The density function for a MOBSTER mixture. The function
allows to compute the density from the data and parameters stored
inside an object of class dbpmm, or from
a custom set of parameters and data that can be passed as input. The
function can also compute the density only for a subset of components
of the mixture.
Usage
ddbpmm(
x,
data = NULL,
components = 1:x$K,
a = NULL,
b = NULL,
pi = NULL,
scale = NULL,
shape = NULL,
log = TRUE
)Arguments
- x
An object of class
"dbpmm".- data
Data to compute the (log)-likelihood, if this is null the data stored inside
x$datais used.- components
A vector specifying which components should be used to compute the density. Position 1 is reserved for the tail (regardless that is fit or not to the data), the other positions refer to Beta components.
- a
Vector of parameters for the Beta components; if this is null values stored inside
xare used.- b
Vector of parameters for the Beta components; if this is null values stored inside
xare used.- pi
Mixing proportions for the mixture; if this is null values stored inside
xare used.- scale
Scale of the power law; if this is null values stored inside
xare used.- shape
Shape of the power law; if this is null values stored inside
xare used.- log
Boolean value to select the log-likelihood, or the likelihood.
Value
The density for the data. Notice that to compute the negative log-likelihood
used during fit one needs to use log = TRUE and change sign.
Examples
library(ggplot2)
data('fit_example', package = 'mobster')
# Use the full mixture, and its internal data
ddbpmm(fit_example$best)
#> [1] -60.03236 -57.59940 -51.73723 -67.09574 -63.17183 -44.25529
#> [7] -41.72061 -69.16807 -55.26218 -60.60698 -53.57758 -64.77788
#> [13] -52.44456 -69.35108 -45.15515 -51.70950 -52.37641 -55.12010
#> [19] -49.46311 -56.73859 -62.85622 -53.30035 -60.48649 -48.89057
#> [25] -50.03663 -55.42497 -57.40407 -52.76938 -63.96398 -74.36279
#> [31] -50.34130 -44.81156 -51.09776 -52.96246 -56.20614 -78.39202
#> [37] -46.80369 -52.94506 -59.19294 -54.46121 -47.44950 -67.03096
#> [43] -47.77348 -47.50307 -40.10566 -51.60443 -58.42863 -52.69346
#> [49] -48.50398 -46.61129 -62.18540 -67.43680 -45.14152 -62.64662
#> [55] -58.80024 -66.78224 -67.93467 -43.02432 -46.66196 -69.25234
#> [61] -58.45484 -59.83397 -75.15921 -64.75155 -50.70477 -60.14934
#> [67] -54.30763 -52.26747 -58.78586 -51.01543 -47.12077 -49.73136
#> [73] -54.18730 -47.83402 -58.83949 -54.87023 -53.21178 -52.85669
#> [79] -64.70040 -70.54414 -54.02890 -51.17918 -53.61199 -41.78290
#> [85] -57.45817 -58.19144 -43.42980 -51.16360 -46.33885 -54.91404
#> [91] -44.96890 -52.05727 -49.11838 -47.67383 -51.17688 -56.66437
#> [97] -68.93584 -60.04205 -48.88811 -52.47935 -53.65648 -36.93521
#> [103] -50.28899 -40.53666 -57.73091 -48.38780 -54.43113 -51.68285
#> [109] -71.44084 -55.37789 -63.24730 -60.62985 -52.69528 -48.79617
#> [115] -40.17778 -64.06810 -52.08978 -50.91031 -60.00700 -43.87985
#> [121] -46.60134 -58.32851 -45.30451 -48.76247 -63.91921 -38.52456
#> [127] -55.71659 -56.70028 -64.06073 -51.56319 -49.38660 -69.26811
#> [133] -75.14928 -59.55082 -46.04270 -50.62163 -45.11156 -59.73561
#> [139] -56.93258 -54.86706 -67.78399 -59.20302 -51.73582 -55.79663
#> [145] -59.33117 -54.59737 -44.48019 -59.61804 -58.81414 -60.50426
#> [151] -45.38420 -62.21800 -57.20761 -46.97500 -47.82203 -66.51209
#> [157] -59.52923 -61.51689 -53.68260 -63.89344 -70.40787 -50.79180
#> [163] -41.72764 -73.24117 -58.51470 -59.77720 -48.94731 -49.75482
#> [169] -64.01093 -53.44227 -59.13148 -62.10473 -55.14590 -48.98056
#> [175] -40.75113 -61.76523 -51.73531 -62.94941 -54.59337 -53.43110
#> [181] -55.55977 -78.55307 -45.98168 -44.35903 -59.59122 -49.61707
#> [187] -63.21003 -41.90511 -54.19635 -45.06695 -55.33179 -52.51792
#> [193] -52.40785 -57.59817 -49.16733 -55.51007 -67.66603 -50.08959
#> [199] -66.47485 -57.03784 -44.53485 -61.59284 -40.23506 -67.61494
#> [205] -49.51276 -71.19047 -46.66261 -66.17871 -54.29876 -39.77414
#> [211] -59.15583 -52.40642 -52.37632 -53.47988 -48.93323 -63.07119
#> [217] -64.48578 -59.41853 -55.63232 -64.37619 -39.69151 -58.42677
#> [223] -59.76283 -48.64813 -64.66990 -50.15575 -54.34064 -52.09391
#> [229] -46.18000 -40.26839 -41.51551 -48.58789 -41.68202 -43.77760
#> [235] -56.69045 -60.42465 -71.33182 -74.28935 -44.21990 -61.47998
#> [241] -67.25048 -55.30400 -45.11859 -38.84414 -57.63513 -63.48819
#> [247] -42.75726 -56.74823 -60.31257 -45.83925 -59.51049 -66.08756
#> [253] -52.24966 -47.65636 -46.49747 -65.55369 -51.47288 -62.29196
#> [259] -51.72718 -62.05967 -76.14370 -62.60434 -40.89938 -59.03574
#> [265] -52.83034 -47.42611 -42.88257 -48.46617 -49.79226 -53.16509
#> [271] -45.90077 -75.81112 -46.38616 -52.76303 -57.82775 -45.79557
#> [277] -72.42409 -46.80480 -57.90853 -45.18452 -63.58471 -57.54697
#> [283] -52.29471 -61.06205 -59.31866 -71.09372 -65.43410 -62.78661
#> [289] -68.90440 -61.58727 -39.41855 -55.61982 -47.35756 -50.81039
#> [295] -59.98708 -50.27920 -47.76408 -47.43102 -50.90891 -55.25643
#> [301] -46.93694 -57.92907 -42.18143 -57.60568 -60.80061 -50.59772
#> [307] -41.52368 -64.36803 -64.91984 -53.94811 -60.13526 -49.64183
#> [313] -70.12557 -58.92560 -48.91550 -50.88596 -47.27248 -48.73614
#> [319] -50.48182 -46.31821 -41.57508 -69.11883 -54.37169 -62.33626
#> [325] -46.18443 -56.91653 -55.82333 -44.88257 -82.37002 -42.77324
#> [331] -63.64178 -56.74443 -63.23778 -61.64631 -61.15686 -46.58972
#> [337] -54.78914 -39.69748 -73.09711 -70.10192 -49.44513 -58.45898
#> [343] -58.86598 -60.63964 -60.47525 -45.62696 -49.15071 -49.52931
#> [349] -56.29300 -56.36609 -47.93680 -39.30258 -44.25208 -54.05096
#> [355] -60.60501 -53.83579 -66.43983 -47.89921 -73.93684 -46.02849
#> [361] -40.81036 -61.49827 -52.80795 -47.92023 -56.40184 -61.68597
#> [367] -56.50121 -44.18139 -70.39859 -52.08306 -43.71160 -56.39072
#> [373] -70.01601 -55.69922 -57.65485 -57.81445 -50.62963 -55.65751
#> [379] -56.78923 -47.27615 -55.26098 -67.30010 -44.06916 -56.39539
#> [385] -41.73906 -68.63603 -67.35959 -38.55605 -59.03892 -60.25636
#> [391] -45.09608 -53.65680 -66.65081 -59.82044 -38.43874 -40.45430
#> [397] -69.66519 -52.64298 -59.41334 -63.36922 -61.14638 -44.44197
#> [403] -64.76623 -48.55648 -59.58006 -46.66662 -49.80808 -69.03199
#> [409] -64.98966 -48.46254 -61.75606 -67.61065 -42.00133 -42.54512
#> [415] -48.82991 -55.42953 -45.56669 -43.72198 -51.35285 -42.62278
#> [421] -61.44320 -51.80871 -45.90337 -53.29513 -73.37971 -44.71835
#> [427] -51.20417 -63.81993 -45.91845 -47.34492 -42.99094 -37.01226
#> [433] -53.58362 -69.63206 -45.46526 -51.10370 -50.15721 -42.76639
#> [439] -50.98276 -43.14562 -42.42271 -49.75016 -71.24101 -56.97869
#> [445] -50.12161 -47.45085 -46.06847 -71.34997 -50.55018 -52.13158
#> [451] -68.46114 -51.55791 -44.66661 -59.41406 -48.31215 -60.64737
#> [457] -45.02850 -65.50292 -56.43008 -50.88200 -42.65964 -57.12158
#> [463] -39.38085 -69.71546 -59.39799 -48.49300 -45.99486 -70.66559
#> [469] -62.55415 -57.88500 -45.79956 -55.56382 -54.59742 -50.36623
#> [475] -55.84630 -52.93914 -77.66347 -56.86186 -62.76222 -82.24028
#> [481] -37.09572 -49.02057 -56.51503 -56.97598 -61.46498 -55.93479
#> [487] -47.96481 -56.94201 -40.38472 -39.43432 -64.98630 -37.83401
#> [493] -44.71199 -78.63415 -47.03242 -52.70212 -47.14262 -56.98673
#> [499] -63.05433 -42.79153 -56.77610 -50.83826 -57.43859 -54.21940
#> [505] -59.73773 -47.21226 -51.65671 -46.73943 -54.08214 -54.98302
#> [511] -45.10667 -48.63009 -45.64580 -63.96482 -60.36317 -62.55315
#> [517] -54.69536 -46.90276 -78.51575 -48.90517 -65.97446 -80.20151
#> [523] -54.77901 -50.77607 -64.43678 -41.94458 -72.76709 -63.97988
#> [529] -64.47335 -46.72961 -49.23840 -53.73186 -59.08797 -59.70721
#> [535] -53.08083 -46.33855 -49.81765 -50.17810 -38.45344 -64.73409
#> [541] -59.87425 -50.82837 -46.17114 -53.42327 -50.42797 -58.28782
#> [547] -58.94558 -58.19943 -54.66474 -50.24140 -57.65488 -58.30268
#> [553] -62.55243 -62.92555 -44.35197 -56.35712 -57.06656 -52.09059
#> [559] -51.75554 -48.49186 -56.73024 -49.79112 -57.91402 -45.95345
#> [565] -76.26636 -64.41766 -51.35891 -64.14685 -53.86406 -48.37388
#> [571] -47.27118 -46.60164 -48.65327 -55.11509 -50.52563 -50.66880
#> [577] -61.75872 -51.97674 -65.01233 -75.91768 -46.91944 -69.81681
#> [583] -36.15951 -65.88909 -69.47491 -62.44078 -41.39424 -73.70169
#> [589] -50.10640 -59.62713 -56.23437 -61.48753 -52.45861 -59.55948
#> [595] -41.42715 -65.34518 -57.93921 -50.71352 -61.77168 -42.52195
#> [601] -50.41838 -55.22825 -50.88663 -57.36237 -52.54208 -63.30913
#> [607] -49.51974 -53.67085 -55.37936 -46.94514 -47.03859 -53.60250
#> [613] -45.75463 -56.24314 -63.53941 -44.46457 -67.34123 -56.63094
#> [619] -55.57237 -53.02068 -54.22487 -57.41040 -43.64354 -48.82893
#> [625] -55.03505 -58.89930 -41.41623 -46.01738 -53.96973 -62.55160
#> [631] -66.95681 -66.91575 -48.71994 -65.28922 -49.50902 -50.64676
#> [637] -56.05629 -41.05187 -48.17023 -43.12767 -45.80604 -56.32873
#> [643] -64.56426 -46.79830 -44.46369 -54.36068 -55.55831 -44.20426
#> [649] -60.22300 -47.28729 -66.35957 -43.76414 -73.56560 -45.21994
#> [655] -46.27884 -45.63948 -53.80574 -56.92305 -65.47634 -65.03742
#> [661] -49.88931 -51.13261 -59.79699 -62.25963 -51.97358 -51.65499
#> [667] -43.95285 -44.99561 -49.75830 -41.46990 -65.14027 -45.66119
#> [673] -58.65143 -67.01356 -50.43062 -54.00932 -63.54464 -56.67440
#> [679] -58.17978 -61.92293 -60.12473 -69.76985 -47.92419 -59.47334
#> [685] -57.34322 -46.53026 -55.33040 -54.69805 -49.43557 -43.26818
#> [691] -52.55735 -55.39417 -67.87882 -46.80191 -57.23688 -44.55797
#> [697] -52.07904 -45.08788 -56.03648 -56.77645 -65.35986 -56.10664
#> [703] -51.94223 -54.84579 -57.75419 -57.00125 -49.40225 -69.26931
#> [709] -54.60487 -63.50055 -47.54301 -48.56083 -49.18120 -74.21515
#> [715] -58.08104 -68.19155 -50.04254 -47.65660 -57.28248 -51.82294
#> [721] -46.92821 -72.13518 -44.89773 -53.06435 -71.97398 -57.39742
#> [727] -45.98004 -57.93059 -48.09659 -71.24217 -54.95113 -56.94875
#> [733] -51.94618 -64.79100 -58.40423 -50.27518 -48.48801 -64.80948
#> [739] -55.53029 -55.20096 -45.50611 -58.64029 -63.87914 -61.66363
#> [745] -41.66859 -39.36246 -51.89246 -53.75885 -55.44464 -55.90300
#> [751] -50.83214 -52.88183 -52.99583 -47.60316 -54.93145 -68.01746
#> [757] -63.26542 -55.12658 -67.76264 -51.49554 -64.81921 -49.91967
#> [763] -55.29664 -60.64365 -52.82473 -49.03121 -55.94402 -52.32032
#> [769] -48.62595 -51.77881 -64.21031 -47.26221 -61.18500 -48.98615
#> [775] -53.42049 -63.79599 -38.32920 -61.87961 -40.56369 -66.90114
#> [781] -51.24539 -54.67606 -55.10737 -55.15113 -45.20370 -61.36109
#> [787] -63.47299 -62.84071 -49.26301 -58.09923 -53.62578 -55.48620
#> [793] -63.15919 -56.81501 -41.15850 -48.98967 -70.74498 -78.58917
#> [799] -68.68415 -43.47331 -47.43097 -64.43225 -48.97530 -63.00944
#> [805] -49.72383 -55.31420 -64.02278 -55.67076 -59.89551 -49.39161
#> [811] -46.79975 -53.84435 -50.53680 -48.30286 -44.12412 -57.11917
#> [817] -53.77444 -59.40105 -57.53138 -51.06206 -44.21254 -53.19986
#> [823] -54.35898 -50.73255 -55.46296 -75.12468 -55.47580 -49.37969
#> [829] -42.48512 -42.38602 -68.34649 -44.99384 -46.00192 -49.46249
#> [835] -51.32435 -68.57454 -53.59496 -49.07676 -48.07322 -45.51278
#> [841] -53.27326 -56.78591 -62.36318 -63.24075 -46.87864 -57.09528
#> [847] -60.23463 -51.43596 -80.00017 -43.49328 -50.10254 -50.65696
#> [853] -50.04561 -71.54949 -55.97389 -57.11598 -43.73279 -49.18317
#> [859] -67.48181 -57.65154 -60.03510 -53.93144 -49.13675 -60.21987
#> [865] -59.94696 -60.38326 -46.14062 -72.70331 -46.37557 -48.72219
#> [871] -46.86123 -52.75459 -53.62681 -68.00091 -49.79929 -65.01863
#> [877] -67.75604 -49.69391 -57.36096 -45.32019 -71.56263 -57.26041
#> [883] -45.35948 -50.62338 -53.16533 -50.90079 -61.07231 -47.15649
#> [889] -59.32923 -57.80678 -43.14110 -49.10601 -39.06741 -60.93449
#> [895] -69.82622 -63.56722 -43.65261 -43.36399 -45.99110 -55.18025
#> [901] -54.95418 -81.29018 -42.99413 -47.12691 -85.31700 -56.12235
#> [907] -47.53785 -51.70734 -48.18520 -41.51167 -66.19324 -49.76911
#> [913] -53.17803 -57.11465 -39.35038 -64.28786 -44.49803 -52.59119
#> [919] -61.66504 -53.26575 -55.74916 -65.27443 -54.04908 -57.24211
#> [925] -50.67761 -45.76622 -70.13878 -61.87772 -56.41899 -52.10254
#> [931] -48.82323 -49.12223 -65.09211 -64.90274 -54.74249 -49.51160
#> [937] -50.41605 -42.04569 -75.27789 -44.04942 -47.84662 -52.77641
#> [943] -52.62972 -64.90369 -55.87505 -42.94915 -73.83581 -47.95998
#> [949] -54.69041 -44.28040 -51.24375 -48.15019 -51.51923 -46.19305
#> [955] -65.81382 -58.83735 -46.30123 -50.59760 -61.95637 -55.42242
#> [961] -52.93237 -53.36685 -59.64780 -59.99363 -61.88762 -56.56193
#> [967] -62.51188 -59.47088 -47.88006 -37.35343 -46.29644 -73.60758
#> [973] -48.41003 -51.34126 -66.47856 -42.51476 -45.75142 -58.11461
#> [979] -49.95375 -38.11940 -39.48466 -61.64299 -49.85228 -71.33740
#> [985] -61.87325 -53.03884 -54.62256 -41.51957 -55.03581 -53.91997
#> [991] -52.02634 -58.79629 -56.17279 -51.17803 -45.98461 -58.61087
#> [997] -57.77946 -50.14691 -54.18742 -62.06801 -54.30912 -47.58551
#> [1003] -62.35634 -77.71002 -74.17920 -47.68646 -48.43458 -65.86524
#> [1009] -52.83349 -53.48264 -49.40111 -49.95375 -67.71575 -58.33289
#> [1015] -42.66132 -44.71449 -63.15912 -64.31092 -65.79416 -54.93234
#> [1021] -52.84150 -45.81661 -47.21844 -53.87473 -66.64870 -46.38448
#> [1027] -47.60874 -56.92282 -59.25347 -61.07416 -58.42348 -50.64576
#> [1033] -78.39087 -43.63515 -51.61686 -44.91359 -58.61757 -58.50219
#> [1039] -66.80398 -59.88348 -61.44246 -54.08534 -51.66117 -64.04714
#> [1045] -49.99590 -55.89700 -65.58861 -44.62964 -57.04626 -59.34613
#> [1051] -52.10362 -68.86026 -55.06154 -50.72888 -66.69682 -65.37343
#> [1057] -60.98470 -50.27205 -61.74859 -44.19817 -52.48663 -49.53512
#> [1063] -58.37961 -55.93863 -60.59321 -53.29951 -50.88713 -45.84325
#> [1069] -56.64193 -62.68493 -64.15429 -57.16774 -48.20957 -58.71298
#> [1075] -54.31763 -63.33820 -60.15557 -55.14138 -57.34882 -52.08102
#> [1081] -50.93342 -56.39954 -52.42667 -60.54052 -51.73285 -54.60140
#> [1087] -63.94611 -50.47576 -64.10064 -54.91110 -43.24761 -44.70101
#> [1093] -58.12204 -64.61684 -72.29831 -55.51949 -38.62762 -39.80400
#> [1099] -46.94673 -50.58637 -43.29509 -49.24467 -51.69103 -55.04556
#> [1105] -48.89850 -59.15954 -49.53786 -52.70495 -52.32214 -58.87757
#> [1111] -51.12271 -48.54454 -52.68915 -57.21597 -58.21915 -50.82476
#> [1117] -44.76048 -54.98929 -54.28340 -53.30660 -54.77299 -68.60853
#> [1123] -51.56408 -60.58969 -54.28736 -46.74951 -55.42583 -52.18332
#> [1129] -48.08818 -68.51057 -69.45122 -50.41512 -59.28218 -84.85245
#> [1135] -53.66241 -51.70087 -58.90636 -51.10240 -57.52143 -56.34840
#> [1141] -62.07780 -55.66343 -50.94601 -47.45170 -48.43292 -42.78991
#> [1147] -59.79462 -54.36263 -53.49910 -62.28548 -52.18297 -49.69559
#> [1153] -64.75279 -70.14801 -47.70289 -48.42471 -51.98163 -55.17126
#> [1159] -59.14361 -44.69722 -49.90409 -56.24891 -46.99254 -44.72265
#> [1165] -54.70244 -50.90116 -60.98929 -54.06724 -59.49083 -52.26974
#> [1171] -49.28595 -58.70891 -45.50202 -67.94163 -79.35962 -57.58650
#> [1177] -70.89253 -44.75195 -53.52557 -60.64003 -51.36936 -78.16056
#> [1183] -67.32211 -44.44874 -54.41576 -53.53270 -48.85827 -73.62841
#> [1189] -52.68617 -48.23733 -48.97372 -59.14892 -70.15216 -67.95127
#> [1195] -65.43186 -41.97532 -47.91434 -62.42146 -42.56619 -45.48871
#> [1201] -59.27856 -52.92091 -52.76003 -45.61629 -58.13266 -50.93353
#> [1207] -57.56949 -55.64046 -42.46694 -51.19352 -39.05228 -44.35970
#> [1213] -49.74950 -53.83621 -50.72331 -57.30922 -66.94185 -67.43788
#> [1219] -48.59012 -44.82072 -42.22686 -58.66744 -59.24318 -60.53441
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#> [3751] -211.91148 -220.19746 -76.10966 -428.27937 -159.32289 -51.42298
#> [3757] -178.98781 -193.29366 -209.01730 -139.56214 -49.80880 -67.60949
#> [3763] -170.21697 -84.59097 -181.38956 -215.36941 -165.21848 -210.32952
#> [3769] -216.59684 -215.60017 -82.47969 -136.46787 -156.85138 -137.42386
#> [3775] -149.63649 -205.02041 -103.81116 -32.84509 -169.62599 -122.19137
#> [3781] -181.49964 -165.48532 -35.78568 -155.31969 -143.35919 -187.07129
#> [3787] -206.14521 -104.87727 -205.89442 -168.14246 -184.69108 -180.38817
#> [3793] -203.64677 -189.33628 -198.58711 -119.62574 -180.16286 -39.15894
#> [3799] -59.84618 -193.66565 -169.20799 -129.94028 -85.16939 -109.49742
#> [3805] -162.17958 -196.33248 -36.64545 -34.54551 -212.95448 -41.93762
#> [3811] -93.60146 -32.09050 -56.03877 -105.50158 -92.17617 -57.69061
#> [3817] -150.83623 -114.16446 -151.43385 -183.89216 -34.01009 -215.28119
#> [3823] -166.97380 -132.71695 -103.80820 -197.09208 -101.79309 -134.90974
#> [3829] -148.31475 -178.70485 -124.02515 -139.28162 -42.17271 -161.32746
#> [3835] -117.04326 -119.75259 -193.40281 -221.61212 -66.91176 -122.65682
#> [3841] -77.15352 -212.04013 -225.56230 -224.66476 -106.58042 -126.62176
#> [3847] -63.95170 -168.33868 -390.56586 -217.06393 -81.94187 -222.92551
#> [3853] -173.45210 -221.05447 -142.88054 -44.36099 -37.92641 -87.60238
#> [3859] -131.80746 -117.90439 -113.78192 -113.24258 -42.76191 -195.21377
#> [3865] -83.88425 -211.08869 -212.18415 -158.84255 -48.55376 -77.62893
#> [3871] -112.88305 -39.04228 -135.39823 -193.35682 -221.48666 -33.24125
#> [3877] -150.32894 -71.57664 -207.04800 -104.43611 -95.19138 -198.96430
#> [3883] -37.29706 -137.66615 -79.26927 -202.44838 -215.73803 -167.08646
#> [3889] -65.57046 -180.03970 -213.77172 -160.31456 -189.06048 -202.67142
#> [3895] -216.02496 -211.62231 -98.74911 -194.58915 -205.94300 -72.03223
#> [3901] -147.09687 -131.81585 -196.00433 -76.28913 -45.69461 -79.07744
#> [3907] -216.95358 -167.27944 -111.57263 -218.37968 -34.60951 -156.40093
#> [3913] -195.70427 -105.32443 -158.47122 -195.30964 -107.09672 -34.17518
#> [3919] -99.45681 -109.34603 -66.40909 -128.29418 -53.92104 -89.19630
#> [3925] -149.93189 -31.88604 -67.74213 -222.34440 -187.38269 -181.53394
#> [3931] -212.74736 -188.76364 -34.68937 -82.82272 -41.32524 -35.96344
#> [3937] -99.16906 -32.62409 -217.19313 -57.24565 -169.09523 -65.70929
#> [3943] -193.28216 -70.84205 -208.11478 -214.82900 -159.32097 -428.68458
#> [3949] -182.83017 -174.54945 -56.68310 -39.53156 -733.76169 -53.27639
#> [3955] -151.36466 -179.43088 -168.36418 -76.94882 -46.04693 -110.08302
#> [3961] -67.04987 -157.79374 -183.21749 -186.74668 -191.85832 -74.13886
#> [3967] -72.57159 -174.92262 -82.03087 -180.73105 -48.37022 -226.90411
#> [3973] -204.22338 -153.19704 -31.89057 -144.98734 -201.88091 -202.62214
#> [3979] -208.59875 -156.56831 -118.48509 -54.27414 -181.37864 -36.33552
#> [3985] -93.70815 -61.82198 -161.76230 -66.60355 -171.06473 -215.19717
#> [3991] -166.69268 -719.74129 -78.84046 -41.12490 -76.02775 -164.30759
#> [3997] -55.21976 -72.42890 -217.31159 -49.24263 -220.28726 -34.77304
#> [4003] -155.73392 -196.70976 -100.06253 -155.26779 -205.62772 -143.45037
#> [4009] -147.15874 -168.38765 -65.39727 -79.14118 -34.90060 -157.52043
#> [4015] -166.27142 -181.44970 -89.50418 -127.06137 -95.57006 -158.49654
#> [4021] -219.65754 -103.93034 -68.96390 -85.82865 -198.62127 -95.47480
#> [4027] -170.75726 -211.02893 -107.08709 -90.55914 -212.81682 -44.05292
#> [4033] -97.82662 -73.50402 -187.36217 -139.35557 -33.19479 -189.88561
#> [4039] -225.43749 -33.05568 -44.91934 -101.83585 -147.71183 -73.64048
#> [4045] -175.02463 -32.05141 -141.12092 -89.23767 -144.81402 -1064.93318
#> [4051] -162.15678 -222.64458 -59.04902 -141.94614 -131.99700 -50.22823
#> [4057] -224.86457 -66.81312 -158.29542 -98.50260 -219.07075 -143.16649
#> [4063] -194.26457 -76.33024 -203.71295 -123.99379 -51.54120 -113.09787
#> [4069] -201.19100 -213.70825 -54.69285 -226.04343 -99.67323 -218.30911
#> [4075] -112.05807 -78.27787 -181.17500 -220.17019 -33.00143 -79.54668
#> [4081] -153.52740 -207.12423 -94.81974 -43.33421 -90.32918 -216.99985
#> [4087] -31.88619 -201.25469 -197.10439 -207.02469 -223.63303 -203.87110
#> [4093] -213.09148 -93.79491 -331.64422 -164.91268 -31.98266 -167.46619
#> [4099] -152.91975 -51.34717 -215.60627 -93.62290 -162.96478 -160.29555
#> [4105] -218.10370 -222.88243 -82.96807 -90.67106 -159.20635 -74.48225
#> [4111] -171.85702 -32.56177 -155.56693 -49.26046 -77.47710 -96.23894
#> [4117] -185.15074 -182.78764 -182.00769 -69.68912 -152.33226 -188.35924
#> [4123] -133.40326 -92.47672 -161.43698 -194.44243 -68.87395 -177.50650
#> [4129] -61.44819 -187.25493 -213.65509 -114.50881 -209.93662 -201.52861
#> [4135] -132.16228 -133.65006 -185.57581 -37.66039 -102.75477 -132.79763
#> [4141] -36.26758 -84.87940 -35.83978 -207.52696 -155.21022 -37.69448
#> [4147] -31.90951 -143.57865 -222.63212 -212.66420 -50.57892 -123.57706
#> [4153] -190.67648 -33.80269 -146.04826 -161.89790 -56.05928 -200.86860
#> [4159] -53.48427 -111.68137 -196.49927 -491.56175 -163.02125 -35.95298
#> [4165] -218.23716 -57.28845 -203.06669 -159.03664 -213.99776 -219.68438
#> [4171] -108.03284 -175.68473 -79.38329 -181.42887 -119.62959 -57.42934
#> [4177] -740.16915 -191.16143 -99.34379 -174.23078 -51.92157 -178.74497
#> [4183] -51.37347 -219.87678 -224.17124 -75.09916 -202.22844 -117.04566
#> [4189] -158.78651 -211.91291 -38.88175 -206.74765 -48.12303 -56.00907
#> [4195] -217.30145 -80.31644 -131.59632 -110.36830 -42.63015 -204.47773
#> [4201] -103.27863 -158.08647 -32.56871 -166.51621 -187.90359 -145.08886
#> [4207] -130.35133 -146.17464 -172.97089 -224.29673 -141.49247 -53.33111
#> [4213] -54.77927 -166.24684 -47.77645 -182.25867 -34.75059 -149.31657
#> [4219] -170.66956 -82.08487 -51.46916 -226.54877 -167.23240 -221.99276
#> [4225] -116.55633 -88.00866 -170.67131 -169.70383 -226.47555 -213.10532
#> [4231] -34.02459 -103.92570 -33.12075 -813.62434 -174.99390 -199.38969
#> [4237] -126.75496 -142.23452 -49.51000 -58.07566 -172.49225 -89.89274
#> [4243] -150.98610 -197.61854 -149.32053 -95.50377 -187.61354 -32.59648
#> [4249] -181.73712 -166.94767 -182.66154 -210.05754 -174.14158 -76.70065
#> [4255] -74.85720 -144.59983 -185.05751 -139.42435 -126.41869 -103.49658
#> [4261] -31.98249 -70.11766 -67.67985 -226.01012 -122.92493 -31.96924
#> [4267] -141.22179 -59.49788 -46.18933 -180.25033 -193.48979 -173.33880
#> [4273] -201.31046 -388.71539 -71.26339 -53.06138 -220.27313 -70.45290
#> [4279] -76.11123 -160.86404 -326.50646 -215.93813 -106.19304 -209.91137
#> [4285] -149.11335 -84.39177 -217.14406 -37.57839 -221.06356 -218.93704
#> [4291] -199.74817 -114.39900 -209.64069 -208.92390 -191.05074 -137.34635
#> [4297] -141.98811 -211.51528 -119.06021 -211.40627 -226.05119 -33.43531
#> [4303] -83.27594 -202.55073 -183.50674 -36.05510 -111.77879 -157.82629
#> [4309] -1555.11270 -168.18968 -157.28029 -197.76115 -89.51694 -112.70022
#> [4315] -119.81727 -202.95990 -160.87788 -166.00950 -41.17663 -205.08777
#> [4321] -126.87522 -157.52614 -170.30044 -104.07949 -205.32349 -197.98766
#> [4327] -66.09510 -111.24889 -82.90408 -126.03824 -209.53215 -150.28955
#> [4333] -53.05893 -131.63129 -73.19334 -138.56579 -171.64237 -101.41832
#> [4339] -34.69931 -100.13088 -57.01246 -83.61821 -168.17028 -199.84433
#> [4345] -175.43309 -190.68525 -134.26364 -346.33400 -204.12372 -785.38237
#> [4351] -204.94293 -135.30740 -141.99535 -37.72313 -57.74400 -191.29268
#> [4357] -220.87266 -127.14750 -53.11947 -172.68776 -184.45397 -525.08339
#> [4363] -128.34072 -96.50278 -154.65330 -36.61675 -57.99855 -152.36533
#> [4369] -156.78040 -200.61460 -74.91177 -109.01320 -128.20693 -142.72319
#> [4375] -32.38356 -200.58929 -89.93506 -212.07178 -89.86300 -51.27532
#> [4381] -222.22600 -188.53476 -37.56816 -54.98771 -147.22079 -90.64191
#> [4387] -212.57185 -191.37694 -232.40903 -177.34704 -193.66020 -47.16735
#> [4393] -92.86160 -201.74201 -97.44906 -69.13977 -215.44853 -217.85925
#> [4399] -33.75692 -36.88878 -218.27433 -287.34948 -98.76600 -52.05492
#> [4405] -167.58356 -161.70635 -38.65364 -125.72376 -137.79983 -32.09003
#> [4411] -68.40327 -207.70756 -152.64868 -53.62084 -170.10244 -141.98919
#> [4417] -144.70816 -37.66650 -182.78411 -203.71801 -218.23158 -204.63363
#> [4423] -224.10010 -32.73146 -208.29421 -149.10362 -192.61015 -189.59255
#> [4429] -178.36966 -106.37608 -51.23814 -99.38618 -117.18167 -64.07489
#> [4435] -112.09375 -198.04990 -111.66019 -46.01759 -137.25577 -107.90852
#> [4441] -119.61365 -41.48030 -175.43058 -87.54387 -100.79669 -232.14305
#> [4447] -80.60593 -183.90389 -81.06739 -39.90906 -33.94241 -276.44929
#> [4453] -183.35734 -182.84885 -183.91112 -162.61744 -75.20650 -185.93759
#> [4459] -222.61404 -186.57626 -61.36976 -100.96578 -97.70937 -223.61913
#> [4465] -205.79529 -42.93910 -49.91209 -195.97537 -149.08173 -165.85641
#> [4471] -53.99397 -203.97414 -158.27031 -40.42278 -210.70428 -226.01041
#> [4477] -83.58096 -70.91061 -136.14642 -142.43559 -34.16580 -39.48281
#> [4483] -62.70901 -189.65570 -204.32325 -44.87694 -215.77281 -32.00238
#> [4489] -51.50314 -199.35514 -178.23803 -92.41217 -198.62038 -184.44462
#> [4495] -143.42521 -33.16456 -136.27413 -167.34844 -182.75724 -74.08465
#> [4501] -218.66389 -32.20839 -35.08171 -193.19833 -130.26997 -193.79385
#> [4507] -209.06287 -112.92929 -151.08308 -221.33589 -223.72954 -208.11862
#> [4513] -135.60578 -118.67737 -155.66601 -208.75023 -142.30571 -158.62628
#> [4519] -225.18350 -189.94361 -162.21427 -37.40345 -167.77510 -113.98123
#> [4525] -147.40793 -168.91605 -92.13407 -54.38580 -123.48852 -98.27403
#> [4531] -160.38123 -196.81675 -36.33169 -67.00553 -79.16262 -176.22345
#> [4537] -186.92208 -59.15558 -47.83604 -88.17281 -47.82076 -59.37823
#> [4543] -113.06604 -203.61497 -189.69192 -102.70575 -124.29230 -161.66335
#> [4549] -140.18683 -186.99184 -140.71415 -198.20872 -55.95068 -170.72965
#> [4555] -116.41684 -64.61006 -103.37168 -196.06898 -167.03518 -211.53353
#> [4561] -58.36743 -43.53739 -194.62111 -185.39245 -48.17470 -163.16486
#> [4567] -126.68961 -68.95250 -171.43554 -46.77261 -102.11237 -182.67359
#> [4573] -37.02933 -149.58242 -183.31037 -69.21978 -180.09144 -114.18110
#> [4579] -71.34275 -202.26361 -48.50597 -52.62607 -221.79359 -198.32751
#> [4585] -44.29969 -133.49208 -211.81907 -140.69484 -144.08061 -209.29148
#> [4591] -32.70708 -31.89219 -162.44438 -101.38385 -77.01339 -73.34327
#> [4597] -166.81200 -85.11902 -208.16968 -135.99125 -47.36125 -103.15929
#> [4603] -126.14604 -32.64711 -208.84227 -48.26064 -60.82510 -204.65500
#> [4609] -49.22701 -205.76931 -209.05037 -167.38476 -46.37150 -146.75678
#> [4615] -130.09561 -184.76409 -110.81763 -118.52467 -52.73849 -36.06616
#> [4621] -56.80133 -182.42942 -117.62781 -34.26285 -77.51064 -163.11764
#> [4627] -167.09765 -117.80829 -148.40981 -163.80856 -170.40290 -112.94491
#> [4633] -138.92231 -111.70368 -186.83278 -52.67753 -170.36072 -94.45013
#> [4639] -56.21585 -141.22870 -199.56798 -110.99985 -121.95717 -188.22261
#> [4645] -186.21152 -170.09177 -185.18779 -76.35571 -177.85668 -42.41537
#> [4651] -132.15730 -56.37798 -203.43644 -177.43599 -34.02392 -117.94850
#> [4657] -131.05028 -212.46979 -101.42292 -50.60295 -216.70161 -43.29828
#> [4663] -193.09330 -61.44130 -137.22707 -151.36107 -124.27963 -78.06197
#> [4669] -177.70203 -54.47093 -70.74052 -198.66310 -63.07068 -183.65587
#> [4675] -84.54403 -123.75768 -77.38304 -156.29943 -93.76881 -195.98944
#> [4681] -89.77717 -91.60385 -219.41249 -174.18904 -82.52182 -218.14253
#> [4687] -66.71068 -124.52312 -206.80915 -100.00045 -152.60559 -192.12687
#> [4693] -204.27646 -116.19636 -109.20219 -173.49851 -198.46880 -38.77651
#> [4699] -97.69300 -172.38165 -55.08492 -161.47661 -38.55404 -33.58797
#> [4705] -68.88873 -66.43746 -200.75353 -58.01040 -91.16526 -89.83486
#> [4711] -37.66662 -195.61896 -186.96111 -132.78698 -109.85690 -121.47859
#> [4717] -179.55785 -215.14443 -178.61699 -87.27730 -91.93855 -199.71080
#> [4723] -180.60215 -222.54996 -158.32173 -36.47828 -223.52123 -186.20959
#> [4729] -68.07732 -202.73445 -39.65624 -122.10415 -45.54430 -100.55643
#> [4735] -150.91846 -193.45673 -142.12564 -197.50353 -213.99508 -107.89241
#> [4741] -83.89961 -211.92152 -168.39193 -172.17317 -213.67120 -59.24300
#> [4747] -66.78296 -74.42501 -203.20464 -110.80306 -203.53829 -204.43222
#> [4753] -153.69194 -217.69112 -105.42191 -174.23757 -681.56009 -205.14372
#> [4759] -198.21347 -211.17052 -141.83893 -187.78651 -151.39539 -264.50186
#> [4765] -212.13953 -158.97555 -157.90394 -147.81860 -124.92692 -205.35579
#> [4771] -79.81720 -190.12145 -208.76785 -170.80697 -193.57761 -146.49126
#> [4777] -87.79308 -107.96667 -212.23980 -173.53599 -201.29610 -156.35759
#> [4783] -189.13166 -45.30930 -210.70613 -223.51273 -157.40064 -45.07826
#> [4789] -146.58531 -147.18870 -140.11501 -44.98401 -128.37721 -49.58265
#> [4795] -205.93911 -166.99412 -191.14683 -98.25277 -190.59789 -75.51580
#> [4801] -167.03050 -63.72732 -145.25136 -220.07020 -119.52066 -156.58717
#> [4807] -63.51691 -49.71323 -98.36604 -198.04615 -192.10618 -44.11995
#> [4813] -181.16190 -60.13500 -118.02710 -151.93154 -84.42997 -100.19190
#> [4819] -36.43092 -219.85339 -182.65485 -206.18498 -93.11949 -207.85491
#> [4825] -163.06040 -132.88167 -202.53826 -191.22893 -179.19345 -86.90686
#> [4831] -32.60391 -104.78679 -58.96569 -226.33680 -120.40540 -148.28665
#> [4837] -211.06926 -99.02800 -35.17275 -95.47190 -115.16904 -119.50892
#> [4843] -88.81873 -79.68576 -33.53451 -78.25642 -127.47926 -218.08880
#> [4849] -199.47300 -168.11678 -165.76780 -132.90246 -35.34227 -195.10096
#> [4855] -32.35003 -217.61851 -147.85900 -214.28307 -41.19889 -42.08626
#> [4861] -62.90475 -174.63827 -174.06295 -160.46717 -226.51515 -117.83586
#> [4867] -71.50684 -54.13351 -39.51984 -153.89075 -211.04410 -93.29571
#> [4873] -194.95652 -179.78534 -38.12019 -134.05513 -214.70372 -89.28806
#> [4879] -172.34537 -47.39693 -88.18876 -197.93367 -79.15269 -79.90325
#> [4885] -34.84894 -66.47273 -217.91193 -129.23277 -195.63971 -47.14994
#> [4891] -70.12767 -148.43332 -32.66044 -194.16738 -107.64793 -200.26935
#> [4897] -221.02343 -66.30825 -98.40896 -202.23798 -74.60053 -39.99482
#> [4903] -97.62848 -129.93012 -157.41004 -32.76926 -69.59433 -162.66052
#> [4909] -132.40752 -128.24926 -35.67425 -160.20771 -136.69128 -175.73376
#> [4915] -192.61855 -175.64246 -124.61902 -124.39750 -39.76637 -100.98120
#> [4921] -156.88263 -208.39793 -183.58943 -78.74847 -145.14646 -84.58553
#> [4927] -220.72644 -94.96803 -32.13033 -42.73149 -49.96271 -63.73778
#> [4933] -32.14333 -126.89013 -160.01805 -42.47981 -80.94301 -44.38211
#> [4939] -37.80204 -173.13789 -34.47635 -207.77671 -198.90653 -185.68688
#> [4945] -177.19658 -172.22700 -202.02408 -207.58368 -53.74074 -250.53694
#> [4951] -220.83000 -36.13139 -203.80796 -203.32648 -131.83693 -70.61057
#> [4957] -106.60298 -165.48494 -124.05064 -140.04597 -143.58761 -198.92794
#> [4963] -105.09921 -216.00679 -202.77044 -190.24998 -114.99518 -222.02768
#> [4969] -167.94618 -32.35713 -177.97108 -60.33913 -198.98117 -192.48578
#> [4975] -148.05549 -158.75480 -199.56151 -213.04496 -64.50518 -196.14339
#> [4981] -140.51196 -114.66340 -153.46037 -115.51837 -171.99561 -148.02674
#> [4987] -160.16026 -217.07715 -114.55479 -143.15702 -162.76997 -35.15363
#> [4993] -167.35829 -33.50072 -34.14727 -209.19892 -80.94293 -197.11159
#> [4999] -82.91233 -52.57578
# Use only some of the mixture components, and pass some data
ddbpmm(fit_example$best, data = .4, components = 1)
#> Tail
#> -2.621125
# An internal function to get f(x) with x the [0,1] range.
ggplot(mobster:::template_density(fit_example$best, reduce = TRUE),
aes(x = x, y = y, color = cluster)) + geom_line()
