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Calculates normal confidence intervals for a given alternative at a given significance level.

Usage

zconfint_generic(mean, std_mean, alpha, alternative)

Arguments

mean

(float): Estimated normal mean.

std_mean

(float): Estimated standard error of the mean.

alpha

(float): Significance level in [0,1]

alternative

(string): Alternative hypothesis, either 'two-sided', 'larger' or 'smaller'.

Value

(vector): Lower and upper (1 - alpha) * 100% confidence limits.

Examples


n <- 1000

Y <- rnorm(n, 1, 1)

se_Y <-  sd(Y) / sqrt(n)

zconfint_generic(Y, se_Y, alpha = 0.05, alternative = "two-sided")
#>                lower         upper
#>    [1,]  1.295977214  1.4201010633
#>    [2,]  0.665782675  0.7899065241
#>    [3,]  2.102083608  2.2262074575
#>    [4,]  0.811073473  0.9351973228
#>    [5,]  0.441107304  0.5652311530
#>    [6,]  0.309779031  0.4339028808
#>    [7,]  0.452487154  0.5766110031
#>    [8,]  0.766940080  0.8910639289
#>    [9,]  0.714299153  0.8384230027
#>   [10,]  1.793630243  1.9177540924
#>   [11,]  0.743543298  0.8676671475
#>   [12,]  1.221748283  1.3458721321
#>   [13,]  1.915370484  2.0394943334
#>   [14,] -2.583003670 -2.4588798210
#>   [15,]  0.553117869  0.6772417180
#>   [16,] -0.950213813 -0.8260899634
#>   [17,]  1.145347489  1.2694713382
#>   [18,]  0.719216434  0.8433402830
#>   [19,]  1.061008149  1.1851319985
#>   [20,]  0.299385441  0.4235092905
#>   [21,]  1.268672271  1.3927961203
#>   [22,] -0.328378482 -0.2042546330
#>   [23,]  1.374358213  1.4984820627
#>   [24,]  0.370218742  0.4943425912
#>   [25,]  2.312622468  2.4367463169
#>   [26,]  1.865764793  1.9898886421
#>   [27,]  0.731076657  0.8552005063
#>   [28,]  0.376347614  0.5004714638
#>   [29,] -0.815934909 -0.6918110597
#>   [30,]  2.215641657  2.3397655063
#>   [31,] -0.429410449 -0.3052865993
#>   [32,] -0.066148575  0.0579752741
#>   [33,] -0.506152687 -0.3820288376
#>   [34,]  0.501146128  0.6252699775
#>   [35,]  0.309110566  0.4332344159
#>   [36,]  1.536008415  1.6601322645
#>   [37,]  1.157032938  1.2811567876
#>   [38,]  0.297377693  0.4215015424
#>   [39,]  0.007254664  0.1313785130
#>   [40,]  1.382350443  1.5064742922
#>   [41,]  2.291971773  2.4160956227
#>   [42,]  0.037001309  0.1611251580
#>   [43,]  1.673274205  1.7973980540
#>   [44,]  0.088866424  0.2129902739
#>   [45,] -0.143415864 -0.0192920141
#>   [46,]  1.117371382  1.2414952315
#>   [47,]  0.974013448  1.0981372977
#>   [48,]  0.762585092  0.8867089412
#>   [49,]  1.228241493  1.3523653426
#>   [50,] -0.048350210  0.0757736395
#>   [51,]  1.081775264  1.2058991131
#>   [52,]  1.113300093  1.2374239420
#>   [53,]  0.835906124  0.9600299734
#>   [54,]  1.080066276  1.2041901251
#>   [55,]  1.585185627  1.7093094760
#>   [56,]  1.050595130  1.1747189793
#>   [57,]  0.922548846  1.0466726956
#>   [58,]  1.365052016  1.4891758657
#>   [59,]  0.252074598  0.3761984478
#>   [60,]  0.880991722  1.0051155716
#>   [61,]  1.422209829  1.5463336780
#>   [62,]  1.802540050  1.9266638999
#>   [63,]  2.669185358  2.7933092071
#>   [64,]  1.675944184  1.8000680334
#>   [65,]  1.323286830  1.4474106791
#>   [66,]  0.058025670  0.1821495195
#>   [67,]  0.664736022  0.7888598711
#>   [68,]  0.476602236  0.6007260854
#>   [69,] -0.277556557 -0.1534327078
#>   [70,]  0.045566949  0.1696907983
#>   [71,]  0.221650959  0.3457748084
#>   [72,]  1.323567456  1.4476913056
#>   [73,]  1.699006092  1.8231299412
#>   [74,] -1.417167856 -1.2930440070
#>   [75,] -0.131570627 -0.0074467778
#>   [76,]  0.942661922  1.0667857716
#>   [77,]  1.043506352  1.1676302011
#>   [78,]  0.287406325  0.4115301744
#>   [79,]  1.354955953  1.4790798026
#>   [80,] -0.985544893 -0.8614210434
#>   [81,]  1.947021599  2.0711454489
#>   [82,]  1.158466737  1.2825905860
#>   [83,]  1.174496904  1.2986207538
#>   [84,] -0.727872106 -0.6037482567
#>   [85,]  1.054326597  1.1784504463
#>   [86,] -1.461863972 -1.3377401222
#>   [87,] -0.640227969 -0.5161041193
#>   [88,] -0.106612334  0.0175115153
#>   [89,] -1.851417919 -1.7272940699
#>   [90,]  1.707859507  1.8319833569
#>   [91,]  2.681164390  2.8052882390
#>   [92,]  1.968869911  2.0929937602
#>   [93,]  0.777819097  0.9019429466
#>   [94,]  0.831392389  0.9555162383
#>   [95,]  1.488381028  1.6125048774
#>   [96,]  2.815214099  2.9393379485
#>   [97,]  0.622108559  0.7462324085
#>   [98,] -0.736825890 -0.6127020409
#>   [99,] -0.163533072 -0.0394092227
#>  [100,]  1.706511765  1.8306356144
#>  [101,]  0.415247574  0.5393714236
#>  [102,]  1.238671996  1.3627958453
#>  [103,]  0.492952542  0.6170763919
#>  [104,]  0.552221134  0.6763449831
#>  [105,] -0.256157288 -0.1320334390
#>  [106,]  0.982314160  1.1064380098
#>  [107,]  0.053437660  0.1775615090
#>  [108,]  1.211238057  1.3353619069
#>  [109,]  1.735367539  1.8594913887
#>  [110,]  1.344777316  1.4689011650
#>  [111,] -0.511675529 -0.3875516792
#>  [112,]  0.740747779  0.8648716285
#>  [113,]  0.411203385  0.5353272348
#>  [114,] -0.145815652 -0.0216918023
#>  [115,]  2.377001255  2.5011251043
#>  [116,]  1.550276226  1.6744000755
#>  [117,]  1.148467666  1.2725915152
#>  [118,]  1.636575345  1.7606991943
#>  [119,]  0.711160014  0.8352838634
#>  [120,]  0.737523796  0.8616476454
#>  [121,]  1.418977597  1.5431014466
#>  [122,] -0.372008022 -0.2478841727
#>  [123,]  0.078856191  0.2029800406
#>  [124,] -0.524603585 -0.4004797351
#>  [125,] -0.049797549  0.0743263006
#>  [126,]  0.887396812  1.0115206613
#>  [127,]  1.091314789  1.2154386387
#>  [128,]  0.921520846  1.0456446951
#>  [129,]  2.736049796  2.8601736453
#>  [130,]  0.571982982  0.6961068310
#>  [131,]  0.485225064  0.6093489136
#>  [132,]  1.267137967  1.3912618163
#>  [133,]  0.762104912  0.8862287617
#>  [134,]  1.611339891  1.7354637400
#>  [135,] -0.579525276 -0.4554014265
#>  [136,]  1.930294452  2.0544183009
#>  [137,]  0.776241624  0.9003654730
#>  [138,] -0.290657500 -0.1665336509
#>  [139,]  1.413550383  1.5376742325
#>  [140,]  1.920340698  2.0444645473
#>  [141,]  0.121448771  0.2455726203
#>  [142,]  0.757611772  0.8817356217
#>  [143,] -0.208100780 -0.0839769309
#>  [144,] -0.233870801 -0.1097469517
#>  [145,]  0.233266327  0.3573901763
#>  [146,] -0.517655999 -0.3935321495
#>  [147,]  1.440663330  1.5647871797
#>  [148,]  0.947923552  1.0720474010
#>  [149,]  1.642119728  1.7662435776
#>  [150,]  1.143954418  1.2680782679
#>  [151,]  0.483857486  0.6079813355
#>  [152,]  0.345029519  0.4691533686
#>  [153,]  1.497196451  1.6213203000
#>  [154,]  4.245136482  4.3692603313
#>  [155,]  0.047430746  0.1715545955
#>  [156,]  0.444765302  0.5688891514
#>  [157,]  0.590112129  0.7142359779
#>  [158,] -1.076471890 -0.9523480406
#>  [159,]  2.736766563  2.8608904127
#>  [160,]  1.367300130  1.4914239797
#>  [161,]  0.601320586  0.7254444355
#>  [162,] -0.069108775  0.0550150741
#>  [163,]  1.577687030  1.7018108792
#>  [164,]  0.195894949  0.3200187987
#>  [165,]  0.704910587  0.8290344365
#>  [166,]  0.639646266  0.7637701152
#>  [167,]  1.043349444  1.1674732935
#>  [168,]  1.097282290  1.2214061392
#>  [169,]  2.208246030  2.3323698795
#>  [170,]  0.475793199  0.5999170487
#>  [171,]  1.258325777  1.3824496261
#>  [172,]  2.707070358  2.8311942077
#>  [173,]  0.796574051  0.9206979004
#>  [174,]  0.739397656  0.8635215052
#>  [175,]  0.063304614  0.1874284637
#>  [176,] -0.388864959 -0.2647411095
#>  [177,]  0.534706028  0.6588298770
#>  [178,]  1.299412885  1.4235367344
#>  [179,]  0.140205450  0.2643292995
#>  [180,]  1.323338497  1.4474623462
#>  [181,]  0.727458415  0.8515822644
#>  [182,]  0.759088796  0.8832126455
#>  [183,] -0.889210887 -0.7650870374
#>  [184,]  2.112502537  2.2366263860
#>  [185,]  2.063796992  2.1879208414
#>  [186,]  0.552748997  0.6768728466
#>  [187,]  2.773554317  2.8976781665
#>  [188,]  1.222415715  1.3465395641
#>  [189,] -0.915273375 -0.7911495259
#>  [190,]  0.493540749  0.6176645988
#>  [191,]  0.417889213  0.5420130627
#>  [192,]  1.076671010  1.2007948598
#>  [193,]  2.315267944  2.4393917937
#>  [194,]  0.357607911  0.4817317603
#>  [195,]  2.037797738  2.1619215873
#>  [196,] -0.592092381 -0.4679685313
#>  [197,]  1.372884032  1.4970078815
#>  [198,]  0.283977234  0.4081010839
#>  [199,]  1.151890634  1.2760144838
#>  [200,]  2.352311301  2.4764351502
#>  [201,]  0.218198260  0.3423221093
#>  [202,]  0.149997060  0.2741209090
#>  [203,]  1.543808312  1.6679321616
#>  [204,] -0.130040212 -0.0059163628
#>  [205,] -0.020140751  0.1039830980
#>  [206,]  0.516074258  0.6401981076
#>  [207,]  0.991510160  1.1156340093
#>  [208,]  1.228308844  1.3524326930
#>  [209,]  1.870333959  1.9944578086
#>  [210,]  1.607990278  1.7321141277
#>  [211,]  2.191465485  2.3155893341
#>  [212,]  2.409209815  2.5333336644
#>  [213,]  0.521478099  0.6456019484
#>  [214,]  0.225543285  0.3496671342
#>  [215,]  0.280394820  0.4045186695
#>  [216,]  0.292801763  0.4169256121
#>  [217,] -1.622671169 -1.4985473200
#>  [218,]  0.485588177  0.6097120262
#>  [219,]  1.265151184  1.3892750335
#>  [220,]  0.800090105  0.9242139540
#>  [221,]  1.933690365  2.0578142141
#>  [222,]  1.132053478  1.2561773272
#>  [223,]  1.927318718  2.0514425678
#>  [224,]  1.366192796  1.4903166458
#>  [225,]  1.561166005  1.6852898548
#>  [226,]  0.763730799  0.8878546487
#>  [227,] -0.570961518 -0.4468376690
#>  [228,]  0.128719900  0.2528437498
#>  [229,]  0.217003189  0.3411270388
#>  [230,] -0.430288661 -0.3061648115
#>  [231,]  0.859682310  0.9838061591
#>  [232,]  1.064813789  1.1889376385
#>  [233,]  0.529324016  0.6534478653
#>  [234,]  1.320059654  1.4441835031
#>  [235,] -0.124530379 -0.0004065299
#>  [236,]  0.954238598  1.0783624478
#>  [237,]  1.862385427  1.9865092767
#>  [238,]  0.251142203  0.3752660521
#>  [239,]  1.034727809  1.1588516587
#>  [240,]  0.934344014  1.0584678630
#>  [241,]  1.287466035  1.4115898842
#>  [242,]  1.922881160  2.0470050096
#>  [243,]  2.242682469  2.3668063189
#>  [244,]  2.226746698  2.3508705472
#>  [245,]  2.100980882  2.2251047311
#>  [246,]  1.862975338  1.9870991878
#>  [247,]  0.595429603  0.7195534528
#>  [248,]  1.033822035  1.1579458847
#>  [249,]  1.066658930  1.1907827791
#>  [250,] -0.471090775 -0.3469669253
#>  [251,]  1.340808860  1.4649327090
#>  [252,]  0.838404156  0.9625280053
#>  [253,]  1.219249085  1.3433729341
#>  [254,]  0.578846258  0.7029701071
#>  [255,]  0.662814430  0.7869382799
#>  [256,]  2.904636755  3.0287606040
#>  [257,] -1.029311638 -0.9051877887
#>  [258,]  2.327205414  2.4513292638
#>  [259,]  1.310008319  1.4341321686
#>  [260,]  0.587507111  0.7116309602
#>  [261,]  2.371986669  2.4961105185
#>  [262,]  0.876789254  1.0009131038
#>  [263,]  2.078687956  2.2028118053
#>  [264,] -0.685988246 -0.5618643969
#>  [265,]  0.567815259  0.6919391087
#>  [266,]  1.432828274  1.5569521230
#>  [267,]  0.555806018  0.6799298677
#>  [268,]  1.555863377  1.6799872267
#>  [269,]  0.394249856  0.5183737050
#>  [270,]  1.538987814  1.6631116630
#>  [271,]  0.967558331  1.0916821809
#>  [272,]  1.512128578  1.6362524276
#>  [273,]  3.168555359  3.2926792087
#>  [274,]  0.905585497  1.0297093466
#>  [275,] -0.264849889 -0.1407260396
#>  [276,]  2.286408645  2.4105324945
#>  [277,]  1.545968989  1.6700928387
#>  [278,] -0.378835806 -0.2547119564
#>  [279,]  0.280294113  0.4044179622
#>  [280,] -0.190098978 -0.0659751289
#>  [281,] -0.275875154 -0.1517513042
#>  [282,]  2.546518780  2.6706426290
#>  [283,]  0.483437141  0.6075609907
#>  [284,]  1.088192702  1.2123165514
#>  [285,]  0.283831145  0.4079549941
#>  [286,]  1.031069257  1.1551931067
#>  [287,]  0.980302209  1.1044260587
#>  [288,] -0.246152993 -0.1220291439
#>  [289,]  0.409547399  0.5336712481
#>  [290,]  0.995503153  1.1196270026
#>  [291,]  2.260868725  2.3849925742
#>  [292,]  0.320914941  0.4450387902
#>  [293,] -0.338655028 -0.2145311787
#>  [294,]  0.462534058  0.5866579075
#>  [295,]  2.393878847  2.5180026960
#>  [296,]  0.998799804  1.1229236537
#>  [297,]  0.826736783  0.9508606323
#>  [298,]  0.744700292  0.8688241417
#>  [299,]  1.705896951  1.8300208003
#>  [300,]  2.256765695  2.3808895447
#>  [301,] -0.793437259 -0.6693134097
#>  [302,]  1.040694299  1.1648181483
#>  [303,]  2.645091162  2.7692150109
#>  [304,] -0.239165586 -0.1150417364
#>  [305,]  1.760031314  1.8841551630
#>  [306,] -0.341908903 -0.2177850540
#>  [307,]  2.385999344  2.5101231936
#>  [308,]  0.412634762  0.5367586117
#>  [309,]  2.613584538  2.7377083877
#>  [310,]  0.506078641  0.6302024907
#>  [311,]  1.455893555  1.5800174048
#>  [312,]  2.188458095  2.3125819443
#>  [313,] -0.707603524 -0.5834796743
#>  [314,]  0.530016231  0.6541400809
#>  [315,] -1.753502109 -1.6293782593
#>  [316,]  1.286192499  1.4103163483
#>  [317,]  2.364348862  2.4884727117
#>  [318,]  2.511094574  2.6352184239
#>  [319,]  1.491559932  1.6156837815
#>  [320,]  1.561751666  1.6858755155
#>  [321,]  0.239632308  0.3637561576
#>  [322,]  1.792378040  1.9165018894
#>  [323,] -1.762141536 -1.6380176866
#>  [324,]  1.480640984  1.6047648339
#>  [325,] -0.100810072  0.0233137772
#>  [326,] -0.067324519  0.0567993308
#>  [327,]  2.280567728  2.4046915772
#>  [328,]  0.623774062  0.7478979116
#>  [329,]  1.253170461  1.3772943107
#>  [330,]  0.176730077  0.3008539262
#>  [331,]  2.081391859  2.2055157081
#>  [332,] -1.406418695 -1.2822948456
#>  [333,]  1.629145321  1.7532691704
#>  [334,]  0.797446005  0.9215698540
#>  [335,]  1.219879357  1.3440032066
#>  [336,]  0.552465877  0.6765897268
#>  [337,]  1.670666579  1.7947904286
#>  [338,]  2.475793154  2.5999170036
#>  [339,]  0.529795150  0.6539189992
#>  [340,]  1.728572935  1.8526967841
#>  [341,]  2.211752336  2.3358761852
#>  [342,]  0.907197368  1.0313212170
#>  [343,]  1.195922730  1.3200465795
#>  [344,]  1.993944389  2.1180682381
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#>  [686,]  3.499843809  3.6239676581
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#>  [693,]  0.301381639  0.4255054880
#>  [694,]  1.216750499  1.3408743481
#>  [695,]  2.090906449  2.2150302987
#>  [696,]  1.120788511  1.2449123602
#>  [697,]  1.148575546  1.2726993952
#>  [698,] -0.692506013 -0.5683821633
#>  [699,]  3.250622794  3.3747466437
#>  [700,]  0.024778895  0.1489027444
#>  [701,]  0.042823881  0.1669477301
#>  [702,] -0.624757522 -0.5006336724
#>  [703,]  2.047870840  2.1719946890
#>  [704,]  1.024372698  1.1484965474
#>  [705,] -0.395227593 -0.2711037434
#>  [706,]  0.634156464  0.7582803130
#>  [707,]  2.133385218  2.2575090673
#>  [708,]  1.790200104  1.9143239538
#>  [709,]  0.955569279  1.0796931282
#>  [710,]  0.678901601  0.8030254503
#>  [711,]  0.397001800  0.5211256492
#>  [712,]  1.959415719  2.0835395680
#>  [713,]  0.386858801  0.5109826509
#>  [714,]  1.172214509  1.2963383588
#>  [715,]  0.968422354  1.0925462036
#>  [716,]  1.532941166  1.6570650152
#>  [717,]  1.654261347  1.7783851963
#>  [718,]  1.971911584  2.0960354337
#>  [719,]  1.279379640  1.4035034895
#>  [720,]  1.630140754  1.7542646033
#>  [721,]  0.376457253  0.5005811028
#>  [722,]  2.415107930  2.5392317789
#>  [723,]  3.052523238  3.1766470875
#>  [724,] -0.032209970  0.0919138791
#>  [725,]  1.124533745  1.2486575946
#>  [726,]  1.044293886  1.1684177354
#>  [727,] -0.044954272  0.0791695770
#>  [728,] -0.462467072 -0.3383432227
#>  [729,]  0.831446847  0.9555706966
#>  [730,] -0.149197331 -0.0250734818
#>  [731,]  1.611560909  1.7356847586
#>  [732,]  1.141127349  1.2652511980
#>  [733,]  0.927409988  1.0515338373
#>  [734,] -0.475975200 -0.3518513507
#>  [735,]  1.811649360  1.9357732098
#>  [736,]  0.247198868  0.3713227170
#>  [737,]  1.987285418  2.1114092669
#>  [738,]  0.568385069  0.6925089184
#>  [739,]  0.230281900  0.3544057496
#>  [740,]  0.723755220  0.8478790694
#>  [741,]  0.719750932  0.8438747818
#>  [742,]  0.569138708  0.6932625576
#>  [743,]  2.197210949  2.3213347980
#>  [744,]  1.230772982  1.3548968315
#>  [745,]  1.433744550  1.5578683992
#>  [746,] -0.856299094 -0.7321752445
#>  [747,]  0.655127091  0.7792509409
#>  [748,]  0.921568148  1.0456919978
#>  [749,]  1.326019713  1.4501435628
#>  [750,]  1.143722892  1.2678467413
#>  [751,]  0.752358501  0.8764823500
#>  [752,]  1.818828157  1.9429520060
#>  [753,]  1.735172892  1.8592967419
#>  [754,] -0.284772167 -0.1606483178
#>  [755,]  1.131737569  1.2558614181
#>  [756,]  1.271760207  1.3958840560
#>  [757,] -1.190357561 -1.0662337114
#>  [758,] -1.709953556 -1.5858297069
#>  [759,]  3.233262159  3.3573860083
#>  [760,]  0.286258689  0.4103825383
#>  [761,]  1.646098702  1.7702225512
#>  [762,]  0.536292286  0.6604161353
#>  [763,] -0.524529650 -0.4004058003
#>  [764,]  1.573654486  1.6977783356
#>  [765,]  2.536907019  2.6610308682
#>  [766,]  0.549474341  0.6735981909
#>  [767,]  2.012934132  2.1370579816
#>  [768,]  1.883202453  2.0073263024
#>  [769,]  0.315972150  0.4400959998
#>  [770,]  0.368927142  0.4930509910
#>  [771,]  1.953311369  2.0774352185
#>  [772,]  0.325024590  0.4491484396
#>  [773,]  0.658616580  0.7827404289
#>  [774,]  1.520140678  1.6442645269
#>  [775,]  2.166659804  2.2907836531
#>  [776,]  2.426160643  2.5502844923
#>  [777,]  0.362398778  0.4865226277
#>  [778,]  0.748518291  0.8726421407
#>  [779,]  1.662471383  1.7865952324
#>  [780,]  0.945686524  1.0698103733
#>  [781,]  0.266501653  0.3906255025
#>  [782,]  1.138007693  1.2621315428
#>  [783,]  2.668732497  2.7928563459
#>  [784,]  0.853919913  0.9780437619
#>  [785,]  0.962775827  1.0868996765
#>  [786,]  0.508384468  0.6325083177
#>  [787,]  0.523524796  0.6476486459
#>  [788,]  1.475882568  1.6000064176
#>  [789,]  0.918825206  1.0429490553
#>  [790,]  0.694352532  0.8184763811
#>  [791,]  1.573309534  1.6974333830
#>  [792,]  1.441173086  1.5652969352
#>  [793,] -0.394216886 -0.2700930370
#>  [794,]  1.166139116  1.2902629653
#>  [795,]  1.619139496  1.7432633457
#>  [796,]  0.186057052  0.3101809017
#>  [797,]  0.326379317  0.4505031665
#>  [798,]  0.087385590  0.2115094395
#>  [799,]  1.330143896  1.4542677459
#>  [800,]  1.353300057  1.4774239069
#>  [801,]  1.441274206  1.5653980553
#>  [802,]  0.262338610  0.3864624592
#>  [803,]  1.040048697  1.1641725466
#>  [804,] -1.125898854 -1.0017750044
#>  [805,]  0.326620716  0.4507445655
#>  [806,]  1.159568910  1.2836927592
#>  [807,]  1.837383638  1.9615074872
#>  [808,]  1.672160127  1.7962839765
#>  [809,]  0.836017464  0.9601413132
#>  [810,]  0.924995908  1.0491197574
#>  [811,]  0.587056413  0.7111802627
#>  [812,]  0.578102407  0.7022262566
#>  [813,]  0.782194102  0.9063179511
#>  [814,]  1.012640753  1.1367646025
#>  [815,] -0.102770613  0.0213532363
#>  [816,]  0.598157328  0.7222811778
#>  [817,]  0.302329076  0.4264529259
#>  [818,] -0.176826905 -0.0527030555
#>  [819,]  0.440050125  0.5641739747
#>  [820,]  0.553270852  0.6773947012
#>  [821,] -1.542500899 -1.4183770500
#>  [822,]  0.485150281  0.6092741306
#>  [823,]  0.353539513  0.4776633627
#>  [824,] -0.272039260 -0.1479154105
#>  [825,]  2.610107680  2.7342315298
#>  [826,]  0.928152866  1.0522767159
#>  [827,]  2.284903623  2.4090274722
#>  [828,]  0.891630379  1.0157542284
#>  [829,]  2.739895472  2.8640193214
#>  [830,]  1.222004490  1.3461283391
#>  [831,]  1.468688587  1.5928124366
#>  [832,]  0.741021343  0.8651451927
#>  [833,]  1.034635323  1.1587591726
#>  [834,] -1.069240561 -0.9451167113
#>  [835,]  0.474659297  0.5987831462
#>  [836,]  1.409128479  1.5332523283
#>  [837,]  1.857262824  1.9813866731
#>  [838,]  1.107567641  1.2316914907
#>  [839,]  2.915329939  3.0394537884
#>  [840,]  1.367965656  1.4920895056
#>  [841,]  2.384864658  2.5089885078
#>  [842,] -0.308256239 -0.1841323899
#>  [843,]  2.414651998  2.5387758470
#>  [844,]  0.134335686  0.2584595358
#>  [845,]  1.924797979  2.0489218284
#>  [846,] -0.319064742 -0.1949408927
#>  [847,] -0.662921366 -0.5387975166
#>  [848,]  2.721762187  2.8458860366
#>  [849,]  0.782516421  0.9066402705
#>  [850,]  1.691308770  1.8154326195
#>  [851,]  0.844640634  0.9687644839
#>  [852,] -0.651316701 -0.5271928512
#>  [853,]  1.507715981  1.6318398300
#>  [854,] -0.393722604 -0.2695987546
#>  [855,] -0.300249591 -0.1761257416
#>  [856,]  0.850730334  0.9748541831
#>  [857,]  0.927030366  1.0511542154
#>  [858,]  1.298465473  1.4225893228
#>  [859,]  0.712252879  0.8363767286
#>  [860,]  1.077806227  1.2019300764
#>  [861,]  0.667278952  0.7914028016
#>  [862,]  0.204465726  0.3285895758
#>  [863,]  0.888218444  1.0123422929
#>  [864,] -0.242728385 -0.1186045354
#>  [865,]  1.704866447  1.8289902963
#>  [866,]  1.220565872  1.3446897219
#>  [867,]  0.495225773  0.6193496220
#>  [868,] -0.224564389 -0.1004405399
#>  [869,]  1.891103846  2.0152276956
#>  [870,]  1.042128682  1.1662525313
#>  [871,]  2.074406136  2.1985299854
#>  [872,]  2.396048656  2.5201725051
#>  [873,]  1.034763206  1.1588870556
#>  [874,]  1.147868699  1.2719925486
#>  [875,]  0.929126734  1.0532505836
#>  [876,]  1.944396085  2.0685199343
#>  [877,]  1.123139362  1.2472632112
#>  [878,]  2.249606659  2.3737305087
#>  [879,]  1.373213091  1.4973369407
#>  [880,]  0.708535722  0.8326595714
#>  [881,]  1.498608203  1.6227320520
#>  [882,]  0.870653469  0.9947773180
#>  [883,]  2.006925269  2.1310491182
#>  [884,]  0.301930816  0.4260546655
#>  [885,]  0.097067668  0.2211915171
#>  [886,]  0.759200957  0.8833248060
#>  [887,] -2.369572133 -2.2454482834
#>  [888,]  2.294754352  2.4188782016
#>  [889,]  1.050305065  1.1744289148
#>  [890,]  1.246602584  1.3707264334
#>  [891,]  0.760709764  0.8848336136
#>  [892,]  1.112495930  1.2366197794
#>  [893,]  2.278949064  2.4030729134
#>  [894,]  0.028644608  0.1527684575
#>  [895,]  2.024022398  2.1481462470
#>  [896,] -0.988120870 -0.8639970209
#>  [897,]  2.040151135  2.1642749840
#>  [898,]  1.967042767  2.0911666168
#>  [899,] -0.093773009  0.0303508408
#>  [900,] -0.831563450 -0.7074396003
#>  [901,]  1.251403991  1.3755278403
#>  [902,]  1.714115709  1.8382395589
#>  [903,]  1.037212429  1.1613362782
#>  [904,]  1.911760240  2.0358840894
#>  [905,]  0.264154779  0.3882786281
#>  [906,]  1.361985848  1.4861096974
#>  [907,] -0.156188927 -0.0320650775
#>  [908,]  1.216825773  1.3409496225
#>  [909,] -0.594237401 -0.4701135512
#>  [910,]  0.424473979  0.5485978284
#>  [911,]  0.564694103  0.6888179521
#>  [912,] -0.215960222 -0.0918363729
#>  [913,] -0.398776094 -0.2746522443
#>  [914,]  1.581658822  1.7057826714
#>  [915,]  2.002202563  2.1263264125
#>  [916,]  0.348295276  0.4724191258
#>  [917,]  2.365660213  2.4897840624
#>  [918,]  1.821666662  1.9457905114
#>  [919,] -0.152848929 -0.0287250793
#>  [920,]  0.944152312  1.0682761617
#>  [921,] -0.493706833 -0.3695829833
#>  [922,]  2.455203202  2.5793270518
#>  [923,]  2.026126602  2.1502504513
#>  [924,]  1.573381723  1.6975055721
#>  [925,]  1.504826845  1.6289506947
#>  [926,] -0.429336062 -0.3052122122
#>  [927,]  2.400052268  2.5241761174
#>  [928,]  0.079677186  0.2038010351
#>  [929,]  3.285632630  3.4097564794
#>  [930,]  2.446101072  2.5702249212
#>  [931,]  0.278897109  0.4030209580
#>  [932,]  1.545590299  1.6697141486
#>  [933,]  1.818438985  1.9425628344
#>  [934,]  1.048181609  1.1723054589
#>  [935,]  1.233080753  1.3572046029
#>  [936,]  1.541186862  1.6653107117
#>  [937,]  0.969269908  1.0933937573
#>  [938,]  1.869680265  1.9938041149
#>  [939,]  2.320074655  2.4441985044
#>  [940,]  1.037535545  1.1616593939
#>  [941,]  0.710349407  0.8344732567
#>  [942,] -0.145654173 -0.0215303240
#>  [943,]  1.592951557  1.7170754062
#>  [944,]  0.700066367  0.8241902163
#>  [945,]  1.375931057  1.5000549065
#>  [946,]  1.266596072  1.3907199219
#>  [947,] -0.947149354 -0.8230255051
#>  [948,]  0.769402282  0.8935261318
#>  [949,]  0.390104247  0.5142280965
#>  [950,]  0.627773338  0.7518971875
#>  [951,] -0.289045288 -0.1649214390
#>  [952,]  1.212009508  1.3361333572
#>  [953,]  1.969403998  2.0935278476
#>  [954,]  1.044834278  1.1689581273
#>  [955,]  0.350443727  0.4745675764
#>  [956,]  0.253645154  0.3777690036
#>  [957,] -0.509222197 -0.3850983476
#>  [958,]  0.571408925  0.6955327744
#>  [959,]  0.417612703  0.5417365524
#>  [960,]  1.124816032  1.2489398812
#>  [961,] -0.674646096 -0.5505222466
#>  [962,]  2.055587724  2.1797115731
#>  [963,] -1.099034531 -0.9749106817
#>  [964,]  0.845590985  0.9697148347
#>  [965,]  0.346811072  0.4709349210
#>  [966,]  1.400249523  1.5243733725
#>  [967,]  0.329406481  0.4535303303
#>  [968,]  0.470005422  0.5941292717
#>  [969,] -1.668535729 -1.5444118798
#>  [970,]  1.418000599  1.5421244485
#>  [971,]  1.053344493  1.1774683427
#>  [972,]  1.977608060  2.1017319089
#>  [973,]  0.823568453  0.9476923027
#>  [974,]  2.160534906  2.2846587551
#>  [975,]  2.722037569  2.8461614182
#>  [976,]  0.166601294  0.2907251437
#>  [977,]  0.280362747  0.4044865969
#>  [978,]  2.562599869  2.6867237187
#>  [979,]  1.296788786  1.4209126356
#>  [980,] -0.650492090 -0.5263682401
#>  [981,]  1.935937459  2.0600613086
#>  [982,]  1.061858899  1.1859827483
#>  [983,]  0.449085696  0.5732095450
#>  [984,]  2.260507359  2.3846312081
#>  [985,]  0.725076283  0.8492001325
#>  [986,]  0.990279385  1.1144032340
#>  [987,]  1.752886377  1.8770102259
#>  [988,]  1.564005272  1.6881291212
#>  [989,]  2.561802745  2.6859265944
#>  [990,]  0.996189448  1.1203132973
#>  [991,]  0.184521993  0.3086458425
#>  [992,] -1.536059590 -1.4119357408
#>  [993,]  1.529770592  1.6538944418
#>  [994,]  1.418905121  1.5430289708
#>  [995,]  2.520044374  2.6441682237
#>  [996,]  1.489050054  1.6131739037
#>  [997,]  0.161850905  0.2859747549
#>  [998,]  0.072213798  0.1963376474
#>  [999,]  0.550186916  0.6743107655
#> [1000,] -0.632472968 -0.5083491181