A function that creates a data frame with seasonally adjusted series from x13(). Columns in the data frame are date, unadjusted series, seasonally adjusted series and trend. Optionally, linearized series, calendar adjusted series and 1x3 assymmetric MA-filter may be included.
Arguments
- model_now
Output from x13() or x13_pickmdl().
- linearized
Linearized times series (B1) to be included in data frame? Default is FALSE. Only available if decomposition.b1 is included in userdefined in x13().
- cal_adjust
Calender adjusted times series to be included in data frame? Default is FALSE. Only available if decomposition.a8 and decomposition.b1 are included in userdefined in x13().
- ma_filter
1x3 symmetric MA-filter to be included in data frame? Default is FALSE.
Examples
time_series <- sadashboard::vhi[,"47.3"]
my_model <- RJDemetra::x13(time_series,spec="RSA5c")
make_ts_df(my_model)
#> date Ujust SA Trend
#> 1 2000-01-01 61.7 66.53686 65.80784
#> 2 2000-02-01 58.7 65.38606 66.33435
#> 3 2000-03-01 66.2 67.06597 67.00253
#> 4 2000-04-01 66.5 68.22942 67.83538
#> 5 2000-05-01 72.3 67.81759 68.79550
#> 6 2000-06-01 78.2 70.37356 69.83697
#> 7 2000-07-01 79.5 71.40106 71.01178
#> 8 2000-08-01 76.7 71.61961 72.27703
#> 9 2000-09-01 73.4 73.90273 73.58235
#> 10 2000-10-01 73.2 74.04852 74.88170
#> 11 2000-11-01 72.5 76.50145 76.04087
#> 12 2000-12-01 73.3 78.02546 76.96036
#> 13 2001-01-01 62.0 66.28366 67.14788
#> 14 2001-02-01 59.1 68.43735 67.40136
#> 15 2001-03-01 65.7 66.91021 67.37865
#> 16 2001-04-01 66.2 67.22645 67.17397
#> 17 2001-05-01 70.8 67.00057 66.83886
#> 18 2001-06-01 76.5 69.00205 66.41803
#> 19 2001-07-01 73.5 65.45846 65.93716
#> 20 2001-08-01 70.9 65.96097 65.54065
#> 21 2001-09-01 64.6 65.51849 65.40120
#> 22 2001-10-01 64.5 64.79819 65.59880
#> 23 2001-11-01 62.4 65.53258 66.11570
#> 24 2001-12-01 63.1 67.12024 66.83644
#> 25 2002-01-01 63.3 68.64660 67.66422
#> 26 2002-02-01 59.0 68.52156 68.51388
#> 27 2002-03-01 67.9 69.30467 69.33723
#> 28 2002-04-01 68.3 68.98510 70.07090
#> 29 2002-05-01 75.7 71.35400 70.73724
#> 30 2002-06-01 79.0 71.95913 71.41921
#> 31 2002-07-01 81.3 71.87083 72.10208
#> 32 2002-08-01 77.8 72.51533 72.67819
#> 33 2002-09-01 72.5 72.65902 73.10361
#> 34 2002-10-01 73.3 73.99789 73.43029
#> 35 2002-11-01 70.8 74.47508 73.75440
#> 36 2002-12-01 69.2 73.24960 74.14027
#> 37 2003-01-01 60.6 65.92079 66.64201
#> 38 2003-02-01 57.7 67.33642 66.82637
#> 39 2003-03-01 65.9 67.36044 66.88374
#> 40 2003-04-01 66.4 67.52973 66.83689
#> 41 2003-05-01 66.9 63.25074 66.76072
#> 42 2003-06-01 72.3 65.16255 66.69906
#> 43 2003-07-01 75.1 66.68248 66.67906
#> 44 2003-08-01 72.5 67.40875 66.74988
#> 45 2003-09-01 67.4 67.07451 66.85231
#> 46 2003-10-01 67.2 67.34239 66.91738
#> 47 2003-11-01 62.5 66.40758 66.94310
#> 48 2003-12-01 63.1 66.62308 67.04741
#> 49 2004-01-01 63.3 69.69829 67.37976
#> 50 2004-02-01 59.0 67.06786 68.01583
#> 51 2004-03-01 67.9 68.84960 68.84360
#> 52 2004-04-01 68.3 69.54954 69.70906
#> 53 2004-05-01 75.7 71.35827 70.50433
#> 54 2004-06-01 79.0 71.09510 71.20120
#> 55 2004-07-01 81.3 72.00292 71.83355
#> 56 2004-08-01 77.8 71.55975 72.41900
#> 57 2004-09-01 72.5 72.93781 72.92910
#> 58 2004-10-01 73.3 73.66544 73.32790
#> 59 2004-11-01 70.8 74.15025 73.58398
#> 60 2004-12-01 69.2 73.68818 73.66126
#> 61 2005-01-01 64.1 70.85780 73.58726
#> 62 2005-02-01 62.0 72.98993 73.52159
#> 63 2005-03-01 71.6 73.49185 73.62593
#> 64 2005-04-01 73.0 74.45149 74.00330
#> 65 2005-05-01 78.9 73.68725 74.62797
#> 66 2005-06-01 84.0 75.72449 75.39016
#> 67 2005-07-01 86.8 76.62208 76.21270
#> 68 2005-08-01 84.1 77.01818 76.99673
#> 69 2005-09-01 80.1 80.23228 77.68746
#> 70 2005-10-01 78.0 78.41173 78.27894
#> 71 2005-11-01 72.1 76.03503 78.81156
#> 72 2005-12-01 74.7 79.95194 79.32178
#> 73 2006-01-01 71.5 78.81446 79.80437
#> 74 2006-02-01 68.6 80.62073 80.20889
#> 75 2006-03-01 78.6 80.70550 80.56368
#> 76 2006-04-01 79.1 81.40797 80.89629
#> 77 2006-05-01 86.8 80.53974 81.23504
#> 78 2006-06-01 90.6 80.89557 81.49645
#> 79 2006-07-01 93.3 82.30729 81.63701
#> 80 2006-08-01 90.4 83.61281 81.67732
#> 81 2006-09-01 81.2 81.49461 81.63927
#> 82 2006-10-01 81.5 81.72147 81.56139
#> 83 2006-11-01 75.4 80.07611 81.52549
#> 84 2006-12-01 77.1 82.49068 81.66278
#> 85 2007-01-01 75.0 82.29508 82.09475
#> 86 2007-02-01 69.9 81.61964 82.75884
#> 87 2007-03-01 81.4 84.10001 83.45809
#> 88 2007-04-01 82.0 83.68957 84.05306
#> 89 2007-05-01 91.6 85.56409 84.42171
#> 90 2007-06-01 95.4 84.97971 84.62612
#> 91 2007-07-01 95.6 84.16022 84.79141
#> 92 2007-08-01 91.5 84.54704 85.03818
#> 93 2007-09-01 84.3 85.57490 85.52071
#> 94 2007-10-01 85.3 85.39854 86.28509
#> 95 2007-11-01 83.9 88.73994 87.21959
#> 96 2007-12-01 82.0 87.50655 88.20966
#> 97 2008-01-01 81.2 89.66984 89.15619
#> 98 2008-02-01 80.9 89.87284 90.13517
#> 99 2008-03-01 88.1 90.89019 91.20229
#> 100 2008-04-01 89.9 91.94428 92.34522
#> 101 2008-05-01 99.8 93.23488 93.41300
#> 102 2008-06-01 106.6 94.77242 94.21774
#> 103 2008-07-01 106.9 95.49301 94.55146
#> 104 2008-08-01 101.1 94.05739 94.32056
#> 105 2008-09-01 93.9 94.07994 93.62158
#> 106 2008-10-01 91.3 92.00395 92.65945
#> 107 2008-11-01 79.8 85.14335 82.14095
#> 108 2008-12-01 76.9 81.05621 81.46351
#> 109 2009-01-01 72.7 79.90781 81.06476
#> 110 2009-02-01 72.1 82.41482 80.93470
#> 111 2009-03-01 78.1 79.93080 81.04200
#> 112 2009-04-01 81.1 83.80124 81.37796
#> 113 2009-05-01 87.2 81.44560 81.89503
#> 114 2009-06-01 93.4 82.74537 82.51690
#> 115 2009-07-01 92.1 82.85902 83.15040
#> 116 2009-08-01 90.3 84.12922 83.78489
#> 117 2009-09-01 83.8 84.69762 84.34413
#> 118 2009-10-01 83.9 84.54197 84.75468
#> 119 2009-11-01 80.0 84.42242 85.02340
#> 120 2009-12-01 84.1 89.24783 85.14165
#> 121 2010-01-01 81.0 88.42702 85.13921
#> 122 2010-02-01 74.5 84.25932 84.99049
#> 123 2010-03-01 83.5 84.97490 84.70755
#> 124 2010-04-01 81.4 84.18893 84.29221
#> 125 2010-05-01 90.5 84.68304 83.84090
#> 126 2010-06-01 92.9 83.07806 83.54744
#> 127 2010-07-01 91.1 83.12565 83.57599
#> 128 2010-08-01 90.4 83.76493 83.96714
#> 129 2010-09-01 82.7 84.05637 84.71207
#> 130 2010-10-01 85.9 86.10603 85.72062
#> 131 2010-11-01 83.5 87.53763 86.80574
#> 132 2010-12-01 86.2 90.78758 87.80117
#> 133 2011-01-01 81.3 88.18343 88.58149
#> 134 2011-02-01 79.5 89.33667 89.10860
#> 135 2011-03-01 87.2 89.53731 89.41270
#> 136 2011-04-01 88.9 92.54389 89.52296
#> 137 2011-05-01 95.9 89.54732 89.53640
#> 138 2011-06-01 99.1 89.37676 89.53508
#> 139 2011-07-01 97.0 89.15230 89.58330
#> 140 2011-08-01 97.7 90.19964 89.76867
#> 141 2011-09-01 88.7 89.49714 90.17749
#> 142 2011-10-01 92.0 91.60543 90.84846
#> 143 2011-11-01 86.6 91.27006 91.69899
#> 144 2011-12-01 87.2 91.79748 92.61580
#> 145 2012-01-01 87.5 94.05088 93.48927
#> 146 2012-02-01 87.8 95.21441 94.26058
#> 147 2012-03-01 92.3 94.99038 94.91004
#> 148 2012-04-01 90.4 94.26499 95.38865
#> 149 2012-05-01 102.0 96.19883 95.80459
#> 150 2012-06-01 96.3 86.55821 96.18413
#> 151 2012-07-01 98.3 90.08738 96.54435
#> 152 2012-08-01 98.8 91.82487 96.85731
#> 153 2012-09-01 91.9 93.15020 97.07513
#> 154 2012-10-01 98.5 96.80370 97.26919
#> 155 2012-11-01 89.7 94.41500 97.49021
#> 156 2012-12-01 91.6 96.03476 97.68479
#> 157 2013-01-01 90.2 97.41261 97.69770
#> 158 2013-02-01 86.5 97.51972 97.46277
#> 159 2013-03-01 97.0 100.09827 97.01522
#> 160 2013-04-01 91.8 95.33914 96.59605
#> 161 2013-05-01 101.0 95.29328 96.33626
#> 162 2013-06-01 105.6 95.50668 96.25571
#> 163 2013-07-01 105.6 96.47683 96.44802
#> 164 2013-08-01 104.3 97.38567 96.71922
#> 165 2013-09-01 98.2 98.16766 96.83896
#> 166 2013-10-01 95.7 94.81584 96.61091
#> 167 2013-11-01 91.6 96.32628 96.04112
#> 168 2013-12-01 93.0 96.88631 95.30577
#> 169 2014-01-01 86.7 93.37261 94.66744
#> 170 2014-02-01 83.4 94.41991 94.31469
#> 171 2014-03-01 90.2 93.10683 94.24948
#> 172 2014-04-01 90.9 94.88103 94.42246
#> 173 2014-05-01 99.7 94.64301 94.74644
#> 174 2014-06-01 107.8 96.43528 95.12718
#> 175 2014-07-01 102.8 94.69480 95.38817
#> 176 2014-08-01 98.1 91.60186 95.50595
#> 177 2014-09-01 97.0 96.28524 95.48806
#> 178 2014-10-01 96.1 95.02877 95.27593
#> 179 2014-11-01 89.9 95.04921 94.94798
#> 180 2014-12-01 91.5 95.17907 94.54514
#> 181 2015-01-01 82.9 89.61196 94.19109
#> 182 2015-02-01 80.7 91.56741 93.93326
#> 183 2015-03-01 95.3 97.81935 93.80658
#> 184 2015-04-01 90.4 94.78518 93.75293
#> 185 2015-05-01 94.1 89.29085 93.64005
#> 186 2015-06-01 105.6 94.00618 93.41394
#> 187 2015-07-01 100.6 92.20854 93.02669
#> 188 2015-08-01 102.9 96.10295 92.49805
#> 189 2015-09-01 92.3 92.40846 91.90478
#> 190 2015-10-01 91.6 90.89906 91.27655
#> 191 2015-11-01 87.4 91.10750 90.56806
#> 192 2015-12-01 85.2 89.85829 89.80538
#> 193 2016-01-01 82.7 89.21817 89.15085
#> 194 2016-02-01 81.1 88.37611 88.76923
#> 195 2016-03-01 83.6 86.22131 88.81984
#> 196 2016-04-01 85.5 89.22499 89.22546
#> 197 2016-05-01 95.5 89.71699 89.86916
#> 198 2016-06-01 101.1 91.39642 90.56677
#> 199 2016-07-01 99.5 91.45134 91.12844
#> 200 2016-08-01 99.2 91.79844 91.52720
#> 201 2016-09-01 90.4 90.93573 91.86549
#> 202 2016-10-01 94.0 93.14279 92.35116
#> 203 2016-11-01 88.1 91.44479 93.12882
#> 204 2016-12-01 88.4 93.91805 94.22953
#> 205 2017-01-01 93.7 99.92364 95.42093
#> 206 2017-02-01 85.3 96.65786 96.39242
#> 207 2017-03-01 95.3 97.83315 96.95080
#> 208 2017-04-01 92.3 97.41917 97.00610
#> 209 2017-05-01 104.1 97.20995 96.63065
#> 210 2017-06-01 104.2 94.19695 96.09009
#> 211 2017-07-01 105.4 96.32613 95.70579
#> 212 2017-08-01 102.3 95.72385 95.65389
#> 213 2017-09-01 94.2 95.14063 96.06223
#> 214 2017-10-01 98.5 96.83512 96.91052
#> 215 2017-11-01 95.0 98.94355 98.02835
#> 216 2017-12-01 91.6 97.92377 99.18098
#> 217 2018-01-01 94.9 100.53595 100.15612
#> 218 2018-02-01 90.7 102.41374 100.83819
#> 219 2018-03-01 98.3 101.08002 101.14940
#> 220 2018-04-01 96.2 100.91826 101.19200
#> 221 2018-05-01 107.0 100.73871 101.20464
#> 222 2018-06-01 111.4 101.25043 101.35858
#> 223 2018-07-01 112.4 101.53586 101.77407
#> 224 2018-08-01 109.3 102.13862 102.44229
#> 225 2018-09-01 100.8 102.76529 103.08684
#> 226 2018-10-01 106.7 104.60032 103.37327
#> 227 2018-11-01 100.0 103.25680 103.15686
#> 228 2018-12-01 96.4 103.40542 102.50846
#> 229 2019-01-01 94.8 101.53836 101.71044
#> 230 2019-02-01 89.0 99.97813 101.00465
#> 231 2019-03-01 96.7 99.20056 100.58042
#> 232 2019-04-01 101.4 106.30654 100.56121
#> 233 2019-05-01 108.3 101.77601 100.86153
#> 234 2019-06-01 110.6 101.60124 101.22658
#> 235 2019-07-01 110.2 98.67017 101.45337
#> 236 2019-08-01 108.6 102.25600 101.55322
#> 237 2019-09-01 102.0 102.75759 101.57480
#> 238 2019-10-01 101.8 100.57616 101.65952
#> 239 2019-11-01 98.0 100.85893 101.79515
#> 240 2019-12-01 95.5 102.14447 101.88796
#> 241 2020-01-01 96.5 103.63722 101.80786
#> 242 2020-02-01 92.1 99.96395 101.58536
#> 243 2020-03-01 83.0 84.32370 83.02957
#> 244 2020-04-01 75.4 80.22503 82.78187
#> 245 2020-05-01 87.2 82.55709 82.52642
#> 246 2020-06-01 103.1 93.18879 94.17538
#> 247 2020-07-01 106.9 96.21535 93.77585
#> 248 2020-08-01 102.9 97.06530 93.11078
#> 249 2020-09-01 92.1 92.33833 92.26658
#> 250 2020-10-01 91.8 90.68934 91.46817
#> 251 2020-11-01 83.6 85.53236 90.87028
#> 252 2020-12-01 83.2 89.59447 90.68204
#> 253 2021-01-01 83.9 91.23069 90.96704
#> 254 2021-02-01 83.1 92.77193 91.70077
#> 255 2021-03-01 90.7 91.66755 92.68014
#> 256 2021-04-01 88.1 93.39957 93.69061
#> 257 2021-05-01 99.7 94.54808 94.46603
#> 258 2021-06-01 107.6 97.91186 94.91595
#> 259 2021-07-01 117.5 106.23620 105.47077
#> 260 2021-08-01 112.0 105.09411 105.55538
#> 261 2021-09-01 103.9 104.24914 105.65693
#> 262 2021-10-01 106.7 105.07708 106.00072
#> 263 2021-11-01 106.4 108.08328 106.70654
#> 264 2021-12-01 100.5 107.87843 107.62648
#> 265 2022-01-01 97.8 106.99224 108.48106
#> 266 2022-02-01 99.0 110.29599 109.05027
#> 267 2022-03-01 126.1 128.68956 127.98549
#> 268 2022-04-01 120.0 127.05819 127.58587
#> 269 2022-05-01 134.4 126.95373 126.80894
#> 270 2022-06-01 155.4 142.38441 125.92889
#> 271 2022-07-01 150.7 136.69484 125.07081
#> 272 2022-08-01 137.9 128.83752 124.29325
#> 273 2022-09-01 128.8 128.13148 123.48950
#> 274 2022-10-01 132.0 129.51873 122.49389
#> 275 2022-11-01 126.0 128.70012 121.31065
#> 276 2022-12-01 111.4 119.77050 119.91007
#> 277 2023-01-01 108.9 118.95338 118.32229
#> 278 2023-02-01 105.9 117.88301 116.72833
#> 279 2023-03-01 117.7 119.86465 115.36792
#> 280 2023-04-01 107.8 114.77640 114.58488
#> 281 2023-05-01 118.5 111.68221 114.46808
#> 282 2023-06-01 125.8 114.99637 114.93840
#> 283 2023-07-01 121.9 110.91825 115.97140
#> 284 2023-08-01 124.2 117.05220 117.23865
#> 285 2023-09-01 121.2 120.31399 118.19710
#> 286 2023-10-01 127.1 123.44881 118.30915
#> 287 2023-11-01 114.6 117.86677 117.42604
#> 288 2023-12-01 109.3 117.14154 115.90829
#> 289 2024-01-01 103.3 112.59114 114.21403
#> 290 2024-02-01 103.6 111.88089 112.56632
#> 291 2024-03-01 105.3 107.87144 111.11635
#> 292 2024-04-01 106.9 111.66991 109.83392
#> 293 2024-05-01 115.8 110.08397 108.51272
#> 294 2024-06-01 114.7 105.97456 106.95992
#> 295 2024-07-01 115.0 104.03113 105.13513
#> 296 2024-08-01 111.3 104.91651 103.27678
#> 297 2024-09-01 103.2 101.94373 101.79082
#> 298 2024-10-01 102.0 99.46834 100.91046
#> 299 2024-11-01 96.6 99.15210 100.66725
#> 300 2024-12-01 96.2 101.92375 100.84175
#> 301 2025-01-01 95.7 104.99684 101.26710
#> 302 2025-02-01 91.2 101.92145 101.76403
# Include linearized series.
my_model <- RJDemetra::x13(time_series,spec="RSA5c",
userdefined=c("decomposition.b1"))
make_ts_df(my_model,cal_adjust=TRUE)
#> Warning: cal_adjust could not be calculated. decomposition.a8 and/or decomposition.b1 are not userdefined as utput in x13()
#> date Ujust SA Trend
#> 1 2000-01-01 61.7 66.53686 65.80784
#> 2 2000-02-01 58.7 65.38606 66.33435
#> 3 2000-03-01 66.2 67.06597 67.00253
#> 4 2000-04-01 66.5 68.22942 67.83538
#> 5 2000-05-01 72.3 67.81759 68.79550
#> 6 2000-06-01 78.2 70.37356 69.83697
#> 7 2000-07-01 79.5 71.40106 71.01178
#> 8 2000-08-01 76.7 71.61961 72.27703
#> 9 2000-09-01 73.4 73.90273 73.58235
#> 10 2000-10-01 73.2 74.04852 74.88170
#> 11 2000-11-01 72.5 76.50145 76.04087
#> 12 2000-12-01 73.3 78.02546 76.96036
#> 13 2001-01-01 62.0 66.28366 67.14788
#> 14 2001-02-01 59.1 68.43735 67.40136
#> 15 2001-03-01 65.7 66.91021 67.37865
#> 16 2001-04-01 66.2 67.22645 67.17397
#> 17 2001-05-01 70.8 67.00057 66.83886
#> 18 2001-06-01 76.5 69.00205 66.41803
#> 19 2001-07-01 73.5 65.45846 65.93716
#> 20 2001-08-01 70.9 65.96097 65.54065
#> 21 2001-09-01 64.6 65.51849 65.40120
#> 22 2001-10-01 64.5 64.79819 65.59880
#> 23 2001-11-01 62.4 65.53258 66.11570
#> 24 2001-12-01 63.1 67.12024 66.83644
#> 25 2002-01-01 63.3 68.64660 67.66422
#> 26 2002-02-01 59.0 68.52156 68.51388
#> 27 2002-03-01 67.9 69.30467 69.33723
#> 28 2002-04-01 68.3 68.98510 70.07090
#> 29 2002-05-01 75.7 71.35400 70.73724
#> 30 2002-06-01 79.0 71.95913 71.41921
#> 31 2002-07-01 81.3 71.87083 72.10208
#> 32 2002-08-01 77.8 72.51533 72.67819
#> 33 2002-09-01 72.5 72.65902 73.10361
#> 34 2002-10-01 73.3 73.99789 73.43029
#> 35 2002-11-01 70.8 74.47508 73.75440
#> 36 2002-12-01 69.2 73.24960 74.14027
#> 37 2003-01-01 60.6 65.92079 66.64201
#> 38 2003-02-01 57.7 67.33642 66.82637
#> 39 2003-03-01 65.9 67.36044 66.88374
#> 40 2003-04-01 66.4 67.52973 66.83689
#> 41 2003-05-01 66.9 63.25074 66.76072
#> 42 2003-06-01 72.3 65.16255 66.69906
#> 43 2003-07-01 75.1 66.68248 66.67906
#> 44 2003-08-01 72.5 67.40875 66.74988
#> 45 2003-09-01 67.4 67.07451 66.85231
#> 46 2003-10-01 67.2 67.34239 66.91738
#> 47 2003-11-01 62.5 66.40758 66.94310
#> 48 2003-12-01 63.1 66.62308 67.04741
#> 49 2004-01-01 63.3 69.69829 67.37976
#> 50 2004-02-01 59.0 67.06786 68.01583
#> 51 2004-03-01 67.9 68.84960 68.84360
#> 52 2004-04-01 68.3 69.54954 69.70906
#> 53 2004-05-01 75.7 71.35827 70.50433
#> 54 2004-06-01 79.0 71.09510 71.20120
#> 55 2004-07-01 81.3 72.00292 71.83355
#> 56 2004-08-01 77.8 71.55975 72.41900
#> 57 2004-09-01 72.5 72.93781 72.92910
#> 58 2004-10-01 73.3 73.66544 73.32790
#> 59 2004-11-01 70.8 74.15025 73.58398
#> 60 2004-12-01 69.2 73.68818 73.66126
#> 61 2005-01-01 64.1 70.85780 73.58726
#> 62 2005-02-01 62.0 72.98993 73.52159
#> 63 2005-03-01 71.6 73.49185 73.62593
#> 64 2005-04-01 73.0 74.45149 74.00330
#> 65 2005-05-01 78.9 73.68725 74.62797
#> 66 2005-06-01 84.0 75.72449 75.39016
#> 67 2005-07-01 86.8 76.62208 76.21270
#> 68 2005-08-01 84.1 77.01818 76.99673
#> 69 2005-09-01 80.1 80.23228 77.68746
#> 70 2005-10-01 78.0 78.41173 78.27894
#> 71 2005-11-01 72.1 76.03503 78.81156
#> 72 2005-12-01 74.7 79.95194 79.32178
#> 73 2006-01-01 71.5 78.81446 79.80437
#> 74 2006-02-01 68.6 80.62073 80.20889
#> 75 2006-03-01 78.6 80.70550 80.56368
#> 76 2006-04-01 79.1 81.40797 80.89629
#> 77 2006-05-01 86.8 80.53974 81.23504
#> 78 2006-06-01 90.6 80.89557 81.49645
#> 79 2006-07-01 93.3 82.30729 81.63701
#> 80 2006-08-01 90.4 83.61281 81.67732
#> 81 2006-09-01 81.2 81.49461 81.63927
#> 82 2006-10-01 81.5 81.72147 81.56139
#> 83 2006-11-01 75.4 80.07611 81.52549
#> 84 2006-12-01 77.1 82.49068 81.66278
#> 85 2007-01-01 75.0 82.29508 82.09475
#> 86 2007-02-01 69.9 81.61964 82.75884
#> 87 2007-03-01 81.4 84.10001 83.45809
#> 88 2007-04-01 82.0 83.68957 84.05306
#> 89 2007-05-01 91.6 85.56409 84.42171
#> 90 2007-06-01 95.4 84.97971 84.62612
#> 91 2007-07-01 95.6 84.16022 84.79141
#> 92 2007-08-01 91.5 84.54704 85.03818
#> 93 2007-09-01 84.3 85.57490 85.52071
#> 94 2007-10-01 85.3 85.39854 86.28509
#> 95 2007-11-01 83.9 88.73994 87.21959
#> 96 2007-12-01 82.0 87.50655 88.20966
#> 97 2008-01-01 81.2 89.66984 89.15619
#> 98 2008-02-01 80.9 89.87284 90.13517
#> 99 2008-03-01 88.1 90.89019 91.20229
#> 100 2008-04-01 89.9 91.94428 92.34522
#> 101 2008-05-01 99.8 93.23488 93.41300
#> 102 2008-06-01 106.6 94.77242 94.21774
#> 103 2008-07-01 106.9 95.49301 94.55146
#> 104 2008-08-01 101.1 94.05739 94.32056
#> 105 2008-09-01 93.9 94.07994 93.62158
#> 106 2008-10-01 91.3 92.00395 92.65945
#> 107 2008-11-01 79.8 85.14335 82.14095
#> 108 2008-12-01 76.9 81.05621 81.46351
#> 109 2009-01-01 72.7 79.90781 81.06476
#> 110 2009-02-01 72.1 82.41482 80.93470
#> 111 2009-03-01 78.1 79.93080 81.04200
#> 112 2009-04-01 81.1 83.80124 81.37796
#> 113 2009-05-01 87.2 81.44560 81.89503
#> 114 2009-06-01 93.4 82.74537 82.51690
#> 115 2009-07-01 92.1 82.85902 83.15040
#> 116 2009-08-01 90.3 84.12922 83.78489
#> 117 2009-09-01 83.8 84.69762 84.34413
#> 118 2009-10-01 83.9 84.54197 84.75468
#> 119 2009-11-01 80.0 84.42242 85.02340
#> 120 2009-12-01 84.1 89.24783 85.14165
#> 121 2010-01-01 81.0 88.42702 85.13921
#> 122 2010-02-01 74.5 84.25932 84.99049
#> 123 2010-03-01 83.5 84.97490 84.70755
#> 124 2010-04-01 81.4 84.18893 84.29221
#> 125 2010-05-01 90.5 84.68304 83.84090
#> 126 2010-06-01 92.9 83.07806 83.54744
#> 127 2010-07-01 91.1 83.12565 83.57599
#> 128 2010-08-01 90.4 83.76493 83.96714
#> 129 2010-09-01 82.7 84.05637 84.71207
#> 130 2010-10-01 85.9 86.10603 85.72062
#> 131 2010-11-01 83.5 87.53763 86.80574
#> 132 2010-12-01 86.2 90.78758 87.80117
#> 133 2011-01-01 81.3 88.18343 88.58149
#> 134 2011-02-01 79.5 89.33667 89.10860
#> 135 2011-03-01 87.2 89.53731 89.41270
#> 136 2011-04-01 88.9 92.54389 89.52296
#> 137 2011-05-01 95.9 89.54732 89.53640
#> 138 2011-06-01 99.1 89.37676 89.53508
#> 139 2011-07-01 97.0 89.15230 89.58330
#> 140 2011-08-01 97.7 90.19964 89.76867
#> 141 2011-09-01 88.7 89.49714 90.17749
#> 142 2011-10-01 92.0 91.60543 90.84846
#> 143 2011-11-01 86.6 91.27006 91.69899
#> 144 2011-12-01 87.2 91.79748 92.61580
#> 145 2012-01-01 87.5 94.05088 93.48927
#> 146 2012-02-01 87.8 95.21441 94.26058
#> 147 2012-03-01 92.3 94.99038 94.91004
#> 148 2012-04-01 90.4 94.26499 95.38865
#> 149 2012-05-01 102.0 96.19883 95.80459
#> 150 2012-06-01 96.3 86.55821 96.18413
#> 151 2012-07-01 98.3 90.08738 96.54435
#> 152 2012-08-01 98.8 91.82487 96.85731
#> 153 2012-09-01 91.9 93.15020 97.07513
#> 154 2012-10-01 98.5 96.80370 97.26919
#> 155 2012-11-01 89.7 94.41500 97.49021
#> 156 2012-12-01 91.6 96.03476 97.68479
#> 157 2013-01-01 90.2 97.41261 97.69770
#> 158 2013-02-01 86.5 97.51972 97.46277
#> 159 2013-03-01 97.0 100.09827 97.01522
#> 160 2013-04-01 91.8 95.33914 96.59605
#> 161 2013-05-01 101.0 95.29328 96.33626
#> 162 2013-06-01 105.6 95.50668 96.25571
#> 163 2013-07-01 105.6 96.47683 96.44802
#> 164 2013-08-01 104.3 97.38567 96.71922
#> 165 2013-09-01 98.2 98.16766 96.83896
#> 166 2013-10-01 95.7 94.81584 96.61091
#> 167 2013-11-01 91.6 96.32628 96.04112
#> 168 2013-12-01 93.0 96.88631 95.30577
#> 169 2014-01-01 86.7 93.37261 94.66744
#> 170 2014-02-01 83.4 94.41991 94.31469
#> 171 2014-03-01 90.2 93.10683 94.24948
#> 172 2014-04-01 90.9 94.88103 94.42246
#> 173 2014-05-01 99.7 94.64301 94.74644
#> 174 2014-06-01 107.8 96.43528 95.12718
#> 175 2014-07-01 102.8 94.69480 95.38817
#> 176 2014-08-01 98.1 91.60186 95.50595
#> 177 2014-09-01 97.0 96.28524 95.48806
#> 178 2014-10-01 96.1 95.02877 95.27593
#> 179 2014-11-01 89.9 95.04921 94.94798
#> 180 2014-12-01 91.5 95.17907 94.54514
#> 181 2015-01-01 82.9 89.61196 94.19109
#> 182 2015-02-01 80.7 91.56741 93.93326
#> 183 2015-03-01 95.3 97.81935 93.80658
#> 184 2015-04-01 90.4 94.78518 93.75293
#> 185 2015-05-01 94.1 89.29085 93.64005
#> 186 2015-06-01 105.6 94.00618 93.41394
#> 187 2015-07-01 100.6 92.20854 93.02669
#> 188 2015-08-01 102.9 96.10295 92.49805
#> 189 2015-09-01 92.3 92.40846 91.90478
#> 190 2015-10-01 91.6 90.89906 91.27655
#> 191 2015-11-01 87.4 91.10750 90.56806
#> 192 2015-12-01 85.2 89.85829 89.80538
#> 193 2016-01-01 82.7 89.21817 89.15085
#> 194 2016-02-01 81.1 88.37611 88.76923
#> 195 2016-03-01 83.6 86.22131 88.81984
#> 196 2016-04-01 85.5 89.22499 89.22546
#> 197 2016-05-01 95.5 89.71699 89.86916
#> 198 2016-06-01 101.1 91.39642 90.56677
#> 199 2016-07-01 99.5 91.45134 91.12844
#> 200 2016-08-01 99.2 91.79844 91.52720
#> 201 2016-09-01 90.4 90.93573 91.86549
#> 202 2016-10-01 94.0 93.14279 92.35116
#> 203 2016-11-01 88.1 91.44479 93.12882
#> 204 2016-12-01 88.4 93.91805 94.22953
#> 205 2017-01-01 93.7 99.92364 95.42093
#> 206 2017-02-01 85.3 96.65786 96.39242
#> 207 2017-03-01 95.3 97.83315 96.95080
#> 208 2017-04-01 92.3 97.41917 97.00610
#> 209 2017-05-01 104.1 97.20995 96.63065
#> 210 2017-06-01 104.2 94.19695 96.09009
#> 211 2017-07-01 105.4 96.32613 95.70579
#> 212 2017-08-01 102.3 95.72385 95.65389
#> 213 2017-09-01 94.2 95.14063 96.06223
#> 214 2017-10-01 98.5 96.83512 96.91052
#> 215 2017-11-01 95.0 98.94355 98.02835
#> 216 2017-12-01 91.6 97.92377 99.18098
#> 217 2018-01-01 94.9 100.53595 100.15612
#> 218 2018-02-01 90.7 102.41374 100.83819
#> 219 2018-03-01 98.3 101.08002 101.14940
#> 220 2018-04-01 96.2 100.91826 101.19200
#> 221 2018-05-01 107.0 100.73871 101.20464
#> 222 2018-06-01 111.4 101.25043 101.35858
#> 223 2018-07-01 112.4 101.53586 101.77407
#> 224 2018-08-01 109.3 102.13862 102.44229
#> 225 2018-09-01 100.8 102.76529 103.08684
#> 226 2018-10-01 106.7 104.60032 103.37327
#> 227 2018-11-01 100.0 103.25680 103.15686
#> 228 2018-12-01 96.4 103.40542 102.50846
#> 229 2019-01-01 94.8 101.53836 101.71044
#> 230 2019-02-01 89.0 99.97813 101.00465
#> 231 2019-03-01 96.7 99.20056 100.58042
#> 232 2019-04-01 101.4 106.30654 100.56121
#> 233 2019-05-01 108.3 101.77601 100.86153
#> 234 2019-06-01 110.6 101.60124 101.22658
#> 235 2019-07-01 110.2 98.67017 101.45337
#> 236 2019-08-01 108.6 102.25600 101.55322
#> 237 2019-09-01 102.0 102.75759 101.57480
#> 238 2019-10-01 101.8 100.57616 101.65952
#> 239 2019-11-01 98.0 100.85893 101.79515
#> 240 2019-12-01 95.5 102.14447 101.88796
#> 241 2020-01-01 96.5 103.63722 101.80786
#> 242 2020-02-01 92.1 99.96395 101.58536
#> 243 2020-03-01 83.0 84.32370 83.02957
#> 244 2020-04-01 75.4 80.22503 82.78187
#> 245 2020-05-01 87.2 82.55709 82.52642
#> 246 2020-06-01 103.1 93.18879 94.17538
#> 247 2020-07-01 106.9 96.21535 93.77585
#> 248 2020-08-01 102.9 97.06530 93.11078
#> 249 2020-09-01 92.1 92.33833 92.26658
#> 250 2020-10-01 91.8 90.68934 91.46817
#> 251 2020-11-01 83.6 85.53236 90.87028
#> 252 2020-12-01 83.2 89.59447 90.68204
#> 253 2021-01-01 83.9 91.23069 90.96704
#> 254 2021-02-01 83.1 92.77193 91.70077
#> 255 2021-03-01 90.7 91.66755 92.68014
#> 256 2021-04-01 88.1 93.39957 93.69061
#> 257 2021-05-01 99.7 94.54808 94.46603
#> 258 2021-06-01 107.6 97.91186 94.91595
#> 259 2021-07-01 117.5 106.23620 105.47077
#> 260 2021-08-01 112.0 105.09411 105.55538
#> 261 2021-09-01 103.9 104.24914 105.65693
#> 262 2021-10-01 106.7 105.07708 106.00072
#> 263 2021-11-01 106.4 108.08328 106.70654
#> 264 2021-12-01 100.5 107.87843 107.62648
#> 265 2022-01-01 97.8 106.99224 108.48106
#> 266 2022-02-01 99.0 110.29599 109.05027
#> 267 2022-03-01 126.1 128.68956 127.98549
#> 268 2022-04-01 120.0 127.05819 127.58587
#> 269 2022-05-01 134.4 126.95373 126.80894
#> 270 2022-06-01 155.4 142.38441 125.92889
#> 271 2022-07-01 150.7 136.69484 125.07081
#> 272 2022-08-01 137.9 128.83752 124.29325
#> 273 2022-09-01 128.8 128.13148 123.48950
#> 274 2022-10-01 132.0 129.51873 122.49389
#> 275 2022-11-01 126.0 128.70012 121.31065
#> 276 2022-12-01 111.4 119.77050 119.91007
#> 277 2023-01-01 108.9 118.95338 118.32229
#> 278 2023-02-01 105.9 117.88301 116.72833
#> 279 2023-03-01 117.7 119.86465 115.36792
#> 280 2023-04-01 107.8 114.77640 114.58488
#> 281 2023-05-01 118.5 111.68221 114.46808
#> 282 2023-06-01 125.8 114.99637 114.93840
#> 283 2023-07-01 121.9 110.91825 115.97140
#> 284 2023-08-01 124.2 117.05220 117.23865
#> 285 2023-09-01 121.2 120.31399 118.19710
#> 286 2023-10-01 127.1 123.44881 118.30915
#> 287 2023-11-01 114.6 117.86677 117.42604
#> 288 2023-12-01 109.3 117.14154 115.90829
#> 289 2024-01-01 103.3 112.59114 114.21403
#> 290 2024-02-01 103.6 111.88089 112.56632
#> 291 2024-03-01 105.3 107.87144 111.11635
#> 292 2024-04-01 106.9 111.66991 109.83392
#> 293 2024-05-01 115.8 110.08397 108.51272
#> 294 2024-06-01 114.7 105.97456 106.95992
#> 295 2024-07-01 115.0 104.03113 105.13513
#> 296 2024-08-01 111.3 104.91651 103.27678
#> 297 2024-09-01 103.2 101.94373 101.79082
#> 298 2024-10-01 102.0 99.46834 100.91046
#> 299 2024-11-01 96.6 99.15210 100.66725
#> 300 2024-12-01 96.2 101.92375 100.84175
#> 301 2025-01-01 95.7 104.99684 101.26710
#> 302 2025-02-01 91.2 101.92145 101.76403
# Include calendar adjusted series.
my_model <- RJDemetra::x13(time_series,spec="RSA5c",
userdefined=c("decomposition.a8","decomposition.b1"))
make_ts_df(my_model,cal_adjust=TRUE)
#> date Ujust SA Trend cal_adjust
#> 1 2000-01-01 61.7 66.53686 65.80784 61.87137
#> 2 2000-02-01 58.7 65.38606 66.33435 57.06872
#> 3 2000-03-01 66.2 67.06597 67.00253 66.14755
#> 4 2000-04-01 66.5 68.22942 67.83538 67.07617
#> 5 2000-05-01 72.3 67.81759 68.79550 71.73534
#> 6 2000-06-01 78.2 70.37356 69.83697 78.13854
#> 7 2000-07-01 79.5 71.40106 71.01178 79.72082
#> 8 2000-08-01 76.7 71.61961 72.27703 76.83605
#> 9 2000-09-01 73.4 73.90273 73.58235 73.40434
#> 10 2000-10-01 73.2 74.04852 74.88170 72.92146
#> 11 2000-11-01 72.5 76.50145 76.04087 72.77263
#> 12 2000-12-01 73.3 78.02546 76.96036 73.59975
#> 13 2001-01-01 62.0 66.28366 67.14788 61.51578
#> 14 2001-02-01 59.1 68.43735 67.40136 59.62768
#> 15 2001-03-01 65.7 66.91021 67.37865 65.95137
#> 16 2001-04-01 66.2 67.22645 67.17397 66.07887
#> 17 2001-05-01 70.8 67.00057 66.83886 70.92558
#> 18 2001-06-01 76.5 69.00205 66.41803 76.50452
#> 19 2001-07-01 73.5 65.45846 65.93716 73.22032
#> 20 2001-08-01 70.9 65.96097 65.54065 70.84383
#> 21 2001-09-01 64.6 65.51849 65.40120 65.15971
#> 22 2001-10-01 64.5 64.79819 65.59880 63.99626
#> 23 2001-11-01 62.4 65.53258 66.11570 62.35095
#> 24 2001-12-01 63.1 67.12024 66.83644 63.27526
#> 25 2002-01-01 63.3 68.64660 67.66422 63.41228
#> 26 2002-02-01 59.0 68.52156 68.51388 59.52679
#> 27 2002-03-01 67.9 69.30467 69.33723 68.17766
#> 28 2002-04-01 68.3 68.98510 70.07090 67.76701
#> 29 2002-05-01 75.7 71.35400 70.73724 75.64003
#> 30 2002-06-01 79.0 71.95913 71.41921 79.68447
#> 31 2002-07-01 81.3 71.87083 72.10208 80.66505
#> 32 2002-08-01 77.8 72.51533 72.67819 78.09767
#> 33 2002-09-01 72.5 72.65902 73.10361 72.36735
#> 34 2002-10-01 73.3 73.99789 73.43029 73.43002
#> 35 2002-11-01 70.8 74.47508 73.75440 70.80419
#> 36 2002-12-01 69.2 73.24960 74.14027 68.93668
#> 37 2003-01-01 60.6 65.92079 66.64201 60.55199
#> 38 2003-02-01 57.7 67.33642 66.82637 58.21518
#> 39 2003-03-01 65.9 67.36044 66.88374 66.08304
#> 40 2003-04-01 66.4 67.52973 66.83689 66.26817
#> 41 2003-05-01 66.9 63.25074 66.76072 67.15596
#> 42 2003-06-01 72.3 65.16255 66.69906 72.16771
#> 43 2003-07-01 75.1 66.68248 66.67906 75.23321
#> 44 2003-08-01 72.5 67.40875 66.74988 72.79648
#> 45 2003-09-01 67.4 67.07451 66.85231 66.87403
#> 46 2003-10-01 67.2 67.34239 66.91738 67.14676
#> 47 2003-11-01 62.5 66.40758 66.94310 63.04151
#> 48 2003-12-01 63.1 66.62308 67.04741 62.60719
#> 49 2004-01-01 63.3 69.69829 67.37976 63.54219
#> 50 2004-02-01 59.0 67.06786 68.01583 57.70576
#> 51 2004-03-01 67.9 68.84960 68.84360 67.36970
#> 52 2004-04-01 68.3 69.54954 69.70906 68.24632
#> 53 2004-05-01 75.7 71.35827 70.50433 75.91026
#> 54 2004-06-01 79.0 71.09510 71.20120 78.84315
#> 55 2004-07-01 81.3 72.00292 71.83355 81.61106
#> 56 2004-08-01 77.8 71.55975 72.41900 77.50395
#> 57 2004-09-01 72.5 72.93781 72.92910 72.77263
#> 58 2004-10-01 73.3 73.66544 73.32790 73.59975
#> 59 2004-11-01 70.8 74.15025 73.58398 70.24750
#> 60 2004-12-01 69.2 73.68818 73.66126 69.14518
#> 61 2005-01-01 64.1 70.85780 73.58726 64.27804
#> 62 2005-02-01 62.0 72.98993 73.52159 62.55357
#> 63 2005-03-01 71.6 73.49185 73.62593 71.72700
#> 64 2005-04-01 73.0 74.45149 74.00330 73.00432
#> 65 2005-05-01 78.9 73.68725 74.62797 78.59977
#> 66 2005-06-01 84.0 75.72449 75.39016 84.31587
#> 67 2005-07-01 86.8 76.62208 76.21270 87.15495
#> 68 2005-08-01 84.1 77.01818 76.99673 83.44318
#> 69 2005-09-01 80.1 80.23228 77.68746 80.03704
#> 70 2005-10-01 78.0 78.41173 78.27894 78.21665
#> 71 2005-11-01 72.1 76.03503 78.81156 71.95685
#> 72 2005-12-01 74.7 79.95194 79.32178 74.98581
#> 73 2006-01-01 71.5 78.81446 79.80437 71.22793
#> 74 2006-02-01 68.6 80.62073 80.20889 69.21250
#> 75 2006-03-01 78.6 80.70550 80.56368 78.53773
#> 76 2006-04-01 79.1 81.40797 80.89629 79.78534
#> 77 2006-05-01 86.8 80.53974 81.23504 86.12210
#> 78 2006-06-01 90.6 80.89557 81.49645 90.52879
#> 79 2006-07-01 93.3 82.30729 81.63701 93.55915
#> 80 2006-08-01 90.4 83.61281 81.67732 90.56035
#> 81 2006-09-01 81.2 81.49461 81.63927 81.20480
#> 82 2006-10-01 81.5 81.72147 81.56139 81.18987
#> 83 2006-11-01 75.4 80.07611 81.52549 75.68353
#> 84 2006-12-01 77.1 82.49068 81.66278 77.41529
#> 85 2007-01-01 75.0 82.29508 82.09475 74.41425
#> 86 2007-02-01 69.9 81.61964 82.75884 70.52411
#> 87 2007-03-01 81.4 84.10001 83.45809 81.71144
#> 88 2007-04-01 82.0 83.68957 84.05306 81.84997
#> 89 2007-05-01 91.6 85.56409 84.42171 91.76248
#> 90 2007-06-01 95.4 84.97971 84.62612 95.40564
#> 91 2007-07-01 95.6 84.16022 84.79141 95.23622
#> 92 2007-08-01 91.5 84.54704 85.03818 91.42751
#> 93 2007-09-01 84.3 85.57490 85.52071 85.03039
#> 94 2007-10-01 85.3 85.39854 86.28509 84.63381
#> 95 2007-11-01 83.9 88.73994 87.21959 83.83405
#> 96 2007-12-01 82.0 87.50655 88.20966 82.22776
#> 97 2008-01-01 81.2 89.66984 89.15619 81.34403
#> 98 2008-02-01 80.9 89.87284 90.13517 78.45032
#> 99 2008-03-01 88.1 90.89019 91.20229 88.34470
#> 100 2008-04-01 89.9 91.94428 92.34522 89.72151
#> 101 2008-05-01 99.8 93.23488 93.41300 100.18184
#> 102 2008-06-01 106.6 94.77242 94.21774 106.40496
#> 103 2008-07-01 106.9 95.49301 94.55146 107.08962
#> 104 2008-08-01 101.1 94.05739 94.32056 101.51343
#> 105 2008-09-01 93.9 94.07994 93.62158 93.16723
#> 106 2008-10-01 91.3 92.00395 92.65945 91.22767
#> 107 2008-11-01 79.8 85.14335 82.14095 80.49141
#> 108 2008-12-01 76.9 81.05621 81.46351 76.29942
#> 109 2009-01-01 72.7 79.90781 81.06476 72.97815
#> 110 2009-02-01 72.1 82.41482 80.93470 72.74375
#> 111 2009-03-01 78.1 79.93080 81.04200 77.80281
#> 112 2009-04-01 81.1 83.80124 81.37796 81.40497
#> 113 2009-05-01 87.2 81.44560 81.89503 87.55659
#> 114 2009-06-01 93.4 82.74537 82.51690 92.67113
#> 115 2009-07-01 92.1 82.85902 83.15040 92.02703
#> 116 2009-08-01 90.3 84.12922 83.78489 90.55081
#> 117 2009-09-01 83.8 84.69762 84.34413 83.63362
#> 118 2009-10-01 83.9 84.54197 84.75468 84.22101
#> 119 2009-11-01 80.0 84.42242 85.02340 79.85363
#> 120 2009-12-01 84.1 89.24783 85.14165 84.24918
#> 121 2010-01-01 81.0 88.42702 85.13921 81.33124
#> 122 2010-02-01 74.5 84.25932 84.99049 75.16518
#> 123 2010-03-01 83.5 84.97490 84.70755 82.84787
#> 124 2010-04-01 81.4 84.18893 84.29221 81.33602
#> 125 2010-05-01 90.5 84.68304 83.84090 90.75137
#> 126 2010-06-01 92.9 83.07806 83.54744 92.71555
#> 127 2010-07-01 91.1 83.12565 83.57599 91.44855
#> 128 2010-08-01 90.4 83.76493 83.96714 90.05601
#> 129 2010-09-01 82.7 84.05637 84.71207 83.01099
#> 130 2010-10-01 85.9 86.10603 85.72062 86.25127
#> 131 2010-11-01 83.5 87.53763 86.80574 82.84839
#> 132 2010-12-01 86.2 90.78758 87.80117 86.13171
#> 133 2011-01-01 81.3 88.18343 88.58149 81.52581
#> 134 2011-02-01 79.5 89.33667 89.10860 80.20982
#> 135 2011-03-01 87.2 89.53731 89.41270 87.35468
#> 136 2011-04-01 88.9 92.54389 89.52296 88.90526
#> 137 2011-05-01 95.9 89.54732 89.53640 95.53508
#> 138 2011-06-01 99.1 89.37676 89.53508 99.47266
#> 139 2011-07-01 97.0 89.15230 89.58330 97.39666
#> 140 2011-08-01 97.7 90.19964 89.76867 96.93697
#> 141 2011-09-01 88.7 89.49714 90.17749 88.63028
#> 142 2011-10-01 92.0 91.60543 90.84846 92.25553
#> 143 2011-11-01 86.6 91.27006 91.69899 86.42806
#> 144 2011-12-01 87.2 91.79748 92.61580 87.53363
#> 145 2012-01-01 87.5 94.05088 93.48927 87.16704
#> 146 2012-02-01 87.8 95.21441 94.26058 85.52877
#> 147 2012-03-01 92.3 94.99038 94.91004 92.65314
#> 148 2012-04-01 90.4 94.26499 95.38865 90.23460
#> 149 2012-05-01 102.0 96.19883 95.80459 102.18093
#> 150 2012-06-01 96.3 86.55821 96.18413 96.30570
#> 151 2012-07-01 98.3 90.08738 96.54435 97.92595
#> 152 2012-08-01 98.8 91.82487 96.85731 98.72173
#> 153 2012-09-01 91.9 93.15020 97.07513 92.69624
#> 154 2012-10-01 98.5 96.80370 97.26919 97.73072
#> 155 2012-11-01 89.7 94.41500 97.49021 89.62950
#> 156 2012-12-01 91.6 96.03476 97.68479 91.85442
#> 157 2013-01-01 90.2 97.41261 97.69770 90.36000
#> 158 2013-02-01 86.5 97.51972 97.46277 87.27232
#> 159 2013-03-01 97.0 100.09827 97.01522 97.39666
#> 160 2013-04-01 91.8 95.33914 96.59605 91.08362
#> 161 2013-05-01 101.0 95.29328 96.33626 100.91998
#> 162 2013-06-01 105.6 95.50668 96.25571 106.51494
#> 163 2013-07-01 105.6 96.47683 96.44802 104.77527
#> 164 2013-08-01 104.3 97.38567 96.71922 104.69906
#> 165 2013-09-01 98.2 98.16766 96.83896 98.02032
#> 166 2013-10-01 95.7 94.81584 96.61091 95.86975
#> 167 2013-11-01 91.6 96.32628 96.04112 91.60542
#> 168 2013-12-01 93.0 96.88631 95.30577 92.64611
#> 169 2014-01-01 86.7 93.37261 94.66744 86.63131
#> 170 2014-02-01 83.4 94.41991 94.31469 84.14464
#> 171 2014-03-01 90.2 93.10683 94.24948 90.45053
#> 172 2014-04-01 90.9 94.88103 94.42246 90.71953
#> 173 2014-05-01 99.7 94.64301 94.74644 100.08146
#> 174 2014-06-01 107.8 96.43528 95.12718 107.60276
#> 175 2014-07-01 102.8 94.69480 95.38817 102.98235
#> 176 2014-08-01 98.1 91.60186 95.50595 98.50116
#> 177 2014-09-01 97.0 96.28524 95.48806 96.24304
#> 178 2014-10-01 96.1 95.02877 95.27593 96.02386
#> 179 2014-11-01 89.9 95.04921 94.94798 90.67891
#> 180 2014-12-01 91.5 95.17907 94.54514 90.78539
#> 181 2015-01-01 82.9 89.61196 94.19109 83.21718
#> 182 2015-02-01 80.7 91.56741 93.93326 81.42054
#> 183 2015-03-01 95.3 97.81935 93.80658 94.93736
#> 184 2015-04-01 90.4 94.78518 93.75293 90.73994
#> 185 2015-05-01 94.1 89.29085 93.64005 94.48481
#> 186 2015-06-01 105.6 94.00618 93.41394 104.77593
#> 187 2015-07-01 100.6 92.20854 93.02669 100.52030
#> 188 2015-08-01 102.9 96.10295 92.49805 103.18581
#> 189 2015-09-01 92.3 92.40846 91.90478 92.11675
#> 190 2015-10-01 91.6 90.89906 91.27655 91.95047
#> 191 2015-11-01 87.4 91.10750 90.56806 87.24009
#> 192 2015-12-01 85.2 89.85829 89.80538 85.35113
#> 193 2016-01-01 82.7 89.21817 89.15085 83.03819
#> 194 2016-02-01 81.1 88.37611 88.76923 78.54152
#> 195 2016-03-01 83.6 86.22131 88.81984 83.74829
#> 196 2016-04-01 85.5 89.22499 89.22546 85.50506
#> 197 2016-05-01 95.5 89.71699 89.86916 95.13660
#> 198 2016-06-01 101.1 91.39642 90.56677 101.48018
#> 199 2016-07-01 99.5 91.45134 91.12844 99.90689
#> 200 2016-08-01 99.2 91.79844 91.52720 98.42525
#> 201 2016-09-01 90.4 90.93573 91.86549 90.32895
#> 202 2016-10-01 94.0 93.14279 92.35116 94.26109
#> 203 2016-11-01 88.1 91.44479 93.12882 87.92508
#> 204 2016-12-01 88.4 93.91805 94.22953 88.73822
#> 205 2017-01-01 93.7 99.92364 95.42093 93.34345
#> 206 2017-02-01 85.3 96.65786 96.39242 86.06161
#> 207 2017-03-01 95.3 97.83315 96.95080 95.22450
#> 208 2017-04-01 92.3 97.41917 97.00610 93.09971
#> 209 2017-05-01 104.1 97.20995 96.63065 103.28698
#> 210 2017-06-01 104.2 94.19695 96.09009 104.11810
#> 211 2017-07-01 105.4 96.32613 95.70579 105.69275
#> 212 2017-08-01 102.3 95.72385 95.65389 102.48146
#> 213 2017-09-01 94.2 95.14063 96.06223 94.20557
#> 214 2017-10-01 98.5 96.83512 96.91052 98.12518
#> 215 2017-11-01 95.0 98.94355 98.02835 95.35724
#> 216 2017-12-01 91.6 97.92377 99.18098 91.97458
#> 217 2018-01-01 94.9 100.53595 100.15612 94.15884
#> 218 2018-02-01 90.7 102.41374 100.83819 91.50982
#> 219 2018-03-01 98.3 101.08002 101.14940 98.67610
#> 220 2018-04-01 96.2 100.91826 101.19200 96.02398
#> 221 2018-05-01 107.0 100.73871 101.20464 107.18980
#> 222 2018-06-01 111.4 101.25043 101.35858 111.40659
#> 223 2018-07-01 112.4 101.53586 101.77407 111.97229
#> 224 2018-08-01 109.3 102.13862 102.44229 109.21341
#> 225 2018-09-01 100.8 102.76529 103.08684 101.67335
#> 226 2018-10-01 106.7 104.60032 103.37327 105.86668
#> 227 2018-11-01 100.0 103.25680 103.15686 99.92140
#> 228 2018-12-01 96.4 103.40542 102.50846 96.66776
#> 229 2019-01-01 94.8 101.53836 101.71044 94.96816
#> 230 2019-02-01 89.0 99.97813 101.00465 89.79464
#> 231 2019-03-01 96.7 99.20056 100.58042 97.09544
#> 232 2019-04-01 101.4 106.30654 100.56121 100.60870
#> 233 2019-05-01 108.3 101.77601 100.86153 108.21420
#> 234 2019-06-01 110.6 101.60124 101.22658 111.55826
#> 235 2019-07-01 110.2 98.67017 101.45337 109.33934
#> 236 2019-08-01 108.6 102.25600 101.55322 109.01551
#> 237 2019-09-01 102.0 102.75759 101.57480 101.81337
#> 238 2019-10-01 101.8 100.57616 101.65952 101.98057
#> 239 2019-11-01 98.0 100.85893 101.79515 98.00580
#> 240 2019-12-01 95.5 102.14447 101.88796 95.13660
#> 241 2020-01-01 96.5 103.63722 101.80786 96.42355
#> 242 2020-02-01 92.1 99.96395 101.58536 90.13221
#> 243 2020-03-01 83.0 84.32370 83.02957 82.68417
#> 244 2020-04-01 75.4 80.22503 82.78187 75.68353
#> 245 2020-05-01 87.2 82.55709 82.52642 87.55659
#> 246 2020-06-01 103.1 93.18879 94.17538 102.29544
#> 247 2020-07-01 106.9 96.21535 93.77585 106.81531
#> 248 2020-08-01 102.9 97.06530 93.11078 103.18581
#> 249 2020-09-01 92.1 92.33833 92.26658 91.91714
#> 250 2020-10-01 91.8 90.68934 91.46817 92.15123
#> 251 2020-11-01 83.6 85.53236 90.87028 83.44704
#> 252 2020-12-01 83.2 89.59447 90.68204 83.34758
#> 253 2021-01-01 83.9 91.23069 90.96704 84.24309
#> 254 2021-02-01 83.1 92.77193 91.70077 83.84196
#> 255 2021-03-01 90.7 91.66755 92.68014 89.99164
#> 256 2021-04-01 88.1 93.39957 93.69061 88.03075
#> 257 2021-05-01 99.7 94.54808 94.46603 99.97692
#> 258 2021-06-01 107.6 97.91186 94.91595 107.38637
#> 259 2021-07-01 117.5 106.23620 105.47077 117.94956
#> 260 2021-08-01 112.0 105.09411 105.55538 111.57381
#> 261 2021-09-01 103.9 104.24914 105.65693 104.29071
#> 262 2021-10-01 106.7 105.07708 106.00072 107.13633
#> 263 2021-11-01 106.4 108.08328 106.70654 105.56968
#> 264 2021-12-01 100.5 107.87843 107.62648 100.42038
#> 265 2022-01-01 97.8 106.99224 108.48106 98.07164
#> 266 2022-02-01 99.0 110.29599 109.05027 99.88393
#> 267 2022-03-01 126.1 128.68956 127.98549 126.32368
#> 268 2022-04-01 120.0 127.05819 127.58587 120.00710
#> 269 2022-05-01 134.4 126.95373 126.80894 133.88858
#> 270 2022-06-01 155.4 142.38441 125.92889 155.98437
#> 271 2022-07-01 150.7 136.69484 125.07081 151.31626
#> 272 2022-08-01 137.9 128.83752 124.29325 136.82301
#> 273 2022-09-01 128.8 128.13148 123.48950 128.69876
#> 274 2022-10-01 132.0 129.51873 122.49389 132.36664
#> 275 2022-11-01 126.0 128.70012 121.31065 125.74984
#> 276 2022-12-01 111.4 119.77050 119.91007 111.82622
#> 277 2023-01-01 108.9 118.95338 118.32229 108.48561
#> 278 2023-02-01 105.9 117.88301 116.72833 106.84554
#> 279 2023-03-01 117.7 119.86465 115.36792 117.60675
#> 280 2023-04-01 107.8 114.77640 114.58488 108.73400
#> 281 2023-05-01 118.5 111.68221 114.46808 117.57452
#> 282 2023-06-01 125.8 114.99637 114.93840 125.70112
#> 283 2023-07-01 121.9 110.91825 115.97140 122.23858
#> 284 2023-08-01 124.2 117.05220 117.23865 124.42031
#> 285 2023-09-01 121.2 120.31399 118.19710 121.20717
#> 286 2023-10-01 127.1 123.44881 118.30915 126.61635
#> 287 2023-11-01 114.6 117.86677 117.42604 115.03094
#> 288 2023-12-01 109.3 117.14154 115.90829 109.74696
#> 289 2024-01-01 103.3 112.59114 114.21403 102.49323
#> 290 2024-02-01 103.6 111.88089 112.56632 101.30083
#> 291 2024-03-01 105.3 107.87144 111.11635 105.73061
#> 292 2024-04-01 106.9 111.66991 109.83392 106.06578
#> 293 2024-05-01 115.8 110.08397 108.51272 115.70826
#> 294 2024-06-01 114.7 105.97456 106.95992 115.69379
#> 295 2024-07-01 115.0 104.03113 105.13513 114.10186
#> 296 2024-08-01 111.3 104.91651 103.27678 111.72584
#> 297 2024-09-01 103.2 101.94373 101.79082 103.01118
#> 298 2024-10-01 102.0 99.46834 100.91046 102.18093
#> 299 2024-11-01 96.6 99.15210 100.66725 96.60571
#> 300 2024-12-01 96.2 101.92375 100.84175 95.83394
#> 301 2025-01-01 95.7 104.99684 101.26710 95.62418
#> 302 2025-02-01 91.2 101.92145 101.76403 92.01429
# Include assymetric 1x3 MA-filter
make_ts_df(my_model,ma_filter=TRUE)
#> date Ujust SA Trend MA_filter
#> 1 2000-01-01 61.7 66.53686 65.80784 NA
#> 2 2000-02-01 58.7 65.38606 66.33435 66.32963
#> 3 2000-03-01 66.2 67.06597 67.00253 66.89382
#> 4 2000-04-01 66.5 68.22942 67.83538 67.70432
#> 5 2000-05-01 72.3 67.81759 68.79550 68.80685
#> 6 2000-06-01 78.2 70.37356 69.83697 69.86407
#> 7 2000-07-01 79.5 71.40106 71.01178 71.13141
#> 8 2000-08-01 76.7 71.61961 72.27703 72.30780
#> 9 2000-09-01 73.4 73.90273 73.58235 73.19029
#> 10 2000-10-01 73.2 74.04852 74.88170 74.81757
#> 11 2000-11-01 72.5 76.50145 76.04087 76.19181
#> 12 2000-12-01 73.3 78.02546 76.96036 73.60352
#> 13 2001-01-01 62.0 66.28366 67.14788 70.91549
#> 14 2001-02-01 59.1 68.43735 67.40136 67.21040
#> 15 2001-03-01 65.7 66.91021 67.37865 67.52467
#> 16 2001-04-01 66.2 67.22645 67.17397 67.04575
#> 17 2001-05-01 70.8 67.00057 66.83886 67.74302
#> 18 2001-06-01 76.5 69.00205 66.41803 67.15369
#> 19 2001-07-01 73.5 65.45846 65.93716 66.80716
#> 20 2001-08-01 70.9 65.96097 65.54065 65.64597
#> 21 2001-09-01 64.6 65.51849 65.40120 65.42588
#> 22 2001-10-01 64.5 64.79819 65.59880 65.28309
#> 23 2001-11-01 62.4 65.53258 66.11570 65.81700
#> 24 2001-12-01 63.1 67.12024 66.83644 67.09981
#> 25 2002-01-01 63.3 68.64660 67.66422 68.09613
#> 26 2002-02-01 59.0 68.52156 68.51388 68.82428
#> 27 2002-03-01 67.9 69.30467 69.33723 68.93711
#> 28 2002-04-01 68.3 68.98510 70.07090 69.88126
#> 29 2002-05-01 75.7 71.35400 70.73724 70.76608
#> 30 2002-06-01 79.0 71.95913 71.41921 71.72799
#> 31 2002-07-01 81.3 71.87083 72.10208 72.11510
#> 32 2002-08-01 77.8 72.51533 72.67819 72.34839
#> 33 2002-09-01 72.5 72.65902 73.10361 73.05741
#> 34 2002-10-01 73.3 73.99789 73.43029 73.71066
#> 35 2002-11-01 70.8 74.47508 73.75440 73.90752
#> 36 2002-12-01 69.2 73.24960 74.14027 71.21516
#> 37 2003-01-01 60.6 65.92079 66.64201 68.83560
#> 38 2003-02-01 57.7 67.33642 66.82637 66.87255
#> 39 2003-03-01 65.9 67.36044 66.88374 67.40886
#> 40 2003-04-01 66.4 67.52973 66.83689 66.04697
#> 41 2003-05-01 66.9 63.25074 66.76072 65.31434
#> 42 2003-06-01 72.3 65.16255 66.69906 65.03193
#> 43 2003-07-01 75.1 66.68248 66.67906 66.41793
#> 44 2003-08-01 72.5 67.40875 66.74988 67.05525
#> 45 2003-09-01 67.4 67.07451 66.85231 67.27522
#> 46 2003-10-01 67.2 67.34239 66.91738 66.94149
#> 47 2003-11-01 62.5 66.40758 66.94310 66.79102
#> 48 2003-12-01 63.1 66.62308 67.04741 67.57632
#> 49 2004-01-01 63.3 69.69829 67.37976 67.79641
#> 50 2004-02-01 59.0 67.06786 68.01583 68.53858
#> 51 2004-03-01 67.9 68.84960 68.84360 68.48900
#> 52 2004-04-01 68.3 69.54954 69.70906 69.91913
#> 53 2004-05-01 75.7 71.35827 70.50433 70.66763
#> 54 2004-06-01 79.0 71.09510 71.20120 71.48543
#> 55 2004-07-01 81.3 72.00292 71.83355 71.55259
#> 56 2004-08-01 77.8 71.55975 72.41900 72.16683
#> 57 2004-09-01 72.5 72.93781 72.92910 72.72100
#> 58 2004-10-01 73.3 73.66544 73.32790 73.58450
#> 59 2004-11-01 70.8 74.15025 73.58398 73.83463
#> 60 2004-12-01 69.2 73.68818 73.66126 72.89874
#> 61 2005-01-01 64.1 70.85780 73.58726 72.51197
#> 62 2005-02-01 62.0 72.98993 73.52159 72.44653
#> 63 2005-03-01 71.6 73.49185 73.62593 73.64442
#> 64 2005-04-01 73.0 74.45149 74.00330 73.87686
#> 65 2005-05-01 78.9 73.68725 74.62797 74.62107
#> 66 2005-06-01 84.0 75.72449 75.39016 75.34461
#> 67 2005-07-01 86.8 76.62208 76.21270 76.45492
#> 68 2005-08-01 84.1 77.01818 76.99673 77.95751
#> 69 2005-09-01 80.1 80.23228 77.68746 78.55406
#> 70 2005-10-01 78.0 78.41173 78.27894 78.22635
#> 71 2005-11-01 72.1 76.03503 78.81156 78.13290
#> 72 2005-12-01 74.7 79.95194 79.32178 78.26715
#> 73 2006-01-01 71.5 78.81446 79.80437 79.79571
#> 74 2006-02-01 68.6 80.62073 80.20889 80.04690
#> 75 2006-03-01 78.6 80.70550 80.56368 80.91140
#> 76 2006-04-01 79.1 81.40797 80.89629 80.88440
#> 77 2006-05-01 86.8 80.53974 81.23504 80.94776
#> 78 2006-06-01 90.6 80.89557 81.49645 81.24754
#> 79 2006-07-01 93.3 82.30729 81.63701 82.27189
#> 80 2006-08-01 90.4 83.61281 81.67732 82.47157
#> 81 2006-09-01 81.2 81.49461 81.63927 82.27630
#> 82 2006-10-01 81.5 81.72147 81.56139 81.09740
#> 83 2006-11-01 75.4 80.07611 81.52549 81.42942
#> 84 2006-12-01 77.1 82.49068 81.66278 81.62062
#> 85 2007-01-01 75.0 82.29508 82.09475 82.13513
#> 86 2007-02-01 69.9 81.61964 82.75884 82.67157
#> 87 2007-03-01 81.4 84.10001 83.45809 83.13641
#> 88 2007-04-01 82.0 83.68957 84.05306 84.45122
#> 89 2007-05-01 91.6 85.56409 84.42171 84.74446
#> 90 2007-06-01 95.4 84.97971 84.62612 84.90134
#> 91 2007-07-01 95.6 84.16022 84.79141 84.56232
#> 92 2007-08-01 91.5 84.54704 85.03818 84.76072
#> 93 2007-09-01 84.3 85.57490 85.52071 85.17349
#> 94 2007-10-01 85.3 85.39854 86.28509 86.57112
#> 95 2007-11-01 83.9 88.73994 87.21959 87.21501
#> 96 2007-12-01 82.0 87.50655 88.20966 88.63877
#> 97 2008-01-01 81.2 89.66984 89.15619 89.01641
#> 98 2008-02-01 80.9 89.87284 90.13517 90.14429
#> 99 2008-03-01 88.1 90.89019 91.20229 90.90244
#> 100 2008-04-01 89.9 91.94428 92.34522 92.02312
#> 101 2008-05-01 99.8 93.23488 93.41300 93.31719
#> 102 2008-06-01 106.6 94.77242 94.21774 94.50010
#> 103 2008-07-01 106.9 95.49301 94.55146 94.77427
#> 104 2008-08-01 101.1 94.05739 94.32056 94.54345
#> 105 2008-09-01 93.9 94.07994 93.62158 93.38043
#> 106 2008-10-01 91.3 92.00395 92.65945 90.40908
#> 107 2008-11-01 79.8 85.14335 82.14095 86.06784
#> 108 2008-12-01 76.9 81.05621 81.46351 82.03579
#> 109 2009-01-01 72.7 79.90781 81.06476 81.12628
#> 110 2009-02-01 72.1 82.41482 80.93470 80.75114
#> 111 2009-03-01 78.1 79.93080 81.04200 82.04895
#> 112 2009-04-01 81.1 83.80124 81.37796 81.72588
#> 113 2009-05-01 87.2 81.44560 81.89503 82.66407
#> 114 2009-06-01 93.4 82.74537 82.51690 82.35000
#> 115 2009-07-01 92.1 82.85902 83.15040 83.24454
#> 116 2009-08-01 90.3 84.12922 83.78489 83.89529
#> 117 2009-09-01 83.8 84.69762 84.34413 84.45627
#> 118 2009-10-01 83.9 84.54197 84.75468 84.55400
#> 119 2009-11-01 80.0 84.42242 85.02340 86.07074
#> 120 2009-12-01 84.1 89.24783 85.14165 87.36576
#> 121 2010-01-01 81.0 88.42702 85.13921 87.31139
#> 122 2010-02-01 74.5 84.25932 84.99049 85.88708
#> 123 2010-03-01 83.5 84.97490 84.70755 84.47438
#> 124 2010-04-01 81.4 84.18893 84.29221 84.61563
#> 125 2010-05-01 90.5 84.68304 83.84090 83.98334
#> 126 2010-06-01 92.9 83.07806 83.54744 83.62892
#> 127 2010-07-01 91.1 83.12565 83.57599 83.32288
#> 128 2010-08-01 90.4 83.76493 83.96714 83.64898
#> 129 2010-09-01 82.7 84.05637 84.71207 84.64244
#> 130 2010-10-01 85.9 86.10603 85.72062 85.90001
#> 131 2010-11-01 83.5 87.53763 86.80574 88.14375
#> 132 2010-12-01 86.2 90.78758 87.80117 88.83621
#> 133 2011-01-01 81.3 88.18343 88.58149 89.43589
#> 134 2011-02-01 79.5 89.33667 89.10860 89.01914
#> 135 2011-03-01 87.2 89.53731 89.41270 90.47262
#> 136 2011-04-01 88.9 92.54389 89.52296 90.54284
#> 137 2011-05-01 95.9 89.54732 89.53640 90.48932
#> 138 2011-06-01 99.1 89.37676 89.53508 89.35880
#> 139 2011-07-01 97.0 89.15230 89.58330 89.57624
#> 140 2011-08-01 97.7 90.19964 89.76867 89.61636
#> 141 2011-09-01 88.7 89.49714 90.17749 90.43407
#> 142 2011-10-01 92.0 91.60543 90.84846 90.79088
#> 143 2011-11-01 86.6 91.27006 91.69899 91.55766
#> 144 2011-12-01 87.2 91.79748 92.61580 92.37281
#> 145 2012-01-01 87.5 94.05088 93.48927 93.68759
#> 146 2012-02-01 87.8 95.21441 94.26058 94.75189
#> 147 2012-03-01 92.3 94.99038 94.91004 94.82326
#> 148 2012-04-01 90.4 94.26499 95.38865 95.15140
#> 149 2012-05-01 102.0 96.19883 95.80459 92.34068
#> 150 2012-06-01 96.3 86.55821 96.18413 90.94814
#> 151 2012-07-01 98.3 90.08738 96.54435 89.49015
#> 152 2012-08-01 98.8 91.82487 96.85731 91.68748
#> 153 2012-09-01 91.9 93.15020 97.07513 93.92626
#> 154 2012-10-01 98.5 96.80370 97.26919 94.78963
#> 155 2012-11-01 89.7 94.41500 97.49021 95.75115
#> 156 2012-12-01 91.6 96.03476 97.68479 95.95412
#> 157 2013-01-01 90.2 97.41261 97.69770 96.98903
#> 158 2013-02-01 86.5 97.51972 97.46277 98.34353
#> 159 2013-03-01 97.0 100.09827 97.01522 97.65238
#> 160 2013-04-01 91.8 95.33914 96.59605 96.91023
#> 161 2013-05-01 101.0 95.29328 96.33626 95.37970
#> 162 2013-06-01 105.6 95.50668 96.25571 95.75893
#> 163 2013-07-01 105.6 96.47683 96.44802 96.45639
#> 164 2013-08-01 104.3 97.38567 96.71922 97.34339
#> 165 2013-09-01 98.2 98.16766 96.83896 96.78972
#> 166 2013-10-01 95.7 94.81584 96.61091 96.43660
#> 167 2013-11-01 91.6 96.32628 96.04112 96.00948
#> 168 2013-12-01 93.0 96.88631 95.30577 95.52840
#> 169 2014-01-01 86.7 93.37261 94.66744 94.89294
#> 170 2014-02-01 83.4 94.41991 94.31469 93.63312
#> 171 2014-03-01 90.2 93.10683 94.24948 94.13592
#> 172 2014-04-01 90.9 94.88103 94.42246 94.21029
#> 173 2014-05-01 99.7 94.64301 94.74644 95.31977
#> 174 2014-06-01 107.8 96.43528 95.12718 95.25769
#> 175 2014-07-01 102.8 94.69480 95.38817 94.24398
#> 176 2014-08-01 98.1 91.60186 95.50595 94.19397
#> 177 2014-09-01 97.0 96.28524 95.48806 94.30529
#> 178 2014-10-01 96.1 95.02877 95.27593 95.45440
#> 179 2014-11-01 89.9 95.04921 94.94798 95.08568
#> 180 2014-12-01 91.5 95.17907 94.54514 93.28008
#> 181 2015-01-01 82.9 89.61196 94.19109 92.11948
#> 182 2015-02-01 80.7 91.56741 93.93326 92.99957
#> 183 2015-03-01 95.3 97.81935 93.80658 94.72398
#> 184 2015-04-01 90.4 94.78518 93.75293 93.96513
#> 185 2015-05-01 94.1 89.29085 93.64005 92.69407
#> 186 2015-06-01 105.6 94.00618 93.41394 91.83519
#> 187 2015-07-01 100.6 92.20854 93.02669 94.10589
#> 188 2015-08-01 102.9 96.10295 92.49805 93.57332
#> 189 2015-09-01 92.3 92.40846 91.90478 93.13682
#> 190 2015-10-01 91.6 90.89906 91.27655 91.47168
#> 191 2015-11-01 87.4 91.10750 90.56806 90.62162
#> 192 2015-12-01 85.2 89.85829 89.80538 90.06132
#> 193 2016-01-01 82.7 89.21817 89.15085 89.15086
#> 194 2016-02-01 81.1 88.37611 88.76923 87.93853
#> 195 2016-03-01 83.6 86.22131 88.81984 87.94080
#> 196 2016-04-01 85.5 89.22499 89.22546 88.38776
#> 197 2016-05-01 95.5 89.71699 89.86916 90.11280
#> 198 2016-06-01 101.1 91.39642 90.56677 90.85492
#> 199 2016-07-01 99.5 91.45134 91.12844 91.54873
#> 200 2016-08-01 99.2 91.79844 91.52720 91.39517
#> 201 2016-09-01 90.4 90.93573 91.86549 91.95899
#> 202 2016-10-01 94.0 93.14279 92.35116 91.84110
#> 203 2016-11-01 88.1 91.44479 93.12882 92.83521
#> 204 2016-12-01 88.4 93.91805 94.22953 95.09549
#> 205 2017-01-01 93.7 99.92364 95.42093 96.83318
#> 206 2017-02-01 85.3 96.65786 96.39242 98.13822
#> 207 2017-03-01 95.3 97.83315 96.95080 97.30339
#> 208 2017-04-01 92.3 97.41917 97.00610 97.48742
#> 209 2017-05-01 104.1 97.20995 96.63065 96.27536
#> 210 2017-06-01 104.2 94.19695 96.09009 95.91101
#> 211 2017-07-01 105.4 96.32613 95.70579 95.41564
#> 212 2017-08-01 102.3 95.72385 95.65389 95.73020
#> 213 2017-09-01 94.2 95.14063 96.06223 95.89987
#> 214 2017-10-01 98.5 96.83512 96.91052 96.97310
#> 215 2017-11-01 95.0 98.94355 98.02835 97.90081
#> 216 2017-12-01 91.6 97.92377 99.18098 99.13442
#> 217 2018-01-01 94.9 100.53595 100.15612 100.29115
#> 218 2018-02-01 90.7 102.41374 100.83819 101.34324
#> 219 2018-03-01 98.3 101.08002 101.14940 101.47067
#> 220 2018-04-01 96.2 100.91826 101.19200 100.91233
#> 221 2018-05-01 107.0 100.73871 101.20464 100.96913
#> 222 2018-06-01 111.4 101.25043 101.35858 101.17500
#> 223 2018-07-01 112.4 101.53586 101.77407 101.64164
#> 224 2018-08-01 109.3 102.13862 102.44229 102.14659
#> 225 2018-09-01 100.8 102.76529 103.08684 103.16808
#> 226 2018-10-01 106.7 104.60032 103.37327 103.54080
#> 227 2018-11-01 100.0 103.25680 103.15686 103.75418
#> 228 2018-12-01 96.4 103.40542 102.50846 102.73353
#> 229 2019-01-01 94.8 101.53836 101.71044 101.64064
#> 230 2019-02-01 89.0 99.97813 101.00465 100.23902
#> 231 2019-03-01 96.7 99.20056 100.58042 101.82841
#> 232 2019-04-01 101.4 106.30654 100.56121 102.42771
#> 233 2019-05-01 108.3 101.77601 100.86153 103.22793
#> 234 2019-06-01 110.6 101.60124 101.22658 100.68248
#> 235 2019-07-01 110.2 98.67017 101.45337 100.84247
#> 236 2019-08-01 108.6 102.25600 101.55322 101.22792
#> 237 2019-09-01 102.0 102.75759 101.57480 101.86325
#> 238 2019-10-01 101.8 100.57616 101.65952 101.39756
#> 239 2019-11-01 98.0 100.85893 101.79515 101.19319
#> 240 2019-12-01 95.5 102.14447 101.88796 102.21354
#> 241 2020-01-01 96.5 103.63722 101.80786 101.91521
#> 242 2020-02-01 92.1 99.96395 101.58536 95.97496
#> 243 2020-03-01 83.0 84.32370 83.02957 88.17089
#> 244 2020-04-01 75.4 80.22503 82.78187 82.36861
#> 245 2020-05-01 87.2 82.55709 82.52642 85.32364
#> 246 2020-06-01 103.1 93.18879 94.17538 90.65374
#> 247 2020-07-01 106.9 96.21535 93.77585 95.48981
#> 248 2020-08-01 102.9 97.06530 93.11078 95.20632
#> 249 2020-09-01 92.1 92.33833 92.26658 93.36432
#> 250 2020-10-01 91.8 90.68934 91.46817 89.52001
#> 251 2020-11-01 83.6 85.53236 90.87028 88.60539
#> 252 2020-12-01 83.2 89.59447 90.68204 88.78584
#> 253 2021-01-01 83.9 91.23069 90.96704 91.19903
#> 254 2021-02-01 83.1 92.77193 91.70077 91.89006
#> 255 2021-03-01 90.7 91.66755 92.68014 92.61302
#> 256 2021-04-01 88.1 93.39957 93.69061 93.20506
#> 257 2021-05-01 99.7 94.54808 94.46603 95.28650
#> 258 2021-06-01 107.6 97.91186 94.91595 99.56538
#> 259 2021-07-01 117.5 106.23620 105.47077 103.08072
#> 260 2021-08-01 112.0 105.09411 105.55538 105.19315
#> 261 2021-09-01 103.9 104.24914 105.65693 104.80678
#> 262 2021-10-01 106.7 105.07708 106.00072 105.80317
#> 263 2021-11-01 106.4 108.08328 106.70654 107.01293
#> 264 2021-12-01 100.5 107.87843 107.62648 107.65132
#> 265 2022-01-01 97.8 106.99224 108.48106 108.38889
#> 266 2022-02-01 99.0 110.29599 109.05027 115.32593
#> 267 2022-03-01 126.1 128.68956 127.98549 122.01458
#> 268 2022-04-01 120.0 127.05819 127.58587 127.56716
#> 269 2022-05-01 134.4 126.95373 126.80894 132.13211
#> 270 2022-06-01 155.4 142.38441 125.92889 135.34433
#> 271 2022-07-01 150.7 136.69484 125.07081 135.97225
#> 272 2022-08-01 137.9 128.83752 124.29325 131.22128
#> 273 2022-09-01 128.8 128.13148 123.48950 128.82924
#> 274 2022-10-01 132.0 129.51873 122.49389 128.78344
#> 275 2022-11-01 126.0 128.70012 121.31065 125.99645
#> 276 2022-12-01 111.4 119.77050 119.91007 122.47467
#> 277 2023-01-01 108.9 118.95338 118.32229 118.86896
#> 278 2023-02-01 105.9 117.88301 116.72833 118.90035
#> 279 2023-03-01 117.7 119.86465 115.36792 117.50802
#> 280 2023-04-01 107.8 114.77640 114.58488 115.44109
#> 281 2023-05-01 118.5 111.68221 114.46808 113.81833
#> 282 2023-06-01 125.8 114.99637 114.93840 112.53228
#> 283 2023-07-01 121.9 110.91825 115.97140 114.32227
#> 284 2023-08-01 124.2 117.05220 117.23865 116.09481
#> 285 2023-09-01 121.2 120.31399 118.19710 120.27167
#> 286 2023-10-01 127.1 123.44881 118.30915 120.54319
#> 287 2023-11-01 114.6 117.86677 117.42604 119.48571
#> 288 2023-12-01 109.3 117.14154 115.90829 115.86648
#> 289 2024-01-01 103.3 112.59114 114.21403 113.87119
#> 290 2024-02-01 103.6 111.88089 112.56632 110.78115
#> 291 2024-03-01 105.3 107.87144 111.11635 110.47408
#> 292 2024-04-01 106.9 111.66991 109.83392 109.87511
#> 293 2024-05-01 115.8 110.08397 108.51272 109.24282
#> 294 2024-06-01 114.7 105.97456 106.95992 106.69655
#> 295 2024-07-01 115.0 104.03113 105.13513 104.97407
#> 296 2024-08-01 111.3 104.91651 103.27678 103.63046
#> 297 2024-09-01 103.2 101.94373 101.79082 102.10953
#> 298 2024-10-01 102.0 99.46834 100.91046 100.18806
#> 299 2024-11-01 96.6 99.15210 100.66725 100.18140
#> 300 2024-12-01 96.2 101.92375 100.84175 102.02423
#> 301 2025-01-01 95.7 104.99684 101.26710 102.94735
#> 302 2025-02-01 91.2 101.92145 101.76403 NA