Methods for mod_cpt objects
mod_cpt-generics.RdMethods for generic functions applied to mod_cpt() objects
Usage
# S3 method for class 'mod_cpt'
as.ts(x, ...)
# S3 method for class 'mod_cpt'
nobs(object, ...)
# S3 method for class 'mod_cpt'
logLik(object, ...)
# S3 method for class 'mod_cpt'
fitted(object, ...)
# S3 method for class 'mod_cpt'
residuals(object, ...)
model_variance(object, ...)
# S3 method for class 'mod_cpt'
coef(object, ...)
# S3 method for class 'mod_cpt'
augment(x, ...)
# S3 method for class 'mod_cpt'
tidy(x, ...)
# S3 method for class 'mod_cpt'
glance(x, ...)
# S3 method for class 'mod_cpt'
plot(x, ...)
# S3 method for class 'mod_cpt'
print(x, ...)Arguments
- x
A
mod_cptobject, typically the output from one of thefit_*()functions oras.model()- ...
some methods for this generic function require additional arguments.
- object
any object from which a log-likelihood value, or a contribution to a log-likelihood value, can be extracted.
Details
All changepoint detection models inherit from mod_cpt: the
base class for changepoint detection models.
These models are created by one of the fit_*() functions, or by
as.model().
The methods documented here work on these objects.
Examples
cpts <- fit_meanshift_norm(DataCPSim, tau = 365)
as.ts(cpts)
#> Time Series:
#> Start = 1
#> End = 1096
#> Frequency = 1
#> [1] 35.50961 29.00292 35.63508 32.98452 29.53557 25.40781 28.82497
#> [8] 50.31157 24.93185 58.88063 30.35777 33.66315 32.58653 42.78788
#> [15] 45.23963 23.66417 20.00954 31.64746 34.65507 68.49028 43.53948
#> [22] 25.29938 57.19244 39.51995 23.79025 27.81451 42.00712 36.09812
#> [29] 32.74664 34.73679 60.20919 55.52211 33.92043 32.48948 22.66494
#> [36] 24.16119 27.05582 16.09789 31.69439 27.22202 20.64027 33.97673
#> [43] 46.71000 25.28389 24.88207 41.75347 36.50448 35.98297 31.39612
#> [50] 44.14153 67.82557 26.81619 27.55292 30.77449 51.17371 51.34317
#> [57] 23.10056 22.92962 29.39409 73.67531 23.46017 35.36286 29.45083
#> [64] 54.18062 25.04895 27.47914 51.41767 32.30387 43.17916 30.11288
#> [71] 22.45535 33.70278 34.16720 44.64931 22.60994 50.26498 50.28394
#> [78] 33.24944 38.73890 36.75336 52.38881 36.62906 16.68155 35.12389
#> [85] 35.89239 61.81050 47.85419 30.26446 36.93150 54.81053 30.32479
#> [92] 37.46579 49.93442 46.01734 24.86685 35.88435 42.25720 37.78741
#> [99] 46.26335 38.52976 47.99867 44.28395 51.05976 50.99393 36.01026
#> [106] 37.44409 16.77029 31.05583 22.40344 27.22149 28.31583 58.06805
#> [113] 38.30690 47.26490 31.55811 47.63268 23.38334 33.30157 46.75618
#> [120] 30.46511 23.17060 31.52724 38.55479 35.54940 49.63486 38.85458
#> [127] 35.80205 24.50227 20.49025 31.59546 33.84992 30.02572 23.84156
#> [134] 27.92167 28.04857 55.54324 23.82133 46.27102 35.95369 47.65766
#> [141] 31.37265 37.43892 26.73598 39.78209 37.23990 38.69749 25.74961
#> [148] 15.00954 41.03282 35.55822 28.20253 34.25572 36.72560 25.87219
#> [155] 34.25647 41.05718 45.99951 35.09617 30.10936 56.29692 21.62607
#> [162] 32.16878 48.08144 27.56512 24.86829 23.20973 23.35380 24.87480
#> [169] 41.98302 43.00026 42.37708 57.59545 28.58172 35.77870 28.82814
#> [176] 35.31054 45.07452 19.92057 49.94871 42.05699 45.69919 40.55247
#> [183] 28.77050 34.25098 39.57524 27.14581 44.69057 36.14965 49.50564
#> [190] 49.79043 17.99559 39.65697 44.97010 18.31935 31.24522 31.07475
#> [197] 21.61906 40.06484 34.99030 21.94425 37.44403 40.21178 38.23743
#> [204] 31.80890 34.61897 47.81524 34.58307 30.49509 45.29616 49.07757
#> [211] 24.17640 35.64875 17.63070 21.61867 32.29813 26.41488 28.31542
#> [218] 25.02318 20.23520 28.13247 63.69313 42.52417 29.03129 54.03181
#> [225] 25.60167 66.22389 26.02854 43.94607 39.26708 21.90635 33.10292
#> [232] 31.36953 68.74632 49.57971 36.77692 62.23430 33.17239 34.70213
#> [239] 29.33086 40.40664 20.51693 56.48982 47.57652 18.78920 39.83695
#> [246] 23.57444 32.90584 23.97282 29.16350 33.94278 33.32760 40.39087
#> [253] 37.08789 34.55488 28.07540 34.55889 32.50873 30.26050 31.61021
#> [260] 29.22609 21.66017 39.99861 31.54268 54.66244 28.83481 50.43102
#> [267] 41.57023 36.52691 41.74322 29.88869 65.63664 28.92781 31.62743
#> [274] 60.02248 23.41874 30.41566 49.28914 30.75073 41.08489 35.95343
#> [281] 26.30653 30.42233 35.58619 27.11696 41.07739 32.16801 54.22658
#> [288] 30.58481 32.75808 40.14170 38.59850 34.62828 26.92407 32.65613
#> [295] 21.12857 21.76199 31.72514 32.81883 39.57492 29.56246 26.52171
#> [302] 33.16808 30.46846 26.71148 20.12177 28.85316 25.85809 73.07025
#> [309] 50.11722 55.60337 42.62562 53.62811 40.37492 36.09093 54.15097
#> [316] 52.48111 28.21508 44.33563 15.14660 31.77283 28.02836 42.85488
#> [323] 30.07936 32.42728 33.91356 17.04858 29.01530 31.04799 24.28621
#> [330] 35.50456 45.96182 21.99371 38.45540 25.78633 45.07985 27.04933
#> [337] 50.03548 29.92024 26.27057 24.47919 59.13347 35.87683 42.14550
#> [344] 29.36456 44.58931 30.97851 21.83860 46.47922 39.71751 20.74531
#> [351] 21.96494 27.95186 40.64999 65.79466 34.95445 33.87721 27.41981
#> [358] 19.67562 39.39982 45.69528 22.18879 37.54553 23.15847 28.45508
#> [365] 25.23477 33.00227 27.16574 34.19212 38.82416 17.26278 38.40626
#> [372] 57.01508 40.28032 27.15082 32.21021 41.59108 44.75365 31.57659
#> [379] 44.49800 41.11233 35.23455 24.47634 45.13415 37.24519 42.85021
#> [386] 32.84645 37.01077 38.96790 40.08106 43.99265 32.24746 27.24075
#> [393] 31.66613 34.98403 27.29397 34.99001 31.25752 30.07230 27.18477
#> [400] 37.36462 34.40921 27.16085 37.36703 47.98335 43.48091 23.31231
#> [407] 20.68531 40.72063 13.66989 27.99689 25.61063 27.89089 17.93238
#> [414] 23.25505 69.87353 20.53952 38.76444 45.53784 43.99368 25.86236
#> [421] 23.02465 26.68788 51.99475 31.49945 39.98303 25.96329 18.68290
#> [428] 45.39740 41.85522 40.88774 33.13019 36.51401 43.93668 28.72223
#> [435] 17.36850 29.80030 29.36764 33.21636 30.98314 44.00905 49.96474
#> [442] 32.63317 34.95938 42.09920 25.98961 26.13540 40.91752 27.13926
#> [449] 23.93415 44.34438 24.80069 39.56627 34.17161 29.33848 51.51685
#> [456] 38.10154 17.89906 29.84155 20.73680 17.94649 20.14526 30.60828
#> [463] 37.05229 26.99159 48.47064 29.63704 30.29811 29.44919 50.20743
#> [470] 25.22852 19.31610 49.49408 31.13921 45.04409 26.36500 21.37141
#> [477] 33.60464 39.82629 23.44417 50.85233 35.55273 31.42400 52.78349
#> [484] 46.42078 32.84158 41.58214 37.57874 92.79539 21.87917 35.86701
#> [491] 44.63170 23.67373 49.57926 37.82632 28.51937 54.19448 25.42921
#> [498] 31.42047 45.75800 26.14005 32.43037 30.31998 60.34780 35.38384
#> [505] 17.65934 49.95322 48.97623 24.37608 62.05997 17.90258 35.04199
#> [512] 25.02686 37.13100 27.42116 46.56513 14.44667 18.13457 30.41839
#> [519] 40.06058 33.26711 58.99535 23.18483 36.67044 24.95331 27.19064
#> [526] 26.76947 37.48431 37.13503 22.80870 32.98376 16.45626 25.22453
#> [533] 35.59700 24.01433 58.24541 34.09432 31.09085 29.28524 20.65437
#> [540] 24.52000 61.00638 33.59970 19.62836 30.89483 27.49646 47.74031
#> [547] 38.48854 79.28284 49.83587 41.20827 60.84168 58.74430 73.74234
#> [554] 62.99021 44.73661 66.14946 78.63431 58.85001 56.29965 49.76806
#> [561] 66.31184 77.24626 30.20323 34.36305 40.14230 115.76308 53.35118
#> [568] 56.61291 54.02821 30.86656 64.91494 51.47610 58.02405 46.19877
#> [575] 75.46288 62.38693 62.12430 29.65914 48.83256 48.45711 87.84555
#> [582] 48.89591 79.45862 45.43495 61.17216 44.15376 40.81283 28.66775
#> [589] 100.81542 80.80345 59.82787 60.46746 61.44131 33.23726 52.19624
#> [596] 83.51128 53.55938 63.91426 43.91224 55.36213 54.68760 56.36276
#> [603] 50.26803 63.36135 71.84053 44.01963 54.90876 48.05082 73.33604
#> [610] 40.86609 53.14413 59.74683 74.13609 72.72819 73.80368 46.35780
#> [617] 39.46049 69.37131 69.23278 39.48316 65.63175 50.51306 79.59284
#> [624] 43.27989 29.25963 53.94132 47.30325 89.88726 64.49022 53.12747
#> [631] 51.61317 47.72412 102.46424 79.80996 51.62739 45.94677 44.20380
#> [638] 62.47154 56.71323 45.20940 33.56516 93.76083 56.27748 43.03061
#> [645] 86.12136 66.81985 103.73717 45.81972 66.39085 43.21773 56.16747
#> [652] 59.28413 50.73493 65.26301 107.46498 68.39817 77.53655 63.00234
#> [659] 100.37694 50.08347 51.31859 47.84582 73.28803 56.60291 49.47953
#> [666] 74.14721 51.88331 72.97605 37.36928 50.55296 94.49818 85.63369
#> [673] 47.21940 51.29463 30.87699 40.99069 65.22233 84.18339 36.97547
#> [680] 67.67693 130.27515 56.50564 52.08214 36.62894 50.17403 43.98132
#> [687] 63.78818 69.71901 58.66280 34.25625 40.01212 38.51369 31.93027
#> [694] 70.08009 60.78508 51.19670 65.45439 70.13630 38.38639 46.42615
#> [701] 59.55314 49.09690 60.75484 66.66783 70.41840 77.79466 57.57120
#> [708] 66.27876 40.41878 51.19402 90.55426 28.21335 67.71025 52.72485
#> [715] 37.34428 72.43783 92.29608 55.59297 69.66448 58.30077 50.26778
#> [722] 74.61613 50.92561 51.97960 99.50324 47.12665 87.80435 119.15289
#> [729] 96.67512 27.20912 42.35955 51.36019 66.15466 50.99965 31.33727
#> [736] 29.62981 55.37496 72.04834 44.82771 46.57539 64.62869 38.82131
#> [743] 53.86127 30.62108 27.37893 85.39840 55.85290 64.89730 94.68730
#> [750] 35.15146 37.51919 45.72001 89.69830 46.13428 66.35095 37.41977
#> [757] 43.10677 40.13555 43.13188 24.73451 76.52571 36.36566 71.17790
#> [764] 56.44084 63.19831 38.86127 56.54947 83.05808 41.66112 60.14119
#> [771] 73.36839 36.83335 46.99687 68.72470 48.02621 37.04922 67.67630
#> [778] 46.78206 43.38829 79.76107 43.42811 34.89142 46.70848 85.92108
#> [785] 65.54841 39.49996 41.09837 47.97916 62.31907 75.42977 83.27070
#> [792] 73.13176 58.56810 75.03824 37.08341 57.11212 62.88590 80.01578
#> [799] 31.43220 50.27634 20.52318 57.18749 65.93147 42.64495 60.78448
#> [806] 42.12619 44.69412 58.64844 68.76875 163.36185 59.30573 44.16434
#> [813] 74.02857 42.16594 47.80402 46.06946 68.13544 58.27459 44.44837
#> [820] 49.71347 41.92370 65.10552 190.42879 100.55114 84.73240 95.19440
#> [827] 62.62765 81.34105 62.84927 119.41128 97.69586 103.24047 132.04779
#> [834] 63.94897 61.11686 68.83021 80.70128 118.36174 69.88491 75.67939
#> [841] 97.87433 84.47204 167.57416 119.33953 112.87803 94.60966 54.52644
#> [848] 134.89541 80.76840 100.86500 125.36064 80.85360 81.27602 102.14881
#> [855] 62.87013 89.81105 90.54166 77.87923 154.26053 104.44530 89.99370
#> [862] 137.11783 108.63313 81.65888 91.76187 153.53548 93.17887 131.28943
#> [869] 58.95745 63.59264 86.73104 159.01308 56.48464 53.76414 79.36095
#> [876] 104.17268 82.69108 75.47191 80.10494 123.34176 117.11018 82.67987
#> [883] 87.24288 77.92377 105.19438 75.47461 73.26672 103.96131 88.69445
#> [890] 67.40834 115.24510 107.64339 93.11673 129.87959 126.03289 118.21727
#> [897] 101.24318 85.84310 83.24171 94.37437 95.52714 58.18705 70.93290
#> [904] 135.64519 122.17646 47.94730 81.90610 71.29312 59.56557 90.96883
#> [911] 105.27981 68.10784 62.24482 118.12494 89.29744 104.93346 54.31292
#> [918] 118.22755 85.99992 68.28882 116.87775 59.89081 88.51994 124.96078
#> [925] 48.99528 83.42296 39.21350 104.91602 96.76956 112.59752 71.12703
#> [932] 88.73937 68.98548 70.70640 93.68761 131.72255 82.59086 81.56980
#> [939] 80.12171 160.72231 130.68852 61.65840 175.64769 103.14938 133.32521
#> [946] 160.15746 97.61800 119.62046 125.04584 120.67301 110.96952 62.16252
#> [953] 215.10540 81.98616 110.52191 53.11782 83.00635 59.01162 167.43096
#> [960] 146.43115 136.73301 93.53995 92.63548 98.56852 59.88143 101.45146
#> [967] 102.84065 115.38549 110.87331 96.65850 70.26512 73.19904 204.44288
#> [974] 120.52524 148.47584 176.52242 72.50633 98.01507 85.07589 122.09749
#> [981] 173.47087 272.06243 114.84247 194.43547 182.95500 99.70758 155.32184
#> [988] 234.90205 149.08372 129.43951 92.17400 150.30666 127.34289 95.56536
#> [995] 183.85856 173.20963 119.36203 298.97556 239.90785 149.72990 145.83624
#> [1002] 199.97769 221.71715 124.50443 127.57657 126.63670 224.84161 193.52027
#> [1009] 67.17684 193.24399 163.77183 115.04808 139.80491 194.08049 142.56183
#> [1016] 150.05278 112.32713 229.27074 123.95988 146.80726 185.69923 111.44768
#> [1023] 148.97687 122.53709 127.37003 92.55487 106.25934 151.61132 166.55049
#> [1030] 166.27216 89.84812 285.64838 210.83361 119.86280 120.26534 166.67314
#> [1037] 128.77576 128.26908 203.90985 124.66021 285.09853 111.19870 185.07644
#> [1044] 88.79945 97.17543 121.60783 183.18550 113.42228 234.66441 148.81920
#> [1051] 127.67544 144.30028 183.15017 180.80073 212.84778 81.80066 156.28369
#> [1058] 217.85070 136.70053 196.65904 155.49179 120.33784 123.21350 293.16047
#> [1065] 141.29326 286.30265 137.11341 191.99534 155.88733 232.83108 141.37831
#> [1072] 114.62536 154.08698 129.56200 197.71852 143.31929 155.63173 166.92790
#> [1079] 151.48311 133.67364 183.79864 134.72402 108.41123 113.01052 145.28928
#> [1086] 85.79995 220.96699 127.18015 215.14311 190.93505 156.44133 164.06449
#> [1093] 164.81190 85.39927 179.14410 135.09159
nobs(cpts)
#> [1] 1096
logLik(cpts)
#> 'log Lik.' -5636.419 (df=4)
fitted(cpts)
#> [1] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [9] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [17] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [25] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [33] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [41] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [49] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [57] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [65] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [73] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [81] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [89] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [97] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [105] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [113] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [121] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [129] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [137] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [145] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [153] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [161] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [169] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [177] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [185] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [193] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [201] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [209] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [217] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [225] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [233] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [241] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [249] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [257] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [265] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [273] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [281] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [289] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [297] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [305] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [313] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [321] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [329] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [337] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [345] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [353] 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550 35.75550
#> [361] 35.75550 35.75550 35.75550 35.75550 76.79424 76.79424 76.79424 76.79424
#> [369] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [377] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [385] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [393] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [401] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [409] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [417] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [425] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [433] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [441] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [449] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [457] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [465] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [473] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [481] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [489] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [497] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [505] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [513] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [521] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [529] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [537] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [545] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [553] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [561] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [569] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [577] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [585] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [593] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [601] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [609] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [617] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [625] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [633] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [641] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [649] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [657] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [665] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [673] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [681] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [689] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [697] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [705] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [713] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [721] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [729] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [737] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [745] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [753] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [761] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [769] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [777] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [785] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [793] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [801] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [809] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [817] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [825] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [833] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [841] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [849] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [857] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [865] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [873] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [881] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [889] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [897] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [905] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [913] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [921] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [929] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [937] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [945] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [953] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [961] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [969] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [977] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [985] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [993] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1001] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1009] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1017] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1025] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1033] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1041] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1049] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1057] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1065] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1073] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1081] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
#> [1089] 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424 76.79424
residuals(cpts)
#> Time Series:
#> Start = 1
#> End = 1096
#> Frequency = 1
#> [1] -0.24589590 -6.75258255 -0.12041859 -2.77097920 -6.21992881
#> [6] -10.34769245 -6.93053431 14.55606567 -10.82365503 23.12513076
#> [11] -5.39772954 -2.09235538 -3.16897330 7.03237942 9.48412273
#> [16] -12.09132952 -15.74596568 -4.10804719 -1.10043760 32.73477373
#> [21] 7.78397890 -10.45611907 21.43693326 3.76444458 -11.96525470
#> [26] -7.94098829 6.25161648 0.34261639 -3.00886394 -1.01871331
#> [31] 24.45368752 19.76660663 -1.83507529 -3.26601837 -13.09055963
#> [36] -11.59431452 -8.69968026 -19.65761215 -4.06111144 -8.53348500
#> [41] -15.11523674 -1.77877706 10.95449795 -10.47161054 -10.87343300
#> [46] 5.99797123 0.74897881 0.22746599 -4.35938729 8.38602316
#> [51] 32.07007013 -8.93931562 -8.20258378 -4.98101596 15.41821173
#> [56] 15.58766431 -12.65494077 -12.82588625 -6.36140820 37.91981181
#> [61] -12.29532797 -0.39264661 -6.30467633 18.42511963 -10.70655447
#> [66] -8.27636790 15.66217009 -3.45163280 7.42365752 -5.64262392
#> [71] -13.30015134 -2.05272528 -1.58830527 8.89380531 -13.14556697
#> [76] 14.50947264 14.52844033 -2.50606598 2.98339944 0.99786203
#> [81] 16.63330416 0.87355922 -19.07395592 -0.63160939 0.13688343
#> [86] 26.05500072 12.09868720 -5.49104512 1.17599721 19.05502876
#> [91] -5.43071441 1.71029129 14.17891773 10.26183513 -10.88865391
#> [96] 0.12884350 6.50169513 2.03191014 10.50784754 2.77425595
#> [101] 12.24316474 8.52844213 15.30425561 15.23842998 0.25475217
#> [106] 1.68858777 -18.98521000 -4.69966812 -13.35206445 -8.53401484
#> [111] -7.43967749 22.31254794 2.55139918 11.50940058 -4.19739319
#> [116] 11.87717934 -12.37216228 -2.45393652 11.00068003 -5.29039254
#> [121] -12.58490721 -4.22826527 2.79928764 -0.20610496 13.87935556
#> [126] 3.09907819 0.04654593 -11.25322808 -15.26525168 -4.16004136
#> [131] -1.90557931 -5.72978418 -11.91394344 -7.83382923 -7.70693290
#> [136] 19.78773253 -11.93417567 10.51551407 0.19818518 11.90215438
#> [141] -4.38285115 1.68341305 -9.01952306 4.02658962 1.48439665
#> [146] 2.94198210 -10.00589672 -20.74596365 5.27731259 -0.19728225
#> [151] -7.55297715 -1.49977970 0.97009832 -9.88330861 -1.49903274
#> [156] 5.30167833 10.24400524 -0.65933070 -5.64614414 20.54142158
#> [161] -14.12943339 -3.58672159 12.32593428 -8.19038568 -10.88720897
#> [166] -12.54577623 -12.40170302 -10.88070560 6.22751231 7.24475475
#> [171] 6.62157688 21.83994818 -7.17378155 0.02320074 -6.92736437
#> [176] -0.44496768 9.31901505 -15.83493252 14.19320390 6.30148659
#> [181] 9.94368432 4.79696638 -6.98500608 -1.50452019 3.81974007
#> [186] -8.60969114 8.93506699 0.39415031 13.75013505 14.03493016
#> [191] -17.75991374 3.90147122 9.21460078 -17.43614966 -4.51028148
#> [196] -4.68075511 -14.13643946 4.30933910 -0.76520348 -13.81125567
#> [201] 1.68853027 4.45627592 2.48192923 -3.94660457 -1.13652887
#> [206] 12.05974030 -1.17243136 -5.26041615 9.54065948 13.32206649
#> [211] -11.57910628 -0.10674906 -18.12480086 -14.13683300 -3.45737448
#> [216] -9.34062484 -7.44008132 -10.73232287 -15.52030168 -7.62303495
#> [221] 27.93762528 6.76867139 -6.72421674 18.27630926 -10.15382939
#> [226] 30.46839057 -9.72696035 8.19056423 3.51158047 -13.84915693
#> [231] -2.65258661 -4.38596911 32.99082030 13.82420239 1.02141356
#> [236] 26.47879476 -2.58311265 -1.05336815 -6.42464472 4.65114159
#> [241] -15.23857378 20.73431749 11.82101982 -16.96630692 4.08144457
#> [246] -12.18106281 -2.84966411 -11.78268583 -6.59200763 -1.81272030
#> [251] -2.42790631 4.63536230 1.33238966 -1.20062113 -7.68010434
#> [256] -1.19661271 -3.24677706 -5.49500100 -4.14529332 -6.52941130
#> [261] -14.09533743 4.24310505 -4.21282482 18.90693470 -6.92069142
#> [266] 14.67551289 5.81473017 0.77140952 5.98771608 -5.86680920
#> [271] 29.88113631 -6.82769235 -4.12807093 24.26697869 -12.33676011
#> [276] -5.33984535 13.53363445 -5.00477363 5.32938635 0.19792405
#> [281] -9.44897134 -5.33316947 -0.16931389 -8.63854413 5.32188833
#> [286] -3.58749322 18.47107684 -5.17069291 -2.99742303 4.38619527
#> [291] 2.84299310 -1.12722393 -8.83143092 -3.09937196 -14.62693417
#> [296] -13.99351733 -4.03036110 -2.93667579 3.81941267 -6.19303859
#> [301] -9.23378861 -2.58741966 -5.28704779 -9.04402216 -15.63373035
#> [306] -6.90234786 -9.89741009 37.31474672 14.36171249 19.84786773
#> [311] 6.87011283 17.87260893 4.61942203 0.33542310 18.39546926
#> [316] 16.72561160 -7.54042352 8.58012484 -20.60890338 -3.98267241
#> [321] -7.72713961 7.09937559 -5.67614176 -3.32822147 -1.84194762
#> [326] -18.70692079 -6.74020129 -4.70751699 -11.46929044 -0.25094087
#> [331] 10.20631523 -13.76179142 2.69990053 -9.96917196 9.32434324
#> [336] -8.70617609 14.27998032 -5.83525963 -9.48493420 -11.27631524
#> [341] 23.37796600 0.12132937 6.38999379 -6.39093888 8.83380916
#> [346] -4.77698825 -13.91690700 10.72371241 3.96200445 -15.01019573
#> [351] -13.79056588 -7.80364074 4.89448714 30.03916057 -0.80105495
#> [356] -1.87828879 -8.33569420 -16.07988138 3.64432091 9.93977593
#> [361] -13.56671476 1.79002919 -12.59703734 -7.30042717 -51.55947102
#> [366] -43.79196812 -49.62849933 -42.60211980 -37.97008515 -59.53146366
#> [371] -38.38798059 -19.77916149 -36.51391992 -49.64342590 -44.58402857
#> [376] -35.20316786 -32.04059045 -45.21765513 -32.29624361 -35.68190809
#> [381] -41.55969318 -52.31790154 -31.66009447 -39.54904997 -33.94402853
#> [386] -43.94779211 -39.78346921 -37.82634723 -36.71318458 -32.80159501
#> [391] -44.54678519 -49.55349122 -45.12810883 -41.81021725 -49.50026980
#> [396] -41.80423064 -45.53672646 -46.72194488 -49.60947699 -39.42962413
#> [401] -42.38503136 -49.63339477 -39.42721563 -28.81088993 -33.31333763
#> [406] -53.48193277 -56.10893199 -36.07361466 -63.12435456 -48.79734824
#> [411] -51.18361659 -48.90335231 -58.86186458 -53.53918882 -6.92070822
#> [416] -56.25472371 -38.02979966 -31.25640171 -32.80056066 -50.93188501
#> [421] -53.76958909 -50.10635846 -24.79949522 -45.29479088 -36.81121008
#> [426] -50.83095693 -58.11133914 -31.39684570 -34.93901966 -35.90650345
#> [431] -43.66405674 -40.28023447 -32.85756753 -48.07201286 -59.42574790
#> [436] -46.99394104 -47.42660775 -43.57788264 -45.81109965 -32.78519449
#> [441] -26.82950413 -44.16107069 -41.83486734 -34.69503822 -50.80462795
#> [446] -50.65884713 -35.87672005 -49.65498515 -52.86008918 -32.44985913
#> [451] -51.99354952 -37.22797635 -42.62263365 -47.45576107 -25.27738833
#> [456] -38.69270512 -58.89518695 -46.95269390 -56.05744305 -58.84775512
#> [461] -56.64898048 -46.18595817 -39.74195635 -49.80265107 -28.32360423
#> [466] -47.15720588 -46.49613753 -47.34505621 -26.58681229 -51.56572517
#> [471] -57.47814231 -27.30016267 -45.65503348 -31.75015699 -50.42924113
#> [476] -55.42283544 -43.18960301 -36.96795341 -53.35007355 -25.94191727
#> [481] -41.24151142 -45.37024783 -24.01074853 -30.37346700 -43.95266084
#> [486] -35.21210717 -39.21550691 16.00114275 -54.91507777 -40.92723238
#> [491] -32.16254157 -53.12051507 -27.21498080 -38.96792317 -48.27487750
#> [496] -22.59976713 -51.36502854 -45.37377215 -31.03624251 -50.65419649
#> [501] -44.36386847 -46.47426173 -16.44644711 -41.41040568 -59.13490262
#> [506] -26.84102548 -27.81801193 -52.41815928 -14.73426833 -58.89166514
#> [511] -41.75225072 -51.76738453 -39.66324250 -49.37308650 -30.22910815
#> [516] -62.34756838 -58.65967375 -46.37585665 -36.73365852 -43.52713718
#> [521] -17.79888974 -53.60941693 -40.12380689 -51.84093554 -49.60360042
#> [526] -50.02477757 -39.30992946 -39.65921079 -53.98553956 -43.81048113
#> [531] -60.33797886 -51.56971746 -41.19723903 -52.77991203 -18.54883013
#> [536] -42.69992679 -45.70339759 -47.50900617 -56.13987270 -52.27424595
#> [541] -15.78786528 -43.19454706 -57.16587889 -45.89941712 -49.29777878
#> [546] -29.05393316 -38.30569868 2.48859466 -26.95836839 -35.58597238
#> [551] -15.95256253 -18.04994189 -3.05190281 -13.80403026 -32.05763333
#> [556] -10.64477832 1.84006230 -17.94423563 -20.49459748 -27.02618548
#> [561] -10.48240790 0.45201225 -46.59101495 -42.43119227 -36.65194666
#> [566] 38.96883571 -23.44306075 -20.18133495 -22.76603174 -45.92768494
#> [571] -11.87930227 -25.31814667 -18.77018883 -30.59547454 -1.33136752
#> [576] -14.40731614 -14.66994470 -47.13510039 -27.96168792 -28.33713763
#> [581] 11.05130390 -27.89833452 2.66437496 -31.35928841 -15.62208238
#> [586] -32.64048720 -35.98141310 -48.12648867 24.02117572 4.00920558
#> [591] -16.96637599 -16.32678694 -15.35293131 -43.55698556 -24.59800425
#> [596] 6.71703331 -23.23486683 -12.87998530 -32.88200023 -21.43211175
#> [601] -22.10664243 -20.43147969 -26.52621071 -13.43289393 -4.95371738
#> [606] -32.77461156 -21.88548724 -28.74342028 -3.45820249 -35.92814918
#> [611] -23.65010830 -17.04740898 -2.65815140 -4.06605667 -2.99056585
#> [616] -30.43644794 -37.33374968 -7.42293318 -7.56146732 -37.31108576
#> [621] -11.16249471 -26.28118670 2.79859946 -33.51435328 -47.53461044
#> [626] -22.85292473 -29.49099185 13.09302087 -12.30402209 -23.66677018
#> [631] -25.18107586 -29.07011915 25.66999379 3.01571959 -25.16685227
#> [636] -30.84747044 -32.59044098 -14.32270395 -20.08101004 -31.58484732
#> [641] -43.22908012 16.96658986 -20.51676012 -33.76363761 9.32711566
#> [646] -9.97438802 26.94292332 -30.97452319 -10.40339387 -33.57651531
#> [651] -20.62676813 -17.51011200 -26.05930807 -11.53123315 30.67074013
#> [656] -8.39607584 0.74231129 -13.79190650 23.58269449 -26.71077098
#> [661] -25.47565783 -28.94842444 -3.50621736 -20.19133643 -27.31471251
#> [666] -2.64703306 -24.91093608 -3.81819709 -39.42495825 -26.24128393
#> [671] 17.70393680 8.83944427 -29.57484494 -25.49961223 -45.91725028
#> [676] -35.80355387 -11.57191675 7.38915148 -39.81877118 -9.11731200
#> [681] 53.48090876 -20.28860338 -24.71209935 -40.16530320 -26.62020898
#> [686] -32.81292151 -13.00606328 -7.07523680 -18.13144148 -42.53799510
#> [691] -36.78212147 -38.28055414 -44.86397029 -6.71415414 -16.00916139
#> [696] -25.59754141 -11.33985110 -6.65794077 -38.40785248 -30.36808840
#> [701] -17.24110446 -27.69734539 -16.03939907 -10.12641391 -6.37584743
#> [706] 1.00042183 -19.22304203 -10.51548199 -36.37545816 -25.60022126
#> [711] 13.76001616 -48.58089310 -9.08399504 -24.06939414 -39.44996477
#> [716] -4.35641152 15.50183772 -21.20127723 -7.12975851 -18.49347198
#> [721] -26.52646778 -2.17811137 -25.86863282 -24.81464475 22.70899369
#> [726] -29.66759589 11.01010926 42.35864636 19.88087238 -49.58512298
#> [731] -34.43469655 -25.43405606 -10.63958772 -25.79459133 -45.45697506
#> [736] -47.16443466 -21.41928431 -4.74589970 -31.96653582 -30.21885620
#> [741] -12.16555031 -37.97292939 -22.93297102 -46.17315915 -49.41530968
#> [746] 8.60415698 -20.94133935 -11.89693914 17.89305893 -41.64278161
#> [751] -39.27505729 -31.07423390 12.90406129 -30.65996246 -10.44328895
#> [756] -39.37447181 -33.68747198 -36.65869540 -33.66236487 -52.05973476
#> [761] -0.26853386 -40.42857865 -5.61633860 -20.35339950 -13.59593565
#> [766] -37.93297070 -20.24477522 6.26383843 -35.13311902 -16.65305196
#> [771] -3.42585368 -39.96089231 -29.79737560 -8.06954434 -28.76803214
#> [776] -39.74501878 -9.11794753 -30.01218787 -33.40595681 2.96682620
#> [781] -33.36613189 -41.90282485 -30.08575972 9.12683594 -11.24583625
#> [786] -37.29428160 -35.69587701 -28.81508586 -14.47516902 -1.36447263
#> [791] 6.47645434 -3.66247955 -18.22614676 -1.75599841 -39.71083471
#> [796] -19.68212242 -13.90834113 3.22154201 -45.36204675 -26.51790190
#> [801] -56.27106107 -19.60675475 -10.86276819 -34.14929655 -16.00976053
#> [806] -34.66804797 -32.10012412 -18.14580038 -8.02549173 86.56761123
#> [811] -17.48851785 -32.62990572 -2.76567020 -34.62830033 -28.99022611
#> [816] -30.72478538 -8.65880565 -18.51965523 -32.34587127 -27.08077428
#> [821] -34.87054697 -11.68872332 113.63454910 23.75689223 7.93815597
#> [826] 18.40016173 -14.16658811 4.54681059 -13.94497178 42.61703433
#> [831] 20.90161575 26.44622816 55.25355022 -12.84527660 -15.67738336
#> [836] -7.96403689 3.90703985 41.56750158 -6.90933767 -1.11485046
#> [841] 21.08008223 7.67779701 90.77991363 42.54528396 36.08379116
#> [846] 17.81541277 -22.26780525 58.10116347 3.97415820 24.07075670
#> [851] 48.56639758 4.05935955 4.48177525 25.35456348 -13.92411316
#> [856] 13.01680785 13.74742110 1.08498729 77.46628875 27.65105674
#> [861] 13.19945647 60.32358765 31.83888559 4.86464085 14.96762518
#> [866] 76.74124055 16.38462727 54.49518580 -17.83679065 -13.20160450
#> [871] 9.93679271 82.21884203 -20.30960500 -23.03010261 2.56670780
#> [876] 27.37843979 5.89683816 -1.32233380 3.31069334 46.54751458
#> [881] 40.31594027 5.88563187 10.44863598 1.12953135 28.40014133
#> [886] -1.31963272 -3.52751835 27.16706565 11.90020397 -9.38589917
#> [891] 38.45085572 30.84915029 16.32248948 53.08534922 49.23864964
#> [896] 41.42302922 24.44893764 9.04885579 6.44746522 17.58012874
#> [901] 18.73289567 -18.60719379 -5.86134370 58.85094374 45.38221278
#> [906] -28.84694547 5.11185246 -5.50112642 -17.22867460 14.17458549
#> [911] 28.48556799 -8.68639962 -14.54941894 41.33069399 12.50319599
#> [916] 28.13921732 -22.48132077 41.43330965 9.20568079 -8.50542360
#> [921] 40.08350680 -16.90343759 11.72569595 48.16653282 -27.79896512
#> [926] 6.62872022 -37.58074466 28.12177844 19.97531318 35.80327941
#> [931] -5.66721733 11.94513129 -7.80876601 -6.08784058 16.89336881
#> [936] 54.92831049 5.79661360 4.77555902 3.32746820 83.92806710
#> [941] 53.89428063 -15.13584635 98.85344467 26.35513317 56.53096983
#> [946] 83.36321802 20.82375659 42.82621331 48.25160108 43.87876767
#> [951] 34.17527246 -14.63172294 138.31116142 5.19191513 33.72767193
#> [956] -23.67642375 6.21210778 -17.78262640 90.63671446 69.63690522
#> [961] 59.93877056 16.74571190 15.84123809 21.77428006 -16.91281562
#> [966] 24.65721445 26.04640930 38.59124308 34.07906225 19.86425870
#> [971] -6.52912547 -3.59520401 127.64863798 43.73099721 71.68159438
#> [976] 99.72817928 -4.28791645 21.22082839 8.28164701 45.30324281
#> [981] 96.67663127 195.26818760 38.04822789 117.64123035 106.16075991
#> [986] 22.91333277 78.52759458 158.10780987 72.28947812 52.64526362
#> [991] 15.37976008 73.51241813 50.54864948 18.77111314 107.06432034
#> [996] 96.41538686 42.56778410 222.18132153 163.11360726 72.93565842
#> [1001] 69.04199587 123.18344640 144.92290884 47.71019035 50.78232269
#> [1006] 49.84245555 148.04736261 116.72602820 -9.61739854 116.44974861
#> [1011] 86.97758367 38.25383504 63.01066527 117.28624478 65.76758452
#> [1016] 73.25853533 35.53288784 152.47649508 47.16563695 70.01302177
#> [1021] 108.90498367 34.65343556 72.18262934 45.74285133 50.57578378
#> [1026] 15.76062569 29.46509401 74.81708052 89.75625024 89.47791815
#> [1031] 13.05388178 208.85413246 134.03936527 43.06855330 43.47110131
#> [1036] 89.87889496 51.98152147 51.47483512 127.11560536 47.86596782
#> [1041] 208.30428880 34.40445650 108.28219280 12.00520399 20.38118290
#> [1046] 44.81358450 106.39126095 36.62803211 157.87016886 72.02495660
#> [1051] 50.88119421 67.50603277 106.35592779 104.00648805 136.05354151
#> [1056] 5.00642032 79.48945204 141.05645784 59.90628362 119.86479656
#> [1061] 78.69754218 43.54359926 46.41925233 216.36622708 64.49901556
#> [1066] 209.50840908 60.31916524 115.20109429 79.09308622 156.03683379
#> [1071] 64.58406980 37.83111238 77.29273754 52.76775460 120.92427573
#> [1076] 66.52504365 78.83748829 90.13366197 74.68886895 56.87940024
#> [1081] 107.00439830 57.92977853 31.61699079 36.21627468 68.49503669
#> [1086] 9.00571116 144.17274296 50.38590801 138.34886486 114.14081154
#> [1091] 79.64708283 87.27024637 88.01765363 8.60502728 102.34985316
#> [1096] 58.29734714
changepoints(cpts)
#> [1] 365
augment(cpts)
#> # A tsibble: 1,096 x 5 [1]
#> # Groups: region [2]
#> index y region .fitted .resid
#> <int> <dbl> <fct> <dbl> <dbl>
#> 1 1 35.5 [0,365) 35.8 -0.246
#> 2 2 29.0 [0,365) 35.8 -6.75
#> 3 3 35.6 [0,365) 35.8 -0.120
#> 4 4 33.0 [0,365) 35.8 -2.77
#> 5 5 29.5 [0,365) 35.8 -6.22
#> 6 6 25.4 [0,365) 35.8 -10.3
#> 7 7 28.8 [0,365) 35.8 -6.93
#> 8 8 50.3 [0,365) 35.8 14.6
#> 9 9 24.9 [0,365) 35.8 -10.8
#> 10 10 58.9 [0,365) 35.8 23.1
#> # ℹ 1,086 more rows
tidy(cpts)
#> # A tibble: 2 × 9
#> region num_obs min max mean sd begin end param_mu
#> <chr> <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 [0,365) 364 15.0 73.7 35.8 11.2 0 365 35.8
#> 2 [365,1.1e+03] 732 13.7 299. 76.8 50.1 365 1096 76.8
glance(cpts)
#> # A tibble: 1 × 11
#> pkg version algorithm params num_cpts rmse logLik AIC BIC MBIC
#> <chr> <pckg_> <chr> <list> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 tidychang… 0.0.1 meanshif… <dbl> 1 41.4 -5636. 11281. 11301. 11292.
#> # ℹ 1 more variable: MDL <dbl>
plot(fit_meanshift_norm(CET, tau = 330))
plot(fit_trendshift(CET, tau = 330))
plot(fit_lmshift(CET, tau = 330, deg_poly = 2))
plot(fit_lmshift(CET, tau = 330, deg_poly = 10))
