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Title

Usage

sts_outliers(
  y,
  period = NA,
  X = NULL,
  X.td = NULL,
  level = 1,
  slope = 1,
  noise = 1,
  seasonal = c("Trigonometric", "Dummy", "Crude", "HarrisonStevens", "Fixed", "Unused"),
  ao = TRUE,
  ls = TRUE,
  so = FALSE,
  cv = 0,
  tcv = 0,
  estimation.forward = c("Score", "Point", "Full"),
  estimation.backward = c("Point", "Score", "Full")
)

Arguments

y

input time series.

period

annual frequency.

X

Regression variables (same length as y) or NULL

X.td

Groups of days for trading days regressors. The length of the array must be 7. It indicates to what group each week day belongs. The first item corresponds to Mondays and the last one to Sundays. The group used for contrasts (usually Sundays) is identified by 0. The other groups are identified by 1, 2,... n (<= 6). For instance, usual trading days are defined by c(1,2,3,4,5,6,0), week days by c(1,1,1,1,1,0,0), etc...

level

-1 = no level, 0 = fixed level, 1 = sotchastic level

slope
noise
seasonal

Seasonal model

ao, ls, so

boolean indicating if additive outliers (ao), level shift (ls) and seasonal outliers (so) should be detected.

cv
tcv
estimation.forward
estimation.backward

Examples

 x<-rjd3toolkit::retail$BookStores
 sts_outliers(x)
#> $model
#> $model$y
#>   [1]  790  540  536  524  553  589  593  895  863  647  642 1166  999  568  602
#>  [16]  583  613  619  608  985  905  669  693 1275 1055  636  635  610  684  726
#>  [31]  679 1156 1023  733  772 1410 1309  720  696  689  786  808  783 1248 1103
#>  [46]  747  851 1468 1375  758  743  751  855  839  787 1361 1042  899  908 1600
#>  [61] 1559  825  813  806  893  876  830 1301 1159  926  996 1771 1467  923  883
#>  [76]  854  920  939  882 1385 1247  954  991 1849 1514  990  976  934  977 1032
#>  [91] 1024 1388 1242 1020 1090 1998 1506 1091 1031  975 1105 1123 1049 1595 1407
#> [106] 1015 1100 1895 1586 1070 1063  935 1071 1078 1006 1821 1407 1016 1099 1958
#> [121] 1973 1001 1009  968 1118 1046 1038 1799 1491  998 1060 1949 2056  992  926
#> [136]  976 1109 1182 1130 2142 1574 1047 1037 2065 2148 1108 1073 1023 1112 1206
#> [151] 1172 2119 1560 1069 1088 2199 2075 1086 1101  997 1120 1154 1214 2219 1553
#> [166] 1064 1150 2256 2225 1101 1092  987 1176 1238 1135 2142 1555 1055 1143 2134
#> [181] 2222 1040 1029  931 1135 1162 1221 2330 1579 1129 1227 2179 2301 1157 1026
#> [196] 1005 1159 1077 1124 2435 1481 1032 1044 2029 2214  985  961  929 1071 1058
#> [211] 1056 2337 1548  975  979 1938 2178  962  962  871 1032 1040 1025 2183 1448
#> [226]  949 1030 1982
#> 
#> $model$variables
#> [1] "x-1"
#> 
#> $model$X
#> NULL
#> 
#> $model$b
#> [1] 170.1748
#> 
#> $model$bcov
#>          [,1]
#> [1,] 2304.041
#> 
#> $model$components
#>                 [,1]      [,2]        [,3]       [,4]
#>   [1,] -0.3076427449  653.5256  6.23605314  136.78203
#>   [2,]  0.1055075932  663.6780  6.23115578 -123.78346
#>   [3,]  0.0374556879  672.4823  6.22304064 -136.51974
#>   [4,]  0.0121942653  680.8017  6.21230398 -156.81388
#>   [5,]  0.0216783652  688.9551  6.19913990 -135.97680
#>   [6,]  0.0702005374  696.8194  6.18389352 -107.88962
#>   [7,]  0.1131786111  703.7748  6.16768234 -110.88801
#>   [8,] -0.0900288982  709.2733  6.15230807  185.81676
#>   [9,]  0.0302410630  715.9024  6.13633752  147.06736
#>  [10,]  0.0961893070  722.1306  6.12025211  -75.22678
#>  [11,]  0.0052701051  727.1182  6.10558307  -85.12348
#>  [12,] -0.1208552028  732.0241  6.09241430  434.09678
#>  [13,]  0.2915000971  738.4552  6.07882190  260.25325
#>  [14,] -0.1022145936  741.1620  6.06944626 -173.05983
#>  [15,]  0.0412355312  745.1607  6.06266022 -143.20189
#>  [16,]  0.1183609013  748.6276  6.05912022 -165.74591
#>  [17,] -0.0099748397  750.5842  6.06071043 -137.57421
#>  [18,] -0.1169012180  752.6694  6.06727207 -133.55248
#>  [19,] -0.0657017288  756.2493  6.07694419 -148.18358
#>  [20,] -0.1029396999  760.6752  6.08868089  224.42770
#>  [21,] -0.0789014138  766.4234  6.10084347  138.65554
#>  [22,] -0.0003592420  773.1880  6.11217590 -104.18769
#>  [23,]  0.0630622652  779.9686  6.12267247  -87.03170
#>  [24,]  0.0317169282  785.9570  6.13333706  489.01133
#>  [25,] -0.3548636043  791.5522  6.14467457  263.80269
#>  [26,]  0.0327756573  801.6761  6.15103593 -165.70891
#>  [27,]  0.0373180997  811.3892  6.15294292 -176.42654
#>  [28,] -0.1011009500  820.6292  6.15098958 -210.52805
#>  [29,] -0.0203820385  831.1541  6.14356649 -147.13376
#>  [30,]  0.0454887002  841.9312  6.13034920 -115.97667
#>  [31,] -0.0788592825  852.1159  6.11206184 -173.03706
#>  [32,]  0.1337097563  863.2863  6.08744905  292.58003
#>  [33,]  0.0494681052  872.7299  6.05863935  150.22067
#>  [34,]  0.0227669788  881.5149  6.02642022 -148.53769
#>  [35,] -0.1035684567  889.9779  5.99115409 -117.87438
#>  [36,]  0.0760462905  899.7241  5.95119226  510.19983
#>  [37,]  0.3298893330  908.4623  5.90774530  400.20783
#>  [38,]  0.0113058253  912.9575  5.86606472 -192.96881
#>  [39,] -0.0997424810  917.2671  5.82633049 -221.16738
#>  [40,] -0.0261017103  922.8067  5.78695481 -233.78063
#>  [41,] -0.0335797843  928.6392  5.74752216 -142.60565
#>  [42,]  0.0985275950  934.8598  5.70749801 -126.95830
#>  [43,]  0.1533562609  939.7860  5.66845079 -156.93939
#>  [44,] -0.0359660118  942.7210  5.63282180  305.31493
#>  [45,]  0.2955601403  946.0783  5.60003847  156.62619
#>  [46,] -0.3018414502  945.6402  5.57480584 -198.33837
#>  [47,]  0.0534023653  949.0194  5.55231889  -98.07277
#>  [48,] -0.1230025901  951.6962  5.53342772  516.42677
#>  [49,] -0.2413556791  955.9200  5.51617428  419.32133
#>  [50,] -0.0272631410  963.1990  5.49671643 -205.17174
#>  [51,] -0.0205600405  970.8056  5.47462015 -227.78503
#>  [52,]  0.0221242781  978.6518  5.44955817 -227.67393
#>  [53,]  0.1053908976  986.1913  5.42188267 -131.29672
#>  [54,] -0.0466845800  992.3615  5.39327137 -153.31486
#>  [55,] -0.0809766735  999.0974  5.36298110 -212.01646
#>  [56,]  0.3808275769 1006.8339  5.32972279  353.78529
#>  [57,] -0.4482367205 1009.6891  5.29955883   32.75910
#>  [58,]  0.2547128452 1018.2203  5.26535375 -119.47498
#>  [59,] -0.1065147424 1023.4747  5.23116231 -115.36820
#>  [60,] -0.1584448814 1030.0509  5.19528891  570.10756
#>  [61,]  0.6299186718 1038.6082  5.15521128  519.76189
#>  [62,] -0.1209462611 1039.1066  5.12095706 -213.98563
#>  [63,] -0.0639487650 1041.1103  5.09060092 -228.04640
#>  [64,]  0.0094799422 1043.8978  5.06312486 -237.90731
#>  [65,] -0.0113382099 1046.5372  5.03867979 -153.52582
#>  [66,] -0.0470382898 1049.2964  5.01708522 -173.24933
#>  [67,] -0.0463176582 1052.6328  4.99759234 -222.58647
#>  [68,] -0.3226315876 1056.5393  4.97946383  244.78330
#>  [69,]  0.0622770435 1064.5348  4.95756373   94.40289
#>  [70,]  0.0173730901 1071.7157  4.93288342 -145.73303
#>  [71,]  0.2336780478 1078.6506  4.90569946  -82.88432
#>  [72,]  0.2397062799 1082.5837  4.87973176  688.17657
#>  [73,] -0.3084319704 1083.4394  4.85879621  383.86904
#>  [74,]  0.0898299512 1088.2004  4.83798288 -165.29028
#>  [75,] -0.0080373984 1091.7972  4.81872178 -208.78912
#>  [76,] -0.0683201060 1095.4769  4.80088496 -241.40860
#>  [77,] -0.0345964804 1100.0086  4.78338482 -179.97397
#>  [78,] -0.0738063649 1104.9631  4.76567064 -165.88931
#>  [79,] -0.2009445442 1110.8395  4.74656749 -228.63857
#>  [80,]  0.1871453743 1119.2548  4.72287654  265.55804
#>  [81,]  0.2484145728 1125.2641  4.69757695  121.48751
#>  [82,] -0.0691395206 1128.0857  4.67462322 -174.01659
#>  [83,] -0.2265089719 1131.7646  4.65291473 -140.53806
#>  [84,] -0.1162214259 1138.3052  4.62884569  710.81107
#>  [85,]  0.1535515756 1146.3012  4.60056597  367.54528
#>  [86,] -0.0434485498 1152.3142  4.57051995 -162.27074
#>  [87,]  0.1111671797 1158.8503  4.53801598 -182.96143
#>  [88,]  0.1277237660 1163.9387  4.50482372 -230.06641
#>  [89,] -0.1573305680 1167.3680  4.47297641 -190.21066
#>  [90,]  0.0225140595 1172.7683  4.43996950 -140.79078
#>  [91,]  0.3236865276 1177.8489  4.40616140 -154.17262
#>  [92,] -0.5317245712 1178.7753  4.37670486  209.75646
#>  [93,] -0.4193546317 1186.4410  4.34313538   55.97837
#>  [94,]  0.0974757795 1199.4115  4.29877725 -179.50897
#>  [95,]  0.1640481138 1211.0968  4.24518220 -121.26083
#>  [96,]  0.4785426043 1220.6402  4.18496170  776.88130
#>  [97,] -0.3366313150 1224.0315  4.12573366  282.30515
#>  [98,]  0.1437928454 1231.6489  4.06213925 -140.79267
#>  [99,] -0.0495438897 1237.3722  3.99646751 -206.32266
#> [100,]  0.0401741025 1243.6605  3.92792974 -268.70072
#> [101,]  0.2784821850 1249.3689  3.85716549 -144.64742
#> [102,]  0.2058423682 1251.4615  3.78860789 -128.66734
#> [103,]  0.0626630445 1250.8651  3.72553375 -201.92780
#> [104,] -0.1362929789 1249.4080  3.66894060  345.72829
#> [105,]  0.3509413659 1249.6293  3.61665879  157.01978
#> [106,] -0.0266325198 1245.3308  3.57427496 -230.30418
#> [107,]  0.0641119692 1241.3290  3.54136513 -141.39309
#> [108,] -0.3547758579 1236.4781  3.51894990  658.87668
#> [109,] -0.6890770085 1236.1211  3.50138162  350.56799
#> [110,]  0.1815771996 1244.5184  3.47769087 -174.70001
#> [111,]  0.3048227336 1250.5806  3.45076819 -187.88543
#> [112,] -0.1594535980 1252.7355  3.42546603 -317.57604
#> [113,] -0.1361014407 1256.8949  3.39924607 -185.75880
#> [114,] -0.0567858746 1262.7607  3.36994170 -184.70388
#> [115,] -0.1790464403 1269.3200  3.33664896 -263.14095
#> [116,]  0.5501320363 1278.1253  3.29651760  542.32457
#> [117,] -0.2457511234 1279.8873  3.25830516  127.35845
#> [118,] -0.0322628300 1284.7395  3.21809955 -268.70724
#> [119,]  0.0038498868 1289.9622  3.17538716 -190.96605
#> [120,]  0.0998606120 1295.0932  3.13022929  662.80697
#> [121,]  0.6371168421 1298.9078  3.08421561  673.45512
#> [122,] -0.1737968671 1294.5659  3.04748836 -293.39208
#> [123,] -0.0260660961 1292.3997  3.01728089 -283.37362
#> [124,]  0.1402922558 1290.5351  2.99317823 -322.67540
#> [125,]  0.1198794364 1286.8605  2.97741371 -168.98039
#> [126,] -0.2351605024 1281.6441  2.97189568 -235.40893
#> [127,] -0.0883902226 1279.4157  2.97288062 -241.32735
#> [128,] -0.6528645779 1278.3136  2.97896146  521.33929
#> [129,]  0.1043700786 1285.5284  2.97974526  205.36720
#> [130,]  0.0617753828 1291.4154  2.97689348 -293.47721
#> [131,]  0.0649737440 1296.5132  2.97138954 -236.57818
#> [132,] -0.1286903181 1300.7783  2.96426774  648.35034
#> [133,]  0.1235654283 1306.6746  2.95347946  749.20184
#> [134,] -0.1801082755 1310.9871  2.94099174 -318.80696
#> [135,] -0.4812703491 1317.5798  2.92393744 -391.09856
#> [136,] -0.0636423071 1330.2821  2.89465524 -354.21844
#> [137,] -0.0116572646 1343.7652  2.85213201 -234.75357
#> [138,]  0.1791132822 1357.3542  2.79618218 -175.53335
#> [139,]  0.0451338250 1368.6072  2.72965706 -238.65233
#> [140,]  0.7270475851 1379.2191  2.65327511  762.05388
#> [141,]  0.1327758571 1380.4993  2.57861020  193.36794
#> [142,] -0.1186228830 1380.0146  2.50777598 -332.89598
#> [143,] -0.3058455830 1380.9691  2.43888409 -343.66330
#> [144,] -0.2255330057 1385.7482  2.36706579  679.47733
#> [145,]  0.2738173687 1393.3265  2.28873083  754.39972
#> [146,]  0.1661689203 1397.3407  2.20823808 -289.50688
#> [147,]  0.1635900305 1399.1591  2.12823281 -326.32273
#> [148,]  0.0447407577 1398.8151  2.05131917 -375.85980
#> [149,] -0.0930185701 1397.8245  1.97820942 -285.73151
#> [150,]  0.1267537929 1397.9450  1.90742277 -192.07176
#> [151,]  0.0008126969 1396.3811  1.84097704 -224.38194
#> [152,] -0.2977154470 1394.7405  1.77888514  724.55726
#> [153,]  0.0183668915 1396.8276  1.71640776  163.15403
#> [154,]  0.0778273485 1398.6185  1.65383728 -329.69629
#> [155,]  0.0220351276 1399.3560  1.59241263 -311.37804
#> [156,]  0.2279280796 1399.7516  1.53248459  799.02045
#> [157,] -0.4841675150 1397.1858  1.47768154  678.29837
#> [158,] -0.0527409636 1400.7286  1.42029603 -314.67586
#> [159,]  0.1573530363 1404.8854  1.35948848 -304.04276
#> [160,] -0.0248855142 1406.9783  1.29776378 -409.95343
#> [161,] -0.1125100496 1409.3263  1.23472579 -289.21377
#> [162,] -0.3802434922 1413.0435  1.16858346 -258.66322
#> [163,]  0.2376910311 1421.5350  1.09328371 -207.77268
#> [164,]  0.3262349936 1426.9254  1.01261032  791.74835
#> [165,] -0.1407677269 1428.0822  0.93175664  125.05856
#> [166,] -0.1368698117 1430.9501  0.84848178 -366.81324
#> [167,]  0.0268775912 1435.4771  0.76060691 -285.50397
#> [168,]  0.2891858728 1439.5740  0.66855989  816.13677
#> [169,]  0.2201146010 1439.8976  0.57694428  784.88226
#> [170,]  0.0371161984 1437.3275  0.48926406 -336.36466
#> [171,]  0.0165984454 1434.1973  0.40611009 -342.21389
#> [172,]  0.0226145771 1430.7726  0.32774660 -443.79520
#> [173,]  0.1953717115 1426.9816  0.25453359 -251.17701
#> [174,]  0.4203672182 1420.6304  0.18958117 -183.05077
#> [175,] -0.3525905255 1408.8630  0.13958116 -273.51037
#> [176,] -0.5334271503 1401.5340  0.09892068  740.99945
#> [177,]  0.0780471316 1400.9548  0.05910812  153.96712
#> [178,] -0.0019817291 1399.3423  0.02138591 -344.34037
#> [179,] -0.0614133234 1397.7174 -0.01427750 -254.65595
#> [180,] -0.1792707513 1396.8385 -0.04885974  737.34076
#> [181,] -0.0478499055 1398.2072 -0.08521463  823.84067
#> [182,] -0.2382943871 1400.1486 -0.12410387 -359.91033
#> [183,] -0.0648056853 1405.0847 -0.16932087 -376.01985
#> [184,] -0.2139907597 1410.8005 -0.22189728 -479.58646
#> [185,] -0.1851144130 1419.1878 -0.28523960 -284.00264
#> [186,] -0.0025984838 1429.8682 -0.36229467 -267.86562
#> [187,]  0.2987042124 1440.5047 -0.45310385 -219.80342
#> [188,]  0.0365769920 1447.2479 -0.55291208  882.71553
#> [189,]  0.0392767906 1453.4257 -0.66113708  125.53507
#> [190,]  0.1507932867 1458.9952 -0.77715362 -330.14598
#> [191,]  0.3583025268 1462.5291 -0.89856121 -235.88742
#> [192,]  0.1479295757 1461.3805 -1.01965606  717.47161
#> [193,]  0.1114064781 1458.2276 -1.13808328  842.66102
#> [194,]  0.3927526718 1453.5381 -1.25206938 -296.93081
#> [195,] -0.0883506939 1443.7348 -1.35536216 -417.64647
#> [196,]  0.1159030412 1434.9530 -1.44936806 -430.06891
#> [197,]  0.1497061323 1424.6017 -1.53224202 -265.75144
#> [198,] -0.3272420813 1412.2618 -1.60160089 -334.93460
#> [199,] -0.0851260482 1404.0184 -1.66265401 -279.93324
#> [200,]  0.4676480795 1396.7975 -1.71675651 1037.73487
#> [201,] -0.3340605278 1383.5694 -1.75646390   97.76470
#> [202,] -0.0742661002 1374.5541 -1.78709409 -342.47985
#> [203,] -0.1687854597 1366.4536 -1.80982933 -322.28485
#> [204,] -0.0741004894 1360.4791 -1.82735649  668.59504
#> [205,]  0.0148865175 1355.4302 -1.84085518  858.55487
#> [206,] -0.2719404664 1350.1784 -1.85008843 -364.90649
#> [207,] -0.0439319389 1348.3792 -1.85938525 -387.33524
#> [208,]  0.0419854630 1347.1299 -1.86944498 -418.17186
#> [209,] -0.0428602842 1345.3360 -1.87959927 -274.29318
#> [210,]  0.0485869631 1344.0777 -1.89053040 -286.12625
#> [211,] -0.0636328184 1342.1898 -1.90146492 -286.12621
#> [212,]  0.1813404974 1341.1011 -1.91341579  995.71753
#> [213,]  0.4297926080 1337.6920 -1.92349628  209.87820
#> [214,] -0.0301864296 1328.8016 -1.92486451 -353.77138
#> [215,] -0.2664283653 1320.2940 -1.91800103 -341.02760
#> [216,] -0.2694809316 1315.1850 -1.90714710  623.08450
#> [217,] -0.0157471705 1313.5173 -1.89659258  864.49849
#> [218,]  0.0499266428 1312.0606 -1.88658814 -350.11048
#> [219,]  0.0767165937 1309.9783 -1.87633902 -348.05501
#> [220,] -0.0380984051 1306.9297 -1.86462396 -435.89159
#> [221,] -0.0220447849 1304.3778 -1.85204944 -272.35573
#> [222,]  0.0690663704 1302.1191 -1.83896639 -262.18814
#> [223,]  0.0063597326 1298.9942 -1.82427536 -274.00061
#> [224,] -0.2870719684 1295.8031 -1.80787510  887.48393
#> [225,] -0.1724595042 1296.2829 -1.79433550  151.88960
#> [226,]  0.0132484975 1298.9715 -1.78640194 -349.98477
#> [227,]  0.1794531594 1301.4995 -1.78386351 -271.67891
#> [228,]  0.1594592113 1301.7455 -1.78386351  680.09503
#> 
#> $model$linearized
#>   [1]  790  540  536  524  553  589  593  895  863  647  642 1166  999  568  602
#>  [16]  583  613  619  608  985  905  669  693 1275 1055  636  635  610  684  726
#>  [31]  679 1156 1023  733  772 1410 1309  720  696  689  786  808  783 1248 1103
#>  [46]  747  851 1468 1375  758  743  751  855  839  787 1361 1042  899  908 1600
#>  [61] 1559  825  813  806  893  876  830 1301 1159  926  996 1771 1467  923  883
#>  [76]  854  920  939  882 1385 1247  954  991 1849 1514  990  976  934  977 1032
#>  [91] 1024 1388 1242 1020 1090 1998 1506 1091 1031  975 1105 1123 1049 1595 1407
#> [106] 1015 1100 1895 1586 1070 1063  935 1071 1078 1006 1821 1407 1016 1099 1958
#> [121] 1973 1001 1009  968 1118 1046 1038 1799 1491  998 1060 1949 2056  992  926
#> [136]  976 1109 1182 1130 2142 1574 1047 1037 2065 2148 1108 1073 1023 1112 1206
#> [151] 1172 2119 1560 1069 1088 2199 2075 1086 1101  997 1120 1154 1214 2219 1553
#> [166] 1064 1150 2256 2225 1101 1092  987 1176 1238 1135 2142 1555 1055 1143 2134
#> [181] 2222 1040 1029  931 1135 1162 1221 2330 1579 1129 1227 2179 2301 1157 1026
#> [196] 1005 1159 1077 1124 2435 1481 1032 1044 2029 2214  985  961  929 1071 1058
#> [211] 1056 2337 1548  975  979 1938 2178  962  962  871 1032 1040 1025 2183 1448
#> [226]  949 1030 1982
#> 
#> 
#> $bsm
#> $bsm$initial
#> $bsm$initial$level
#> [1] 0.8093253
#> 
#> $bsm$initial$slope
#> [1] 0.0006285975
#> 
#> $bsm$initial$seasonal
#> [1] 0.3366748
#> 
#> $bsm$initial$noise
#> [1] 1
#> 
#> $bsm$initial$tau
#>                [,1]         [,2]          [,3]          [,4]      [,5]
#>   [1,] 4.403298e+00 5.085756e-13 -1.401762e-13  1.373154e-13  0.000000
#>   [2,] 4.565711e-01 4.403298e+00  4.403298e+00  1.544798e-13  4.403298
#>   [3,] 5.520470e-02 1.125366e+00  2.710499e+00 -2.574664e-14  4.600546
#>   [4,] 9.446070e-03 6.098100e-01  1.959419e+00 -1.401911e-14  4.612089
#>   [5,] 1.751139e-02 4.345789e-01  1.542688e+00           Inf  4.613230
#>   [6,] 1.939122e-01 3.023004e-01  1.270862e+00  3.218330e-16  4.626308
#>   [7,] 5.466269e-01 7.488327e-02  9.770262e-01 -7.151845e-16  4.802833
#>   [8,] 3.802374e-01 2.394507e-02  6.462570e-01 -1.946891e-15  5.201798
#>   [9,] 3.748188e-02 3.735837e-02  5.369590e-01           Inf  5.452091
#>  [10,] 4.075649e-01 6.989694e-03  4.367873e-01 -1.633805e-13  5.487848
#>  [11,] 3.834970e-03 6.991890e-02  3.038990e-01  8.653732e-14  5.960464
#>  [12,] 6.308686e-01 8.654182e-02  2.095099e-01  4.403298e+00  6.002424
#>  [13,] 1.743675e+00 1.689755e-02  1.886464e-01  3.450110e+00  6.424529
#>  [14,] 2.020486e-01 6.011080e-01  9.557011e-02  8.604649e-02  2.479746
#>  [15,] 5.203938e-02 2.063477e-01  5.675891e-02  8.785514e-03  2.165904
#>  [16,] 2.906174e-01 3.589313e-01  2.449310e-02  6.075287e-04  2.286885
#>  [17,] 1.948972e-03 8.963982e-01  1.522328e-03  4.474846e-02  2.671009
#>  [18,] 2.946655e-01 8.369839e-01  4.671676e-03  4.271627e-02  2.670483
#>  [19,] 9.931803e-02 3.117365e-01  1.696004e-02  8.698266e-01  2.768753
#>  [20,] 2.472950e-01 1.239901e-01  2.775968e-02  3.106652e-01  2.419538
#>  [21,] 1.439755e-01 7.515383e-04  2.764578e-02  9.369706e-02  3.764691
#>  [22,] 2.799738e-05 4.847032e-02  1.947478e-02  1.573756e-01  3.785125
#>  [23,] 6.087396e-02 4.997264e-02  1.289342e-02  3.471622e-01  3.673072
#>  [24,] 1.411248e-02 3.918681e-03  1.106264e-02  1.469284e-01  3.865308
#>  [25,] 2.563692e+00 2.209079e-04  1.103712e-02  3.773772e-02  3.684232
#>  [26,] 1.576644e-02 1.057209e+00  2.427888e-12  1.168561e-01  9.058751
#>  [27,] 1.883723e-02 8.928815e-01  8.855653e-03  3.959876e-02  8.973490
#>  [28,] 2.110754e-01 7.300257e-01  3.140372e-02  2.738798e-01  8.778765
#>  [29,] 1.369133e-02 1.325468e+00  8.277611e-02  6.703082e-02  7.972566
#>  [30,] 4.771731e-02 1.502704e+00  1.628070e-01  1.766659e-01  7.909383
#>  [31,] 1.287965e-01 1.173490e+00  2.538015e-01  1.215772e+00  7.976144
#>  [32,] 3.891283e-01 1.728113e+00  3.902797e-01  4.454588e-01  7.808803
#>  [33,] 7.247109e-02 8.289263e-01  4.982741e-01  4.336672e-01  6.811803
#>  [34,] 7.540653e-03 5.417123e-01  5.925940e-01  2.509829e-02  6.779255
#>  [35,] 1.966725e-01 4.617821e-01  6.854140e-01  5.027248e-01  7.073062
#>  [36,] 1.355323e-01 9.320100e-01  8.318988e-01  1.539040e+00  6.980967
#>  [37,] 2.217785e+00 5.291978e-01  9.479907e-01  3.328123e+00  6.754939
#>  [38,] 5.606814e-03 5.430131e-02  8.963102e-01  1.245137e-01  1.534149
#>  [39,] 1.880161e-01 7.904779e-02  8.391198e-01  1.327104e-01  1.548664
#>  [40,] 1.566465e-02 3.068446e-06  8.305217e-01  4.002893e-02  1.108363
#>  [41,] 1.419459e-02 6.212215e-03  8.358271e-01  3.339714e-03  1.072767
#>  [42,] 2.087788e-01 2.416239e-02  8.542987e-01  1.555789e-02  1.121517
#>  [43,] 5.072279e-01 1.918319e-02  8.246019e-01  3.057798e-02  1.568281
#>  [44,] 1.057323e-02 3.556205e-01  7.245570e-01  1.106561e-01  1.931138
#>  [45,] 1.768649e+00 2.809400e-01  6.413590e-01  2.365425e-01  2.028591
#>  [46,] 1.922494e+00 1.916265e+00  4.555796e-01  4.344090e-01  4.867212
#>  [47,] 4.475132e-02 2.433616e-01  3.957116e-01  3.275629e-03  6.254159
#>  [48,] 3.733384e-01 3.956415e-01  3.266338e-01  3.318233e-02  6.173217
#>  [49,] 1.010661e+00 5.598482e-02  3.014360e-01  2.391402e-01  7.539126
#>  [50,] 2.564356e-02 1.669505e-01  3.405530e-01  1.618037e-02 10.179463
#>  [51,] 1.955488e-02 2.613553e-01  3.931851e-01  5.341313e-03 10.027708
#>  [52,] 1.019924e-02 3.609594e-01  4.600424e-01  3.778797e-02  9.834822
#>  [53,] 2.228759e-01 2.871869e-01  5.237042e-01  3.619935e-01  9.824493
#>  [54,] 3.893396e-02 5.433948e-02  5.513671e-01  1.352078e-02 10.003260
#>  [55,] 1.403580e-01 1.292681e-01  5.966756e-01  8.917814e-01  9.790647
#>  [56,] 3.041641e+00 3.594789e-01  6.777054e-01  2.840282e+00  8.960284
#>  [57,] 4.174672e+00 2.683566e-01  6.033835e-01  4.319256e+00 11.990886
#>  [58,] 1.350306e+00 6.257019e-01  7.126243e-01  7.219571e-01  9.785786
#>  [59,] 2.036488e-01 2.168341e-03  7.172594e-01  5.174773e-01  9.076376
#>  [60,] 4.971617e-01 1.126079e-01  7.651623e-01  3.073902e-01  9.322652
#>  [61,] 8.290068e+00 6.194103e-01  8.865898e-01  1.656289e+00 11.224992
#>  [62,] 2.967641e-01 1.116268e+00  7.210289e-01  1.167244e-02 11.702808
#>  [63,] 8.112893e-02 5.007793e-01  6.194574e-01  2.380470e-02 12.455919
#>  [64,] 1.206892e-03 2.758894e-01  5.489175e-01  2.432880e-02 12.699906
#>  [65,] 1.054841e-03 2.996740e-01  4.801917e-01  9.209752e-04 12.661137
#>  [66,] 6.274799e-02 2.772866e-01  4.185542e-01  2.615197e-03 12.611050
#>  [67,] 6.386095e-02 1.341301e-01  3.780529e-01  1.115009e+00 12.507901
#>  [68,] 2.075009e+00 4.182632e-02  3.560988e-01  3.573187e+00 12.438328
#>  [69,] 6.827552e-02 5.141900e-01  4.326504e-01  8.983986e-01  9.631445
#>  [70,] 1.054805e-02 3.023412e-01  4.961515e-01  4.535624e-01  9.262236
#>  [71,] 1.087743e+00 2.343679e-01  5.555139e-01  9.196772e-01  9.539258
#>  [72,] 1.166788e+00 3.348631e-02  5.316192e-01  8.006795e+00 10.317290
#>  [73,] 1.780407e+00 7.635455e-01  4.275126e-01  3.785789e+00  6.429268
#>  [74,] 1.546437e-01 4.178766e-04  4.246843e-01  1.886929e-02  2.419141
#>  [75,] 2.156063e-03 7.393459e-02  3.944341e-01  2.079381e-01  1.961885
#>  [76,] 8.746197e-02 5.866153e-02  3.684340e-01  8.558896e-03  1.999917
#>  [77,] 3.829384e-02 2.819036e-03  3.625575e-01  5.578215e-02  2.036648
#>  [78,] 1.162363e-01 5.187188e-03  3.696288e-01  2.833137e-03  1.912763
#>  [79,] 8.009272e-01 8.409095e-02  3.999618e-01  4.286555e-03  2.134807
#>  [80,] 5.689483e-01 7.432124e-01  4.979761e-01  8.042534e-02  3.556227
#>  [81,] 1.227781e+00 1.443040e-01  5.442963e-01  6.369771e-01  4.296275
#>  [82,] 9.531952e-02 1.078751e-01  5.033551e-01  4.589748e-02  4.777617
#>  [83,] 1.004039e+00 1.718275e-02  4.872588e-01  8.534946e-01  4.542677
#>  [84,] 2.071866e-01 2.594782e-01  5.493486e-01  3.025483e-01  3.915136
#>  [85,] 3.773018e-01 6.404801e-01  6.546118e-01  9.901995e-02  4.566903
#>  [86,] 3.282109e-02 1.662077e-01  7.115471e-01  7.714379e-02  5.984608
#>  [87,] 2.630908e-01 2.740079e-01  7.882474e-01  4.867599e-02  6.050201
#>  [88,] 3.325052e-01 3.827345e-02  8.176358e-01  3.495979e-02  5.956968
#>  [89,] 4.965206e-01 2.988759e-02  7.908368e-01  1.393626e-01  6.192055
#>  [90,] 1.205282e-02 7.696758e-02  8.329609e-01  3.321012e-01  6.750822
#>  [91,] 2.166668e+00 4.295921e-02  8.650507e-01  2.224894e+00  6.674390
#>  [92,] 6.184250e+00 5.378136e-01  7.526176e-01  2.540714e-03  5.668288
#>  [93,] 3.539069e+00 7.323235e-01  8.837855e-01  2.910801e-01 11.675410
#>  [94,] 2.034602e-01 4.234739e+00  1.242793e+00  1.938682e-01 11.673624
#>  [95,] 5.672982e-01 3.131427e+00  1.600157e+00  1.661074e-01 12.112139
#>  [96,] 4.846994e+00 1.659672e+00  1.888471e+00  2.432713e+00 12.683461
#>  [97,] 2.660146e+00 1.403529e-02  1.860341e+00  1.135599e+00 15.669736
#>  [98,] 5.289678e-01 8.531448e-01  2.079947e+00  1.425511e-01 14.950248
#>  [99,] 2.092307e-02 2.106269e-01  2.193330e+00  7.883489e-02 15.821870
#> [100,] 4.611841e-02 3.039927e-01  2.333654e+00  1.045931e+00 15.801217
#> [101,] 1.653759e+00 1.715102e-01  2.441794e+00  1.565057e-01 17.033114
#> [102,] 9.590122e-01 1.660615e-01  2.334378e+00  5.037893e-01 16.669435
#> [103,] 1.169855e-01 1.067467e+00  2.073640e+00  5.044384e+00 17.757653
#> [104,] 3.912348e-01 1.566750e+00  1.778592e+00  3.870618e-01 18.847677
#> [105,] 2.414297e+00 7.260128e-01  1.590658e+00  2.763808e+00 22.808602
#> [106,] 1.558829e-02 3.403187e+00  1.220027e+00  2.404349e-02 19.370570
#> [107,] 9.404306e-02 3.115199e+00  9.114198e-01  9.214177e-01 18.925873
#> [108,] 2.573450e+00 3.845152e+00  6.212812e-01  4.238341e+00 19.299244
#> [109,] 1.028998e+01 8.760969e-01  5.023196e-01  1.347648e+00 17.060943
#> [110,] 6.613025e-01 1.239672e+00  6.451401e-01  1.986219e-01 44.025823
#> [111,] 1.891017e+00 3.526724e-01  7.285962e-01  3.845167e-01 45.509992
#> [112,] 5.293857e-01 8.104613e-02  6.879073e-01  1.283553e-04 47.648892
#> [113,] 3.641191e-01 3.245520e-02  7.134797e-01  1.124677e-02 46.838893
#> [114,] 6.754901e-02 3.199765e-01  7.968636e-01  1.169160e-02 45.747675
#> [115,] 7.206239e-01 5.353983e-01  9.115728e-01  9.981996e+00 45.733829
#> [116,] 6.127743e+00 1.623197e+00  1.129721e+00  7.180599e+00 44.475115
#> [117,] 1.156918e+00 9.452010e-02  1.074974e+00  6.023499e-03 34.805458
#> [118,] 1.309927e-02 1.441986e-01  1.142882e+00  6.367895e-02 35.826080
#> [119,] 3.788010e-03 2.050794e-01  1.226597e+00  7.126531e-01 35.618526
#> [120,] 1.834764e-01 1.710132e-01  1.305658e+00  1.276436e+01 36.401337
#> [121,] 8.591077e+00 1.956611e-02  1.333045e+00  2.457398e+01 36.738021
#> [122,] 6.206114e-01 3.002360e+00  1.015202e+00  7.202783e-03 10.193731
#> [123,] 1.241645e-02 1.511502e+00  8.159163e-01  1.863628e+00  7.753710
#> [124,] 3.731894e-01 1.341539e+00  6.480672e-01  1.121459e-02  7.101754
#> [125,] 3.054411e-01 2.398027e+00  4.537803e-01  1.852248e-01  7.419179
#> [126,] 1.266546e+00 3.616356e+00  2.623961e-01  2.006647e-01  7.572360
#> [127,] 2.011405e-01 1.398668e+00  1.696483e-01  4.348066e-04  8.402405
#> [128,] 8.549864e+00 8.030294e-01  1.127861e-01  4.528649e-01  8.805925
#> [129,] 2.022785e-01 9.449755e-01  1.750777e-01  9.703365e-01 25.169378
#> [130,] 4.395334e-02 4.688797e-01  2.271737e-01  1.751522e-01 24.977336
#> [131,] 5.462282e-02 3.033835e-01  2.740248e-01  2.478922e-01 24.585100
#> [132,] 4.429482e-01 1.611846e-01  3.109766e-01  1.463740e+00 24.987273
#> [133,] 4.501999e-01 6.835010e-01  3.943560e-01  2.091384e+00 25.252257
#> [134,] 7.696166e-01 1.584233e-01  4.381139e-01  5.233619e-01 24.463040
#> [135,] 5.109517e+00 9.189108e-01  5.527706e-01  4.667430e-01 24.321971
#> [136,] 7.673564e-02 5.774510e+00  8.984818e-01  2.593582e-03 20.066347
#> [137,] 4.076462e-03 6.656838e+00  1.362872e+00  1.331570e+00 19.630046
#> [138,] 7.254201e-01 6.869341e+00  1.933591e+00  3.653572e-02 19.655445
#> [139,] 4.751067e-02 4.312788e+00  2.456994e+00  5.560448e+00 19.634170
#> [140,] 1.096909e+01 3.753843e+00  3.002188e+00  6.311688e+00 19.610973
#> [141,] 4.370668e-01 3.205911e-02  2.951179e+00  5.751236e-01  5.800133
#> [142,] 2.415588e-01 3.618817e-01  2.779482e+00  1.946856e-01  5.855783
#> [143,] 1.951277e+00 8.263896e-02  2.700099e+00  1.814141e+00  5.497204
#> [144,] 1.002313e+00 3.664037e-01  2.873907e+00  2.702344e-03  4.193328
#> [145,] 1.589208e+00 1.550591e+00  3.246829e+00  2.426514e-04  6.800881
#> [146,] 6.033467e-01 1.931612e-01  3.385542e+00  3.392190e-01  8.314813
#> [147,] 5.591178e-01 3.247340e-03  3.370234e+00  1.414679e+00  8.286298
#> [148,] 4.916258e-02 2.861893e-01  3.207461e+00  6.359547e-02  6.662544
#> [149,] 1.892485e-01 4.579643e-01  3.006663e+00  8.382807e-02  6.778755
#> [150,] 3.147619e-01 1.589256e-01  2.892498e+00  1.658058e-01  6.365551
#> [151,] 1.269476e-03 5.735882e-01  2.679410e+00  3.170300e-01  7.297201
#> [152,] 1.577369e+00 6.086744e-01  2.468307e+00  9.164547e-05  7.227072
#> [153,] 4.834416e-03 5.203113e-04  2.477090e+00  1.087850e-01  8.432336
#> [154,] 9.521881e-02 4.686187e-04  2.474084e+00  1.710431e-01  8.543783
#> [155,] 1.865882e-03 4.794894e-02  2.418461e+00  9.472862e-01  8.728350
#> [156,] 1.110198e+00 6.081701e-02  2.356310e+00  4.784714e+00  8.624124
#> [157,] 4.891923e+00 8.473186e-01  2.123535e+00  2.231845e-01  5.420046
#> [158,] 5.873839e-02 2.441157e-01  2.251871e+00  3.718759e-01  7.762920
#> [159,] 5.371056e-01 4.213894e-01  2.425601e+00  4.799426e-01  7.132684
#> [160,] 1.594632e-02 3.253570e-02  2.478013e+00  1.353322e-01  7.346014
#> [161,] 2.729279e-01 6.821521e-02  2.553440e+00  4.236406e-01  6.983516
#> [162,] 2.849890e+00 3.545750e-01  2.724413e+00  8.158457e-01  7.241353
#> [163,] 1.149840e+00 2.808120e+00  3.226788e+00  4.307843e-01  6.569790
#> [164,] 2.036021e+00 9.795041e-01  3.547105e+00  1.590058e+00  8.520233
#> [165,] 3.748214e-01 5.863020e-03  3.579704e+00  1.084457e-02  8.179004
#> [166,] 3.501981e-01 2.194561e-01  3.742662e+00  4.410617e-01  7.889040
#> [167,] 2.425260e-02 7.180144e-01  4.040639e+00  3.718792e-04  7.623164
#> [168,] 1.970045e+00 5.591439e-01  4.315523e+00  8.020425e-01  7.391473
#> [169,] 9.865459e-01 2.277472e-02  4.273131e+00  1.923605e+00  9.324873
#> [170,] 3.214200e-02 6.194456e-01  4.007683e+00  9.667466e-02  6.133554
#> [171,] 1.658839e-02 8.136154e-01  3.712142e+00  1.401093e-02  6.272350
#> [172,] 1.085397e-02 9.695658e-01  3.401177e+00  5.503947e-01  6.472616
#> [173,] 7.799564e-01 1.105843e+00  3.083019e+00  2.022494e-01  6.791454
#> [174,] 3.633904e+00 2.617169e+00  2.617859e+00  2.900133e+00  6.185375
#> [175,] 2.500977e+00 8.065553e+00  1.885136e+00  1.034066e-01  4.873890
#> [176,] 6.084292e+00 3.336737e+00  1.478536e+00  4.411644e-01  6.260983
#> [177,] 9.440359e-02 6.017638e-02  1.433075e+00  7.195908e-03 12.726444
#> [178,] 3.674964e-03 1.957533e-01  1.347974e+00  1.731691e-03 12.642851
#> [179,] 7.579226e-02 1.629375e-01  1.273174e+00  1.342906e+00 13.069496
#> [180,] 6.972973e-01 5.156864e-02  1.234940e+00  1.646018e+00 13.733252
#> [181,] 5.024782e-02 9.540026e-02  1.303572e+00  3.824884e-01 11.310056
#> [182,] 1.236164e+00 2.051057e-01  1.405049e+00  6.930613e-02 11.891865
#> [183,] 1.196290e-01 1.362169e+00  1.671859e+00  2.005225e-02 12.386121
#> [184,] 1.039577e+00 1.931277e+00  2.020538e+00  4.155006e-05 11.119607
#> [185,] 6.642723e-01 4.183898e+00  2.591457e+00  2.664975e-01 10.430619
#> [186,] 1.383246e-05 6.605934e+00  3.411433e+00  2.527634e+00  9.280361
#> [187,] 1.860057e+00 6.623384e+00  4.354536e+00  1.339322e+00  9.981976
#> [188,] 4.015976e-02 2.880225e+00  5.060617e+00  3.820761e+00 11.717484
#> [189,] 4.318696e-02 2.461394e+00  5.773342e+00  1.867488e-01  9.620515
#> [190,] 5.683340e-01 2.061506e+00  6.481865e+00  2.594414e-02 10.146892
#> [191,] 2.918038e+00 9.039166e-01  7.005694e+00  3.973773e-01 10.587954
#> [192,] 5.326137e-01 2.251592e-02  7.012395e+00  4.987570e-01 14.016337
#> [193,] 3.421457e-01 3.854992e-01  6.794608e+00  4.822679e-02 15.489187
#> [194,] 3.350167e+00 9.973700e-01  6.402904e+00  9.730072e-01 14.683698
#> [195,] 1.444219e-01 4.756801e+00  5.489906e+00  6.047814e-01 13.702687
#> [196,] 3.221263e-01 3.750710e+00  4.740331e+00  3.485318e-02 13.801055
#> [197,] 4.646952e-01 5.311527e+00  3.900170e+00  1.644045e+00 12.293261
#> [198,] 2.234817e+00 7.547077e+00  2.985529e+00  8.923718e-02 11.545992
#> [199,] 1.435221e-01 3.174091e+00  2.468666e+00  5.088222e+00 12.127352
#> [200,] 4.875627e+00 2.364917e+00  2.063740e+00  3.848181e+00 11.727229
#> [201,] 2.323920e+00 8.831363e+00  1.343017e+00  6.955524e-03  5.030407
#> [202,] 1.207592e-01 3.942530e+00  9.499119e-01  5.475044e-01  9.474016
#> [203,] 6.625727e-01 3.106191e+00  6.553665e-01  8.605923e-02  9.243332
#> [204,] 1.534261e-01 1.525102e+00  4.830243e-01  7.106567e-01  7.109264
#> [205,] 2.132538e-03 9.628978e-01  3.651753e-01  9.143232e-01  5.929507
#> [206,] 1.521879e+00 1.023679e+00  2.579772e-01  1.210936e+00  5.926715
#> [207,] 5.515105e-02 4.300490e-02  2.448226e-01  1.367690e-02  4.276269
#> [208,] 3.498261e-02 2.939182e-03  2.483468e-01  8.668974e-02  4.509345
#> [209,] 3.624670e-02 3.107923e-02  2.390048e-01  5.971064e-01  4.586372
#> [210,] 3.374444e-02 2.715006e-03  2.438407e-01  5.699918e-01  4.488865
#> [211,] 8.807459e-02 2.964651e-02  2.359353e-01  3.478398e-02  4.293946
#> [212,] 7.788392e-01 4.667103e-04  2.516595e-01  2.439947e+00  4.221517
#> [213,] 3.833868e+00 3.108980e-01  2.016355e-01  1.426829e+00  7.250247
#> [214,] 2.135995e-02 3.440467e+00  5.373155e-02  8.974524e-02  4.764918
#> [215,] 1.544829e+00 3.170038e+00  9.949687e-05  1.108734e-02  4.765058
#> [216,] 1.601076e+00 9.734260e-01  1.508679e-02  1.849290e-01  6.261823
#> [217,] 1.264994e-02 1.721536e-02  2.346139e-02  6.312740e-02  6.890449
#> [218,] 6.382504e-02 5.277506e-03  3.258041e-02  2.515766e-02  6.935944
#> [219,] 2.334241e-01 4.446278e-02  5.641378e-02  2.658603e-01  6.924738
#> [220,] 7.082605e-02 2.306389e-01  1.297164e-01  3.796240e-03  6.808665
#> [221,] 3.124901e-02 1.147581e-01  2.387533e-01  1.770599e-01  6.626293
#> [222,] 1.892452e-01 5.995259e-02  4.075833e-01  9.181376e-02  6.555733
#> [223,] 2.717690e-05 2.549584e-01  8.673364e-01  1.693540e+00  6.505575
#> [224,] 3.617164e+00 2.708363e-01  1.918500e+00  3.103716e-01  6.488153
#> [225,] 1.208885e+00 4.322040e-01  2.556520e+00  6.177012e-01  3.350350
#> [226,] 2.676083e-03 2.134001e+00  2.187146e+00  5.283586e-01  2.741155
#> [227,] 1.287196e+00 2.586485e+00  1.017524e+00  7.901872e-03  2.592685
#> [228,] 1.017524e+00 1.017524e+00           NaN  1.017524e+00  1.017524
#>             [,6]
#>   [1,]  4.403298
#>   [2,]  4.600546
#>   [3,]  4.612089
#>   [4,]  4.613230
#>   [5,]  4.626308
#>   [6,]  4.802833
#>   [7,]  5.201798
#>   [8,]  5.452091
#>   [9,]  5.487848
#>  [10,]  5.960464
#>  [11,]  6.002424
#>  [12,]  6.424913
#>  [13,]  6.428569
#>  [14,]  6.428861
#>  [15,]  3.413090
#>  [16,]  3.630281
#>  [17,]  3.562634
#>  [18,]  3.386514
#>  [19,]  3.236133
#>  [20,]  4.020427
#>  [21,]  3.883878
#>  [22,]  3.992229
#>  [23,]  3.906779
#>  [24,]  4.272494
#>  [25,]  9.953356
#>  [26,]  9.984942
#>  [27,] 10.036564
#>  [28,]  9.867598
#>  [29,]  9.732651
#>  [30,]  9.726674
#>  [31,]  9.593135
#>  [32,]  9.918874
#>  [33,]  8.126507
#>  [34,]  8.174214
#>  [35,]  8.069729
#>  [36,]  8.084535
#>  [37,]  7.798301
#>  [38,]  2.877455
#>  [39,]  2.668644
#>  [40,]  1.956431
#>  [41,]  1.996499
#>  [42,]  2.330078
#>  [43,]  2.879736
#>  [44,]  3.054617
#>  [45,]  6.908702
#>  [46,]  7.928142
#>  [47,]  7.083449
#>  [48,]  8.154263
#>  [49,] 10.952040
#>  [50,] 11.079507
#>  [51,] 11.018833
#>  [52,] 10.947578
#>  [53,] 10.963924
#>  [54,] 10.963452
#>  [55,] 10.753746
#>  [56,] 13.083677
#>  [57,] 13.408271
#>  [58,] 11.032441
#>  [59,]  9.788033
#>  [60,] 12.821821
#>  [61,] 16.490118
#>  [62,] 14.132154
#>  [63,] 13.988171
#>  [64,] 13.919847
#>  [65,] 13.760033
#>  [66,] 13.420539
#>  [67,] 13.080842
#>  [68,] 13.096117
#>  [69,] 10.691937
#>  [70,] 10.123886
#>  [71,] 10.837332
#>  [72,] 10.794763
#>  [73,]  7.773240
#>  [74,]  2.720019
#>  [75,]  2.618019
#>  [76,]  2.636333
#>  [77,]  2.509854
#>  [78,]  2.667302
#>  [79,]  4.819665
#>  [80,]  5.122354
#>  [81,]  5.599033
#>  [82,]  5.397711
#>  [83,]  5.423934
#>  [84,]  6.050738
#>  [85,]  6.720602
#>  [86,]  6.954602
#>  [87,]  6.965046
#>  [88,]  6.898861
#>  [89,]  7.583336
#>  [90,]  7.739020
#>  [91,]  8.069208
#>  [92,] 14.852501
#>  [93,] 17.970053
#>  [94,] 16.812014
#>  [95,] 16.802661
#>  [96,] 18.962729
#>  [97,] 19.373813
#>  [98,] 18.237072
#>  [99,] 18.179029
#> [100,] 18.927635
#> [101,] 19.349152
#> [102,] 20.312560
#> [103,] 22.266502
#> [104,] 29.491316
#> [105,] 26.781748
#> [106,] 25.837811
#> [107,] 24.940450
#> [108,] 24.021406
#> [109,] 46.712708
#> [110,] 47.816319
#> [111,] 48.733595
#> [112,] 48.754360
#> [113,] 48.023990
#> [114,] 47.456067
#> [115,] 47.042929
#> [116,] 46.384671
#> [117,] 37.336927
#> [118,] 37.306528
#> [119,] 37.369368
#> [120,] 37.397559
#> [121,] 38.609939
#> [122,] 15.443014
#> [123,] 12.839664
#> [124,]  9.846691
#> [125,] 11.104860
#> [126,] 11.253739
#> [127,] 10.257061
#> [128,] 26.242603
#> [129,] 26.417745
#> [130,] 26.008366
#> [131,] 26.807722
#> [132,] 26.739591
#> [133,] 27.016093
#> [134,] 27.091791
#> [135,] 30.293263
#> [136,] 27.613302
#> [137,] 27.623595
#> [138,] 27.533809
#> [139,] 25.235796
#> [140,] 24.675098
#> [141,]  8.950978
#> [142,]  8.938445
#> [143,]  8.682121
#> [144,] 11.312971
#> [145,] 11.895020
#> [146,] 11.668814
#> [147,] 11.679582
#> [148,] 10.872753
#> [149,] 10.443699
#> [150,] 10.360012
#> [151,] 10.192171
#> [152,] 11.663803
#> [153,] 11.316140
#> [154,] 10.956777
#> [155,] 11.158775
#> [156,] 11.348674
#> [157,] 13.727853
#> [158,] 11.224283
#> [159,] 10.561583
#> [160,] 10.539747
#> [161,] 10.830630
#> [162,] 13.547705
#> [163,] 12.913234
#> [164,] 12.954807
#> [165,] 11.866511
#> [166,] 11.880547
#> [167,] 11.894095
#> [168,] 13.044273
#> [169,] 13.058196
#> [170,] 11.179744
#> [171,] 11.374873
#> [172,] 11.087329
#> [173,] 11.187528
#> [174,] 14.405235
#> [175,] 14.405752
#> [176,] 16.966459
#> [177,] 15.042270
#> [178,] 15.410637
#> [179,] 16.121853
#> [180,] 16.150283
#> [181,] 14.579611
#> [182,] 17.313065
#> [183,] 17.049930
#> [184,] 18.864689
#> [185,] 20.288080
#> [186,] 20.365188
#> [187,] 20.080891
#> [188,] 25.590398
#> [189,] 18.396720
#> [190,] 18.393660
#> [191,] 20.146842
#> [192,] 20.722437
#> [193,] 20.757548
#> [194,] 23.065440
#> [195,] 22.440347
#> [196,] 21.732488
#> [197,] 22.253847
#> [198,] 22.348055
#> [199,] 19.093105
#> [200,] 17.796621
#> [201,] 17.320929
#> [202,] 15.404858
#> [203,] 13.513617
#> [204,]  9.644766
#> [205,]  6.991047
#> [206,]  6.975508
#> [207,]  4.810700
#> [208,]  4.854373
#> [209,]  4.845787
#> [210,]  4.853229
#> [211,]  4.663626
#> [212,]  8.016688
#> [213,] 10.040245
#> [214,]  8.706381
#> [215,]  8.498886
#> [216,]  7.826569
#> [217,]  6.961312
#> [218,]  6.935944
#> [219,]  6.924738
#> [220,]  6.808665
#> [221,]  6.626293
#> [222,]  6.555733
#> [223,]  6.505575
#> [224,]  6.488153
#> [225,]  3.350350
#> [226,]  2.741155
#> [227,]  2.592685
#> [228,]  1.017524
#> 
#> 
#> $bsm$final
#> $bsm$final$level
#> [1] 1
#> 
#> $bsm$final$slope
#> [1] 0.001250512
#> 
#> $bsm$final$seasonal
#> [1] 0.4104712
#> 
#> $bsm$final$noise
#> [1] 0.07855484
#> 
#> $bsm$final$tau
#>                [,1]         [,2]          [,3]          [,4]       [,5]
#>   [1,] 4.348553e+00 7.989847e-13 -6.783217e-12 -1.090160e-12  0.0000000
#>   [2,] 5.036431e-01 4.348553e+00  4.348553e+00  1.380049e-14  4.3485535
#>   [3,] 6.097061e-02 1.062884e+00  2.643439e+00 -2.208078e-14  4.5557928
#>   [4,] 6.431768e-03 5.621073e-01  1.899758e+00 -9.007407e-15  4.5690463
#>   [5,] 1.999685e-02 4.145748e-01  1.503080e+00 -2.608810e-13  4.5692204
#>   [6,] 2.094030e-01 2.812004e-01  1.240755e+00 -1.076611e-13  4.5833176
#>   [7,] 5.409838e-01 5.663880e-02  9.469709e-01  0.000000e+00  4.7724002
#>   [8,] 3.421979e-01 4.095705e-02  6.157661e-01  1.305699e-13  5.1705264
#>   [9,] 3.854831e-02 2.009050e-02  5.033498e-01 -6.900245e-15  5.3787462
#>  [10,] 3.899909e-01 7.269059e-04  4.011683e-01  4.244298e-14  5.4204909
#>  [11,] 1.170611e-03 1.079247e-01  2.692431e-01  1.104039e-15  5.8958163
#>  [12,] 6.155831e-01 1.184599e-01  1.788151e-01  4.348553e+00  5.9367790
#>  [13,] 1.917949e+00 9.234466e-03  1.595403e-01  3.462826e+00  6.3253844
#>  [14,] 2.340264e-01 8.054576e-01  6.739443e-02  9.368804e-02  2.3805806
#>  [15,] 3.735018e-02 2.811795e-01  3.242693e-02  1.280977e-02  2.0590144
#>  [16,] 3.072111e-01 4.285272e-01  8.254322e-03  1.802614e-03  2.1463234
#>  [17,] 2.167164e-03 1.048285e+00  1.578011e-03  4.700408e-02  2.5304787
#>  [18,] 2.975727e-01 9.768665e-01  2.564416e-02  3.684759e-02  2.5296270
#>  [19,] 9.379812e-02 3.802149e-01  5.349242e-02  8.223570e-01  2.6289767
#>  [20,] 2.302491e-01 1.671743e-01  7.589432e-02  2.880016e-01  2.2943709
#>  [21,] 1.352129e-01 7.101232e-03  7.877637e-02  8.654288e-02  3.5838939
#>  [22,] 2.802974e-06 2.696064e-02  6.625170e-02  1.644880e-01  3.6086889
#>  [23,] 8.637421e-02 2.730937e-02  5.517960e-02  3.165087e-01  3.4995714
#>  [24,] 2.184701e-02 1.102509e-03  5.540583e-02  2.181203e-01  3.7235027
#>  [25,] 2.733436e+00 1.766165e-02  6.103242e-02  7.512012e-03  3.4920997
#>  [26,] 2.331750e-02 9.632929e-01  1.877195e-02  1.130520e-01  8.8386355
#>  [27,] 3.022852e-02 7.696634e-01  1.651791e-03  5.349003e-02  8.7631518
#>  [28,] 2.218612e-01 5.763319e-01  1.700490e-03  2.809000e-01  8.6021976
#>  [29,] 9.016869e-03 1.153954e+00  2.413992e-02  6.783118e-02  7.7881928
#>  [30,] 4.491117e-02 1.291863e+00  7.535162e-02  1.763746e-01  7.7374377
#>  [31,] 1.349703e-01 9.871507e-01  1.422165e-01  1.149671e+00  7.7894652
#>  [32,] 3.880167e-01 1.533939e+00  2.542880e-01  4.141165e-01  7.6367721
#>  [33,] 5.310884e-02 6.743133e-01  3.442633e-01  4.151612e-01  6.6802214
#>  [34,] 1.124927e-02 4.444594e-01  4.258406e-01  1.503596e-02  6.6339226
#>  [35,] 2.327911e-01 3.545948e-01  5.050093e-01  4.931023e-01  6.9711670
#>  [36,] 1.255067e-01 8.412923e-01  6.423390e-01  1.579898e+00  6.8719185
#>  [37,] 2.361824e+00 4.629770e-01  7.526340e-01  3.295234e+00  6.6867213
#>  [38,] 2.774056e-03 1.188156e-01  6.870799e-01  1.270788e-01  1.4594521
#>  [39,] 2.159090e-01 1.441283e-01  6.197382e-01  1.489783e-01  1.4610531
#>  [40,] 1.478590e-02 4.886822e-03  6.043940e-01  2.891568e-02  1.0105172
#>  [41,] 2.447174e-02 1.232224e-04  6.022672e-01  1.108602e-03  0.9815097
#>  [42,] 2.106802e-01 1.327834e-02  6.168017e-01  1.810091e-02  1.0500817
#>  [43,] 5.103990e-01 3.619362e-02  5.838456e-01  1.545298e-02  1.4991112
#>  [44,] 2.807309e-02 4.427923e-01  4.836362e-01  7.174698e-02  1.8296007
#>  [45,] 1.895817e+00 3.066918e-01  4.075428e-01  2.758984e-01  2.0203332
#>  [46,] 1.977250e+00 2.158030e+00  2.403792e-01  4.705842e-01  5.0231742
#>  [47,] 6.189050e-02 2.852048e-01  1.901402e-01  9.751102e-03  6.5096392
#>  [48,] 3.283454e-01 4.889163e-01  1.336894e-01  1.561805e-02  6.4229752
#>  [49,] 1.264203e+00 1.013742e-01  1.111258e-01  1.557183e-01  7.6896027
#>  [50,] 1.613070e-02 1.835913e-01  1.408785e-01  1.924296e-02 10.5923451
#>  [51,] 9.173795e-03 2.628939e-01  1.811274e-01  3.316511e-03 10.4399857
#>  [52,] 1.062280e-02 3.320406e-01  2.323599e-01  4.136880e-02 10.2638759
#>  [53,] 2.410497e-01 2.577707e-01  2.826127e-01  3.873879e-01 10.2531865
#>  [54,] 4.729844e-02 3.303773e-02  3.013190e-01  1.209099e-02 10.4265258
#>  [55,] 1.423048e-01 1.063161e-01  3.369631e-01  9.381062e-01 10.1993220
#>  [56,] 3.147430e+00 3.321464e-01  4.053871e-01  3.049347e+00  9.3408387
#>  [57,] 4.360274e+00 3.609239e-01  3.328157e-01  4.574231e+00 12.4897151
#>  [58,] 1.407992e+00 6.154265e-01  4.271937e-01  8.066823e-01 10.2506469
#>  [59,] 2.462169e-01 7.015467e-06  4.261375e-01  4.732046e-01  9.4689243
#>  [60,] 5.448218e-01 1.065650e-01  4.683629e-01  4.260781e-01  9.7582186
#>  [61,] 8.611262e+00 6.656925e-01  5.837292e-01  1.820662e+00 11.6816426
#>  [62,] 3.174553e-01 1.276956e+00  4.258425e-01  1.184347e-02 12.1135354
#>  [63,] 8.874865e-02 5.720678e-01  3.340169e-01  1.762361e-02 12.8949155
#>  [64,] 1.950332e-03 3.122388e-01  2.733233e-01  2.819692e-02 13.1430375
#>  [65,] 2.789883e-03 3.457668e-01  2.161116e-01  3.107895e-03 13.0994869
#>  [66,] 4.801754e-02 3.057709e-01  1.684788e-01  1.845598e-03 13.0352769
#>  [67,] 4.655753e-02 1.662032e-01  1.371510e-01  1.189789e+00 12.9350443
#>  [68,] 2.258970e+00 7.003420e-02  1.185197e-01  3.805722e+00 12.8751213
#>  [69,] 8.416905e-02 5.351184e-01  1.728243e-01  9.918817e-01  9.9928327
#>  [70,] 6.550139e-03 2.907434e-01  2.193229e-01  5.079055e-01  9.5566294
#>  [71,] 1.185037e+00 2.357542e-01  2.658896e-01  8.454284e-01  9.8179312
#>  [72,] 1.246967e+00 5.563292e-02  2.424696e-01  8.195736e+00 10.6488015
#>  [73,] 2.064500e+00 9.522353e-01  1.575047e-01  3.996116e+00  6.7060487
#>  [74,] 1.751210e-01 5.617190e-04  1.555824e-01  2.112442e-02  2.4029592
#>  [75,] 1.401932e-03 9.059043e-02  1.331710e-01  2.117805e-01  1.9180672
#>  [76,] 1.012961e-01 7.626640e-02  1.141480e-01  5.637689e-03  1.9463151
#>  [77,] 2.597524e-02 4.261689e-03  1.098289e-01  4.620205e-02  1.9954390
#>  [78,] 1.182179e-01 1.722331e-03  1.124839e-01  1.579815e-03  1.8855477
#>  [79,] 8.762903e-01 7.251933e-02  1.307632e-01  1.999337e-02  2.1080139
#>  [80,] 7.600702e-01 7.911433e-01  2.010389e-01  5.494098e-02  3.6425645
#>  [81,] 1.339213e+00 9.726190e-02  2.291884e-01  6.331248e-01  4.5363358
#>  [82,] 1.037404e-01 2.068298e-01  1.885963e-01  6.345279e-02  5.1020560
#>  [83,] 1.113438e+00 5.827634e-02  1.686385e-01  7.967169e-01  4.8759065
#>  [84,] 2.931350e-01 2.094115e-01  2.072502e-01  1.751382e-01  4.2536792
#>  [85,] 5.116863e-01 6.662877e-01  2.860329e-01  4.975179e-02  5.0125307
#>  [86,] 4.096810e-02 1.172386e-01  3.228016e-01  8.472727e-02  6.6176026
#>  [87,] 2.681936e-01 2.270268e-01  3.776924e-01  3.662483e-02  6.6909154
#>  [88,] 3.540288e-01 1.780144e-02  3.937761e-01  5.083628e-02  6.6175201
#>  [89,] 5.371819e-01 6.796976e-02  3.624418e-01  1.519410e-01  6.8262366
#>  [90,] 1.100025e-02 5.052529e-02  3.892470e-01  3.680811e-01  7.4184539
#>  [91,] 2.273758e+00 2.411916e-02  4.083059e-01  2.525619e+00  7.3531944
#>  [92,] 6.135762e+00 7.114875e-01  3.099140e-01  1.507311e-03  6.2963771
#>  [93,] 3.816435e+00 6.355865e-01  4.024443e-01  3.848766e-01 11.9287931
#>  [94,] 2.061999e-01 4.373148e+00  7.025967e-01  2.023763e-01 11.8859366
#>  [95,] 5.840331e-01 3.205594e+00  1.025550e+00  1.606266e-01 12.2917672
#>  [96,] 4.969769e+00 1.649216e+00  1.294636e+00  2.629261e+00 12.8051358
#>  [97,] 2.459257e+00 3.700529e-02  1.252187e+00  1.213386e+00 15.8887525
#>  [98,] 4.487138e-01 7.162683e-01  1.443482e+00  1.587239e-01 14.8979360
#>  [99,] 5.326907e-02 1.621222e-01  1.539192e+00  7.033491e-02 15.6623551
#> [100,] 3.502574e-02 3.085915e-01  1.676337e+00  1.093446e+00 15.6330436
#> [101,] 1.683022e+00 1.862356e-01  1.786890e+00  1.698996e-01 16.8662296
#> [102,] 9.195268e-01 1.829310e-01  1.677076e+00  5.421787e-01 16.4712675
#> [103,] 8.521535e-02 1.129594e+00  1.419444e+00  4.952107e+00 17.5670849
#> [104,] 4.031269e-01 1.577948e+00  1.142668e+00  2.915112e-01 18.6703193
#> [105,] 2.672785e+00 6.982850e-01  9.751532e-01  2.836962e+00 22.5952929
#> [106,] 1.539286e-02 3.680416e+00  6.408462e-01  2.340751e-02 19.0008736
#> [107,] 8.920169e-02 3.371862e+00  3.863567e-01  1.003302e+00 18.5525833
#> [108,] 2.731511e+00 4.137448e+00  1.792295e-01  4.054676e+00 18.9129548
#> [109,] 1.030458e+01 8.825383e-01  1.100957e-01  1.083322e+00 16.6048851
#> [110,] 7.155129e-01 1.408150e+00  2.001977e-01  2.150630e-01 43.3382195
#> [111,] 2.016460e+00 3.923935e-01  2.585417e-01  4.426089e-01 44.7777403
#> [112,] 5.517768e-01 9.865248e-02  2.283511e-01  2.894244e-04 46.8518816
#> [113,] 4.019946e-01 3.164461e-02  2.452158e-01  7.790638e-03 46.0878512
#> [114,] 6.998024e-02 3.573854e-01  3.063001e-01  9.573703e-03 44.8966253
#> [115,] 6.957067e-01 5.975668e-01  3.953499e-01  9.687916e+00 44.9122747
#> [116,] 6.567933e+00 1.756832e+00  5.744497e-01  7.358481e+00 43.6927433
#> [117,] 1.310647e+00 1.383279e-01  5.208318e-01  3.664159e-07 34.3751610
#> [118,] 2.258914e-02 1.492412e-01  5.765903e-01  6.333461e-02 35.3818258
#> [119,] 3.216553e-04 2.360619e-01  6.507427e-01  7.504858e-01 35.1548868
#> [120,] 2.164130e-01 2.246610e-01  7.274085e-01  1.228067e+01 35.8785695
#> [121,] 8.809130e+00 2.751385e-02  7.552612e-01  2.423942e+01 36.2210738
#> [122,] 6.555091e-01 3.239653e+00  4.811870e-01  7.368937e-03  9.7112739
#> [123,] 1.474507e-02 1.596860e+00  3.255234e-01  1.974218e+00  7.2087863
#> [124,] 4.271321e-01 1.400074e+00  2.072533e-01  1.467665e-02  6.5427014
#> [125,] 3.118776e-01 2.611829e+00  8.866537e-02  1.953270e-01  6.8466267
#> [126,] 1.200117e+00 3.944212e+00  1.086386e-02  2.001254e-01  6.9420171
#> [127,] 1.695522e-01 1.588685e+00  3.461491e-04  1.934855e-02  7.7925320
#> [128,] 9.249986e+00 9.755686e-01  1.319462e-02  6.996426e-01  8.1493652
#> [129,] 2.363997e-01 1.054112e+00  2.192359e-04  9.074813e-01 24.7405997
#> [130,] 8.281820e-02 4.965592e-01  2.902457e-03  1.703228e-01 24.5365415
#> [131,] 9.161587e-02 2.642613e-01  1.081239e-02  1.919870e-01 24.1939937
#> [132,] 3.594071e-01 9.833672e-02  1.810482e-02  1.228951e+00 24.7793963
#> [133,] 3.313515e-01 5.050545e-01  4.154925e-02  1.708849e+00 24.9760328
#> [134,] 7.039832e-01 1.085073e-01  5.567670e-02  5.544611e-01 24.4212757
#> [135,] 5.026587e+00 7.834937e-01  1.038550e-01  4.398651e-01 24.3766468
#> [136,] 8.789959e-02 5.617784e+00  3.062132e-01  9.072101e-04 20.3127840
#> [137,] 2.949092e-03 6.587368e+00  6.458480e-01  1.302517e+00 19.8553833
#> [138,] 6.962267e-01 6.773436e+00  1.118257e+00  4.290780e-02 19.9213156
#> [139,] 4.420785e-02 4.202149e+00  1.581201e+00  5.655232e+00 19.8338909
#> [140,] 1.147152e+01 3.650641e+00  2.084847e+00  6.453154e+00 19.8103851
#> [141,] 3.825898e-01 1.107806e-01  1.992549e+00  5.816727e-01  6.0220850
#> [142,] 3.053741e-01 5.514059e-01  1.793708e+00  1.822986e-01  6.0591479
#> [143,] 2.030017e+00 1.417679e-01  1.697063e+00  1.694614e+00  5.6631388
#> [144,] 1.103864e+00 3.218211e-01  1.844743e+00  2.659695e-04  4.4163261
#> [145,] 1.627111e+00 1.595910e+00  2.195274e+00  2.204191e-03  7.0991296
#> [146,] 5.992319e-01 1.749787e-01  2.318520e+00  3.580310e-01  8.7967485
#> [147,] 5.807765e-01 8.930420e-03  2.291205e+00  1.437875e+00  8.7463290
#> [148,] 4.344123e-02 3.592417e-01  2.118226e+00  6.861147e-02  6.9983368
#> [149,] 1.877737e-01 5.438487e-01  1.914546e+00  8.443196e-02  7.0797099
#> [150,] 3.486723e-01 2.028558e-01  1.795470e+00  1.523461e-01  6.6759720
#> [151,] 1.433352e-05 7.083184e-01  1.582641e+00  4.393026e-01  7.6772783
#> [152,] 1.923528e+00 7.125853e-01  1.382622e+00  1.204339e-02  7.6356926
#> [153,] 7.320944e-03 5.586304e-03  1.400486e+00  1.284455e-01  8.7965795
#> [154,] 1.314499e-01 3.258675e-04  1.405356e+00  1.664001e-01  8.9351925
#> [155,] 1.053724e-02 4.936450e-02  1.355073e+00  8.904448e-01  9.1332904
#> [156,] 1.127435e+00 8.422107e-02  1.290580e+00  5.031373e+00  8.9420143
#> [157,] 5.087301e+00 9.876976e-01  1.079941e+00  2.777161e-01  5.7137064
#> [158,] 6.036599e-02 2.508081e-01  1.184897e+00  3.719256e-01  8.0072236
#> [159,] 5.373368e-01 4.404370e-01  1.331367e+00  4.477312e-01  7.3448058
#> [160,] 1.343970e-02 3.163948e-02  1.372873e+00  1.241682e-01  7.5607590
#> [161,] 2.747130e-01 6.488202e-02  1.433083e+00  4.753602e-01  7.2099390
#> [162,] 3.137764e+00 3.625652e-01  1.579087e+00  9.061654e-01  7.5003908
#> [163,] 1.226090e+00 3.155339e+00  2.048534e+00  4.468037e-01  6.9076527
#> [164,] 2.309714e+00 1.086650e+00  2.353727e+00  1.689403e+00  8.9793555
#> [165,] 4.300346e-01 1.223539e-03  2.366832e+00  8.693639e-03  8.7440904
#> [166,] 4.065489e-01 2.206643e-01  2.513641e+00  4.312774e-01  8.4584933
#> [167,] 1.567755e-02 7.966423e-01  2.802530e+00  6.497950e-04  8.1777684
#> [168,] 1.814897e+00 6.554481e-01  3.079120e+00  8.693523e-01  7.9713111
#> [169,] 1.051467e+00 7.009005e-03  3.054756e+00  1.951278e+00  9.9101325
#> [170,] 2.989684e-02 5.833922e-01  2.802324e+00  1.069418e-01  6.6140367
#> [171,] 5.979067e-03 7.718828e-01  2.524699e+00  2.060173e-02  6.7531774
#> [172,] 1.109880e-02 8.648291e-01  2.246232e+00  5.522289e-01  6.8910382
#> [173,] 8.283666e-01 9.999380e-01  1.964473e+00  2.544654e-01  7.2330824
#> [174,] 3.834928e+00 2.572846e+00  1.549411e+00  3.253122e+00  6.6280785
#> [175,] 2.697995e+00 8.432086e+00  9.202196e-01  7.485029e-02  5.0415079
#> [176,] 6.175193e+00 3.290739e+00  6.100224e-01  6.126895e-01  6.5351800
#> [177,] 1.321949e-01 2.713269e-02  5.863683e-01  5.754380e-03 12.6127757
#> [178,] 8.522945e-05 1.649572e-01  5.278862e-01  5.400059e-03 12.4991572
#> [179,] 8.185151e-02 1.600749e-01  4.732606e-01  1.309253e+00 12.9143212
#> [180,] 6.974624e-01 4.416211e-02  4.464467e-01  1.538596e+00 13.6484515
#> [181,] 4.968950e-02 1.187654e-01  4.951141e-01  3.373671e-01 11.1953460
#> [182,] 1.232340e+00 2.428746e-01  5.686850e-01  5.547171e-02 11.7620761
#> [183,] 9.114440e-02 1.514804e+00  7.719254e-01  1.362010e-02 12.3237599
#> [184,] 9.937901e-01 2.050074e+00  1.048212e+00  7.430228e-04 11.1118524
#> [185,] 7.436801e-01 4.389688e+00  1.528620e+00  2.488828e-01 10.4310705
#> [186,] 1.465368e-04 7.126066e+00  2.273633e+00  2.700190e+00  9.2052118
#> [187,] 1.936380e+00 7.173960e+00  3.175124e+00  1.166392e+00  9.9387313
#> [188,] 2.903521e-02 3.073299e+00  3.858425e+00  3.779196e+00 11.6101449
#> [189,] 3.347972e-02 2.690584e+00  4.565825e+00  1.872570e-01  9.5959328
#> [190,] 4.934855e-01 2.307632e+00  5.283459e+00  3.668737e-02 10.1084712
#> [191,] 2.786188e+00 1.105746e+00  5.829501e+00  3.827423e-01 10.5357948
#> [192,] 4.749205e-01 3.724751e-03  5.846776e+00  4.281791e-01 13.9154528
#> [193,] 2.693593e-01 2.712534e-01  5.641266e+00  7.204932e-02 15.2850418
#> [194,] 3.347725e+00 7.525385e-01  5.275792e+00  1.018417e+00 14.5462477
#> [195,] 1.694078e-01 4.367300e+00  4.376827e+00  6.114762e-01 13.5830472
#> [196,] 2.915452e-01 3.297680e+00  3.665417e+00  2.434454e-02 13.6908954
#> [197,] 4.864110e-01 4.743991e+00  2.882971e+00  1.723388e+00 12.1973493
#> [198,] 2.324186e+00 7.002715e+00  2.045746e+00  8.977221e-02 11.4234418
#> [199,] 1.572796e-01 2.649185e+00  1.607769e+00  5.057579e+00 12.0752912
#> [200,] 4.746777e+00 1.858988e+00  1.282336e+00  3.826151e+00 11.6397302
#> [201,] 2.422262e+00 7.992524e+00  7.026856e-01  4.167458e-03  5.1742654
#> [202,] 1.197179e-01 3.186616e+00  4.261494e-01  5.384786e-01  9.8514966
#> [203,] 6.183711e-01 2.417826e+00  2.397768e-01  1.020540e-01  9.5938085
#> [204,] 1.191868e-01 1.055180e+00  1.458641e-01  6.678523e-01  7.3988129
#> [205,] 4.812780e-03 6.329684e-01  8.876685e-02  9.725774e-01  6.2918232
#> [206,] 1.606174e+00 7.105348e-01  4.269658e-02  1.291018e+00  6.2830839
#> [207,] 4.191850e-02 1.579419e-04  4.458812e-02  1.660589e-02  4.5617594
#> [208,] 3.828656e-02 2.277068e-02  5.389116e-02  9.410608e-02  4.7655641
#> [209,] 3.991555e-02 3.500263e-04  5.680889e-02  6.627411e-01  4.8512923
#> [210,] 5.129559e-02 2.366875e-02  6.832490e-02  6.084879e-01  4.7473987
#> [211,] 8.816930e-02 4.515429e-07  7.121362e-02  4.669593e-02  4.4904611
#> [212,] 7.162581e-01 4.082884e-02  8.912487e-02  2.621254e+00  4.4286061
#> [213,] 4.050777e+00 1.393397e-01  6.693245e-02  1.495897e+00  7.4351748
#> [214,] 2.001580e-02 3.086977e+00  1.318236e-03  9.754717e-02  4.8805846
#> [215,] 1.590010e+00 2.841168e+00  3.611694e-02  1.056255e-02  4.8698095
#> [216,] 1.639139e+00 7.213219e-01  1.017308e-01  1.768021e-01  6.4364518
#> [217,] 1.045108e-02 4.612983e-03  1.148658e-01  8.581547e-02  7.1549316
#> [218,] 1.050603e-01 1.592577e-02  1.252351e-01  1.428127e-02  7.1477806
#> [219,] 2.480730e-01 3.221115e-03  1.628680e-01  2.623144e-01  7.1039386
#> [220,] 6.118216e-02 1.183985e-01  2.708443e-01  5.131289e-03  6.9563306
#> [221,] 2.051753e-02 4.173973e-02  4.119165e-01  1.653195e-01  6.8118115
#> [222,] 2.014600e-01 1.512191e-02  6.167728e-01  7.844084e-02  6.7705488
#> [223,] 1.718620e-03 1.573312e-01  1.152011e+00  1.718973e+00  6.7019781
#> [224,] 3.506632e+00 1.894637e-01  2.332937e+00  2.632535e-01  6.6972446
#> [225,] 1.286451e+00 5.757717e-01  3.021142e+00  6.922882e-01  3.7957879
#> [226,] 7.628133e-03 2.570529e+00  2.526468e+00  5.588432e-01  3.2231963
#> [227,] 1.456994e+00 2.987976e+00  1.168290e+00  8.109826e-03  2.9938481
#> [228,] 1.168290e+00 1.168290e+00           NaN  1.168290e+00  1.1682901
#>             [,6]
#>   [1,]  4.348553
#>   [2,]  4.555793
#>   [3,]  4.569046
#>   [4,]  4.569220
#>   [5,]  4.583318
#>   [6,]  4.772400
#>   [7,]  5.170526
#>   [8,]  5.378746
#>   [9,]  5.420491
#>  [10,]  5.895816
#>  [11,]  5.936779
#>  [12,]  6.325887
#>  [13,]  6.326316
#>  [14,]  6.326371
#>  [15,]  3.274923
#>  [16,]  3.538325
#>  [17,]  3.502148
#>  [18,]  3.309877
#>  [19,]  3.221637
#>  [20,]  3.882692
#>  [21,]  3.703271
#>  [22,]  3.843363
#>  [23,]  3.833667
#>  [24,]  4.128238
#>  [25,]  9.585572
#>  [26,]  9.611462
#>  [27,]  9.682826
#>  [28,]  9.519534
#>  [29,]  9.343711
#>  [30,]  9.328450
#>  [31,]  9.168955
#>  [32,]  9.466008
#>  [33,]  7.762315
#>  [34,]  7.870144
#>  [35,]  7.753778
#>  [36,]  7.754958
#>  [37,]  7.469668
#>  [38,]  2.618992
#>  [39,]  2.379629
#>  [40,]  1.631453
#>  [41,]  1.685519
#>  [42,]  2.050444
#>  [43,]  2.621130
#>  [44,]  2.816296
#>  [45,]  7.028239
#>  [46,]  7.996971
#>  [47,]  7.257119
#>  [48,]  8.138406
#>  [49,] 11.078857
#>  [50,] 11.180963
#>  [51,] 11.121155
#>  [52,] 11.076617
#>  [53,] 11.094333
#>  [54,] 11.093522
#>  [55,] 10.892577
#>  [56,] 13.404779
#>  [57,] 13.631857
#>  [58,] 11.344303
#>  [59,]  9.987665
#>  [60,] 12.940183
#>  [61,] 16.714040
#>  [62,] 14.328527
#>  [63,] 14.138698
#>  [64,] 14.068278
#>  [65,] 13.911834
#>  [66,] 13.547849
#>  [67,] 13.228261
#>  [68,] 13.262767
#>  [69,] 10.848454
#>  [70,] 10.144224
#>  [71,] 10.959461
#>  [72,] 10.865253
#>  [73,]  7.830740
#>  [74,]  2.478579
#>  [75,]  2.306098
#>  [76,]  2.300535
#>  [77,]  2.184843
#>  [78,]  2.325712
#>  [79,]  4.552321
#>  [80,]  4.993130
#>  [81,]  5.584485
#>  [82,]  5.406836
#>  [83,]  5.409222
#>  [84,]  6.071484
#>  [85,]  6.942381
#>  [86,]  7.171336
#>  [87,]  7.208283
#>  [88,]  7.181193
#>  [89,]  7.800757
#>  [90,]  7.947008
#>  [91,]  8.313918
#>  [92,] 14.463040
#>  [93,] 17.613898
#>  [94,] 16.418086
#>  [95,] 16.399804
#>  [96,] 18.562213
#>  [97,] 18.588495
#>  [98,] 17.412479
#>  [99,] 17.406411
#> [100,] 18.185482
#> [101,] 18.619239
#> [102,] 19.634700
#> [103,] 21.775037
#> [104,] 28.823046
#> [105,] 26.104330
#> [106,] 25.161014
#> [107,] 24.297138
#> [108,] 23.293991
#> [109,] 45.372113
#> [110,] 46.411298
#> [111,] 47.361244
#> [112,] 47.400911
#> [113,] 46.784689
#> [114,] 46.259235
#> [115,] 45.903079
#> [116,] 45.442571
#> [117,] 36.305284
#> [118,] 36.253410
#> [119,] 36.354968
#> [120,] 36.487835
#> [121,] 37.642428
#> [122,] 14.498060
#> [123,] 12.038177
#> [124,]  9.116466
#> [125,] 10.565544
#> [126,] 10.644060
#> [127,]  9.698937
#> [128,] 25.398792
#> [129,] 25.478334
#> [130,] 24.996978
#> [131,] 26.087866
#> [132,] 25.875211
#> [133,] 26.128671
#> [134,] 26.333280
#> [135,] 29.466949
#> [136,] 27.095436
#> [137,] 27.115806
#> [138,] 27.059943
#> [139,] 24.511046
#> [140,] 23.965956
#> [141,]  8.254355
#> [142,]  8.251450
#> [143,]  7.856624
#> [144,] 10.489238
#> [145,] 11.216295
#> [146,] 11.038309
#> [147,] 11.047285
#> [148,] 10.152177
#> [149,]  9.704470
#> [150,]  9.811132
#> [151,]  9.613454
#> [152,] 11.050745
#> [153,] 10.613767
#> [154,] 10.348376
#> [155,] 10.497545
#> [156,] 10.632262
#> [157,] 12.773751
#> [158,] 10.205785
#> [159,]  9.563247
#> [160,]  9.547214
#> [161,]  9.905287
#> [162,] 12.849279
#> [163,] 12.337899
#> [164,] 12.429711
#> [165,] 11.225711
#> [166,] 11.281089
#> [167,] 11.309672
#> [168,] 12.401418
#> [169,] 12.432595
#> [170,] 10.417601
#> [171,] 10.629237
#> [172,] 10.373270
#> [173,] 10.632825
#> [174,] 13.981997
#> [175,] 13.860539
#> [176,] 15.852531
#> [177,] 13.915014
#> [178,] 14.231189
#> [179,] 14.955228
#> [180,] 14.978002
#> [181,] 13.412377
#> [182,] 16.156991
#> [183,] 15.964984
#> [184,] 17.870076
#> [185,] 19.441746
#> [186,] 19.583007
#> [187,] 19.332732
#> [188,] 24.855937
#> [189,] 17.239658
#> [190,] 17.244919
#> [191,] 18.906023
#> [192,] 19.404474
#> [193,] 19.436531
#> [194,] 21.768692
#> [195,] 21.143440
#> [196,] 20.442527
#> [197,] 20.964465
#> [198,] 21.062017
#> [199,] 17.946136
#> [200,] 16.573394
#> [201,] 16.283413
#> [202,] 14.509527
#> [203,] 12.738174
#> [204,]  9.150349
#> [205,]  6.811341
#> [206,]  6.836380
#> [207,]  4.902481
#> [208,]  4.906785
#> [209,]  4.907189
#> [210,]  4.989621
#> [211,]  4.655778
#> [212,]  8.090120
#> [213,] 10.142772
#> [214,]  8.547232
#> [215,]  8.403117
#> [216,]  7.861915
#> [217,]  7.159691
#> [218,]  7.147781
#> [219,]  7.103939
#> [220,]  6.956331
#> [221,]  6.811812
#> [222,]  6.770549
#> [223,]  6.701978
#> [224,]  6.697245
#> [225,]  3.795788
#> [226,]  3.223196
#> [227,]  2.993848
#> [228,]  1.168290
#> 
#> 
#> 
#> $likelihood
#> $likelihood$initial
#> $likelihood$initial$ll
#> [1] -1233.697
#> 
#> $likelihood$initial$ssq
#> [1] 34176.74
#> 
#> $likelihood$initial$nobs
#> [1] 228
#> 
#> $likelihood$initial$neffective
#> [1] -1
#> 
#> $likelihood$initial$nparams
#> [1] 4
#> 
#> $likelihood$initial$df
#> [1] 211
#> 
#> $likelihood$initial$aic
#> [1] 2475.393
#> 
#> $likelihood$initial$aicc
#> [1] 2475.583
#> 
#> $likelihood$initial$bic
#> [1] 2488.876
#> 
#> $likelihood$initial$bic2
#> [1] NaN
#> 
#> $likelihood$initial$bicc
#> [1] NaN
#> 
#> $likelihood$initial$hannanquinn
#> [1] 2480.841
#> 
#> 
#> $likelihood$final
#> $likelihood$final$ll
#> [1] -1222.983
#> 
#> $likelihood$final$ssq
#> [1] 27944.07
#> 
#> $likelihood$final$nobs
#> [1] 228
#> 
#> $likelihood$final$neffective
#> [1] -1
#> 
#> $likelihood$final$nparams
#> [1] 4
#> 
#> $likelihood$final$df
#> [1] 210
#> 
#> $likelihood$final$aic
#> [1] 2453.967
#> 
#> $likelihood$final$aicc
#> [1] 2454.158
#> 
#> $likelihood$final$bic
#> [1] 2467.431
#> 
#> $likelihood$final$bic2
#> [1] NaN
#> 
#> $likelihood$final$bicc
#> [1] NaN
#> 
#> $likelihood$final$hannanquinn
#> [1] 2459.408
#> 
#> 
#> 
#> attr(,"class")
#> [1] "JD3_STS_OUTLIERS"