
#> 868 1.148463136 0.80
#> 869 -0.332251847 0.50
#> 870 -1.277033382 0.95
#> 871 -0.157538824 0.50
#> 872 -1.563185104 0.95
#> 873 -0.381397160 0.50
#> 874 0.766339960 0.50
#> 875 1.268429690 0.80
#> 876 -0.276374365 0.50
#> 877 1.483101021 0.95
#> 878 -0.997775787 0.80
#> 879 2.112287645 0.99
#> 880 -0.613698793 0.80
#> 881 -0.124004617 0.50
#> 882 1.297085276 0.80
#> 883 -0.398138038 0.50
#> 884 -0.524379534 0.50
#> 885 -0.594767042 0.50
#> 886 -1.143571915 0.80
#> 887 0.542531096 0.50
#> 888 0.200800808 0.50
#> 889 1.421076870 0.95
#> 890 2.133968518 0.99
#> 891 -0.323552020 0.50
#> 892 -3.036051121 1.00
#> 893 1.185929079 0.80
#> 894 -0.180801900 0.50
#> 895 0.804234470 0.80
#> 896 -0.395179527 0.50
#> 897 -2.226174494 0.99
#> 898 -1.386617686 0.95
#> 899 -1.694845025 0.95
#> 900 -0.078393081 0.50
#> 901 -0.376740593 0.50
#> 902 0.508758270 0.50
#> 903 -0.279220368 0.50
#> 904 -0.631174737 0.80
#> 905 1.362302383 0.80
#> 906 -0.743421346 0.80
#> 907 0.703745184 0.50
#> 908 0.770137332 0.80
#> 909 -0.902974899 0.80
#> 910 0.702146598 0.50
#> 911 -1.190536203 0.80
#> 912 0.498885075 0.50
#> 913 0.274054841 0.50
#> 914 -1.525054835 0.95
#> 915 -0.530871644 0.50
#> 916 0.182052776 0.50
#> 917 -0.601726904 0.50
#> 918 1.545593972 0.95
#> 919 -0.404381611 0.50
#> 920 1.346277361 0.80
#> 921 0.782829520 0.80
#> 922 -0.201887045 0.50
#> 923 1.153563896 0.80
#> 924 -0.714202829 0.80
#> 925 1.023452134 0.80
#> 926 0.135823091 0.50
#> 927 0.067808780 0.50
#> 928 -0.129433671 0.50
#> 929 -1.198226331 0.80
#> 930 0.986712550 0.80
#> 931 0.910881264 0.80
#> 932 0.651472708 0.50
#> 933 0.689809937 0.50
#> 934 0.384724374 0.50
#> 935 -1.499130237 0.95
#> 936 1.717619866 0.95
#> 937 -0.228895847 0.50
#> 938 1.111846074 0.80
#> 939 -0.663401342 0.80
#> 940 -0.908192188 0.80
#> 941 -1.113031445 0.80
#> 942 -0.055357877 0.50
#> 943 -0.845428348 0.80
#> 944 0.954445054 0.80
#> 945 0.269200325 0.50
#> 946 0.423736162 0.50
#> 947 -1.217291153 0.80
#> 948 0.048050283 0.50
#> 949 0.229278812 0.50
#> 950 2.492002245 0.99
#> 951 0.391217022 0.50
#> 952 0.502477260 0.50
#> 953 -0.640176046 0.80
#> 954 0.329530676 0.50
#> 955 -1.369959506 0.95
#> 956 0.485149851 0.50
#> 957 0.406898930 0.50
#> 958 0.074734106 0.50
#> 959 0.318120883 0.50
#> 960 0.215311249 0.50
#> 961 0.965320499 0.80
#> 962 0.018265066 0.50
#> 963 0.188006768 0.50
#> 964 0.546075478 0.50
#> 965 -0.102161086 0.50
#> 966 0.408139068 0.50
#> 967 0.495936710 0.50
#> 968 0.081752439 0.50
#> 969 -0.249917929 0.50
#> 970 0.365078258 0.50
#> 971 -0.682098355 0.80
#> 972 -0.984612177 0.80
#> 973 -0.268844164 0.50
#> 974 1.036990940 0.80
#> 975 -1.596663589 0.95
#> 976 1.700348772 0.95
#> 977 -0.955174928 0.80
#> 978 -1.541285005 0.95
#> 979 -0.551453779 0.50
#> 980 -1.482405745 0.95
#> 981 -0.184717448 0.50
#> 982 1.481091709 0.95
#> 983 1.516219990 0.95
#> 984 0.316312614 0.50
#> 985 1.331332185 0.80
#> 986 -0.211245980 0.50
#> 987 0.398237175 0.50
#> 988 0.118843987 0.50
#> 989 0.703478750 0.50
#> 990 -0.654110333 0.80
#> 991 -0.715826490 0.80
#> 992 0.694688497 0.50
#> 993 0.408204088 0.50
#> 994 0.116200142 0.50
#> 995 0.248145718 0.50
#> 996 2.006336840 0.95
#> 997 1.077941568 0.80
#> 998 -2.021340948 0.95
#> 999 -0.966362519 0.80
#> 1000 0.651968776 0.50
#>
# Estimate different HDRs with `probs`
get_hdr_1d(x, method = method_kde_1d(), probs = c(.975, .6, .2))
#> $df_est
#> x fhat fhat_discretized hdr
#> 1 -3.158955384 0.007237286 8.826430e-05 1.000
#> 2 -3.146781799 0.007424623 9.054902e-05 1.000
#> 3 -3.134608215 0.007601704 9.270867e-05 1.000
#> 4 -3.122434630 0.007769992 9.476107e-05 1.000
#> 5 -3.110261045 0.007929433 9.670557e-05 1.000
#> 6 -3.098087460 0.008079826 9.853973e-05 1.000
#> 7 -3.085913875 0.008218263 1.002281e-04 1.000
#> 8 -3.073740290 0.008348475 1.018161e-04 1.000
#> 9 -3.061566705 0.008470840 1.033085e-04 1.000
#> 10 -3.049393120 0.008585779 1.047102e-04 1.000
#> 11 -3.037219535 0.008692422 1.060108e-04 1.000
#> 12 -3.025045950 0.008792410 1.072302e-04 1.000
#> 13 -3.012872365 0.008887625 1.083915e-04 1.000
#> 14 -3.000698780 0.008978830 1.095038e-04 1.000
#> 15 -2.988525195 0.009066738 1.105759e-04 1.000
#> 16 -2.976351610 0.009152298 1.116194e-04 1.000
#> 17 -2.964178026 0.009237576 1.126594e-04 1.000
#> 18 -2.952004441 0.009323492 1.137072e-04 1.000
#> 19 -2.939830856 0.009410969 1.147741e-04 1.000
#> 20 -2.927657271 0.009502062 1.158850e-04 1.000
#> 21 -2.915483686 0.009598215 1.170577e-04 1.000
#> 22 -2.903310101 0.009699865 1.182974e-04 1.000
#> 23 -2.891136516 0.009807853 1.196144e-04 1.000
#> 24 -2.878962931 0.009923548 1.210254e-04 1.000
#> 25 -2.866789346 0.010050665 1.225756e-04 1.000
#> 26 -2.854615761 0.010187370 1.242429e-04 1.000
#> 27 -2.842442176 0.010334268 1.260344e-04 1.000
#> 28 -2.830268591 0.010491936 1.279573e-04 1.000
#> 29 -2.818095006 0.010664292 1.300593e-04 1.000
#> 30 -2.805921422 0.010850428 1.323294e-04 1.000
#> 31 -2.793747837 0.011049175 1.347532e-04 1.000
#> 32 -2.781574252 0.011260817 1.373344e-04 1.000
#> 33 -2.769400667 0.011486741 1.400897e-04 1.000
#> 34 -2.757227082 0.011730426 1.430616e-04 1.000
#> 35 -2.745053497 0.011987721 1.461995e-04 1.000
#> 36 -2.732879912 0.012258681 1.495041e-04 1.000
#> 37 -2.720706327 0.012543343 1.529758e-04 1.000
#> 38 -2.708532742 0.012845781 1.566642e-04 1.000
#> 39 -2.696359157 0.013163354 1.605373e-04 1.000
#> 40 -2.684185572 0.013494547 1.645764e-04 1.000
#> 41 -2.672011987 0.013839318 1.687812e-04 1.000
#> 42 -2.659838402 0.014199041 1.731683e-04 1.000
#> 43 -2.647664817 0.014576274 1.777689e-04 1.000
#> 44 -2.635491233 0.014966975 1.825338e-04 1.000
#> 45 -2.623317648 0.015371163 1.874632e-04 1.000
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#> 120 -1.710298778 0.097566079 1.189894e-03 0.975
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#> 126 -1.637257269 0.106756181 1.301974e-03 0.975
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#> 128 -1.612910099 0.109927672 1.340653e-03 0.975
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#> 141 -1.454653495 0.132254243 1.612943e-03 0.975
#> 142 -1.442479910 0.134113409 1.635617e-03 0.975
#> 143 -1.430306325 0.135992596 1.658535e-03 0.975
#> 144 -1.418132740 0.137891997 1.681700e-03 0.975
#> 145 -1.405959155 0.139814754 1.705149e-03 0.975
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#> 147 -1.381611985 0.143733232 1.752938e-03 0.975
#> 148 -1.369438400 0.145723788 1.777214e-03 0.975
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#> 152 -1.320744060 0.153920215 1.877176e-03 0.975
#> 153 -1.308570475 0.156023957 1.902833e-03 0.975
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#> 158 -1.247702551 0.166886265 2.035307e-03 0.975
#> 159 -1.235528966 0.169127347 2.062639e-03 0.975
#> 160 -1.223355381 0.171388641 2.090217e-03 0.975
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#> 162 -1.199008211 0.175970124 2.146092e-03 0.975
#> 163 -1.186834626 0.178294006 2.174433e-03 0.975
#> 164 -1.174661041 0.180642189 2.203071e-03 0.975
#> 165 -1.162487456 0.183010665 2.231957e-03 0.975
#> 166 -1.150313871 0.185399794 2.261094e-03 0.975
#> 167 -1.138140287 0.187809978 2.290488e-03 0.975
#> 168 -1.125966702 0.190250869 2.320257e-03 0.975
#> 169 -1.113793117 0.192715074 2.350309e-03 0.975
#> 170 -1.101619532 0.195203306 2.380655e-03 0.975
#> 171 -1.089445947 0.197716474 2.411305e-03 0.975
#> 172 -1.077272362 0.200261341 2.442342e-03 0.975
#> 173 -1.065098777 0.202839997 2.473791e-03 0.975
#> 174 -1.052925192 0.205448501 2.505603e-03 0.975
#> 175 -1.040751607 0.208088137 2.537796e-03 0.975
#> 176 -1.028578022 0.210760706 2.570390e-03 0.975
#> 177 -1.016404437 0.213481532 2.603573e-03 0.975
#> 178 -1.004230852 0.216239250 2.637205e-03 0.975
#> 179 -0.992057267 0.219035098 2.671303e-03 0.975
#> 180 -0.979883682 0.221870271 2.705880e-03 0.975
#> 181 -0.967710098 0.224755544 2.741068e-03 0.975
#> 182 -0.955536513 0.227690682 2.776864e-03 0.975
#> 183 -0.943362928 0.230668989 2.813187e-03 0.975
#> 184 -0.931189343 0.233690901 2.850041e-03 0.975
#> 185 -0.919015758 0.236758282 2.887450e-03 0.975
#> 186 -0.906842173 0.239885648 2.925591e-03 0.975
#> 187 -0.894668588 0.243056017 2.964256e-03 0.975
#> 188 -0.882495003 0.246268445 3.003434e-03 0.975
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#> 191 -0.845974248 0.256166748 3.124152e-03 0.975
#> 192 -0.833800663 0.259542174 3.165318e-03 0.975
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#> 194 -0.809453493 0.266380059 3.248711e-03 0.975
#> 195 -0.797279909 0.269840552 3.290914e-03 0.975
#> 196 -0.785106324 0.273315362 3.333292e-03 0.600
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#> 199 -0.748585569 0.283780260 3.460920e-03 0.600
#> 200 -0.736411984 0.287259418 3.503351e-03 0.600
#> 201 -0.724238399 0.290723446 3.545597e-03 0.600
#> 202 -0.712064814 0.294167345 3.587598e-03 0.600
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#> 204 -0.687717644 0.300954195 3.670369e-03 0.600
#> 205 -0.675544059 0.304283200 3.710969e-03 0.600
#> 206 -0.663370474 0.307565783 3.751003e-03 0.600
#> 207 -0.651196889 0.310797333 3.790414e-03 0.600
#> 208 -0.639023304 0.313954697 3.828921e-03 0.600
#> 209 -0.626849720 0.317040381 3.866553e-03 0.600
#> 210 -0.614676135 0.320057455 3.903348e-03 0.600
#> 211 -0.602502550 0.323002534 3.939266e-03 0.600
#> 212 -0.590328965 0.325864546 3.974170e-03 0.600
#> 213 -0.578155380 0.328621810 4.007797e-03 0.600
#> 214 -0.565981795 0.331295593 4.040406e-03 0.600
#> 215 -0.553808210 0.333884132 4.071975e-03 0.600
#> 216 -0.541634625 0.336385820 4.102485e-03 0.600
#> 217 -0.529461040 0.338771336 4.131579e-03 0.600
#> 218 -0.517287455 0.341058509 4.159472e-03 0.600
#> 219 -0.505113870 0.343255438 4.186266e-03 0.600
#> 220 -0.492940285 0.345362008 4.211957e-03 0.600
#> 221 -0.480766700 0.347367622 4.236417e-03 0.600
#> 222 -0.468593116 0.349258125 4.259473e-03 0.600
#> 223 -0.456419531 0.351060153 4.281450e-03 0.600
#> 224 -0.444245946 0.352774617 4.302359e-03 0.600
#> 225 -0.432072361 0.354402497 4.322213e-03 0.600
#> 226 -0.419898776 0.355917505 4.340689e-03 0.600
#> 227 -0.407725191 0.357343851 4.358085e-03 0.600
#> 228 -0.395551606 0.358689143 4.374492e-03 0.600
#> 229 -0.383378021 0.359954816 4.389928e-03 0.600
#> 230 -0.371204436 0.361131839 4.404282e-03 0.600
#> 231 -0.359030851 0.362213695 4.417476e-03 0.600
#> 232 -0.346857266 0.363222549 4.429780e-03 0.600
#> 233 -0.334683681 0.364159973 4.441213e-03 0.600
#> 234 -0.322510096 0.365027549 4.451793e-03 0.600
#> 235 -0.310336511 0.365804132 4.461264e-03 0.600
#> 236 -0.298162927 0.366512775 4.469907e-03 0.600
#> 237 -0.285989342 0.367158664 4.477784e-03 0.600
#> 238 -0.273815757 0.367743488 4.484916e-03 0.600
#> 239 -0.261642172 0.368259993 4.491216e-03 0.600
#> 240 -0.249468587 0.368707005 4.496667e-03 0.600
#> 241 -0.237295002 0.369100797 4.501470e-03 0.600
#> 242 -0.225121417 0.369443327 4.505647e-03 0.600
#> 243 -0.212947832 0.369736586 4.509224e-03 0.600
#> 244 -0.200774247 0.369966899 4.512033e-03 0.600
#> 245 -0.188600662 0.370153786 4.514312e-03 0.600
#> 246 -0.176427077 0.370301053 4.516108e-03 0.600
#> 247 -0.164253492 0.370411114 4.517450e-03 0.600
#> 248 -0.152079907 0.370481071 4.518303e-03 0.200
#> 249 -0.139906322 0.370514888 4.518716e-03 0.200
#> 250 -0.127732738 0.370522913 4.518814e-03 0.200
#> 251 -0.115559153 0.370507949 4.518631e-03 0.200
#> 252 -0.103385568 0.370472830 4.518203e-03 0.200
#> 253 -0.091211983 0.370416345 4.517514e-03 0.600
#> 254 -0.079038398 0.370349377 4.516697e-03 0.600
#> 255 -0.066864813 0.370275054 4.515791e-03 0.600
#> 256 -0.054691228 0.370196337 4.514831e-03 0.600
#> 257 -0.042517643 0.370117085 4.513864e-03 0.600
#> 258 -0.030344058 0.370043140 4.512962e-03 0.600
#> 259 -0.018170473 0.369977364 4.512160e-03 0.600
#> 260 -0.005996888 0.369922476 4.511491e-03 0.600
#> 261 0.006176697 0.369881341 4.510989e-03 0.600
#> 262 0.018350282 0.369865043 4.510790e-03 0.600
#> 263 0.030523866 0.369870398 4.510856e-03 0.600
#> 264 0.042697451 0.369899475 4.511210e-03 0.600
#> 265 0.054871036 0.369954261 4.511879e-03 0.600
#> 266 0.067044621 0.370043504 4.512967e-03 0.600
#> 267 0.079218206 0.370168978 4.514497e-03 0.600
#> 268 0.091391791 0.370326629 4.516420e-03 0.600
#> 269 0.103565376 0.370517379 4.518746e-03 0.200
#> 270 0.115738961 0.370743121 4.521499e-03 0.200
#> 271 0.127912546 0.371016349 4.524832e-03 0.200
#> 272 0.140086131 0.371324132 4.528585e-03 0.200
#> 273 0.152259716 0.371666032 4.532755e-03 0.200
#> 274 0.164433301 0.372041467 4.537334e-03 0.200
#> 275 0.176606886 0.372457011 4.542401e-03 0.200
#> 276 0.188780471 0.372907270 4.547893e-03 0.200
#> 277 0.200954055 0.373385082 4.553720e-03 0.200
#> 278 0.213127640 0.373888293 4.559857e-03 0.200
#> 279 0.225301225 0.374415540 4.566287e-03 0.200
#> 280 0.237474810 0.374967237 4.573016e-03 0.200
#> 281 0.249648395 0.375531749 4.579900e-03 0.200
#> 282 0.261821980 0.376105338 4.586896e-03 0.200
#> 283 0.273995565 0.376684121 4.593954e-03 0.200
#> 284 0.286169150 0.377261761 4.600999e-03 0.200
#> 285 0.298342735 0.377829497 4.607923e-03 0.200
#> 286 0.310516320 0.378382345 4.614666e-03 0.200
#> 287 0.322689905 0.378915095 4.621163e-03 0.200
#> 288 0.334863490 0.379419818 4.627318e-03 0.200
#> 289 0.347037075 0.379877158 4.632896e-03 0.200
#> 290 0.359210660 0.380289750 4.637928e-03 0.200
#> 291 0.371384244 0.380651568 4.642340e-03 0.200
#> 292 0.383557829 0.380956544 4.646060e-03 0.200
#> 293 0.395731414 0.381176756 4.648746e-03 0.200
#> 294 0.407904999 0.381311641 4.650391e-03 0.200
#> 295 0.420078584 0.381362916 4.651016e-03 0.200
#> 296 0.432252169 0.381324546 4.650548e-03 0.200
#> 297 0.444425754 0.381180543 4.648792e-03 0.200
#> 298 0.456599339 0.380897394 4.645339e-03 0.200
#> 299 0.468772924 0.380499774 4.640489e-03 0.200
#> 300 0.480946509 0.379982576 4.634182e-03 0.200
#> 301 0.493120094 0.379340833 4.626355e-03 0.200
#> 302 0.505293679 0.378527330 4.616434e-03 0.200
#> 303 0.517467264 0.377562118 4.604662e-03 0.200
#> 304 0.529640849 0.376454750 4.591157e-03 0.200
#> 305 0.541814433 0.375202167 4.575881e-03 0.200
#> 306 0.553988018 0.373784103 4.558586e-03 0.200
#> 307 0.566161603 0.372170437 4.538907e-03 0.200
#> 308 0.578335188 0.370403351 4.517356e-03 0.600
#> 309 0.590508773 0.368482369 4.493928e-03 0.600
#> 310 0.602682358 0.366407284 4.468620e-03 0.600
#> 311 0.614855943 0.364128769 4.440832e-03 0.600
#> 312 0.627029528 0.361687796 4.411063e-03 0.600
#> 313 0.639203113 0.359098539 4.379485e-03 0.600
#> 314 0.651376698 0.356363677 4.346131e-03 0.600
#> 315 0.663550283 0.353467842 4.310814e-03 0.600
#> 316 0.675723868 0.350400692 4.273408e-03 0.600
#> 317 0.687897453 0.347205388 4.234438e-03 0.600
#> 318 0.700071037 0.343887245 4.193971e-03 0.600
#> 319 0.712244622 0.340451808 4.152073e-03 0.600
#> 320 0.724418207 0.336871324 4.108407e-03 0.600
#> 321 0.736591792 0.333189108 4.063499e-03 0.600
#> 322 0.748765377 0.329418380 4.017512e-03 0.600
#> 323 0.760938962 0.325566452 3.970535e-03 0.600
#> 324 0.773112547 0.321631591 3.922546e-03 0.600
#> 325 0.785286132 0.317623545 3.873665e-03 0.600
#> 326 0.797459717 0.313568019 3.824205e-03 0.600
#> 327 0.809633302 0.309472918 3.774262e-03 0.600
#> 328 0.821806887 0.305346146 3.723933e-03 0.600
#> 329 0.833980472 0.301193303 3.673285e-03 0.600
#> 330 0.846154057 0.297033908 3.622558e-03 0.600
#> 331 0.858327642 0.292875841 3.571848e-03 0.600
#> 332 0.870501226 0.288726170 3.521239e-03 0.600
#> 333 0.882674811 0.284596768 3.470878e-03 0.600
#> 334 0.894848396 0.280501374 3.420931e-03 0.600
#> 335 0.907021981 0.276441499 3.371418e-03 0.600
#> 336 0.919195566 0.272422315 3.322401e-03 0.975
#> 337 0.931369151 0.268448773 3.273941e-03 0.975
#> 338 0.943542736 0.264548422 3.226373e-03 0.975
#> 339 0.955716321 0.260707384 3.179528e-03 0.975
#> 340 0.967889906 0.256927583 3.133431e-03 0.975
#> 341 0.980063491 0.253211438 3.088109e-03 0.975
#> 342 0.992237076 0.249574621 3.043756e-03 0.975
#> 343 1.004410661 0.246019914 3.000403e-03 0.975
#> 344 1.016584246 0.242533832 2.957888e-03 0.975
#> 345 1.028757831 0.239116300 2.916208e-03 0.975
#> 346 1.040931415 0.235767468 2.875367e-03 0.975
#> 347 1.053105000 0.232511773 2.835661e-03 0.975
#> 348 1.065278585 0.229320185 2.796737e-03 0.975
#> 349 1.077452170 0.226190689 2.758571e-03 0.975
#> 350 1.089625755 0.223121131 2.721135e-03 0.975
#> 351 1.101799340 0.220120584 2.684541e-03 0.975
#> 352 1.113972925 0.217181596 2.648698e-03 0.975
#> 353 1.126146510 0.214290619 2.613440e-03 0.975
#> 354 1.138320095 0.211444550 2.578730e-03 0.975
#> 355 1.150493680 0.208641234 2.544541e-03 0.975
#> 356 1.162667265 0.205887751 2.510960e-03 0.975
#> 357 1.174840850 0.203165256 2.477758e-03 0.975
#> 358 1.187014435 0.200470651 2.444895e-03 0.975
#> 359 1.199188019 0.197800893 2.412335e-03 0.975
#> 360 1.211361604 0.195156874 2.380089e-03 0.975
#> 361 1.223535189 0.192531780 2.348074e-03 0.975
#> 362 1.235708774 0.189919900 2.316220e-03 0.975
#> 363 1.247882359 0.187319046 2.284501e-03 0.975
#> 364 1.260055944 0.184727427 2.252894e-03 0.975
#> 365 1.272229529 0.182143912 2.221386e-03 0.975
#> 366 1.284403114 0.179564299 2.189926e-03 0.975
#> 367 1.296576699 0.176987652 2.158501e-03 0.975
#> 368 1.308750284 0.174413160 2.127103e-03 0.975
#> 369 1.320923869 0.171840459 2.095727e-03 0.975
#> 370 1.333097454 0.169269125 2.064368e-03 0.975
#> 371 1.345271039 0.166699265 2.033027e-03 0.975
#> 372 1.357444624 0.164131285 2.001708e-03 0.975
#> 373 1.369618208 0.161565969 1.970422e-03 0.975
#> 374 1.381791793 0.159005846 1.939199e-03 0.975
#> 375 1.393965378 0.156451291 1.908045e-03 0.975
#> 376 1.406138963 0.153903550 1.876973e-03 0.975
#> 377 1.418312548 0.151363917 1.846000e-03 0.975
#> 378 1.430486133 0.148837336 1.815186e-03 0.975
#> 379 1.442659718 0.146325000 1.784547e-03 0.975
#> 380 1.454833303 0.143827207 1.754084e-03 0.975
#> 381 1.467006888 0.141345487 1.723818e-03 0.975
#> 382 1.479180473 0.138883205 1.693788e-03 0.975
#> 383 1.491354058 0.136447592 1.664084e-03 0.975
#> 384 1.503527643 0.134034384 1.634653e-03 0.975
#> 385 1.515701228 0.131644852 1.605511e-03 0.975
#> 386 1.527874813 0.129280226 1.576672e-03 0.975
#> 387 1.540048397 0.126950217 1.548256e-03 0.975
#> 388 1.552221982 0.124651207 1.520218e-03 0.975
#> 389 1.564395567 0.122381231 1.492534e-03 0.975
#> 390 1.576569152 0.120140960 1.465212e-03 0.975
#> 391 1.588742737 0.117934459 1.438302e-03 0.975
#> 392 1.600916322 0.115768131 1.411882e-03 0.975
#> 393 1.613089907 0.113633224 1.385845e-03 0.975
#> 394 1.625263492 0.111529850 1.360193e-03 0.975
#> 395 1.637437077 0.109458076 1.334926e-03 0.975
#> 396 1.649610662 0.107428031 1.310168e-03 0.975
#> 397 1.661784247 0.105431758 1.285822e-03 0.975
#> 398 1.673957832 0.103466456 1.261854e-03 0.975
#> 399 1.686131417 0.101531846 1.238259e-03 0.975
#> 400 1.698305002 0.099631541 1.215084e-03 0.975
#> 401 1.710478586 0.097769014 1.192369e-03 0.975
#> 402 1.722652171 0.095935614 1.170009e-03 0.975
#> 403 1.734825756 0.094130944 1.148000e-03 0.975
#> 404 1.746999341 0.092354602 1.126336e-03 0.975
#> 405 1.759172926 0.090615501 1.105126e-03 0.975
#> 406 1.771346511 0.088905051 1.084266e-03 0.975
#> 407 1.783520096 0.087221226 1.063730e-03 0.975
#> 408 1.795693681 0.085563649 1.043515e-03 0.975
#> 409 1.807867266 0.083935805 1.023662e-03 0.975
#> 410 1.820040851 0.082339477 1.004194e-03 0.975
#> 411 1.832214436 0.080767830 9.850262e-04 0.975
#> 412 1.844388021 0.079220500 9.661553e-04 0.975
#> 413 1.856561606 0.077697123 9.475766e-04 0.975
#> 414 1.868735190 0.076205613 9.293864e-04 0.975
#> 415 1.880908775 0.074737631 9.114832e-04 0.975
#> 416 1.893082360 0.073291824 8.938505e-04 0.975
#> 417 1.905255945 0.071867728 8.764826e-04 0.975
#> 418 1.917429530 0.070468371 8.594163e-04 0.975
#> 419 1.929603115 0.069093824 8.426527e-04 0.975
#> 420 1.941776700 0.067738616 8.261248e-04 0.975
#> 421 1.953950285 0.066402112 8.098251e-04 0.975
#> 422 1.966123870 0.065083663 7.937456e-04 0.975
#> 423 1.978297455 0.063788656 7.779520e-04 0.975
#> 424 1.990471040 0.062509608 7.623530e-04 0.975
#> 425 2.002644625 0.061245456 7.469357e-04 0.975
#> 426 2.014818210 0.059995438 7.316908e-04 0.975
#> 427 2.026991795 0.058761086 7.166369e-04 0.975
#> 428 2.039165379 0.057541051 7.017576e-04 0.975
#> 429 2.051338964 0.056331862 6.870107e-04 0.975
#> 430 2.063512549 0.055132820 6.723874e-04 0.975
#> 431 2.075686134 0.053943266 6.578799e-04 0.975
#> 432 2.087859719 0.052765524 6.435164e-04 0.975
#> 433 2.100033304 0.051595337 6.292451e-04 0.975
#> 434 2.112206889 0.050432287 6.150608e-04 0.975
#> 435 2.124380474 0.049275997 6.009589e-04 0.975
#> 436 2.136554059 0.048127438 5.869514e-04 0.975
#> 437 2.148727644 0.046986122 5.730321e-04 0.975
#> 438 2.160901229 0.045850875 5.591869e-04 0.975
#> 439 2.173074814 0.044721773 5.454166e-04 0.975
#> 440 2.185248399 0.043599098 5.317247e-04 0.975
#> 441 2.197421984 0.042485711 5.181461e-04 0.975
#> 442 2.209595568 0.041379721 5.046577e-04 0.975
#> 443 2.221769153 0.040281657 4.912660e-04 0.975
#> 444 2.233942738 0.039192084 4.779778e-04 0.975
#> 445 2.246116323 0.038114126 4.648313e-04 0.975
#> 446 2.258289908 0.037048592 4.518362e-04 0.975
#> 447 2.270463493 0.035994742 4.389837e-04 0.975
#> 448 2.282637078 0.034953427 4.262841e-04 0.975
#> 449 2.294810663 0.033926184 4.137561e-04 0.975
#> 450 2.306984248 0.032919306 4.014764e-04 0.975
#> 451 2.319157833 0.031928863 3.893972e-04 1.000
#> 452 2.331331418 0.030955751 3.775293e-04 1.000
#> 453 2.343505003 0.030000852 3.658836e-04 1.000
#> 454 2.355678588 0.029070398 3.545360e-04 1.000
#> 455 2.367852172 0.028163783 3.434791e-04 1.000
#> 456 2.380025757 0.027278864 3.326869e-04 1.000
#> 457 2.392199342 0.026416323 3.221675e-04 1.000
#> 458 2.404372927 0.025578391 3.119483e-04 1.000
#> 459 2.416546512 0.024772597 3.021210e-04 1.000
#> 460 2.428720097 0.023991504 2.925950e-04 1.000
#> 461 2.440893682 0.023235456 2.833744e-04 1.000
#> 462 2.453067267 0.022504759 2.744629e-04 1.000
#> 463 2.465240852 0.021806872 2.659517e-04 1.000
#> 464 2.477414437 0.021138084 2.577953e-04 1.000
#> 465 2.489588022 0.020495128 2.499540e-04 1.000
#> 466 2.501761607 0.019877940 2.424269e-04 1.000
#> 467 2.513935192 0.019288603 2.352394e-04 1.000
#> 468 2.526108777 0.018732555 2.284580e-04 1.000
#> 469 2.538282361 0.018201287 2.219788e-04 1.000
#> 470 2.550455946 0.017694404 2.157970e-04 1.000
#> 471 2.562629531 0.017211484 2.099074e-04 1.000
#> 472 2.574803116 0.016758736 2.043858e-04 1.000
#> 473 2.586976701 0.016330603 1.991643e-04 1.000
#> 474 2.599150286 0.015923995 1.942054e-04 1.000
#> 475 2.611323871 0.015538244 1.895009e-04 1.000
#> 476 2.623497456 0.015174679 1.850670e-04 1.000
#> 477 2.635671041 0.014835452 1.809298e-04 1.000
#> 478 2.647844626 0.014513794 1.770069e-04 1.000
#> 479 2.660018211 0.014208868 1.732881e-04 1.000
#> 480 2.672191796 0.013919827 1.697631e-04 1.000
#> 481 2.684365381 0.013649977 1.664720e-04 1.000
#> 482 2.696538966 0.013394248 1.633532e-04 1.000
#> 483 2.708712550 0.013150490 1.603804e-04 1.000
#> 484 2.720886135 0.012917778 1.575423e-04 1.000
#> 485 2.733059720 0.012696251 1.548406e-04 1.000
#> 486 2.745233305 0.012485373 1.522688e-04 1.000
#> 487 2.757406890 0.012281485 1.497822e-04 1.000
#> 488 2.769580475 0.012083674 1.473698e-04 1.000
#> 489 2.781754060 0.011891033 1.450204e-04 1.000
#> 490 2.793927645 0.011703464 1.427328e-04 1.000
#> 491 2.806101230 0.011518405 1.404759e-04 1.000
#> 492 2.818274815 0.011334822 1.382369e-04 1.000
#> 493 2.830448400 0.011151939 1.360065e-04 1.000
#> 494 2.842621985 0.010968793 1.337729e-04 1.000
#> 495 2.854795570 0.010783930 1.315184e-04 1.000
#> 496 2.866969154 0.010596836 1.292366e-04 1.000
#> 497 2.879142739 0.010406969 1.269210e-04 1.000
#> 498 2.891316324 0.010213813 1.245654e-04 1.000
#> 499 2.903489909 0.010015226 1.221434e-04 1.000
#> 500 2.915663494 0.009811882 1.196635e-04 1.000
#> 501 2.927837079 0.009603712 1.171247e-04 1.000
#> 502 2.940010664 0.009390508 1.145245e-04 1.000
#> 503 2.952184249 0.009171188 1.118497e-04 1.000
#> 504 2.964357834 0.008945310 1.090950e-04 1.000
#> 505 2.976531419 0.008714177 1.062761e-04 1.000
#> 506 2.988705004 0.008477896 1.033945e-04 1.000
#> 507 3.000878589 0.008236601 1.004517e-04 1.000
#> 508 3.013052174 0.007988870 9.743045e-05 1.000
#> 509 3.025225759 0.007736889 9.435735e-05 1.000
#> 510 3.037399343 0.007481125 9.123811e-05 1.000
#> 511 3.049572928 0.007221964 8.807744e-05 1.000
#> 512 3.061746513 0.006959421 8.487552e-05 1.000
#>
#> $breaks
#> 98% 60% 20% <NA>
#> 0.03291931 0.27331536 0.37047283 Inf
#>
#> $data
#> x hdr_membership
#> 1 1.899608977 0.975
#> 2 0.218254197 0.200
#> 3 -0.567684333 0.600
#> 4 0.040457829 0.600
#> 5 -0.602216113 0.600
#> 6 -0.338709191 0.600
#> 7 1.226772110 0.975
#> 8 0.334288110 0.200
#> 9 0.761877096 0.600
#> 10 -0.568453752 0.600
#> 11 0.423414038 0.200
#> 12 0.332962513 0.200
#> 13 0.089676149 0.600
#> 14 0.625660149 0.600
#> 15 1.702687540 0.975
#> 16 -0.034512401 0.600
#> 17 -0.210885488 0.600
#> 18 0.350914706 0.200
#> 19 -1.064561751 0.975
#> 20 -1.356799706 0.975
#> 21 -0.498197337 0.600
#> 22 1.655941942 0.975
#> 23 -1.332156297 0.975
#> 24 -0.967646499 0.975
#> 25 0.740646048 0.600
#> 26 0.696868325 0.600
#> 27 1.140859597 0.975
#> 28 1.100730677 0.975
#> 29 0.822007066 0.600
#> 30 0.935612496 0.975
#> 31 0.420749820 0.200
#> 32 0.724489028 0.600
#> 33 0.494393490 0.200
#> 34 -0.424496686 0.600
#> 35 0.619843827 0.600
#> 36 0.323821211 0.200
#> 37 0.114981483 0.200
#> 38 0.247721614 0.200
#> 39 -1.985929929 0.975
#> 40 -0.178711534 0.600
#> 41 0.809359196 0.600
#> 42 -0.851683991 0.975
#> 43 0.327138280 0.200
#> 44 -0.272337584 0.600
#> 45 0.169347121 0.200
#> 46 0.308347061 0.200
#> 47 -0.516806682 0.600
#> 48 0.523434849 0.200
#> 49 2.089594708 0.975
#> 50 -1.121039186 0.975
#> 51 -1.243454969 0.975
#> 52 0.172970474 0.200
#> 53 -0.289282079 0.600
#> 54 -0.415902662 0.600
#> 55 0.456682882 0.200
#> 56 0.750154150 0.600
#> 57 2.223943019 0.975
#> 58 -0.568001579 0.600
#> 59 -1.995973051 0.975
#> 60 1.918095747 0.975
#> 61 0.706507492 0.600
#> 62 -0.719960358 0.600
#> 63 0.206044265 0.200
#> 64 0.179203353 0.200
#> 65 -0.667290036 0.600
#> 66 0.380219987 0.200
#> 67 0.481039503 0.200
#> 68 -0.635604891 0.600
#> 69 -0.618156472 0.600
#> 70 0.839181001 0.600
#> 71 0.099824615 0.200
#> 72 -0.011685890 0.600
#> 73 -0.476731496 0.600
#> 74 -0.377139215 0.600
#> 75 -0.423271775 0.600
#> 76 0.694610201 0.600
#> 77 0.106803398 0.200
#> 78 -0.259789097 0.600
#> 79 -0.098886925 0.200
#> 80 0.589788477 0.600
#> 81 -0.872461006 0.975
#> 82 1.098386189 0.975
#> 83 0.339904714 0.200
#> 84 1.949384618 0.975
#> 85 -0.030791065 0.600
#> 86 0.668540427 0.600
#> 87 0.469278219 0.200
#> 88 -1.779308667 0.975
#> 89 -0.755696634 0.600
#> 90 2.313280971 1.000
#> 91 0.994795742 0.975
#> 92 0.974283608 0.975
#> 93 -0.202044621 0.600
#> 94 0.412384853 0.200
#> 95 2.525788240 1.000
#> 96 0.625596118 0.600
#> 97 0.200721163 0.200
#> 98 2.102669700 0.975
#> 99 1.838785811 0.975
#> 100 -0.232408581 0.600
#> 101 0.166933472 0.200
#> 102 0.085334603 0.600
#> 103 1.238581742 0.975
#> 104 2.249109114 0.975
#> 105 1.503415990 0.975
#> 106 0.923455202 0.975
#> 107 -0.180091019 0.600
#> 108 -1.054809238 0.975
#> 109 0.443020989 0.200
#> 110 -0.984602420 0.975
#> 111 0.435749273 0.200
#> 112 -0.271076116 0.600
#> 113 -1.227144760 0.975
#> 114 0.339779927 0.200
#> 115 0.221011435 0.200
#> 116 -1.361336672 0.975
#> 117 -0.670943187 0.600
#> 118 0.856763638 0.600
#> 119 -1.963762222 0.975
#> 120 -0.265857718 0.600
#> 121 1.528158639 0.975
#> 122 0.342514369 0.200
#> 123 -1.260138368 0.975
#> 124 0.582139167 0.600
#> 125 1.270729416 0.975
#> 126 -0.454899376 0.600
#> 127 0.531754028 0.200
#> 128 0.493247862 0.200
#> 129 -0.546501545 0.600
#> 130 0.523577956 0.200
#> 131 0.462387864 0.200
#> 132 0.038504163 0.600
#> 133 -0.306819663 0.600
#> 134 0.400121896 0.200
#> 135 -0.223377312 0.600
#> 136 0.566670506 0.200
#> 137 0.655064148 0.600
#> 138 -0.594123896 0.600
#> 139 0.441065268 0.200
#> 140 -0.026456338 0.600
#> 141 0.175207166 0.200
#> 142 -2.252001286 0.975
#> 143 0.659889664 0.600
#> 144 0.884542025 0.600
#> 145 -0.277163787 0.600
#> 146 0.082726383 0.600
#> 147 0.745151861 0.600
#> 148 -2.455381951 1.000
#> 149 -0.565088666 0.600
#> 150 -0.676556307 0.600
#> 151 1.680233211 0.975
#> 152 0.070870580 0.600
#> 153 0.061847314 0.600
#> 154 -0.852385597 0.975
#> 155 -1.152621694 0.975
#> 156 -0.195477720 0.600
#> 157 0.879703582 0.600
#> 158 -0.200161217 0.600
#> 159 -0.432475696 0.600
#> 160 0.175992074 0.200
#> 161 -0.374598714 0.600
#> 162 1.147755140 0.975
#> 163 0.711427127 0.600
#> 164 -0.087756172 0.600
#> 165 -0.231401861 0.600
#> 166 -0.004477074 0.600
#> 167 -2.191144374 0.975
#> 168 1.104963716 0.975
#> 169 -0.139853984 0.200
#> 170 0.309426950 0.200
#> 171 -1.111371407 0.975
#> 172 -0.109162623 0.200
#> 173 0.450606156 0.200
#> 174 -0.412616969 0.600
#> 175 -0.491534188 0.600
#> 176 1.821545532 0.975
#> 177 -3.158955384 1.000
#> 178 -1.202535352 0.975
#> 179 -0.613722098 0.600
#> 180 0.713307903 0.600
#> 181 0.563375158 0.200
#> 182 1.259908296 0.975
#> 183 -0.262639249 0.600
#> 184 -1.737497059 0.975
#> 185 -0.098312946 0.200
#> 186 -0.635047520 0.600
#> 187 0.401998420 0.200
#> 188 -0.483294785 0.600
#> 189 0.741110348 0.600
#> 190 -0.204647233 0.600
#> 191 1.749601760 0.975
#> 192 1.005271492 0.975
#> 193 -0.781282972 0.600
#> 194 0.093898824 0.600
#> 195 -0.968130555 0.975
#> 196 -0.338278579 0.600
#> 197 0.742452339 0.600
#> 198 0.047480556 0.600
#> 199 -1.567483515 0.975
#> 200 0.309646175 0.200
#> 201 0.751353522 0.600
#> 202 0.365669044 0.200
#> 203 -0.729297726 0.600
#> 204 -0.345849536 0.600
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#> 748 0.555423232 0.200
#> 749 2.127432151 0.975
#> 750 -0.384679246 0.600
#> 751 0.040681881 0.600
#> 752 -1.168033778 0.975
#> 753 -0.298615535 0.600
#> 754 -0.103267225 0.200
#> 755 -0.330828491 0.600
#> 756 -0.735212133 0.600
#> 757 0.792280595 0.600
#> 758 2.091687018 0.975
#> 759 -0.477790796 0.600
#> 760 -0.520184723 0.600
#> 761 -1.937990984 0.975
#> 762 -0.564537776 0.600
#> 763 0.593969559 0.600
#> 764 -1.572650483 0.975
#> 765 1.265834889 0.975
#> 766 -0.506128007 0.600
#> 767 0.495371701 0.200
#> 768 -2.255920263 0.975
#> 769 0.900330728 0.600
#> 770 0.170649945 0.200
#> 771 -0.583143301 0.600
#> 772 0.993128571 0.975
#> 773 0.791905138 0.600
#> 774 1.139314751 0.975
#> 775 -0.548258048 0.600
#> 776 0.042860386 0.600
#> 777 0.381692098 0.200
#> 778 0.066954600 0.600
#> 779 1.097976942 0.975
#> 780 0.692555761 0.600
#> 781 -0.989676040 0.975
#> 782 0.504709944 0.200
#> 783 -0.210629524 0.600
#> 784 -1.406886970 0.975
#> 785 -1.335013878 0.975
#> 786 1.472166534 0.975
#> 787 1.495703378 0.975
#> 788 1.449027039 0.975
#> 789 -1.625925549 0.975
#> 790 -0.942331083 0.975
#> 791 0.968627555 0.975
#> 792 1.623886852 0.975
#> 793 -0.170044725 0.600
#> 794 -0.621442307 0.600
#> 795 0.401176459 0.200
#> 796 -0.734868688 0.600
#> 797 0.554033127 0.200
#> 798 -0.716546210 0.600
#> 799 1.308709316 0.975
#> 800 -1.512494327 0.975
#> 801 0.624238642 0.600
#> 802 0.778486799 0.600
#> 803 0.566358221 0.200
#> 804 -1.588576079 0.975
#> 805 1.107737597 0.975
#> 806 -1.024794495 0.975
#> 807 2.783065885 1.000
#> 808 0.244461097 0.200
#> 809 -1.156741600 0.975
#> 810 -2.302902958 1.000
#> 811 -0.605792599 0.600
#> 812 0.954607063 0.975
#> 813 0.916939936 0.975
#> 814 -0.714953900 0.600
#> 815 0.545050387 0.200
#> 816 -2.490112201 1.000
#> 817 -0.583328269 0.600
#> 818 0.576572787 0.600
#> 819 1.030655192 0.975
#> 820 -0.228510105 0.600
#> 821 1.110892632 0.975
#> 822 -1.509063971 0.975
#> 823 -0.179533185 0.600
#> 824 0.574071075 0.600
#> 825 0.616291027 0.600
#> 826 0.020968068 0.600
#> 827 3.061746513 1.000
#> 828 0.601789611 0.600
#> 829 -0.183980482 0.600
#> 830 0.566555652 0.200
#> 831 -1.021791931 0.975
#> 832 -0.915349445 0.975
#> 833 0.705994718 0.600
#> 834 0.921845675 0.975
#> 835 0.923458052 0.975
#> 836 -0.779791392 0.600
#> 837 -1.053661241 0.975
#> 838 -0.306317448 0.600
#> 839 -0.060713452 0.600
#> 840 -0.881632304 0.975
#> 841 -0.311448290 0.600
#> 842 0.426923770 0.200
#> 843 -0.051273603 0.600
#> 844 -0.149165454 0.200
#> 845 -1.891050896 0.975
#> 846 1.116834381 0.975
#> 847 0.286379033 0.200
#> 848 0.319585131 0.200
#> 849 0.204820532 0.200
#> 850 0.186988885 0.200
#> 851 0.653225537 0.600
#> 852 0.408998007 0.200
#> 853 0.165922665 0.200
#> 854 1.758519682 0.975
#> 855 1.258700417 0.975
#> 856 0.402112883 0.200
#> 857 -0.286171517 0.600
#> 858 0.664988232 0.600
#> 859 -0.149883823 0.200
#> 860 -0.556969810 0.600
#> 861 0.661320335 0.600
#> 862 0.705568734 0.600
#> 863 -1.662678685 0.975
#> 864 0.622371915 0.600
#> 865 1.055580666 0.975
#> 866 -0.504535124 0.600
#> 867 0.681782516 0.600
#> 868 1.148463136 0.975
#> 869 -0.332251847 0.600
#> 870 -1.277033382 0.975
#> 871 -0.157538824 0.200
#> 872 -1.563185104 0.975
#> 873 -0.381397160 0.600
#> 874 0.766339960 0.600
#> 875 1.268429690 0.975
#> 876 -0.276374365 0.600
#> 877 1.483101021 0.975
#> 878 -0.997775787 0.975
#> 879 2.112287645 0.975
#> 880 -0.613698793 0.600
#> 881 -0.124004617 0.200
#> 882 1.297085276 0.975
#> 883 -0.398138038 0.600
#> 884 -0.524379534 0.600
#> 885 -0.594767042 0.600
#> 886 -1.143571915 0.975
#> 887 0.542531096 0.200
#> 888 0.200800808 0.200
#> 889 1.421076870 0.975
#> 890 2.133968518 0.975
#> 891 -0.323552020 0.600
#> 892 -3.036051121 1.000
#> 893 1.185929079 0.975
#> 894 -0.180801900 0.600
#> 895 0.804234470 0.600
#> 896 -0.395179527 0.600
#> 897 -2.226174494 0.975
#> 898 -1.386617686 0.975
#> 899 -1.694845025 0.975
#> 900 -0.078393081 0.600
#> 901 -0.376740593 0.600
#> 902 0.508758270 0.200
#> 903 -0.279220368 0.600
#> 904 -0.631174737 0.600
#> 905 1.362302383 0.975
#> 906 -0.743421346 0.600
#> 907 0.703745184 0.600
#> 908 0.770137332 0.600
#> 909 -0.902974899 0.975
#> 910 0.702146598 0.600
#> 911 -1.190536203 0.975
#> 912 0.498885075 0.200
#> 913 0.274054841 0.200
#> 914 -1.525054835 0.975
#> 915 -0.530871644 0.600
#> 916 0.182052776 0.200
#> 917 -0.601726904 0.600
#> 918 1.545593972 0.975
#> 919 -0.404381611 0.600
#> 920 1.346277361 0.975
#> 921 0.782829520 0.600
#> 922 -0.201887045 0.600
#> 923 1.153563896 0.975
#> 924 -0.714202829 0.600
#> 925 1.023452134 0.975
#> 926 0.135823091 0.200
#> 927 0.067808780 0.600
#> 928 -0.129433671 0.200
#> 929 -1.198226331 0.975
#> 930 0.986712550 0.975
#> 931 0.910881264 0.600
#> 932 0.651472708 0.600
#> 933 0.689809937 0.600
#> 934 0.384724374 0.200
#> 935 -1.499130237 0.975
#> 936 1.717619866 0.975
#> 937 -0.228895847 0.600
#> 938 1.111846074 0.975
#> 939 -0.663401342 0.600
#> 940 -0.908192188 0.975
#> 941 -1.113031445 0.975
#> 942 -0.055357877 0.600
#> 943 -0.845428348 0.975
#> 944 0.954445054 0.975
#> 945 0.269200325 0.200
#> 946 0.423736162 0.200
#> 947 -1.217291153 0.975
#> 948 0.048050283 0.600
#> 949 0.229278812 0.200
#> 950 2.492002245 1.000
#> 951 0.391217022 0.200
#> 952 0.502477260 0.200
#> 953 -0.640176046 0.600
#> 954 0.329530676 0.200
#> 955 -1.369959506 0.975
#> 956 0.485149851 0.200
#> 957 0.406898930 0.200
#> 958 0.074734106 0.600
#> 959 0.318120883 0.200
#> 960 0.215311249 0.200
#> 961 0.965320499 0.975
#> 962 0.018265066 0.600
#> 963 0.188006768 0.200
#> 964 0.546075478 0.200
#> 965 -0.102161086 0.200
#> 966 0.408139068 0.200
#> 967 0.495936710 0.200
#> 968 0.081752439 0.600
#> 969 -0.249917929 0.600
#> 970 0.365078258 0.200
#> 971 -0.682098355 0.600
#> 972 -0.984612177 0.975
#> 973 -0.268844164 0.600
#> 974 1.036990940 0.975
#> 975 -1.596663589 0.975
#> 976 1.700348772 0.975
#> 977 -0.955174928 0.975
#> 978 -1.541285005 0.975
#> 979 -0.551453779 0.600
#> 980 -1.482405745 0.975
#> 981 -0.184717448 0.600
#> 982 1.481091709 0.975
#> 983 1.516219990 0.975
#> 984 0.316312614 0.200
#> 985 1.331332185 0.975
#> 986 -0.211245980 0.600
#> 987 0.398237175 0.200
#> 988 0.118843987 0.200
#> 989 0.703478750 0.600
#> 990 -0.654110333 0.600
#> 991 -0.715826490 0.600
#> 992 0.694688497 0.600
#> 993 0.408204088 0.200
#> 994 0.116200142 0.200
#> 995 0.248145718 0.200
#> 996 2.006336840 0.975
#> 997 1.077941568 0.975
#> 998 -2.021340948 0.975
#> 999 -0.966362519 0.975
#> 1000 0.651968776 0.600
#>
# Compute "population" HDRs of specified univariate pdf with `method = "fun"`
f <- function(x, sd = 1) dnorm(x, sd = sd)
get_hdr_1d(method = "fun", fun = f, range = c(-5, 5))
#> $df_est
#> x fhat fhat_discretized hdr
#> 1 -5.000000000 1.486720e-06 2.909433e-08 1.00
#> 2 -4.980430528 1.639232e-06 3.207892e-08 1.00
#> 3 -4.960861057 1.806698e-06 3.535614e-08 1.00
#> 4 -4.941291585 1.990510e-06 3.895325e-08 1.00
#> 5 -4.921722114 2.192183e-06 4.289988e-08 1.00
#> 6 -4.902152642 2.413364e-06 4.722829e-08 1.00
#> 7 -4.882583170 2.655845e-06 5.197351e-08 1.00
#> 8 -4.863013699 2.921569e-06 5.717360e-08 1.00
#> 9 -4.843444227 3.212650e-06 6.286989e-08 1.00
#> 10 -4.823874755 3.531378e-06 6.910724e-08 1.00
#> 11 -4.804305284 3.880242e-06 7.593432e-08 1.00
#> 12 -4.784735812 4.261936e-06 8.340389e-08 1.00
#> 13 -4.765166341 4.679386e-06 9.157316e-08 1.00
#> 14 -4.745596869 5.135757e-06 1.005041e-07 1.00
#> 15 -4.726027397 5.634478e-06 1.102638e-07 1.00
#> 16 -4.706457926 6.179262e-06 1.209250e-07 1.00
#> 17 -4.686888454 6.774126e-06 1.325661e-07 1.00
#> 18 -4.667318982 7.423412e-06 1.452723e-07 1.00
#> 19 -4.647749511 8.131816e-06 1.591354e-07 1.00
#> 20 -4.628180039 8.904411e-06 1.742547e-07 1.00
#> 21 -4.608610568 9.746676e-06 1.907374e-07 1.00
#> 22 -4.589041096 1.066453e-05 2.086993e-07 1.00
#> 23 -4.569471624 1.166434e-05 2.282651e-07 1.00
#> 24 -4.549902153 1.275301e-05 2.495698e-07 1.00
#> 25 -4.530332681 1.393794e-05 2.727584e-07 1.00
#> 26 -4.510763209 1.522714e-05 2.979873e-07 1.00
#> 27 -4.491193738 1.662922e-05 3.254252e-07 1.00
#> 28 -4.471624266 1.815344e-05 3.552535e-07 1.00
#> 29 -4.452054795 1.980979e-05 3.876673e-07 1.00
#> 30 -4.432485323 2.160898e-05 4.228765e-07 1.00
#> 31 -4.412915851 2.356256e-05 4.611070e-07 1.00
#> 32 -4.393346380 2.568291e-05 5.026013e-07 1.00
#> 33 -4.373776908 2.798335e-05 5.476197e-07 1.00
#> 34 -4.354207436 3.047817e-05 5.964421e-07 1.00
#> 35 -4.334637965 3.318271e-05 6.493684e-07 1.00
#> 36 -4.315068493 3.611340e-05 7.067205e-07 1.00
#> 37 -4.295499022 3.928788e-05 7.688435e-07 1.00
#> 38 -4.275929550 4.272504e-05 8.361070e-07 1.00
#> 39 -4.256360078 4.644512e-05 9.089070e-07 1.00
#> 40 -4.236790607 5.046978e-05 9.876674e-07 1.00
#> 41 -4.217221135 5.482219e-05 1.072842e-06 1.00
#> 42 -4.197651663 5.952714e-05 1.164915e-06 1.00
#> 43 -4.178082192 6.461113e-05 1.264406e-06 1.00
#> 44 -4.158512720 7.010247e-05 1.371869e-06 1.00
#> 45 -4.138943249 7.603140e-05 1.487895e-06 1.00
#> 46 -4.119373777 8.243020e-05 1.613116e-06 1.00
#> 47 -4.099804305 8.933330e-05 1.748206e-06 1.00
#> 48 -4.080234834 9.677744e-05 1.893884e-06 1.00
#> 49 -4.060665362 1.048017e-04 2.050916e-06 1.00
#> 50 -4.041095890 1.134479e-04 2.220117e-06 1.00
#> 51 -4.021526419 1.227604e-04 2.402358e-06 1.00
#> 52 -4.001956947 1.327865e-04 2.598562e-06 1.00
#> 53 -3.982387476 1.435764e-04 2.809715e-06 1.00
#> 54 -3.962818004 1.551836e-04 3.036862e-06 1.00
#> 55 -3.943248532 1.676649e-04 3.281116e-06 1.00
#> 56 -3.923679061 1.810808e-04 3.543658e-06 1.00
#> 57 -3.904109589 1.954953e-04 3.825741e-06 1.00
#> 58 -3.884540117 2.109764e-04 4.128698e-06 1.00
#> 59 -3.864970646 2.275962e-04 4.453940e-06 1.00
#> 60 -3.845401174 2.454313e-04 4.802963e-06 1.00
#> 61 -3.825831703 2.645626e-04 5.177353e-06 1.00
#> 62 -3.806262231 2.850760e-04 5.578790e-06 1.00
#> 63 -3.786692759 3.070624e-04 6.009052e-06 1.00
#> 64 -3.767123288 3.306178e-04 6.470020e-06 1.00
#> 65 -3.747553816 3.558439e-04 6.963681e-06 1.00
#> 66 -3.727984344 3.828481e-04 7.492140e-06 1.00
#> 67 -3.708414873 4.117439e-04 8.057615e-06 1.00
#> 68 -3.688845401 4.426511e-04 8.662452e-06 1.00
#> 69 -3.669275930 4.756961e-04 9.309125e-06 1.00
#> 70 -3.649706458 5.110122e-04 1.000024e-05 1.00
#> 71 -3.630136986 5.487400e-04 1.073856e-05 1.00
#> 72 -3.610567515 5.890277e-04 1.152697e-05 1.00
#> 73 -3.590998043 6.320311e-04 1.236852e-05 1.00
#> 74 -3.571428571 6.779144e-04 1.326643e-05 1.00
#> 75 -3.551859100 7.268503e-04 1.422408e-05 1.00
#> 76 -3.532289628 7.790202e-04 1.524502e-05 1.00
#> 77 -3.512720157 8.346150e-04 1.633298e-05 1.00
#> 78 -3.493150685 8.938350e-04 1.749189e-05 1.00
#> 79 -3.473581213 9.568903e-04 1.872585e-05 1.00
#> 80 -3.454011742 1.024002e-03 2.003918e-05 1.00
#> 81 -3.434442270 1.095400e-03 2.143642e-05 1.00
#> 82 -3.414872798 1.171329e-03 2.292229e-05 1.00
#> 83 -3.395303327 1.252040e-03 2.450178e-05 1.00
#> 84 -3.375733855 1.337801e-03 2.618007e-05 1.00
#> 85 -3.356164384 1.428889e-03 2.796261e-05 1.00
#> 86 -3.336594912 1.525594e-03 2.985509e-05 1.00
#> 87 -3.317025440 1.628221e-03 3.186344e-05 1.00
#> 88 -3.297455969 1.737086e-03 3.399387e-05 1.00
#> 89 -3.277886497 1.852520e-03 3.625285e-05 1.00
#> 90 -3.258317025 1.974869e-03 3.864715e-05 1.00
#> 91 -3.238747554 2.104492e-03 4.118381e-05 1.00
#> 92 -3.219178082 2.241764e-03 4.387016e-05 1.00
#> 93 -3.199608611 2.387076e-03 4.671384e-05 1.00
#> 94 -3.180039139 2.540834e-03 4.972280e-05 1.00
#> 95 -3.160469667 2.703460e-03 5.290532e-05 1.00
#> 96 -3.140900196 2.875394e-03 5.626997e-05 1.00
#> 97 -3.121330724 3.057092e-03 5.982570e-05 1.00
#> 98 -3.101761252 3.249026e-03 6.358176e-05 1.00
#> 99 -3.082191781 3.451689e-03 6.754777e-05 1.00
#> 100 -3.062622309 3.665589e-03 7.173368e-05 1.00
#> 101 -3.043052838 3.891254e-03 7.614983e-05 1.00
#> 102 -3.023483366 4.129230e-03 8.080689e-05 1.00
#> 103 -3.003913894 4.380082e-03 8.571593e-05 1.00
#> 104 -2.984344423 4.644394e-03 9.088839e-05 1.00
#> 105 -2.964774951 4.922771e-03 9.633607e-05 1.00
#> 106 -2.945205479 5.215834e-03 1.020712e-04 1.00
#> 107 -2.925636008 5.524229e-03 1.081063e-04 1.00
#> 108 -2.906066536 5.848618e-03 1.144544e-04 1.00
#> 109 -2.886497065 6.189684e-03 1.211289e-04 1.00
#> 110 -2.866927593 6.548132e-03 1.281436e-04 1.00
#> 111 -2.847358121 6.924685e-03 1.355125e-04 1.00
#> 112 -2.827788650 7.320089e-03 1.432503e-04 1.00
#> 113 -2.808219178 7.735107e-03 1.513720e-04 1.00
#> 114 -2.788649706 8.170525e-03 1.598929e-04 1.00
#> 115 -2.769080235 8.627149e-03 1.688288e-04 1.00
#> 116 -2.749510763 9.105804e-03 1.781959e-04 1.00
#> 117 -2.729941292 9.607336e-03 1.880106e-04 1.00
#> 118 -2.710371820 1.013261e-02 1.982900e-04 1.00
#> 119 -2.690802348 1.068251e-02 2.090512e-04 1.00
#> 120 -2.671232877 1.125795e-02 2.203122e-04 1.00
#> 121 -2.651663405 1.185983e-02 2.320908e-04 1.00
#> 122 -2.632093933 1.248912e-02 2.444055e-04 1.00
#> 123 -2.612524462 1.314675e-02 2.572751e-04 1.00
#> 124 -2.592954990 1.383372e-02 2.707187e-04 1.00
#> 125 -2.573385519 1.455101e-02 2.847557e-04 0.99
#> 126 -2.553816047 1.529963e-02 2.994058e-04 0.99
#> 127 -2.534246575 1.608061e-02 3.146891e-04 0.99
#> 128 -2.514677104 1.689498e-02 3.306259e-04 0.99
#> 129 -2.495107632 1.774379e-02 3.472368e-04 0.99
#> 130 -2.475538160 1.862812e-02 3.645426e-04 0.99
#> 131 -2.455968689 1.954903e-02 3.825644e-04 0.99
#> 132 -2.436399217 2.050761e-02 4.013234e-04 0.99
#> 133 -2.416829746 2.150496e-02 4.208410e-04 0.99
#> 134 -2.397260274 2.254218e-02 4.411388e-04 0.99
#> 135 -2.377690802 2.362038e-02 4.622386e-04 0.99
#> 136 -2.358121331 2.474067e-02 4.841622e-04 0.99
#> 137 -2.338551859 2.590418e-02 5.069314e-04 0.99
#> 138 -2.318982387 2.711202e-02 5.305682e-04 0.99
#> 139 -2.299412916 2.836531e-02 5.550944e-04 0.99
#> 140 -2.279843444 2.966517e-02 5.805320e-04 0.99
#> 141 -2.260273973 3.101272e-02 6.069029e-04 0.99
#> 142 -2.240704501 3.240907e-02 6.342288e-04 0.99
#> 143 -2.221135029 3.385533e-02 6.625312e-04 0.99
#> 144 -2.201565558 3.535258e-02 6.918316e-04 0.99
#> 145 -2.181996086 3.690191e-02 7.221513e-04 0.99
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#> 147 -2.142857143 4.016108e-02 7.859316e-04 0.99
#> 148 -2.123287671 4.187301e-02 8.194331e-04 0.99
#> 149 -2.103718200 4.364120e-02 8.540357e-04 0.99
#> 150 -2.084148728 4.546664e-02 8.897585e-04 0.99
#> 151 -2.064579256 4.735029e-02 9.266207e-04 0.99
#> 152 -2.045009785 4.929311e-02 9.646406e-04 0.99
#> 153 -2.025440313 5.129599e-02 1.003836e-03 0.99
#> 154 -2.005870841 5.335981e-02 1.044224e-03 0.99
#> 155 -1.986301370 5.548541e-02 1.085821e-03 0.99
#> 156 -1.966731898 5.767360e-02 1.128643e-03 0.99
#> 157 -1.947162427 5.992513e-02 1.172704e-03 0.95
#> 158 -1.927592955 6.224072e-02 1.218019e-03 0.95
#> 159 -1.908023483 6.462103e-02 1.264600e-03 0.95
#> 160 -1.888454012 6.706669e-02 1.312460e-03 0.95
#> 161 -1.868884540 6.957825e-02 1.361610e-03 0.95
#> 162 -1.849315068 7.215623e-02 1.412060e-03 0.95
#> 163 -1.829745597 7.480108e-02 1.463818e-03 0.95
#> 164 -1.810176125 7.751318e-02 1.516893e-03 0.95
#> 165 -1.790606654 8.029286e-02 1.571290e-03 0.95
#> 166 -1.771037182 8.314037e-02 1.627014e-03 0.95
#> 167 -1.751467710 8.605591e-02 1.684070e-03 0.95
#> 168 -1.731898239 8.903958e-02 1.742458e-03 0.95
#> 169 -1.712328767 9.209143e-02 1.802182e-03 0.95
#> 170 -1.692759295 9.521140e-02 1.863238e-03 0.95
#> 171 -1.673189824 9.839939e-02 1.925625e-03 0.95
#> 172 -1.653620352 1.016552e-01 1.989339e-03 0.95
#> 173 -1.634050881 1.049785e-01 2.054375e-03 0.95
#> 174 -1.614481409 1.083690e-01 2.120724e-03 0.95
#> 175 -1.594911937 1.118261e-01 2.188378e-03 0.95
#> 176 -1.575342466 1.153493e-01 2.257326e-03 0.95
#> 177 -1.555772994 1.189380e-01 2.327554e-03 0.95
#> 178 -1.536203523 1.225913e-01 2.399048e-03 0.95
#> 179 -1.516634051 1.263085e-01 2.471792e-03 0.95
#> 180 -1.497064579 1.300886e-01 2.545766e-03 0.95
#> 181 -1.477495108 1.339305e-01 2.620950e-03 0.95
#> 182 -1.457925636 1.378330e-01 2.697321e-03 0.95
#> 183 -1.438356164 1.417950e-01 2.774855e-03 0.95
#> 184 -1.418786693 1.458150e-01 2.853525e-03 0.95
#> 185 -1.399217221 1.498916e-01 2.933301e-03 0.95
#> 186 -1.379647750 1.540231e-01 3.014153e-03 0.95
#> 187 -1.360078278 1.582079e-01 3.096048e-03 0.95
#> 188 -1.340508806 1.624442e-01 3.178950e-03 0.95
#> 189 -1.320939335 1.667301e-01 3.262822e-03 0.95
#> 190 -1.301369863 1.710635e-01 3.347625e-03 0.95
#> 191 -1.281800391 1.754424e-01 3.433316e-03 0.80
#> 192 -1.262230920 1.798644e-01 3.519853e-03 0.80
#> 193 -1.242661448 1.843273e-01 3.607190e-03 0.80
#> 194 -1.223091977 1.888286e-01 3.695278e-03 0.80
#> 195 -1.203522505 1.933658e-01 3.784068e-03 0.80
#> 196 -1.183953033 1.979361e-01 3.873507e-03 0.80
#> 197 -1.164383562 2.025369e-01 3.963543e-03 0.80
#> 198 -1.144814090 2.071653e-01 4.054118e-03 0.80
#> 199 -1.125244618 2.118183e-01 4.145175e-03 0.80
#> 200 -1.105675147 2.164929e-01 4.236655e-03 0.80
#> 201 -1.086105675 2.211860e-01 4.328496e-03 0.80
#> 202 -1.066536204 2.258943e-01 4.420634e-03 0.80
#> 203 -1.046966732 2.306144e-01 4.513005e-03 0.80
#> 204 -1.027397260 2.353430e-01 4.605541e-03 0.80
#> 205 -1.007827789 2.400767e-01 4.698176e-03 0.80
#> 206 -0.988258317 2.448117e-01 4.790839e-03 0.80
#> 207 -0.968688845 2.495446e-01 4.883459e-03 0.80
#> 208 -0.949119374 2.542716e-01 4.975963e-03 0.80
#> 209 -0.929549902 2.589889e-01 5.068279e-03 0.80
#> 210 -0.909980431 2.636927e-01 5.160330e-03 0.80
#> 211 -0.890410959 2.683792e-01 5.252042e-03 0.80
#> 212 -0.870841487 2.730444e-01 5.343337e-03 0.80
#> 213 -0.851272016 2.776843e-01 5.434137e-03 0.80
#> 214 -0.831702544 2.822949e-01 5.524365e-03 0.80
#> 215 -0.812133072 2.868722e-01 5.613940e-03 0.80
#> 216 -0.792563601 2.914120e-01 5.702783e-03 0.80
#> 217 -0.772994129 2.959104e-01 5.790814e-03 0.80
#> 218 -0.753424658 3.003632e-01 5.877952e-03 0.80
#> 219 -0.733855186 3.047662e-01 5.964117e-03 0.80
#> 220 -0.714285714 3.091154e-01 6.049229e-03 0.80
#> 221 -0.694716243 3.134066e-01 6.133205e-03 0.80
#> 222 -0.675146771 3.176357e-01 6.215966e-03 0.80
#> 223 -0.655577299 3.217986e-01 6.297432e-03 0.50
#> 224 -0.636007828 3.258913e-01 6.377523e-03 0.50
#> 225 -0.616438356 3.299096e-01 6.456160e-03 0.50
#> 226 -0.596868885 3.338496e-01 6.533263e-03 0.50
#> 227 -0.577299413 3.377073e-01 6.608756e-03 0.50
#> 228 -0.557729941 3.414787e-01 6.682562e-03 0.50
#> 229 -0.538160470 3.451601e-01 6.754605e-03 0.50
#> 230 -0.518590998 3.487476e-01 6.824810e-03 0.50
#> 231 -0.499021526 3.522374e-01 6.893104e-03 0.50
#> 232 -0.479452055 3.556260e-01 6.959417e-03 0.50
#> 233 -0.459882583 3.589097e-01 7.023676e-03 0.50
#> 234 -0.440313112 3.620850e-01 7.085816e-03 0.50
#> 235 -0.420743640 3.651485e-01 7.145767e-03 0.50
#> 236 -0.401174168 3.680970e-01 7.203467e-03 0.50
#> 237 -0.381604697 3.709271e-01 7.258852e-03 0.50
#> 238 -0.362035225 3.736360e-01 7.311863e-03 0.50
#> 239 -0.342465753 3.762205e-01 7.362440e-03 0.50
#> 240 -0.322896282 3.786778e-01 7.410529e-03 0.50
#> 241 -0.303326810 3.810053e-01 7.456076e-03 0.50
#> 242 -0.283757339 3.832002e-01 7.499030e-03 0.50
#> 243 -0.264187867 3.852603e-01 7.539344e-03 0.50
#> 244 -0.244618395 3.871831e-01 7.576973e-03 0.50
#> 245 -0.225048924 3.889665e-01 7.611873e-03 0.50
#> 246 -0.205479452 3.906085e-01 7.644007e-03 0.50
#> 247 -0.185909980 3.921073e-01 7.673337e-03 0.50
#> 248 -0.166340509 3.934611e-01 7.699830e-03 0.50
#> 249 -0.146771037 3.946684e-01 7.723456e-03 0.50
#> 250 -0.127201566 3.957278e-01 7.744188e-03 0.50
#> 251 -0.107632094 3.966382e-01 7.762003e-03 0.50
#> 252 -0.088062622 3.973984e-01 7.776880e-03 0.50
#> 253 -0.068493151 3.980076e-01 7.788803e-03 0.50
#> 254 -0.048923679 3.984651e-01 7.797756e-03 0.50
#> 255 -0.029354207 3.987704e-01 7.803731e-03 0.50
#> 256 -0.009784736 3.989232e-01 7.806720e-03 0.50
#> 257 0.009784736 3.989232e-01 7.806720e-03 0.50
#> 258 0.029354207 3.987704e-01 7.803731e-03 0.50
#> 259 0.048923679 3.984651e-01 7.797756e-03 0.50
#> 260 0.068493151 3.980076e-01 7.788803e-03 0.50
#> 261 0.088062622 3.973984e-01 7.776880e-03 0.50
#> 262 0.107632094 3.966382e-01 7.762003e-03 0.50
#> 263 0.127201566 3.957278e-01 7.744188e-03 0.50
#> 264 0.146771037 3.946684e-01 7.723456e-03 0.50
#> 265 0.166340509 3.934611e-01 7.699830e-03 0.50
#> 266 0.185909980 3.921073e-01 7.673337e-03 0.50
#> 267 0.205479452 3.906085e-01 7.644007e-03 0.50
#> 268 0.225048924 3.889665e-01 7.611873e-03 0.50
#> 269 0.244618395 3.871831e-01 7.576973e-03 0.50
#> 270 0.264187867 3.852603e-01 7.539344e-03 0.50
#> 271 0.283757339 3.832002e-01 7.499030e-03 0.50
#> 272 0.303326810 3.810053e-01 7.456076e-03 0.50
#> 273 0.322896282 3.786778e-01 7.410529e-03 0.50
#> 274 0.342465753 3.762205e-01 7.362440e-03 0.50
#> 275 0.362035225 3.736360e-01 7.311863e-03 0.50
#> 276 0.381604697 3.709271e-01 7.258852e-03 0.50
#> 277 0.401174168 3.680970e-01 7.203467e-03 0.50
#> 278 0.420743640 3.651485e-01 7.145767e-03 0.50
#> 279 0.440313112 3.620850e-01 7.085816e-03 0.50
#> 280 0.459882583 3.589097e-01 7.023676e-03 0.50
#> 281 0.479452055 3.556260e-01 6.959417e-03 0.50
#> 282 0.499021526 3.522374e-01 6.893104e-03 0.50
#> 283 0.518590998 3.487476e-01 6.824810e-03 0.50
#> 284 0.538160470 3.451601e-01 6.754605e-03 0.50
#> 285 0.557729941 3.414787e-01 6.682562e-03 0.50
#> 286 0.577299413 3.377073e-01 6.608756e-03 0.50
#> 287 0.596868885 3.338496e-01 6.533263e-03 0.50
#> 288 0.616438356 3.299096e-01 6.456160e-03 0.50
#> 289 0.636007828 3.258913e-01 6.377523e-03 0.50
#> 290 0.655577299 3.217986e-01 6.297432e-03 0.50
#> 291 0.675146771 3.176357e-01 6.215966e-03 0.50
#> 292 0.694716243 3.134066e-01 6.133205e-03 0.80
#> 293 0.714285714 3.091154e-01 6.049229e-03 0.80
#> 294 0.733855186 3.047662e-01 5.964117e-03 0.80
#> 295 0.753424658 3.003632e-01 5.877952e-03 0.80
#> 296 0.772994129 2.959104e-01 5.790814e-03 0.80
#> 297 0.792563601 2.914120e-01 5.702783e-03 0.80
#> 298 0.812133072 2.868722e-01 5.613940e-03 0.80
#> 299 0.831702544 2.822949e-01 5.524365e-03 0.80
#> 300 0.851272016 2.776843e-01 5.434137e-03 0.80
#> 301 0.870841487 2.730444e-01 5.343337e-03 0.80
#> 302 0.890410959 2.683792e-01 5.252042e-03 0.80
#> 303 0.909980431 2.636927e-01 5.160330e-03 0.80
#> 304 0.929549902 2.589889e-01 5.068279e-03 0.80
#> 305 0.949119374 2.542716e-01 4.975963e-03 0.80
#> 306 0.968688845 2.495446e-01 4.883459e-03 0.80
#> 307 0.988258317 2.448117e-01 4.790839e-03 0.80
#> 308 1.007827789 2.400767e-01 4.698176e-03 0.80
#> 309 1.027397260 2.353430e-01 4.605541e-03 0.80
#> 310 1.046966732 2.306144e-01 4.513005e-03 0.80
#> 311 1.066536204 2.258943e-01 4.420634e-03 0.80
#> 312 1.086105675 2.211860e-01 4.328496e-03 0.80
#> 313 1.105675147 2.164929e-01 4.236655e-03 0.80
#> 314 1.125244618 2.118183e-01 4.145175e-03 0.80
#> 315 1.144814090 2.071653e-01 4.054118e-03 0.80
#> 316 1.164383562 2.025369e-01 3.963543e-03 0.80
#> 317 1.183953033 1.979361e-01 3.873507e-03 0.80
#> 318 1.203522505 1.933658e-01 3.784068e-03 0.80
#> 319 1.223091977 1.888286e-01 3.695278e-03 0.80
#> 320 1.242661448 1.843273e-01 3.607190e-03 0.80
#> 321 1.262230920 1.798644e-01 3.519853e-03 0.80
#> 322 1.281800391 1.754424e-01 3.433316e-03 0.80
#> 323 1.301369863 1.710635e-01 3.347625e-03 0.95
#> 324 1.320939335 1.667301e-01 3.262822e-03 0.95
#> 325 1.340508806 1.624442e-01 3.178950e-03 0.95
#> 326 1.360078278 1.582079e-01 3.096048e-03 0.95
#> 327 1.379647750 1.540231e-01 3.014153e-03 0.95
#> 328 1.399217221 1.498916e-01 2.933301e-03 0.95
#> 329 1.418786693 1.458150e-01 2.853525e-03 0.95
#> 330 1.438356164 1.417950e-01 2.774855e-03 0.95
#> 331 1.457925636 1.378330e-01 2.697321e-03 0.95
#> 332 1.477495108 1.339305e-01 2.620950e-03 0.95
#> 333 1.497064579 1.300886e-01 2.545766e-03 0.95
#> 334 1.516634051 1.263085e-01 2.471792e-03 0.95
#> 335 1.536203523 1.225913e-01 2.399048e-03 0.95
#> 336 1.555772994 1.189380e-01 2.327554e-03 0.95
#> 337 1.575342466 1.153493e-01 2.257326e-03 0.95
#> 338 1.594911937 1.118261e-01 2.188378e-03 0.95
#> 339 1.614481409 1.083690e-01 2.120724e-03 0.95
#> 340 1.634050881 1.049785e-01 2.054375e-03 0.95
#> 341 1.653620352 1.016552e-01 1.989339e-03 0.95
#> 342 1.673189824 9.839939e-02 1.925625e-03 0.95
#> 343 1.692759295 9.521140e-02 1.863238e-03 0.95
#> 344 1.712328767 9.209143e-02 1.802182e-03 0.95
#> 345 1.731898239 8.903958e-02 1.742458e-03 0.95
#> 346 1.751467710 8.605591e-02 1.684070e-03 0.95
#> 347 1.771037182 8.314037e-02 1.627014e-03 0.95
#> 348 1.790606654 8.029286e-02 1.571290e-03 0.95
#> 349 1.810176125 7.751318e-02 1.516893e-03 0.95
#> 350 1.829745597 7.480108e-02 1.463818e-03 0.95
#> 351 1.849315068 7.215623e-02 1.412060e-03 0.95
#> 352 1.868884540 6.957825e-02 1.361610e-03 0.95
#> 353 1.888454012 6.706669e-02 1.312460e-03 0.95
#> 354 1.908023483 6.462103e-02 1.264600e-03 0.95
#> 355 1.927592955 6.224072e-02 1.218019e-03 0.95
#> 356 1.947162427 5.992513e-02 1.172704e-03 0.95
#> 357 1.966731898 5.767360e-02 1.128643e-03 0.95
#> 358 1.986301370 5.548541e-02 1.085821e-03 0.99
#> 359 2.005870841 5.335981e-02 1.044224e-03 0.99
#> 360 2.025440313 5.129599e-02 1.003836e-03 0.99
#> 361 2.045009785 4.929311e-02 9.646406e-04 0.99
#> 362 2.064579256 4.735029e-02 9.266207e-04 0.99
#> 363 2.084148728 4.546664e-02 8.897585e-04 0.99
#> 364 2.103718200 4.364120e-02 8.540357e-04 0.99
#> 365 2.123287671 4.187301e-02 8.194331e-04 0.99
#> 366 2.142857143 4.016108e-02 7.859316e-04 0.99
#> 367 2.162426614 3.850439e-02 7.535110e-04 0.99
#> 368 2.181996086 3.690191e-02 7.221513e-04 0.99
#> 369 2.201565558 3.535258e-02 6.918316e-04 0.99
#> 370 2.221135029 3.385533e-02 6.625312e-04 0.99
#> 371 2.240704501 3.240907e-02 6.342288e-04 0.99
#> 372 2.260273973 3.101272e-02 6.069029e-04 0.99
#> 373 2.279843444 2.966517e-02 5.805320e-04 0.99
#> 374 2.299412916 2.836531e-02 5.550944e-04 0.99
#> 375 2.318982387 2.711202e-02 5.305682e-04 0.99
#> 376 2.338551859 2.590418e-02 5.069314e-04 0.99
#> 377 2.358121331 2.474067e-02 4.841622e-04 0.99
#> 378 2.377690802 2.362038e-02 4.622386e-04 0.99
#> 379 2.397260274 2.254218e-02 4.411388e-04 0.99
#> 380 2.416829746 2.150496e-02 4.208410e-04 0.99
#> 381 2.436399217 2.050761e-02 4.013234e-04 0.99
#> 382 2.455968689 1.954903e-02 3.825644e-04 0.99
#> 383 2.475538160 1.862812e-02 3.645426e-04 0.99
#> 384 2.495107632 1.774379e-02 3.472368e-04 0.99
#> 385 2.514677104 1.689498e-02 3.306259e-04 0.99
#> 386 2.534246575 1.608061e-02 3.146891e-04 0.99
#> 387 2.553816047 1.529963e-02 2.994058e-04 0.99
#> 388 2.573385519 1.455101e-02 2.847557e-04 0.99
#> 389 2.592954990 1.383372e-02 2.707187e-04 1.00
#> 390 2.612524462 1.314675e-02 2.572751e-04 1.00
#> 391 2.632093933 1.248912e-02 2.444055e-04 1.00
#> 392 2.651663405 1.185983e-02 2.320908e-04 1.00
#> 393 2.671232877 1.125795e-02 2.203122e-04 1.00
#> 394 2.690802348 1.068251e-02 2.090512e-04 1.00
#> 395 2.710371820 1.013261e-02 1.982900e-04 1.00
#> 396 2.729941292 9.607336e-03 1.880106e-04 1.00
#> 397 2.749510763 9.105804e-03 1.781959e-04 1.00
#> 398 2.769080235 8.627149e-03 1.688288e-04 1.00
#> 399 2.788649706 8.170525e-03 1.598929e-04 1.00
#> 400 2.808219178 7.735107e-03 1.513720e-04 1.00
#> 401 2.827788650 7.320089e-03 1.432503e-04 1.00
#> 402 2.847358121 6.924685e-03 1.355125e-04 1.00
#> 403 2.866927593 6.548132e-03 1.281436e-04 1.00
#> 404 2.886497065 6.189684e-03 1.211289e-04 1.00
#> 405 2.906066536 5.848618e-03 1.144544e-04 1.00
#> 406 2.925636008 5.524229e-03 1.081063e-04 1.00
#> 407 2.945205479 5.215834e-03 1.020712e-04 1.00
#> 408 2.964774951 4.922771e-03 9.633607e-05 1.00
#> 409 2.984344423 4.644394e-03 9.088839e-05 1.00
#> 410 3.003913894 4.380082e-03 8.571593e-05 1.00
#> 411 3.023483366 4.129230e-03 8.080689e-05 1.00
#> 412 3.043052838 3.891254e-03 7.614983e-05 1.00
#> 413 3.062622309 3.665589e-03 7.173368e-05 1.00
#> 414 3.082191781 3.451689e-03 6.754777e-05 1.00
#> 415 3.101761252 3.249026e-03 6.358176e-05 1.00
#> 416 3.121330724 3.057092e-03 5.982570e-05 1.00
#> 417 3.140900196 2.875394e-03 5.626997e-05 1.00
#> 418 3.160469667 2.703460e-03 5.290532e-05 1.00
#> 419 3.180039139 2.540834e-03 4.972280e-05 1.00
#> 420 3.199608611 2.387076e-03 4.671384e-05 1.00
#> 421 3.219178082 2.241764e-03 4.387016e-05 1.00
#> 422 3.238747554 2.104492e-03 4.118381e-05 1.00
#> 423 3.258317025 1.974869e-03 3.864715e-05 1.00
#> 424 3.277886497 1.852520e-03 3.625285e-05 1.00
#> 425 3.297455969 1.737086e-03 3.399387e-05 1.00
#> 426 3.317025440 1.628221e-03 3.186344e-05 1.00
#> 427 3.336594912 1.525594e-03 2.985509e-05 1.00
#> 428 3.356164384 1.428889e-03 2.796261e-05 1.00
#> 429 3.375733855 1.337801e-03 2.618007e-05 1.00
#> 430 3.395303327 1.252040e-03 2.450178e-05 1.00
#> 431 3.414872798 1.171329e-03 2.292229e-05 1.00
#> 432 3.434442270 1.095400e-03 2.143642e-05 1.00
#> 433 3.454011742 1.024002e-03 2.003918e-05 1.00
#> 434 3.473581213 9.568903e-04 1.872585e-05 1.00
#> 435 3.493150685 8.938350e-04 1.749189e-05 1.00
#> 436 3.512720157 8.346150e-04 1.633298e-05 1.00
#> 437 3.532289628 7.790202e-04 1.524502e-05 1.00
#> 438 3.551859100 7.268503e-04 1.422408e-05 1.00
#> 439 3.571428571 6.779144e-04 1.326643e-05 1.00
#> 440 3.590998043 6.320311e-04 1.236852e-05 1.00
#> 441 3.610567515 5.890277e-04 1.152697e-05 1.00
#> 442 3.630136986 5.487400e-04 1.073856e-05 1.00
#> 443 3.649706458 5.110122e-04 1.000024e-05 1.00
#> 444 3.669275930 4.756961e-04 9.309125e-06 1.00
#> 445 3.688845401 4.426511e-04 8.662452e-06 1.00
#> 446 3.708414873 4.117439e-04 8.057615e-06 1.00
#> 447 3.727984344 3.828481e-04 7.492140e-06 1.00
#> 448 3.747553816 3.558439e-04 6.963681e-06 1.00
#> 449 3.767123288 3.306178e-04 6.470020e-06 1.00
#> 450 3.786692759 3.070624e-04 6.009052e-06 1.00
#> 451 3.806262231 2.850760e-04 5.578790e-06 1.00
#> 452 3.825831703 2.645626e-04 5.177353e-06 1.00
#> 453 3.845401174 2.454313e-04 4.802963e-06 1.00
#> 454 3.864970646 2.275962e-04 4.453940e-06 1.00
#> 455 3.884540117 2.109764e-04 4.128698e-06 1.00
#> 456 3.904109589 1.954953e-04 3.825741e-06 1.00
#> 457 3.923679061 1.810808e-04 3.543658e-06 1.00
#> 458 3.943248532 1.676649e-04 3.281116e-06 1.00
#> 459 3.962818004 1.551836e-04 3.036862e-06 1.00
#> 460 3.982387476 1.435764e-04 2.809715e-06 1.00
#> 461 4.001956947 1.327865e-04 2.598562e-06 1.00
#> 462 4.021526419 1.227604e-04 2.402358e-06 1.00
#> 463 4.041095890 1.134479e-04 2.220117e-06 1.00
#> 464 4.060665362 1.048017e-04 2.050916e-06 1.00
#> 465 4.080234834 9.677744e-05 1.893884e-06 1.00
#> 466 4.099804305 8.933330e-05 1.748206e-06 1.00
#> 467 4.119373777 8.243020e-05 1.613116e-06 1.00
#> 468 4.138943249 7.603140e-05 1.487895e-06 1.00
#> 469 4.158512720 7.010247e-05 1.371869e-06 1.00
#> 470 4.178082192 6.461113e-05 1.264406e-06 1.00
#> 471 4.197651663 5.952714e-05 1.164915e-06 1.00
#> 472 4.217221135 5.482219e-05 1.072842e-06 1.00
#> 473 4.236790607 5.046978e-05 9.876674e-07 1.00
#> 474 4.256360078 4.644512e-05 9.089070e-07 1.00
#> 475 4.275929550 4.272504e-05 8.361070e-07 1.00
#> 476 4.295499022 3.928788e-05 7.688435e-07 1.00
#> 477 4.315068493 3.611340e-05 7.067205e-07 1.00
#> 478 4.334637965 3.318271e-05 6.493684e-07 1.00
#> 479 4.354207436 3.047817e-05 5.964421e-07 1.00
#> 480 4.373776908 2.798335e-05 5.476197e-07 1.00
#> 481 4.393346380 2.568291e-05 5.026013e-07 1.00
#> 482 4.412915851 2.356256e-05 4.611070e-07 1.00
#> 483 4.432485323 2.160898e-05 4.228765e-07 1.00
#> 484 4.452054795 1.980979e-05 3.876673e-07 1.00
#> 485 4.471624266 1.815344e-05 3.552535e-07 1.00
#> 486 4.491193738 1.662922e-05 3.254252e-07 1.00
#> 487 4.510763209 1.522714e-05 2.979873e-07 1.00
#> 488 4.530332681 1.393794e-05 2.727584e-07 1.00
#> 489 4.549902153 1.275301e-05 2.495698e-07 1.00
#> 490 4.569471624 1.166434e-05 2.282651e-07 1.00
#> 491 4.589041096 1.066453e-05 2.086993e-07 1.00
#> 492 4.608610568 9.746676e-06 1.907374e-07 1.00
#> 493 4.628180039 8.904411e-06 1.742547e-07 1.00
#> 494 4.647749511 8.131816e-06 1.591354e-07 1.00
#> 495 4.667318982 7.423412e-06 1.452723e-07 1.00
#> 496 4.686888454 6.774126e-06 1.325661e-07 1.00
#> 497 4.706457926 6.179262e-06 1.209250e-07 1.00
#> 498 4.726027397 5.634478e-06 1.102638e-07 1.00
#> 499 4.745596869 5.135757e-06 1.005041e-07 1.00
#> 500 4.765166341 4.679386e-06 9.157316e-08 1.00
#> 501 4.784735812 4.261936e-06 8.340389e-08 1.00
#> 502 4.804305284 3.880242e-06 7.593432e-08 1.00
#> 503 4.823874755 3.531378e-06 6.910724e-08 1.00
#> 504 4.843444227 3.212650e-06 6.286989e-08 1.00
#> 505 4.863013699 2.921569e-06 5.717360e-08 1.00
#> 506 4.882583170 2.655845e-06 5.197351e-08 1.00
#> 507 4.902152642 2.413364e-06 4.722829e-08 1.00
#> 508 4.921722114 2.192183e-06 4.289988e-08 1.00
#> 509 4.941291585 1.990510e-06 3.895325e-08 1.00
#> 510 4.960861057 1.806698e-06 3.535614e-08 1.00
#> 511 4.980430528 1.639232e-06 3.207892e-08 1.00
#> 512 5.000000000 1.486720e-06 2.909433e-08 1.00
#>
#> $breaks
#> 99% 95% 80% 50% <NA>
#> 0.01455101 0.05767360 0.17544237 0.31763571 Inf
#>
#> $data
#> NULL
#>
get_hdr_1d(method = "fun", fun = f, range = c(-5, 5), args = list(sd = .5))
#> $df_est
#> x fhat fhat_discretized hdr
#> 1 -5.000000000 1.538920e-22 3.011585e-24 1.00
#> 2 -4.980430528 2.274373e-22 4.450827e-24 1.00
#> 3 -4.960861057 3.356155e-22 6.567817e-24 1.00
#> 4 -4.941291585 4.944895e-22 9.676897e-24 1.00
#> 5 -4.921722114 7.274562e-22 1.423593e-23 1.00
#> 6 -4.902152642 1.068541e-21 2.091079e-23 1.00
#> 7 -4.882583170 1.567150e-21 3.066830e-23 1.00
#> 8 -4.863013699 2.294904e-21 4.491006e-23 1.00
#> 9 -4.843444227 3.355469e-21 6.566476e-23 1.00
#> 10 -4.823874755 4.898653e-21 9.586405e-23 1.00
#> 11 -4.804305284 7.140602e-21 1.397378e-22 1.00
#> 12 -4.784735812 1.039268e-20 2.033793e-22 1.00
#> 13 -4.765166341 1.510272e-20 2.955523e-22 1.00
#> 14 -4.745596869 2.191379e-20 4.288414e-22 1.00
#> 15 -4.726027397 3.174787e-20 6.212891e-22 1.00
#> 16 -4.706457926 4.592470e-20 8.987222e-22 1.00
#> 17 -4.686888454 6.633043e-20 1.298052e-21 1.00
#> 18 -4.667318982 9.565640e-20 1.871945e-21 1.00
#> 19 -4.647749511 1.377368e-19 2.695436e-21 1.00
#> 20 -4.628180039 1.980253e-19 3.875250e-21 1.00
#> 21 -4.608610568 2.842667e-19 5.562949e-21 1.00
#> 22 -4.589041096 4.074423e-19 7.973430e-21 1.00
#> 23 -4.569471624 5.830971e-19 1.141090e-20 1.00
#> 24 -4.549902153 8.332022e-19 1.630533e-20 1.00
#> 25 -4.530332681 1.188761e-18 2.326343e-20 1.00
#> 26 -4.510763209 1.693455e-18 3.314002e-20 1.00
#> 27 -4.491193738 2.408726e-18 4.713749e-20 1.00
#> 28 -4.471624266 3.420864e-18 6.694450e-20 1.00
#> 29 -4.452054795 4.850863e-18 9.492882e-20 1.00
#> 30 -4.432485323 6.868104e-18 1.344052e-19 1.00
#> 31 -4.412915851 9.709334e-18 1.900065e-19 1.00
#> 32 -4.393346380 1.370493e-17 2.681982e-19 1.00
#> 33 -4.373776908 1.931518e-17 3.779879e-19 1.00
#> 34 -4.354207436 2.718038e-17 5.319057e-19 1.00
#> 35 -4.334637965 3.818977e-17 7.473537e-19 1.00
#> 36 -4.315068493 5.357637e-17 1.048461e-18 1.00
#> 37 -4.295499022 7.504715e-17 1.468633e-18 1.00
#> 38 -4.275929550 1.049615e-16 2.054040e-18 1.00
#> 39 -4.256360078 1.465751e-16 2.868398e-18 1.00
#> 40 -4.236790607 2.043739e-16 3.999489e-18 1.00
#> 41 -4.217221135 2.845281e-16 5.568065e-18 1.00
#> 42 -4.197651663 3.955121e-16 7.739963e-18 1.00
#> 43 -4.178082192 5.489453e-16 1.074257e-17 1.00
#> 44 -4.158512720 7.607344e-16 1.488717e-17 1.00
#> 45 -4.138943249 1.052620e-15 2.059922e-17 1.00
#> 46 -4.119373777 1.454271e-15 2.845931e-17 1.00
#> 47 -4.099804305 2.006104e-15 3.925839e-17 1.00
#> 48 -4.080234834 2.763098e-15 5.407236e-17 1.00
#> 49 -4.060665362 3.799915e-15 7.436233e-17 1.00
#> 50 -4.041095890 5.217785e-15 1.021093e-16 1.00
#> 51 -4.021526419 7.153742e-15 1.399949e-16 1.00
#> 52 -4.001956947 9.792984e-15 1.916435e-16 1.00
#> 53 -3.982387476 1.338541e-14 2.619453e-16 1.00
#> 54 -3.962818004 1.826765e-14 3.574883e-16 1.00
#> 55 -3.943248532 2.489251e-14 4.871333e-16 1.00
#> 56 -3.923679061 3.386799e-14 6.627787e-16 1.00
#> 57 -3.904109589 4.600921e-14 9.003760e-16 1.00
#> 58 -3.884540117 6.240723e-14 1.221277e-15 1.00
#> 59 -3.864970646 8.452006e-14 1.654013e-15 1.00
#> 60 -3.845401174 1.142929e-13 2.236652e-15 1.00
#> 61 -3.825831703 1.543170e-13 3.019901e-15 1.00
#> 62 -3.806262231 2.080380e-13 4.071194e-15 1.00
#> 63 -3.786692759 2.800312e-13 5.480062e-15 1.00
#> 64 -3.767123288 3.763612e-13 7.365190e-15 1.00
#> 65 -3.747553816 5.050542e-13 9.883645e-15 1.00
#> 66 -3.727984344 6.767152e-13 1.324296e-14 1.00
#> 67 -3.708414873 9.053334e-13 1.771690e-14 1.00
#> 68 -3.688845401 1.209333e-12 2.366601e-14 1.00
#> 69 -3.669275930 1.612939e-12 3.156437e-14 1.00
#> 70 -3.649706458 2.147953e-12 4.203431e-14 1.00
#> 71 -3.630136986 2.856053e-12 5.589145e-14 1.00
#> 72 -3.610567515 3.791775e-12 7.420303e-14 1.00
#> 73 -3.590998043 5.026359e-12 9.836319e-14 1.00
#> 74 -3.571428571 6.652719e-12 1.301902e-13 1.00
#> 75 -3.551859100 8.791837e-12 1.720516e-13 1.00
#> 76 -3.532289628 1.160098e-11 2.270251e-13 1.00
#> 77 -3.512720157 1.528427e-11 2.991050e-13 1.00
#> 78 -3.493150685 2.010616e-11 3.934670e-13 1.00
#> 79 -3.473581213 2.640879e-11 5.168060e-13 1.00
#> 80 -3.454011742 3.463399e-11 6.777689e-13 1.00
#> 81 -3.434442270 4.535146e-11 8.875041e-13 1.00
#> 82 -3.414872798 5.929454e-11 1.160363e-12 1.00
#> 83 -3.395303327 7.740570e-11 1.514789e-12 1.00
#> 84 -3.375733855 1.008941e-10 1.974445e-12 1.00
#> 85 -3.356164384 1.313087e-10 2.569642e-12 1.00
#> 86 -3.336594912 1.706302e-10 3.339143e-12 1.00
#> 87 -3.317025440 2.213874e-10 4.332435e-12 1.00
#> 88 -3.297455969 2.868037e-10 5.612597e-12 1.00
#> 89 -3.277886497 3.709807e-10 7.259896e-12 1.00
#> 90 -3.258317025 4.791291e-10 9.376303e-12 1.00
#> 91 -3.238747554 6.178578e-10 1.209115e-11 1.00
#> 92 -3.219178082 7.955349e-10 1.556820e-11 1.00
#> 93 -3.199608611 1.022739e-09 2.001445e-11 1.00
#> 94 -3.180039139 1.312819e-09 2.569117e-11 1.00
#> 95 -3.160469667 1.682595e-09 3.292750e-11 1.00
#> 96 -3.140900196 2.153224e-09 4.213746e-11 1.00
#> 97 -3.121330724 2.751272e-09 5.384095e-11 1.00
#> 98 -3.101761252 3.510045e-09 6.868972e-11 1.00
#> 99 -3.082191781 4.471224e-09 8.749949e-11 1.00
#> 100 -3.062622309 5.686891e-09 1.112894e-10 1.00
#> 101 -3.043052838 7.222010e-09 1.413309e-10 1.00
#> 102 -3.023483366 9.157481e-09 1.792071e-10 1.00
#> 103 -3.003913894 1.159388e-08 2.268860e-10 1.00
#> 104 -2.984344423 1.465602e-08 2.868106e-10 1.00
#> 105 -2.964774951 1.849857e-08 3.620073e-10 1.00
#> 106 -2.945205479 2.331283e-08 4.562198e-10 1.00
#> 107 -2.925636008 2.933503e-08 5.740710e-10 1.00
#> 108 -2.906066536 3.685639e-08 7.212601e-10 1.00
#> 109 -2.886497065 4.623531e-08 9.048007e-10 1.00
#> 110 -2.866927593 5.791213e-08 1.133310e-09 1.00
#> 111 -2.847358121 7.242691e-08 1.417356e-09 1.00
#> 112 -2.827788650 9.044095e-08 1.769882e-09 1.00
#> 113 -2.808219178 1.127626e-07 2.206704e-09 1.00
#> 114 -2.788649706 1.403782e-07 2.747127e-09 1.00
#> 115 -2.769080235 1.744894e-07 3.414665e-09 1.00
#> 116 -2.749510763 2.165574e-07 4.237914e-09 1.00
#> 117 -2.729941292 2.683563e-07 5.251591e-09 1.00
#> 118 -2.710371820 3.320361e-07 6.497771e-09 1.00
#> 119 -2.690802348 4.101980e-07 8.027358e-09 1.00
#> 120 -2.671232877 5.059836e-07 9.901832e-09 1.00
#> 121 -2.651663405 6.231809e-07 1.219532e-08 1.00
#> 122 -2.632093933 7.663489e-07 1.499704e-08 1.00
#> 123 -2.612524462 9.409654e-07 1.841420e-08 1.00
#> 124 -2.592954990 1.153601e-06 2.257535e-08 1.00
#> 125 -2.573385519 1.412121e-06 2.763447e-08 1.00
#> 126 -2.553816047 1.725931e-06 3.377555e-08 1.00
#> 127 -2.534246575 2.106247e-06 4.121815e-08 1.00
#> 128 -2.514677104 2.566434e-06 5.022375e-08 1.00
#> 129 -2.495107632 3.122378e-06 6.110330e-08 1.00
#> 130 -2.475538160 3.792938e-06 7.422579e-08 1.00
#> 131 -2.455968689 4.600453e-06 9.002844e-08 1.00
#> 132 -2.436399217 5.571347e-06 1.090283e-07 1.00
#> 133 -2.416829746 6.736814e-06 1.318359e-07 1.00
#> 134 -2.397260274 8.133616e-06 1.591706e-07 1.00
#> 135 -2.377690802 9.804996e-06 1.918786e-07 1.00
#> 136 -2.358121331 1.180174e-05 2.309538e-07 1.00
#> 137 -2.338551859 1.418336e-05 2.775609e-07 1.00
#> 138 -2.318982387 1.701951e-05 3.330629e-07 1.00
#> 139 -2.299412916 2.039153e-05 3.990515e-07 1.00
#> 140 -2.279843444 2.439424e-05 4.773823e-07 1.00
#> 141 -2.260273973 2.913798e-05 5.702148e-07 1.00
#> 142 -2.240704501 3.475091e-05 6.800570e-07 1.00
#> 143 -2.221135029 4.138165e-05 8.098170e-07 1.00
#> 144 -2.201565558 4.920215e-05 9.628601e-07 1.00
#> 145 -2.181996086 5.841107e-05 1.143074e-06 1.00
#> 146 -2.162426614 6.923742e-05 1.354940e-06 1.00
#> 147 -2.142857143 8.194479e-05 1.603616e-06 1.00
#> 148 -2.123287671 9.683593e-05 1.895028e-06 1.00
#> 149 -2.103718200 1.142580e-04 2.235968e-06 1.00
#> 150 -2.084148728 1.346081e-04 2.634209e-06 1.00
#> 151 -2.064579256 1.583399e-04 3.098629e-06 1.00
#> 152 -2.045009785 1.859707e-04 3.639348e-06 1.00
#> 153 -2.025440313 2.180888e-04 4.267882e-06 1.00
#> 154 -2.005870841 2.553624e-04 4.997306e-06 1.00
#> 155 -1.986301370 2.985487e-04 5.842440e-06 1.00
#> 156 -1.966731898 3.485043e-04 6.820044e-06 1.00
#> 157 -1.947162427 4.061962e-04 7.949044e-06 1.00
#> 158 -1.927592955 4.727137e-04 9.250758e-06 1.00
#> 159 -1.908023483 5.492820e-04 1.074916e-05 1.00
#> 160 -1.888454012 6.372755e-04 1.247115e-05 1.00
#> 161 -1.868884540 7.382336e-04 1.444684e-05 1.00
#> 162 -1.849315068 8.538767e-04 1.670992e-05 1.00
#> 163 -1.829745597 9.861232e-04 1.929791e-05 1.00
#> 164 -1.810176125 1.137109e-03 2.225261e-05 1.00
#> 165 -1.790606654 1.309204e-03 2.562044e-05 1.00
#> 166 -1.771037182 1.505039e-03 2.945281e-05 1.00
#> 167 -1.751467710 1.727518e-03 3.380661e-05 1.00
#> 168 -1.731898239 1.979850e-03 3.874461e-05 1.00
#> 169 -1.712328767 2.265565e-03 4.433592e-05 1.00
#> 170 -1.692759295 2.588545e-03 5.065645e-05 1.00
#> 171 -1.673189824 2.953041e-03 5.778946e-05 1.00
#> 172 -1.653620352 3.363706e-03 6.582595e-05 1.00
#> 173 -1.634050881 3.825615e-03 7.486527e-05 1.00
#> 174 -1.614481409 4.344295e-03 8.501556e-05 1.00
#> 175 -1.594911937 4.925746e-03 9.639425e-05 1.00
#> 176 -1.575342466 5.576471e-03 1.091286e-04 1.00
#> 177 -1.555772994 6.303498e-03 1.233561e-04 1.00
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#> 179 -1.516634051 8.017336e-03 1.568950e-04 1.00
#> 180 -1.497064579 9.021036e-03 1.765369e-04 1.00
#> 181 -1.477495108 1.013485e-02 1.983337e-04 1.00
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#> 183 -1.438356164 1.273338e-02 2.491855e-04 1.00
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#> 185 -1.399217221 1.590043e-02 3.111630e-04 1.00
#> 186 -1.379647750 1.772734e-02 3.469147e-04 1.00
#> 187 -1.360078278 1.973390e-02 3.861820e-04 1.00
#> 188 -1.340508806 2.193396e-02 4.292360e-04 1.00
#> 189 -1.320939335 2.434198e-02 4.763597e-04 1.00
#> 190 -1.301369863 2.697301e-02 5.278476e-04 1.00
#> 191 -1.281800391 2.984268e-02 5.840054e-04 0.99
#> 192 -1.262230920 3.296710e-02 6.451488e-04 0.99
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#> 198 -1.144814090 5.801870e-02 1.135395e-03 0.99
#> 199 -1.125244618 6.340946e-02 1.240890e-03 0.99
#> 200 -1.105675147 6.919502e-02 1.354110e-03 0.99
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#> 202 -1.066536204 8.202015e-02 1.605091e-03 0.99
#> 203 -1.046966732 8.909340e-02 1.743511e-03 0.99
#> 204 -1.027397260 9.662849e-02 1.890969e-03 0.99
#> 205 -1.007827789 1.046405e-01 2.047758e-03 0.99
#> 206 -0.988258317 1.131433e-01 2.214154e-03 0.99
#> 207 -0.968688845 1.221498e-01 2.390406e-03 0.95
#> 208 -0.949119374 1.316713e-01 2.576738e-03 0.95
#> 209 -0.929549902 1.417178e-01 2.773343e-03 0.95
#> 210 -0.909980431 1.522974e-01 2.980380e-03 0.95
#> 211 -0.890410959 1.634162e-01 3.197970e-03 0.95
#> 212 -0.870841487 1.750784e-01 3.426193e-03 0.95
#> 213 -0.851272016 1.872858e-01 3.665084e-03 0.95
#> 214 -0.831702544 2.000377e-01 3.914631e-03 0.95
#> 215 -0.812133072 2.133307e-01 4.174770e-03 0.95
#> 216 -0.792563601 2.271589e-01 4.445380e-03 0.95
#> 217 -0.772994129 2.415132e-01 4.726285e-03 0.95
#> 218 -0.753424658 2.563815e-01 5.017250e-03 0.95
#> 219 -0.733855186 2.717485e-01 5.317975e-03 0.95
#> 220 -0.714285714 2.875957e-01 5.628096e-03 0.95
#> 221 -0.694716243 3.039012e-01 5.947186e-03 0.95
#> 222 -0.675146771 3.206396e-01 6.274747e-03 0.95
#> 223 -0.655577299 3.377820e-01 6.610215e-03 0.95
#> 224 -0.636007828 3.552963e-01 6.952960e-03 0.80
#> 225 -0.616438356 3.731466e-01 7.302282e-03 0.80
#> 226 -0.596868885 3.912939e-01 7.657415e-03 0.80
#> 227 -0.577299413 4.096957e-01 8.017528e-03 0.80
#> 228 -0.557729941 4.283063e-01 8.381728e-03 0.80
#> 229 -0.538160470 4.470769e-01 8.749058e-03 0.80
#> 230 -0.518590998 4.659558e-01 9.118508e-03 0.80
#> 231 -0.499021526 4.848885e-01 9.489012e-03 0.80
#> 232 -0.479452055 5.038181e-01 9.859455e-03 0.80
#> 233 -0.459882583 5.226855e-01 1.022868e-02 0.80
#> 234 -0.440313112 5.414294e-01 1.059549e-02 0.80
#> 235 -0.420743640 5.599870e-01 1.095865e-02 0.80
#> 236 -0.401174168 5.782941e-01 1.131691e-02 0.80
#> 237 -0.381604697 5.962855e-01 1.166899e-02 0.80
#> 238 -0.362035225 6.138956e-01 1.201361e-02 0.80
#> 239 -0.342465753 6.310584e-01 1.234948e-02 0.50
#> 240 -0.322896282 6.477080e-01 1.267530e-02 0.50
#> 241 -0.303326810 6.637792e-01 1.298981e-02 0.50
#> 242 -0.283757339 6.792080e-01 1.329174e-02 0.50
#> 243 -0.264187867 6.939316e-01 1.357988e-02 0.50
#> 244 -0.244618395 7.078892e-01 1.385302e-02 0.50
#> 245 -0.225048924 7.210222e-01 1.411002e-02 0.50
#> 246 -0.205479452 7.332746e-01 1.434980e-02 0.50
#> 247 -0.185909980 7.445938e-01 1.457131e-02 0.50
#> 248 -0.166340509 7.549304e-01 1.477359e-02 0.50
#> 249 -0.146771037 7.642389e-01 1.495575e-02 0.50
#> 250 -0.127201566 7.724779e-01 1.511699e-02 0.50
#> 251 -0.107632094 7.796106e-01 1.525657e-02 0.50
#> 252 -0.088062622 7.856048e-01 1.537387e-02 0.50
#> 253 -0.068493151 7.904333e-01 1.546836e-02 0.50
#> 254 -0.048923679 7.940742e-01 1.553961e-02 0.50
#> 255 -0.029354207 7.965107e-01 1.558729e-02 0.50
#> 256 -0.009784736 7.977318e-01 1.561119e-02 0.50
#> 257 0.009784736 7.977318e-01 1.561119e-02 0.50
#> 258 0.029354207 7.965107e-01 1.558729e-02 0.50
#> 259 0.048923679 7.940742e-01 1.553961e-02 0.50
#> 260 0.068493151 7.904333e-01 1.546836e-02 0.50
#> 261 0.088062622 7.856048e-01 1.537387e-02 0.50
#> 262 0.107632094 7.796106e-01 1.525657e-02 0.50
#> 263 0.127201566 7.724779e-01 1.511699e-02 0.50
#> 264 0.146771037 7.642389e-01 1.495575e-02 0.50
#> 265 0.166340509 7.549304e-01 1.477359e-02 0.50
#> 266 0.185909980 7.445938e-01 1.457131e-02 0.50
#> 267 0.205479452 7.332746e-01 1.434980e-02 0.50
#> 268 0.225048924 7.210222e-01 1.411002e-02 0.50
#> 269 0.244618395 7.078892e-01 1.385302e-02 0.50
#> 270 0.264187867 6.939316e-01 1.357988e-02 0.50
#> 271 0.283757339 6.792080e-01 1.329174e-02 0.50
#> 272 0.303326810 6.637792e-01 1.298981e-02 0.50
#> 273 0.322896282 6.477080e-01 1.267530e-02 0.50
#> 274 0.342465753 6.310584e-01 1.234948e-02 0.50
#> 275 0.362035225 6.138956e-01 1.201361e-02 0.80
#> 276 0.381604697 5.962855e-01 1.166899e-02 0.80
#> 277 0.401174168 5.782941e-01 1.131691e-02 0.80
#> 278 0.420743640 5.599870e-01 1.095865e-02 0.80
#> 279 0.440313112 5.414294e-01 1.059549e-02 0.80
#> 280 0.459882583 5.226855e-01 1.022868e-02 0.80
#> 281 0.479452055 5.038181e-01 9.859455e-03 0.80
#> 282 0.499021526 4.848885e-01 9.489012e-03 0.80
#> 283 0.518590998 4.659558e-01 9.118508e-03 0.80
#> 284 0.538160470 4.470769e-01 8.749058e-03 0.80
#> 285 0.557729941 4.283063e-01 8.381728e-03 0.80
#> 286 0.577299413 4.096957e-01 8.017528e-03 0.80
#> 287 0.596868885 3.912939e-01 7.657415e-03 0.80
#> 288 0.616438356 3.731466e-01 7.302282e-03 0.80
#> 289 0.636007828 3.552963e-01 6.952960e-03 0.80
#> 290 0.655577299 3.377820e-01 6.610215e-03 0.95
#> 291 0.675146771 3.206396e-01 6.274747e-03 0.95
#> 292 0.694716243 3.039012e-01 5.947186e-03 0.95
#> 293 0.714285714 2.875957e-01 5.628096e-03 0.95
#> 294 0.733855186 2.717485e-01 5.317975e-03 0.95
#> 295 0.753424658 2.563815e-01 5.017250e-03 0.95
#> 296 0.772994129 2.415132e-01 4.726285e-03 0.95
#> 297 0.792563601 2.271589e-01 4.445380e-03 0.95
#> 298 0.812133072 2.133307e-01 4.174770e-03 0.95
#> 299 0.831702544 2.000377e-01 3.914631e-03 0.95
#> 300 0.851272016 1.872858e-01 3.665084e-03 0.95
#> 301 0.870841487 1.750784e-01 3.426193e-03 0.95
#> 302 0.890410959 1.634162e-01 3.197970e-03 0.95
#> 303 0.909980431 1.522974e-01 2.980380e-03 0.95
#> 304 0.929549902 1.417178e-01 2.773343e-03 0.95
#> 305 0.949119374 1.316713e-01 2.576738e-03 0.95
#> 306 0.968688845 1.221498e-01 2.390406e-03 0.95
#> 307 0.988258317 1.131433e-01 2.214154e-03 0.95
#> 308 1.007827789 1.046405e-01 2.047758e-03 0.99
#> 309 1.027397260 9.662849e-02 1.890969e-03 0.99
#> 310 1.046966732 8.909340e-02 1.743511e-03 0.99
#> 311 1.066536204 8.202015e-02 1.605091e-03 0.99
#> 312 1.086105675 7.539288e-02 1.475399e-03 0.99
#> 313 1.105675147 6.919502e-02 1.354110e-03 0.99
#> 314 1.125244618 6.340946e-02 1.240890e-03 0.99
#> 315 1.144814090 5.801870e-02 1.135395e-03 0.99
#> 316 1.164383562 5.300497e-02 1.037279e-03 0.99
#> 317 1.183953033 4.835039e-02 9.461916e-04 0.99
#> 318 1.203522505 4.403704e-02 8.617816e-04 0.99
#> 319 1.223091977 4.004709e-02 7.837004e-04 0.99
#> 320 1.242661448 3.636290e-02 7.116027e-04 0.99
#> 321 1.262230920 3.296710e-02 6.451488e-04 0.99
#> 322 1.281800391 2.984268e-02 5.840054e-04 0.99
#> 323 1.301369863 2.697301e-02 5.278476e-04 1.00
#> 324 1.320939335 2.434198e-02 4.763597e-04 1.00
#> 325 1.340508806 2.193396e-02 4.292360e-04 1.00
#> 326 1.360078278 1.973390e-02 3.861820e-04 1.00
#> 327 1.379647750 1.772734e-02 3.469147e-04 1.00
#> 328 1.399217221 1.590043e-02 3.111630e-04 1.00
#> 329 1.418786693 1.423997e-02 2.786686e-04 1.00
#> 330 1.438356164 1.273338e-02 2.491855e-04 1.00
#> 331 1.457925636 1.136876e-02 2.224807e-04 1.00
#> 332 1.477495108 1.013485e-02 1.983337e-04 1.00
#> 333 1.497064579 9.021036e-03 1.765369e-04 1.00
#> 334 1.516634051 8.017336e-03 1.568950e-04 1.00
#> 335 1.536203523 7.114404e-03 1.392251e-04 1.00
#> 336 1.555772994 6.303498e-03 1.233561e-04 1.00
#> 337 1.575342466 5.576471e-03 1.091286e-04 1.00
#> 338 1.594911937 4.925746e-03 9.639425e-05 1.00
#> 339 1.614481409 4.344295e-03 8.501556e-05 1.00
#> 340 1.634050881 3.825615e-03 7.486527e-05 1.00
#> 341 1.653620352 3.363706e-03 6.582595e-05 1.00
#> 342 1.673189824 2.953041e-03 5.778946e-05 1.00
#> 343 1.692759295 2.588545e-03 5.065645e-05 1.00
#> 344 1.712328767 2.265565e-03 4.433592e-05 1.00
#> 345 1.731898239 1.979850e-03 3.874461e-05 1.00
#> 346 1.751467710 1.727518e-03 3.380661e-05 1.00
#> 347 1.771037182 1.505039e-03 2.945281e-05 1.00
#> 348 1.790606654 1.309204e-03 2.562044e-05 1.00
#> 349 1.810176125 1.137109e-03 2.225261e-05 1.00
#> 350 1.829745597 9.861232e-04 1.929791e-05 1.00
#> 351 1.849315068 8.538767e-04 1.670992e-05 1.00
#> 352 1.868884540 7.382336e-04 1.444684e-05 1.00
#> 353 1.888454012 6.372755e-04 1.247115e-05 1.00
#> 354 1.908023483 5.492820e-04 1.074916e-05 1.00
#> 355 1.927592955 4.727137e-04 9.250758e-06 1.00
#> 356 1.947162427 4.061962e-04 7.949044e-06 1.00
#> 357 1.966731898 3.485043e-04 6.820044e-06 1.00
#> 358 1.986301370 2.985487e-04 5.842440e-06 1.00
#> 359 2.005870841 2.553624e-04 4.997306e-06 1.00
#> 360 2.025440313 2.180888e-04 4.267882e-06 1.00
#> 361 2.045009785 1.859707e-04 3.639348e-06 1.00
#> 362 2.064579256 1.583399e-04 3.098629e-06 1.00
#> 363 2.084148728 1.346081e-04 2.634209e-06 1.00
#> 364 2.103718200 1.142580e-04 2.235968e-06 1.00
#> 365 2.123287671 9.683593e-05 1.895028e-06 1.00
#> 366 2.142857143 8.194479e-05 1.603616e-06 1.00
#> 367 2.162426614 6.923742e-05 1.354940e-06 1.00
#> 368 2.181996086 5.841107e-05 1.143074e-06 1.00
#> 369 2.201565558 4.920215e-05 9.628601e-07 1.00
#> 370 2.221135029 4.138165e-05 8.098170e-07 1.00
#> 371 2.240704501 3.475091e-05 6.800570e-07 1.00
#> 372 2.260273973 2.913798e-05 5.702148e-07 1.00
#> 373 2.279843444 2.439424e-05 4.773823e-07 1.00
#> 374 2.299412916 2.039153e-05 3.990515e-07 1.00
#> 375 2.318982387 1.701951e-05 3.330629e-07 1.00
#> 376 2.338551859 1.418336e-05 2.775609e-07 1.00
#> 377 2.358121331 1.180174e-05 2.309538e-07 1.00
#> 378 2.377690802 9.804996e-06 1.918786e-07 1.00
#> 379 2.397260274 8.133616e-06 1.591706e-07 1.00
#> 380 2.416829746 6.736814e-06 1.318359e-07 1.00
#> 381 2.436399217 5.571347e-06 1.090283e-07 1.00
#> 382 2.455968689 4.600453e-06 9.002844e-08 1.00
#> 383 2.475538160 3.792938e-06 7.422579e-08 1.00
#> 384 2.495107632 3.122378e-06 6.110330e-08 1.00
#> 385 2.514677104 2.566434e-06 5.022375e-08 1.00
#> 386 2.534246575 2.106247e-06 4.121815e-08 1.00
#> 387 2.553816047 1.725931e-06 3.377555e-08 1.00
#> 388 2.573385519 1.412121e-06 2.763447e-08 1.00
#> 389 2.592954990 1.153601e-06 2.257535e-08 1.00
#> 390 2.612524462 9.409654e-07 1.841420e-08 1.00
#> 391 2.632093933 7.663489e-07 1.499704e-08 1.00
#> 392 2.651663405 6.231809e-07 1.219532e-08 1.00
#> 393 2.671232877 5.059836e-07 9.901832e-09 1.00
#> 394 2.690802348 4.101980e-07 8.027358e-09 1.00
#> 395 2.710371820 3.320361e-07 6.497771e-09 1.00
#> 396 2.729941292 2.683563e-07 5.251591e-09 1.00
#> 397 2.749510763 2.165574e-07 4.237914e-09 1.00
#> 398 2.769080235 1.744894e-07 3.414665e-09 1.00
#> 399 2.788649706 1.403782e-07 2.747127e-09 1.00
#> 400 2.808219178 1.127626e-07 2.206704e-09 1.00
#> 401 2.827788650 9.044095e-08 1.769882e-09 1.00
#> 402 2.847358121 7.242691e-08 1.417356e-09 1.00
#> 403 2.866927593 5.791213e-08 1.133310e-09 1.00
#> 404 2.886497065 4.623531e-08 9.048007e-10 1.00
#> 405 2.906066536 3.685639e-08 7.212601e-10 1.00
#> 406 2.925636008 2.933503e-08 5.740710e-10 1.00
#> 407 2.945205479 2.331283e-08 4.562198e-10 1.00
#> 408 2.964774951 1.849857e-08 3.620073e-10 1.00
#> 409 2.984344423 1.465602e-08 2.868106e-10 1.00
#> 410 3.003913894 1.159388e-08 2.268860e-10 1.00
#> 411 3.023483366 9.157481e-09 1.792071e-10 1.00
#> 412 3.043052838 7.222010e-09 1.413309e-10 1.00
#> 413 3.062622309 5.686891e-09 1.112894e-10 1.00
#> 414 3.082191781 4.471224e-09 8.749949e-11 1.00
#> 415 3.101761252 3.510045e-09 6.868972e-11 1.00
#> 416 3.121330724 2.751272e-09 5.384095e-11 1.00
#> 417 3.140900196 2.153224e-09 4.213746e-11 1.00
#> 418 3.160469667 1.682595e-09 3.292750e-11 1.00
#> 419 3.180039139 1.312819e-09 2.569117e-11 1.00
#> 420 3.199608611 1.022739e-09 2.001445e-11 1.00
#> 421 3.219178082 7.955349e-10 1.556820e-11 1.00
#> 422 3.238747554 6.178578e-10 1.209115e-11 1.00
#> 423 3.258317025 4.791291e-10 9.376303e-12 1.00
#> 424 3.277886497 3.709807e-10 7.259896e-12 1.00
#> 425 3.297455969 2.868037e-10 5.612597e-12 1.00
#> 426 3.317025440 2.213874e-10 4.332435e-12 1.00
#> 427 3.336594912 1.706302e-10 3.339143e-12 1.00
#> 428 3.356164384 1.313087e-10 2.569642e-12 1.00
#> 429 3.375733855 1.008941e-10 1.974445e-12 1.00
#> 430 3.395303327 7.740570e-11 1.514789e-12 1.00
#> 431 3.414872798 5.929454e-11 1.160363e-12 1.00
#> 432 3.434442270 4.535146e-11 8.875041e-13 1.00
#> 433 3.454011742 3.463399e-11 6.777689e-13 1.00
#> 434 3.473581213 2.640879e-11 5.168060e-13 1.00
#> 435 3.493150685 2.010616e-11 3.934670e-13 1.00
#> 436 3.512720157 1.528427e-11 2.991050e-13 1.00
#> 437 3.532289628 1.160098e-11 2.270251e-13 1.00
#> 438 3.551859100 8.791837e-12 1.720516e-13 1.00
#> 439 3.571428571 6.652719e-12 1.301902e-13 1.00
#> 440 3.590998043 5.026359e-12 9.836319e-14 1.00
#> 441 3.610567515 3.791775e-12 7.420303e-14 1.00
#> 442 3.630136986 2.856053e-12 5.589145e-14 1.00
#> 443 3.649706458 2.147953e-12 4.203431e-14 1.00
#> 444 3.669275930 1.612939e-12 3.156437e-14 1.00
#> 445 3.688845401 1.209333e-12 2.366601e-14 1.00
#> 446 3.708414873 9.053334e-13 1.771690e-14 1.00
#> 447 3.727984344 6.767152e-13 1.324296e-14 1.00
#> 448 3.747553816 5.050542e-13 9.883645e-15 1.00
#> 449 3.767123288 3.763612e-13 7.365190e-15 1.00
#> 450 3.786692759 2.800312e-13 5.480062e-15 1.00
#> 451 3.806262231 2.080380e-13 4.071194e-15 1.00
#> 452 3.825831703 1.543170e-13 3.019901e-15 1.00
#> 453 3.845401174 1.142929e-13 2.236652e-15 1.00
#> 454 3.864970646 8.452006e-14 1.654013e-15 1.00
#> 455 3.884540117 6.240723e-14 1.221277e-15 1.00
#> 456 3.904109589 4.600921e-14 9.003760e-16 1.00
#> 457 3.923679061 3.386799e-14 6.627787e-16 1.00
#> 458 3.943248532 2.489251e-14 4.871333e-16 1.00
#> 459 3.962818004 1.826765e-14 3.574883e-16 1.00
#> 460 3.982387476 1.338541e-14 2.619453e-16 1.00
#> 461 4.001956947 9.792984e-15 1.916435e-16 1.00
#> 462 4.021526419 7.153742e-15 1.399949e-16 1.00
#> 463 4.041095890 5.217785e-15 1.021093e-16 1.00
#> 464 4.060665362 3.799915e-15 7.436233e-17 1.00
#> 465 4.080234834 2.763098e-15 5.407236e-17 1.00
#> 466 4.099804305 2.006104e-15 3.925839e-17 1.00
#> 467 4.119373777 1.454271e-15 2.845931e-17 1.00
#> 468 4.138943249 1.052620e-15 2.059922e-17 1.00
#> 469 4.158512720 7.607344e-16 1.488717e-17 1.00
#> 470 4.178082192 5.489453e-16 1.074257e-17 1.00
#> 471 4.197651663 3.955121e-16 7.739963e-18 1.00
#> 472 4.217221135 2.845281e-16 5.568065e-18 1.00
#> 473 4.236790607 2.043739e-16 3.999489e-18 1.00
#> 474 4.256360078 1.465751e-16 2.868398e-18 1.00
#> 475 4.275929550 1.049615e-16 2.054040e-18 1.00
#> 476 4.295499022 7.504715e-17 1.468633e-18 1.00
#> 477 4.315068493 5.357637e-17 1.048461e-18 1.00
#> 478 4.334637965 3.818977e-17 7.473537e-19 1.00
#> 479 4.354207436 2.718038e-17 5.319057e-19 1.00
#> 480 4.373776908 1.931518e-17 3.779879e-19 1.00
#> 481 4.393346380 1.370493e-17 2.681982e-19 1.00
#> 482 4.412915851 9.709334e-18 1.900065e-19 1.00
#> 483 4.432485323 6.868104e-18 1.344052e-19 1.00
#> 484 4.452054795 4.850863e-18 9.492882e-20 1.00
#> 485 4.471624266 3.420864e-18 6.694450e-20 1.00
#> 486 4.491193738 2.408726e-18 4.713749e-20 1.00
#> 487 4.510763209 1.693455e-18 3.314002e-20 1.00
#> 488 4.530332681 1.188761e-18 2.326343e-20 1.00
#> 489 4.549902153 8.332022e-19 1.630533e-20 1.00
#> 490 4.569471624 5.830971e-19 1.141090e-20 1.00
#> 491 4.589041096 4.074423e-19 7.973430e-21 1.00
#> 492 4.608610568 2.842667e-19 5.562949e-21 1.00
#> 493 4.628180039 1.980253e-19 3.875250e-21 1.00
#> 494 4.647749511 1.377368e-19 2.695436e-21 1.00
#> 495 4.667318982 9.565640e-20 1.871945e-21 1.00
#> 496 4.686888454 6.633043e-20 1.298052e-21 1.00
#> 497 4.706457926 4.592470e-20 8.987222e-22 1.00
#> 498 4.726027397 3.174787e-20 6.212891e-22 1.00
#> 499 4.745596869 2.191379e-20 4.288414e-22 1.00
#> 500 4.765166341 1.510272e-20 2.955523e-22 1.00
#> 501 4.784735812 1.039268e-20 2.033793e-22 1.00
#> 502 4.804305284 7.140602e-21 1.397378e-22 1.00
#> 503 4.823874755 4.898653e-21 9.586405e-23 1.00
#> 504 4.843444227 3.355469e-21 6.566476e-23 1.00
#> 505 4.863013699 2.294904e-21 4.491006e-23 1.00
#> 506 4.882583170 1.567150e-21 3.066830e-23 1.00
#> 507 4.902152642 1.068541e-21 2.091079e-23 1.00
#> 508 4.921722114 7.274562e-22 1.423593e-23 1.00
#> 509 4.941291585 4.944895e-22 9.676897e-24 1.00
#> 510 4.960861057 3.356155e-22 6.567817e-24 1.00
#> 511 4.980430528 2.274373e-22 4.450827e-24 1.00
#> 512 5.000000000 1.538920e-22 3.011585e-24 1.00
#>
#> $breaks
#> 99% 95% 80% 50% <NA>
#> 0.02984268 0.11314327 0.35529627 0.63105836 Inf
#>
#> $data
#> NULL
#>