Extracts a history parameter as a matrix — extract_history

Extracts a history parameter as a matrix with samplesN rows and randomN (found in object$data$randomN) columns.

Usage

extract_history_parameter(
  object,
  param_name,
  samplesN = NULL,
  link_function = NULL
)

Arguments

object: A cumhist object
param_name: String, a name of the parameter
samplesN: Number of samples, if NULL is computed from rstan (but it is cheaper to do this once).
link_function: A link function to use (exp or inv.logit) or NULL for identity.

Value

Matrix with samplesN rows and randomN (found in object$data$randomN) columns

Examples

# \donttest{
br_fit <- fit_cumhist(br_singleblock, state="State", duration="Duration")
#> 
#> SAMPLING FOR MODEL 'historylm' NOW (CHAIN 1).
#> Chain 1: 
#> Chain 1: Gradient evaluation took 0 seconds
#> Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0 seconds.
#> Chain 1: Adjust your expectations accordingly!
#> Chain 1: 
#> Chain 1: 
#> Chain 1: Iteration:    1 / 2000 [  0%]  (Warmup)
#> Chain 1: Iteration:  200 / 2000 [ 10%]  (Warmup)
#> Chain 1: Iteration:  400 / 2000 [ 20%]  (Warmup)
#> Chain 1: Iteration:  600 / 2000 [ 30%]  (Warmup)
#> Chain 1: Iteration:  800 / 2000 [ 40%]  (Warmup)
#> Chain 1: Iteration: 1000 / 2000 [ 50%]  (Warmup)
#> Chain 1: Iteration: 1001 / 2000 [ 50%]  (Sampling)
#> Chain 1: Iteration: 1200 / 2000 [ 60%]  (Sampling)
#> Chain 1: Iteration: 1400 / 2000 [ 70%]  (Sampling)
#> Chain 1: Iteration: 1600 / 2000 [ 80%]  (Sampling)
#> Chain 1: Iteration: 1800 / 2000 [ 90%]  (Sampling)
#> Chain 1: Iteration: 2000 / 2000 [100%]  (Sampling)
#> Chain 1: 
#> Chain 1:  Elapsed Time: 4.295 seconds (Warm-up)
#> Chain 1:                4.367 seconds (Sampling)
#> Chain 1:                8.662 seconds (Total)
#> Chain 1: 
extract_history_parameter(br_fit, "tau", link_function = exp)
#>              [,1]
#>    [1,] 0.8084543
#>    [2,] 1.2574251
#>    [3,] 1.1920120
#>    [4,] 0.9192230
#>    [5,] 0.8589358
#>    [6,] 1.0003208
#>    [7,] 0.8700452
#>    [8,] 0.9123564
#>    [9,] 0.9348842
#>   [10,] 0.9334077
#>   [11,] 0.9576078
#>   [12,] 1.1785058
#>   [13,] 1.1501242
#>   [14,] 0.9504292
#>   [15,] 1.0328582
#>   [16,] 0.7902306
#>   [17,] 1.1290777
#>   [18,] 1.0738906
#>   [19,] 0.9767241
#>   [20,] 1.0703115
#>   [21,] 1.0015181
#>   [22,] 0.9582884
#>   [23,] 0.9186681
#>   [24,] 0.9751899
#>   [25,] 0.8410455
#>   [26,] 1.0931206
#>   [27,] 0.8844884
#>   [28,] 0.8439530
#>   [29,] 0.9421342
#>   [30,] 1.0272073
#>   [31,] 0.9521803
#>   [32,] 0.8313196
#>   [33,] 1.2124140
#>   [34,] 1.1163557
#>   [35,] 1.0944380
#>   [36,] 1.0885766
#>   [37,] 1.0204375
#>   [38,] 0.7284146
#>   [39,] 1.1732256
#>   [40,] 0.9660648
#>   [41,] 1.1434286
#>   [42,] 0.8772421
#>   [43,] 1.1765972
#>   [44,] 1.0461289
#>   [45,] 1.0262494
#>   [46,] 0.9534875
#>   [47,] 0.8906917
#>   [48,] 0.9036885
#>   [49,] 0.8374018
#>   [50,] 1.1169510
#>   [51,] 1.1386321
#>   [52,] 0.9921875
#>   [53,] 0.9934836
#>   [54,] 1.0895415
#>   [55,] 1.1916054
#>   [56,] 1.1960113
#>   [57,] 0.9493166
#>   [58,] 0.9195970
#>   [59,] 0.8461039
#>   [60,] 0.8501359
#>   [61,] 0.8697423
#>   [62,] 1.0395515
#>   [63,] 0.9629397
#>   [64,] 1.1127565
#>   [65,] 0.9482718
#>   [66,] 0.8769842
#>   [67,] 0.8894143
#>   [68,] 1.1776772
#>   [69,] 1.0050082
#>   [70,] 0.8472398
#>   [71,] 1.0670091
#>   [72,] 0.9842217
#>   [73,] 1.1343740
#>   [74,] 0.8181154
#>   [75,] 1.0117569
#>   [76,] 0.8417833
#>   [77,] 0.8762605
#>   [78,] 1.3284499
#>   [79,] 1.2641497
#>   [80,] 0.7052366
#>   [81,] 0.9511067
#>   [82,] 1.1118404
#>   [83,] 1.0408025
#>   [84,] 1.0201581
#>   [85,] 1.0738541
#>   [86,] 0.9134056
#>   [87,] 0.9562120
#>   [88,] 0.8974756
#>   [89,] 1.1507851
#>   [90,] 0.9213816
#>   [91,] 0.9712085
#>   [92,] 1.0341418
#>   [93,] 1.1462753
#>   [94,] 0.9927900
#>   [95,] 0.7557306
#>   [96,] 1.0991711
#>   [97,] 0.6678204
#>   [98,] 1.0714870
#>   [99,] 1.0986914
#>  [100,] 1.1115200
#>  [101,] 1.2299301
#>  [102,] 0.8173104
#>  [103,] 0.9158981
#>  [104,] 1.0289724
#>  [105,] 0.8523052
#>  [106,] 0.9888024
#>  [107,] 0.8270442
#>  [108,] 0.9329876
#>  [109,] 0.9308102
#>  [110,] 1.1994308
#>  [111,] 0.7346457
#>  [112,] 1.0962413
#>  [113,] 1.1255479
#>  [114,] 1.1368914
#>  [115,] 1.3288941
#>  [116,] 1.1589736
#>  [117,] 1.1750680
#>  [118,] 0.8985847
#>  [119,] 1.4108476
#>  [120,] 0.8725207
#>  [121,] 1.0228902
#>  [122,] 0.8156412
#>  [123,] 1.0156633
#>  [124,] 0.8408789
#>  [125,] 0.9047288
#>  [126,] 0.9905160
#>  [127,] 1.0035390
#>  [128,] 1.0446702
#>  [129,] 0.8683795
#>  [130,] 0.8459113
#>  [131,] 0.8575705
#>  [132,] 1.0521589
#>  [133,] 1.1384744
#>  [134,] 1.0358748
#>  [135,] 1.0966427
#>  [136,] 0.8854844
#>  [137,] 1.0889951
#>  [138,] 1.0045480
#>  [139,] 1.0071078
#>  [140,] 1.1684948
#>  [141,] 0.9604794
#>  [142,] 1.0582105
#>  [143,] 1.0311405
#>  [144,] 1.2087373
#>  [145,] 1.0881770
#>  [146,] 0.7360421
#>  [147,] 0.9438845
#>  [148,] 0.9262539
#>  [149,] 0.7250673
#>  [150,] 1.0147067
#>  [151,] 1.1324501
#>  [152,] 0.8506858
#>  [153,] 1.0148544
#>  [154,] 0.9556513
#>  [155,] 0.8707414
#>  [156,] 0.9776416
#>  [157,] 0.8663272
#>  [158,] 0.8369593
#>  [159,] 0.8306708
#>  [160,] 1.0136292
#>  [161,] 1.1228023
#>  [162,] 0.7045463
#>  [163,] 0.8915128
#>  [164,] 0.8649770
#>  [165,] 0.7404790
#>  [166,] 0.9538323
#>  [167,] 1.0116084
#>  [168,] 0.9997928
#>  [169,] 1.1015300
#>  [170,] 0.9432079
#>  [171,] 1.1303274
#>  [172,] 1.2908635
#>  [173,] 0.8105745
#>  [174,] 1.0113316
#>  [175,] 1.2611040
#>  [176,] 1.0059883
#>  [177,] 1.0676352
#>  [178,] 1.0977608
#>  [179,] 1.0804191
#>  [180,] 0.7396923
#>  [181,] 0.7116590
#>  [182,] 1.2177478
#>  [183,] 0.6834213
#>  [184,] 1.2792820
#>  [185,] 0.9964941
#>  [186,] 0.9148908
#>  [187,] 1.2144987
#>  [188,] 1.0989642
#>  [189,] 1.0680066
#>  [190,] 0.7870255
#>  [191,] 1.1486944
#>  [192,] 0.8805512
#>  [193,] 0.8928991
#>  [194,] 1.1090117
#>  [195,] 0.9041253
#>  [196,] 1.0334424
#>  [197,] 0.9729350
#>  [198,] 0.7014574
#>  [199,] 0.7621787
#>  [200,] 0.9325613
#>  [201,] 0.8560452
#>  [202,] 0.7407709
#>  [203,] 1.2961322
#>  [204,] 0.8181734
#>  [205,] 0.7792853
#>  [206,] 0.8549059
#>  [207,] 0.6538627
#>  [208,] 1.1063973
#>  [209,] 1.0274332
#>  [210,] 0.9972514
#>  [211,] 0.8757863
#>  [212,] 1.0142062
#>  [213,] 0.9496899
#>  [214,] 0.8231658
#>  [215,] 0.8249440
#>  [216,] 0.8789830
#>  [217,] 0.7972102
#>  [218,] 0.9163020
#>  [219,] 0.7371019
#>  [220,] 0.9735647
#>  [221,] 0.8362815
#>  [222,] 1.0984923
#>  [223,] 0.9433018
#>  [224,] 0.9934522
#>  [225,] 0.9254720
#>  [226,] 0.8679136
#>  [227,] 0.9210981
#>  [228,] 0.9057316
#>  [229,] 1.1163322
#>  [230,] 1.2714556
#>  [231,] 0.8624692
#>  [232,] 0.9487045
#>  [233,] 1.1158532
#>  [234,] 0.9592664
#>  [235,] 1.0626880
#>  [236,] 0.7879711
#>  [237,] 0.9796948
#>  [238,] 0.8159571
#>  [239,] 0.8949387
#>  [240,] 0.9768336
#>  [241,] 1.1219728
#>  [242,] 1.0390851
#>  [243,] 1.0274288
#>  [244,] 0.9804040
#>  [245,] 0.9676331
#>  [246,] 0.9847964
#>  [247,] 1.1105958
#>  [248,] 0.9360115
#>  [249,] 0.9792849
#>  [250,] 1.0490425
#>  [251,] 0.5610755
#>  [252,] 0.9598981
#>  [253,] 1.1543573
#>  [254,] 0.9725133
#>  [255,] 1.2486676
#>  [256,] 0.8354625
#>  [257,] 0.9418940
#>  [258,] 0.9634969
#>  [259,] 1.0148193
#>  [260,] 0.9018200
#>  [261,] 1.0495094
#>  [262,] 1.1088692
#>  [263,] 1.0963357
#>  [264,] 0.9808504
#>  [265,] 0.8589790
#>  [266,] 0.9395738
#>  [267,] 1.2631071
#>  [268,] 1.0024583
#>  [269,] 1.0103610
#>  [270,] 0.8389762
#>  [271,] 0.8803530
#>  [272,] 0.8973520
#>  [273,] 0.9660263
#>  [274,] 1.0572784
#>  [275,] 1.1581434
#>  [276,] 0.8314702
#>  [277,] 1.0291371
#>  [278,] 1.0279209
#>  [279,] 1.3519710
#>  [280,] 0.9707717
#>  [281,] 1.0234314
#>  [282,] 1.1227646
#>  [283,] 0.8908469
#>  [284,] 0.9972907
#>  [285,] 0.9052084
#>  [286,] 0.8985250
#>  [287,] 1.0773216
#>  [288,] 1.0510811
#>  [289,] 1.1038954
#>  [290,] 0.9946401
#>  [291,] 0.7948694
#>  [292,] 0.8684070
#>  [293,] 0.8143813
#>  [294,] 1.1866232
#>  [295,] 0.9829840
#>  [296,] 1.1741471
#>  [297,] 0.9962520
#>  [298,] 0.9016979
#>  [299,] 0.9271161
#>  [300,] 1.0311055
#>  [301,] 1.0770350
#>  [302,] 0.9006890
#>  [303,] 0.8500562
#>  [304,] 1.0675661
#>  [305,] 0.8999578
#>  [306,] 0.9849322
#>  [307,] 0.9947992
#>  [308,] 1.0717407
#>  [309,] 1.0908309
#>  [310,] 0.9202761
#>  [311,] 0.9240606
#>  [312,] 1.0051583
#>  [313,] 0.8440015
#>  [314,] 0.8899803
#>  [315,] 1.0028717
#>  [316,] 0.9007604
#>  [317,] 0.9421333
#>  [318,] 1.1089949
#>  [319,] 0.9638295
#>  [320,] 0.8531364
#>  [321,] 1.0849802
#>  [322,] 0.8870088
#>  [323,] 0.8858517
#>  [324,] 1.2831513
#>  [325,] 0.9969445
#>  [326,] 1.0430046
#>  [327,] 0.7334718
#>  [328,] 1.1142242
#>  [329,] 1.0447773
#>  [330,] 0.9117814
#>  [331,] 1.2965357
#>  [332,] 1.0321467
#>  [333,] 1.0004769
#>  [334,] 1.1458273
#>  [335,] 0.9931582
#>  [336,] 1.0500763
#>  [337,] 0.8728241
#>  [338,] 1.1384558
#>  [339,] 1.0829627
#>  [340,] 1.0000867
#>  [341,] 1.2957579
#>  [342,] 0.9197373
#>  [343,] 0.8925871
#>  [344,] 0.9070070
#>  [345,] 1.0592399
#>  [346,] 0.8162482
#>  [347,] 1.2733562
#>  [348,] 1.2065253
#>  [349,] 1.0950691
#>  [350,] 1.0787367
#>  [351,] 1.3711206
#>  [352,] 1.1677808
#>  [353,] 0.9021630
#>  [354,] 1.2362770
#>  [355,] 1.2551170
#>  [356,] 1.0710222
#>  [357,] 1.0205294
#>  [358,] 0.9912848
#>  [359,] 1.0991312
#>  [360,] 0.8927582
#>  [361,] 0.9188448
#>  [362,] 0.9339611
#>  [363,] 0.9730873
#>  [364,] 0.9574230
#>  [365,] 0.7194897
#>  [366,] 1.0547941
#>  [367,] 0.8742998
#>  [368,] 0.9150370
#>  [369,] 0.5921057
#>  [370,] 1.1158278
#>  [371,] 0.7917746
#>  [372,] 1.1291690
#>  [373,] 0.9265544
#>  [374,] 0.8886534
#>  [375,] 0.8707231
#>  [376,] 1.1507465
#>  [377,] 1.1182964
#>  [378,] 1.1090688
#>  [379,] 1.0585287
#>  [380,] 0.9715197
#>  [381,] 0.8580160
#>  [382,] 0.8596233
#>  [383,] 0.8857046
#>  [384,] 1.1535713
#>  [385,] 0.9040118
#>  [386,] 0.9989564
#>  [387,] 0.7385010
#>  [388,] 1.4147133
#>  [389,] 0.8715234
#>  [390,] 0.8236816
#>  [391,] 1.1189582
#>  [392,] 1.0000233
#>  [393,] 0.9808394
#>  [394,] 0.9077521
#>  [395,] 0.9267952
#>  [396,] 0.9362515
#>  [397,] 1.0553793
#>  [398,] 1.0917549
#>  [399,] 0.8908630
#>  [400,] 0.9896874
#>  [401,] 1.0730437
#>  [402,] 0.9481260
#>  [403,] 1.1431752
#>  [404,] 0.8624363
#>  [405,] 0.8890824
#>  [406,] 1.0048999
#>  [407,] 0.9530856
#>  [408,] 1.2480134
#>  [409,] 1.0851922
#>  [410,] 1.0102658
#>  [411,] 0.9451380
#>  [412,] 1.2042553
#>  [413,] 0.8927368
#>  [414,] 1.1222110
#>  [415,] 0.9491358
#>  [416,] 1.1615677
#>  [417,] 1.2268531
#>  [418,] 0.9765067
#>  [419,] 0.8428317
#>  [420,] 0.8833226
#>  [421,] 1.0875580
#>  [422,] 0.9459329
#>  [423,] 0.8881908
#>  [424,] 0.8974739
#>  [425,] 0.9802018
#>  [426,] 0.9441875
#>  [427,] 0.8781885
#>  [428,] 0.7541010
#>  [429,] 1.0336876
#>  [430,] 1.0143873
#>  [431,] 0.8882469
#>  [432,] 1.1124993
#>  [433,] 0.7850710
#>  [434,] 0.8343110
#>  [435,] 0.8012615
#>  [436,] 1.0348759
#>  [437,] 1.0102828
#>  [438,] 0.7414208
#>  [439,] 1.2369316
#>  [440,] 1.0368661
#>  [441,] 1.0410540
#>  [442,] 1.0868285
#>  [443,] 0.8255762
#>  [444,] 0.9301642
#>  [445,] 1.1022523
#>  [446,] 0.9500364
#>  [447,] 1.1540161
#>  [448,] 1.1079754
#>  [449,] 0.8887585
#>  [450,] 1.0362997
#>  [451,] 1.1216968
#>  [452,] 0.9477134
#>  [453,] 0.8175604
#>  [454,] 0.7162234
#>  [455,] 1.0438176
#>  [456,] 1.0512780
#>  [457,] 0.8759894
#>  [458,] 0.9049564
#>  [459,] 1.0286434
#>  [460,] 1.0794199
#>  [461,] 0.9567217
#>  [462,] 1.0129189
#>  [463,] 0.9451848
#>  [464,] 1.2263749
#>  [465,] 1.1236506
#>  [466,] 1.1153360
#>  [467,] 0.9050479
#>  [468,] 1.0022081
#>  [469,] 1.0895150
#>  [470,] 0.8869897
#>  [471,] 0.9562182
#>  [472,] 0.9444271
#>  [473,] 1.1190194
#>  [474,] 0.9964147
#>  [475,] 1.0157333
#>  [476,] 0.8914524
#>  [477,] 0.8453259
#>  [478,] 0.7458407
#>  [479,] 0.9431064
#>  [480,] 1.0335184
#>  [481,] 0.9804459
#>  [482,] 1.0286671
#>  [483,] 0.8278649
#>  [484,] 0.8518651
#>  [485,] 1.2055923
#>  [486,] 0.9653341
#>  [487,] 0.9507774
#>  [488,] 1.0153574
#>  [489,] 1.1423126
#>  [490,] 0.9723210
#>  [491,] 1.1337568
#>  [492,] 1.0868136
#>  [493,] 1.1103300
#>  [494,] 1.1031038
#>  [495,] 0.8473882
#>  [496,] 1.0576147
#>  [497,] 0.9316944
#>  [498,] 0.9689781
#>  [499,] 1.0571149
#>  [500,] 0.9532233
#>  [501,] 1.0019791
#>  [502,] 0.8093268
#>  [503,] 1.0637603
#>  [504,] 0.9454636
#>  [505,] 1.0008368
#>  [506,] 1.0512879
#>  [507,] 0.8803507
#>  [508,] 1.0114963
#>  [509,] 0.9965878
#>  [510,] 1.0815338
#>  [511,] 1.0577872
#>  [512,] 0.8130908
#>  [513,] 0.8731254
#>  [514,] 1.0393065
#>  [515,] 0.8171074
#>  [516,] 1.0705071
#>  [517,] 0.8229298
#>  [518,] 0.8496766
#>  [519,] 0.8776111
#>  [520,] 0.9859562
#>  [521,] 0.8816155
#>  [522,] 1.1112581
#>  [523,] 1.2307250
#>  [524,] 1.0322291
#>  [525,] 1.3585460
#>  [526,] 1.0566889
#>  [527,] 1.1136206
#>  [528,] 0.8603370
#>  [529,] 1.0126827
#>  [530,] 0.8519401
#>  [531,] 1.1102188
#>  [532,] 0.9487432
#>  [533,] 0.8732051
#>  [534,] 1.0137931
#>  [535,] 0.9107094
#>  [536,] 0.8632235
#>  [537,] 0.8111373
#>  [538,] 0.7347906
#>  [539,] 0.9813408
#>  [540,] 1.2029622
#>  [541,] 0.7395390
#>  [542,] 0.9959732
#>  [543,] 0.9264643
#>  [544,] 0.9141540
#>  [545,] 1.0194114
#>  [546,] 0.8369326
#>  [547,] 0.8453185
#>  [548,] 0.8761301
#>  [549,] 1.0073924
#>  [550,] 1.1384259
#>  [551,] 0.9911067
#>  [552,] 1.0142561
#>  [553,] 0.9416271
#>  [554,] 0.9736266
#>  [555,] 0.6397787
#>  [556,] 1.1550397
#>  [557,] 0.9654280
#>  [558,] 1.2360496
#>  [559,] 0.9391995
#>  [560,] 0.8651662
#>  [561,] 0.9992889
#>  [562,] 1.1058091
#>  [563,] 1.0932677
#>  [564,] 0.9230202
#>  [565,] 0.7871762
#>  [566,] 1.0543546
#>  [567,] 1.1029567
#>  [568,] 1.0341498
#>  [569,] 0.7260871
#>  [570,] 1.0128565
#>  [571,] 0.9578323
#>  [572,] 0.9771886
#>  [573,] 0.8705311
#>  [574,] 1.2202195
#>  [575,] 0.8637211
#>  [576,] 1.0242710
#>  [577,] 0.9271032
#>  [578,] 0.9149409
#>  [579,] 1.1342221
#>  [580,] 0.8957767
#>  [581,] 0.9479952
#>  [582,] 0.9051272
#>  [583,] 1.0473052
#>  [584,] 0.9017981
#>  [585,] 1.1358109
#>  [586,] 0.9518781
#>  [587,] 0.8972000
#>  [588,] 0.8932869
#>  [589,] 1.0576020
#>  [590,] 0.7900945
#>  [591,] 0.8577750
#>  [592,] 1.0078513
#>  [593,] 1.0025271
#>  [594,] 1.0432011
#>  [595,] 0.8176629
#>  [596,] 1.0232783
#>  [597,] 0.9007582
#>  [598,] 0.9607172
#>  [599,] 1.3938876
#>  [600,] 1.1857474
#>  [601,] 1.0436373
#>  [602,] 1.0067420
#>  [603,] 0.9957333
#>  [604,] 1.0039482
#>  [605,] 1.0704769
#>  [606,] 1.1804841
#>  [607,] 1.0662823
#>  [608,] 0.8891482
#>  [609,] 0.8259261
#>  [610,] 1.1459749
#>  [611,] 1.1078298
#>  [612,] 0.8758372
#>  [613,] 0.9817782
#>  [614,] 1.1206404
#>  [615,] 0.8179889
#>  [616,] 0.9612797
#>  [617,] 0.9258229
#>  [618,] 0.7669859
#>  [619,] 1.1051632
#>  [620,] 1.0568408
#>  [621,] 1.0152706
#>  [622,] 0.9520441
#>  [623,] 1.0166865
#>  [624,] 1.2426007
#>  [625,] 1.1502106
#>  [626,] 0.7718964
#>  [627,] 0.8385221
#>  [628,] 1.0826468
#>  [629,] 1.0721861
#>  [630,] 0.7873368
#>  [631,] 0.9363682
#>  [632,] 1.2191118
#>  [633,] 1.1245821
#>  [634,] 1.1700357
#>  [635,] 0.9095433
#>  [636,] 0.8563947
#>  [637,] 1.0652797
#>  [638,] 1.0742032
#>  [639,] 0.9568133
#>  [640,] 1.1168899
#>  [641,] 1.0117160
#>  [642,] 0.8783442
#>  [643,] 0.8248162
#>  [644,] 0.8988086
#>  [645,] 0.8714098
#>  [646,] 1.0506308
#>  [647,] 0.9634969
#>  [648,] 0.9195639
#>  [649,] 0.8722111
#>  [650,] 1.0830198
#>  [651,] 0.9555306
#>  [652,] 1.1111872
#>  [653,] 1.0401816
#>  [654,] 0.8943095
#>  [655,] 0.8452577
#>  [656,] 0.9904448
#>  [657,] 1.0578559
#>  [658,] 0.9350542
#>  [659,] 1.3014715
#>  [660,] 0.8631486
#>  [661,] 1.2974864
#>  [662,] 1.0084883
#>  [663,] 1.0828756
#>  [664,] 1.0188477
#>  [665,] 1.1828060
#>  [666,] 0.7877110
#>  [667,] 1.0477391
#>  [668,] 0.7120206
#>  [669,] 0.9698743
#>  [670,] 0.8506858
#>  [671,] 0.9834809
#>  [672,] 1.0726914
#>  [673,] 0.8428731
#>  [674,] 0.9490609
#>  [675,] 1.0613229
#>  [676,] 0.9646207
#>  [677,] 0.8924469
#>  [678,] 0.8837326
#>  [679,] 1.1915218
#>  [680,] 0.8150319
#>  [681,] 0.9821523
#>  [682,] 1.1323098
#>  [683,] 0.9515653
#>  [684,] 1.0432506
#>  [685,] 1.1763172
#>  [686,] 0.8358468
#>  [687,] 1.0786509
#>  [688,] 1.2942778
#>  [689,] 0.9263551
#>  [690,] 0.9023710
#>  [691,] 1.1589622
#>  [692,] 0.7467947
#>  [693,] 1.0361784
#>  [694,] 0.9202130
#>  [695,] 1.1900777
#>  [696,] 1.0645567
#>  [697,] 0.9994919
#>  [698,] 1.1437333
#>  [699,] 0.8717889
#>  [700,] 1.2516439
#>  [701,] 0.7431426
#>  [702,] 1.0438318
#>  [703,] 1.1004716
#>  [704,] 0.9381862
#>  [705,] 0.9141365
#>  [706,] 1.2076185
#>  [707,] 0.9872639
#>  [708,] 0.8563406
#>  [709,] 1.3349300
#>  [710,] 0.9679538
#>  [711,] 1.2423928
#>  [712,] 0.9569022
#>  [713,] 1.1244050
#>  [714,] 1.1318441
#>  [715,] 1.1938740
#>  [716,] 1.0097076
#>  [717,] 1.0015730
#>  [718,] 0.7411729
#>  [719,] 0.9831389
#>  [720,] 0.9209700
#>  [721,] 1.0678360
#>  [722,] 0.8161352
#>  [723,] 1.1061262
#>  [724,] 0.7660312
#>  [725,] 0.8771763
#>  [726,] 1.2325766
#>  [727,] 1.1213976
#>  [728,] 1.0367617
#>  [729,] 0.8395313
#>  [730,] 0.8539316
#>  [731,] 1.0842157
#>  [732,] 1.2039874
#>  [733,] 0.8230587
#>  [734,] 0.9604917
#>  [735,] 0.7315479
#>  [736,] 0.9514224
#>  [737,] 0.9042383
#>  [738,] 1.0211781
#>  [739,] 0.8817560
#>  [740,] 0.7894223
#>  [741,] 1.0283599
#>  [742,] 0.8769752
#>  [743,] 0.9744351
#>  [744,] 0.9268765
#>  [745,] 0.9634187
#>  [746,] 0.7963082
#>  [747,] 1.2244823
#>  [748,] 0.9015594
#>  [749,] 0.7143487
#>  [750,] 0.7222938
#>  [751,] 0.9343185
#>  [752,] 0.7365599
#>  [753,] 1.1432218
#>  [754,] 1.3335200
#>  [755,] 0.8878783
#>  [756,] 0.9665502
#>  [757,] 0.9966655
#>  [758,] 0.7274907
#>  [759,] 1.0647946
#>  [760,] 0.7413700
#>  [761,] 0.6850779
#>  [762,] 1.2216442
#>  [763,] 0.7314757
#>  [764,] 1.0673306
#>  [765,] 1.0174968
#>  [766,] 1.0532104
#>  [767,] 1.1195274
#>  [768,] 0.8386012
#>  [769,] 1.2150644
#>  [770,] 0.9974715
#>  [771,] 0.9321944
#>  [772,] 0.8918291
#>  [773,] 0.9143208
#>  [774,] 0.8863242
#>  [775,] 0.9586352
#>  [776,] 1.0820246
#>  [777,] 1.0910773
#>  [778,] 1.0097606
#>  [779,] 1.1326244
#>  [780,] 1.1055385
#>  [781,] 1.0310092
#>  [782,] 1.1468535
#>  [783,] 0.9110677
#>  [784,] 1.1843122
#>  [785,] 0.7687125
#>  [786,] 0.8411831
#>  [787,] 0.9845793
#>  [788,] 1.0372791
#>  [789,] 0.9314136
#>  [790,] 1.2270130
#>  [791,] 1.0451799
#>  [792,] 0.9627125
#>  [793,] 0.9762730
#>  [794,] 1.0904431
#>  [795,] 0.9679510
#>  [796,] 1.0618300
#>  [797,] 0.8882273
#>  [798,] 1.0302372
#>  [799,] 1.0490691
#>  [800,] 0.8763228
#>  [801,] 1.2290427
#>  [802,] 1.0486998
#>  [803,] 1.1274379
#>  [804,] 0.7259114
#>  [805,] 0.9883950
#>  [806,] 0.9823547
#>  [807,] 0.9246579
#>  [808,] 0.9602757
#>  [809,] 0.9332876
#>  [810,] 1.1312141
#>  [811,] 1.1734558
#>  [812,] 1.0661924
#>  [813,] 1.0003939
#>  [814,] 1.0672860
#>  [815,] 1.0123767
#>  [816,] 1.1947655
#>  [817,] 0.8975529
#>  [818,] 1.1855754
#>  [819,] 0.8491110
#>  [820,] 0.7057612
#>  [821,] 0.8562846
#>  [822,] 0.9965638
#>  [823,] 0.8708225
#>  [824,] 0.9470710
#>  [825,] 1.0400134
#>  [826,] 1.0726643
#>  [827,] 1.1726005
#>  [828,] 1.2086533
#>  [829,] 1.0913241
#>  [830,] 1.1243160
#>  [831,] 1.0615919
#>  [832,] 0.8216947
#>  [833,] 1.0079054
#>  [834,] 0.8753524
#>  [835,] 1.0094893
#>  [836,] 1.0373924
#>  [837,] 1.1345786
#>  [838,] 1.0145793
#>  [839,] 0.8579079
#>  [840,] 1.1903528
#>  [841,] 1.0747589
#>  [842,] 0.9615744
#>  [843,] 0.8234668
#>  [844,] 0.9322214
#>  [845,] 0.9584948
#>  [846,] 1.0356249
#>  [847,] 1.0903393
#>  [848,] 1.0294557
#>  [849,] 0.8646762
#>  [850,] 1.0170805
#>  [851,] 1.1092651
#>  [852,] 1.0186068
#>  [853,] 0.9812997
#>  [854,] 1.3870611
#>  [855,] 0.7852398
#>  [856,] 1.0849645
#>  [857,] 1.0971422
#>  [858,] 1.1423506
#>  [859,] 0.8514742
#>  [860,] 0.8586384
#>  [861,] 1.1125999
#>  [862,] 1.3306543
#>  [863,] 0.8907934
#>  [864,] 1.2407285
#>  [865,] 0.8813790
#>  [866,] 0.8599535
#>  [867,] 0.9794722
#>  [868,] 0.9624203
#>  [869,] 1.2976239
#>  [870,] 0.9427548
#>  [871,] 0.6848584
#>  [872,] 0.8638422
#>  [873,] 1.0041880
#>  [874,] 1.0050711
#>  [875,] 0.8705173
#>  [876,] 1.0461694
#>  [877,] 1.0975571
#>  [878,] 0.9218289
#>  [879,] 1.1925541
#>  [880,] 1.0748530
#>  [881,] 1.0503834
#>  [882,] 0.9653368
#>  [883,] 0.8341826
#>  [884,] 0.8074032
#>  [885,] 0.8980552
#>  [886,] 1.0412537
#>  [887,] 1.0634914
#>  [888,] 0.9524354
#>  [889,] 0.9584669
#>  [890,] 1.1501224
#>  [891,] 0.7443589
#>  [892,] 0.7818467
#>  [893,] 1.0904603
#>  [894,] 1.1451015
#>  [895,] 1.0117808
#>  [896,] 0.9638333
#>  [897,] 1.1252851
#>  [898,] 0.8219392
#>  [899,] 0.9435130
#>  [900,] 1.2084872
#>  [901,] 0.9892081
#>  [902,] 0.9872470
#>  [903,] 0.9805661
#>  [904,] 0.7295815
#>  [905,] 1.1827114
#>  [906,] 1.1715837
#>  [907,] 0.9633809
#>  [908,] 1.2614065
#>  [909,] 0.8837230
#>  [910,] 0.7998724
#>  [911,] 0.9270456
#>  [912,] 1.1225301
#>  [913,] 0.9205861
#>  [914,] 0.8899751
#>  [915,] 0.8896505
#>  [916,] 0.9834856
#>  [917,] 0.9293675
#>  [918,] 0.8878096
#>  [919,] 1.0663903
#>  [920,] 1.3705118
#>  [921,] 1.0070739
#>  [922,] 0.9096152
#>  [923,] 0.8208665
#>  [924,] 0.8963723
#>  [925,] 0.7858749
#>  [926,] 0.9875366
#>  [927,] 1.1461354
#>  [928,] 1.2091222
#>  [929,] 0.8796776
#>  [930,] 0.7595834
#>  [931,] 0.8901984
#>  [932,] 0.9553409
#>  [933,] 1.1849003
#>  [934,] 1.0756833
#>  [935,] 1.0421294
#>  [936,] 1.2174897
#>  [937,] 1.3584929
#>  [938,] 0.8969126
#>  [939,] 1.0346314
#>  [940,] 0.8418965
#>  [941,] 1.0955451
#>  [942,] 0.8551862
#>  [943,] 0.9184110
#>  [944,] 0.9764723
#>  [945,] 0.8349203
#>  [946,] 1.4211638
#>  [947,] 0.8549632
#>  [948,] 0.7907566
#>  [949,] 0.7753938
#>  [950,] 0.8607883
#>  [951,] 1.1366869
#>  [952,] 1.1100995
#>  [953,] 0.7605988
#>  [954,] 0.9662910
#>  [955,] 0.8034169
#>  [956,] 0.9587203
#>  [957,] 1.0760276
#>  [958,] 1.1605271
#>  [959,] 1.0809408
#>  [960,] 0.7490553
#>  [961,] 0.9041994
#>  [962,] 1.0519269
#>  [963,] 0.7184345
#>  [964,] 0.7766239
#>  [965,] 0.8470304
#>  [966,] 0.9560475
#>  [967,] 1.0300836
#>  [968,] 0.7899672
#>  [969,] 0.8874991
#>  [970,] 0.7152039
#>  [971,] 1.0113447
#>  [972,] 0.9020262
#>  [973,] 0.8178562
#>  [974,] 0.8381583
#>  [975,] 0.8982932
#>  [976,] 1.0940034
#>  [977,] 1.0599062
#>  [978,] 1.0528940
#>  [979,] 1.2487463
#>  [980,] 0.9231418
#>  [981,] 1.0206454
#>  [982,] 0.7648770
#>  [983,] 1.0190854
#>  [984,] 1.2908722
#>  [985,] 1.1496074
#>  [986,] 1.1397610
#>  [987,] 0.9529760
#>  [988,] 0.9563116
#>  [989,] 1.1517331
#>  [990,] 0.9429306
#>  [991,] 1.2143095
#>  [992,] 0.9450069
#>  [993,] 1.1551225
#>  [994,] 0.9913047
#>  [995,] 0.9114763
#>  [996,] 0.7831964
#>  [997,] 0.9744489
#>  [998,] 0.8037263
#>  [999,] 1.1512018
#> [1000,] 1.0430976
# }