This function computes network scores computed based on
each node's strength within each community in the network
(see net.loads). These values are used as "network loadings"
for the weights of each variable.
Network scores are computed as a formative composite rather than a reflective factor. This composite representation is consistent with no latent factors that psychometric network theory proposes.
Scores can be computed as a "simple" structure, which is equivalent to a weighted sum scores or as a "full" structure, which is equivalent to an EFA approach. Conservatively, the "simple" structure approach is recommended until further validation
Arguments
- data
Matrix or data frame. Should consist only of variables to be used in the analysis
- A
Network matrix, data frame, or
EGAobject- wc
Numeric or character vector (length =
ncol(A)). A vector of community assignments. If input intoAis anEGAobject, thenwcis automatically detected- loading.method
Character (length = 1). Sets network loading calculation based on implementation described in
"BRM"(Christensen & Golino, 2021) or an"experimental"implementation. Defaults to"BRM"- rotation
Character. A rotation to use to obtain a simpler structure. For a list of rotations, see
rotationsfor options. Defaults toNULLor no rotation. By setting a rotation,scoresestimation will be based on the rotated loadings rather than unrotated loadings- scores
Character (length = 1). How should scores be estimated? Defaults to
"network"for network scores. Set to other scoring methods which will be computed usingfactor.scores(see link for arguments and explanations for other methods)- loading.structure
Character (length = 1). Whether simple structure or the saturated loading matrix should be used when computing scores. Defaults to
"simple""simple"structure more closely mirrors sum scores and CFA;"full"structure more closely mirrors EFASimple structure is the more "conservative" (established) approach and is therefore the default. Treat
"full"as experimental as proper vetting and validation has not been established- impute
Character (length = 1). If there are any missing data, then imputation can be implemented. Available options:
"none"--- Default. No imputation is performed"mean"--- The mean value of each variable is used to replace missing data for that variable"median"--- The median value of each variable is used to replace missing data for that variable
- ...
Additional arguments to be passed on to
net.loadsandfactor.scores
Value
Returns a list containing:
- scores
A list containing the standardized (
std.scores) rotated (rot.scores) scores. Ifrotation = NULL, thenrot.scoreswill beNULL- loadings
Output from
net.loads
References
Original implementation and simulation for loadings
Christensen, A. P., & Golino, H. (2021).
On the equivalency of factor and network loadings.
Behavior Research Methods, 53, 1563-1580.
Preliminary simulation for scores
Golino, H., Christensen, A. P., Moulder, R., Kim, S., & Boker, S. M. (2021).
Modeling latent topics in social media using Dynamic Exploratory Graph Analysis: The case of the right-wing and left-wing trolls in the 2016 US elections.
Psychometrika.
Author
Alexander P. Christensen <alexpaulchristensen@gmail.com> and Hudson F. Golino <hfg9s at virginia.edu>
Examples
# Load data
wmt <- wmt2[,7:24]
# Estimate EGA
ega.wmt <- EGA(
data = wmt,
plot.EGA = FALSE # No plot for CRAN checks
)
# Network scores
net.scores(data = wmt, A = ega.wmt)
#> $scores
#> $scores$std.scores
#> 1 2
#> [1,] -0.73602153 0.171791135
#> [2,] 0.78840476 2.573691386
#> [3,] 0.40975797 1.073059457
#> [4,] -0.56696225 -1.593377368
#> [5,] 0.78840476 -1.125767721
#> [6,] 0.78840476 -2.015394142
#> [7,] -1.66431630 -0.653597047
#> [8,] 0.78840476 3.319415193
#> [9,] 0.35701878 -0.099691629
#> [10,] 0.40975797 -1.027281876
#> [11,] 0.35701878 0.427376001
#> [12,] 0.40975797 2.172096601
#> [13,] 0.24307053 -0.587582185
#> [14,] 0.78840476 -1.101794666
#> [15,] 0.78840476 -1.308893959
#> [16,] -1.54605431 -2.123545201
#> [17,] 0.78840476 -1.182446522
#> [18,] -0.18831545 -1.461488724
#> [19,] -1.00072007 -1.616966601
#> [20,] 0.78840476 2.502160525
#> [21,] 0.78840476 3.319415193
#> [22,] -0.13557627 1.110197508
#> [23,] 0.78840476 1.254307561
#> [24,] -1.06387104 0.146738511
#> [25,] 0.78840476 0.685233754
#> [26,] -1.11466833 -1.254677194
#> [27,] 0.78840476 -2.117188311
#> [28,] -2.04296310 -2.539205084
#> [29,] -0.02162801 -0.151190606
#> [30,] 0.78840476 2.974358129
#> [31,] 0.78840476 2.313929505
#> [32,] -0.18831545 -1.049530362
#> [33,] 0.78840476 2.644294205
#> [34,] 0.78840476 -1.616966601
#> [35,] 0.78840476 0.848811505
#> [36,] 0.29149597 -0.369113637
#> [37,] 0.40975797 0.045202618
#> [38,] -0.51853681 -1.698051688
#> [39,] 0.40975797 1.214438597
#> [40,] -2.04296310 0.447797990
#> [41,] 0.78840476 1.673444184
#> [42,] -0.51853681 -0.775422889
#> [43,] -0.02162801 -0.200550066
#> [44,] 0.78840476 0.304964498
#> [45,] -0.08715083 -1.949379280
#> [46,] 0.78840476 1.325838422
#> [47,] -0.13557627 -1.104100505
#> [48,] 0.78840476 0.718342265
#> [49,] 0.40975797 2.903755310
#> [50,] -1.00072007 -0.503329854
#> [51,] 0.78840476 2.041205354
#> [52,] 0.40975797 -0.941845613
#> [53,] -1.06387104 -1.715593526
#> [54,] -0.13989001 -0.769068755
#> [55,] 0.40975797 0.693970926
#> [56,] -0.02162801 -0.015439298
#> [57,] 0.29149597 -2.015394142
#> [58,] -0.51853681 -0.278755002
#> [59,] 0.78840476 0.996507856
#> [60,] 0.78840476 0.264918734
#> [61,] 0.78840476 3.319415193
#> [62,] 0.24307053 2.897398420
#> [63,] -0.02162801 1.226056776
#> [64,] 0.35701878 1.978137473
#> [65,] 0.24307053 0.943067005
#> [66,] 0.78840476 1.624845660
#> [67,] -2.04296310 -2.051314529
#> [68,] 0.40975797 2.448052960
#> [69,] 0.40975797 0.304964498
#> [70,] -0.13557627 -1.527503586
#> [71,] 0.40975797 1.912334720
#> [72,] 0.78840476 2.819193483
#> [73,] -0.02162801 -0.840989932
#> [74,] 0.78840476 -0.275201179
#> [75,] 0.78840476 0.175314639
#> [76,] -0.68759608 -2.075967797
#> [77,] -0.56696225 -2.038983375
#> [78,] 0.24307053 0.281285822
#> [79,] 0.78840476 0.621378910
#> [80,] -1.11466833 0.243321996
#> [81,] 0.78840476 0.886356014
#> [82,] 0.78840476 -0.485054659
#> [83,] 0.29149597 -0.085316824
#> [84,] -0.63248506 -2.539205084
#> [85,] 0.24307053 0.291314986
#> [86,] 0.40975797 -0.700199881
#> [87,] -0.73602153 0.354906651
#> [88,] 0.78840476 2.097743075
#> [89,] 0.40975797 2.160313620
#> [90,] 0.78840476 2.382226484
#> [91,] 0.24307053 -0.117052275
#> [92,] -0.13989001 1.208514938
#> [93,] -0.13557627 0.825714099
#> [94,] -0.13557627 -1.461488724
#> [95,] 0.78840476 0.779205542
#> [96,] -1.49762886 -1.323887099
#> [97,] 0.78840476 1.232413666
#> [98,] 0.35701878 -0.678916487
#> [99,] 0.40975797 1.295481547
#> [100,] 0.24307053 1.275059558
#> [101,] 0.78840476 2.061451316
#> [102,] 0.35701878 0.139704164
#> [103,] 0.40975797 -1.141084928
#> [104,] 0.78840476 1.054165045
#> [105,] 0.24307053 1.170771163
#> [106,] 0.78840476 2.573691386
#> [107,] 0.78840476 -0.625546011
#> [108,] -0.62207327 1.787624336
#> [109,] 0.78840476 2.504442642
#> [110,] 0.78840476 2.440518022
#> [111,] 0.35701878 0.971951974
#> [112,] 0.78840476 2.989351269
#> [113,] 0.78840476 2.729589389
#> [114,] 0.24307053 2.110454098
#> [115,] -0.02162801 -1.182305442
#> [116,] 0.78840476 3.319415193
#> [117,] 0.40975797 1.366084366
#> [118,] 0.29149597 1.184836262
#> [119,] -2.04296310 -0.179242951
#> [120,] 0.78840476 1.184836262
#> [121,] 0.78840476 1.864757316
#> [122,] 0.78840476 1.134002148
#> [123,] 0.78840476 2.558698245
#> [124,] -0.62207327 0.403697325
#> [125,] 0.78840476 1.324387049
#> [126,] 0.78840476 2.228634321
#> [127,] -0.13557627 0.769176378
#> [128,] 0.78840476 2.504442642
#> [129,] 0.78840476 1.625545471
#> [130,] 0.78840476 2.560980362
#> [131,] 0.40975797 -1.185108508
#> [132,] 0.78840476 2.906037427
#> [133,] 0.29149597 0.557454291
#> [134,] -0.56696225 -0.180572911
#> [135,] 0.78840476 1.622563542
#> [136,] 0.35701878 -0.158272789
#> [137,] 0.78840476 0.002102540
#> [138,] -0.08715083 2.534799517
#> [139,] 0.78840476 -0.173265930
#> [140,] 0.40975797 0.769176378
#> [141,] -0.56696225 -2.123545201
#> [142,] 0.24307053 -0.242525120
#> [143,] 0.35701878 0.309195778
#> [144,] 0.24307053 1.425198704
#> [145,] 0.40975797 0.807590991
#> [146,] 0.78840476 0.339646931
#> [147,] 0.24307053 -0.063771242
#> [148,] -0.02162801 -2.194148020
#> [149,] 0.78840476 0.253961527
#> [150,] 0.24307053 2.856177906
#> [151,] 0.78840476 1.184836262
#> [152,] 0.78840476 2.575973503
#> [153,] 0.78840476 1.255835138
#> [154,] 0.78840476 1.352019267
#> [155,] 0.78840476 2.377450141
#> [156,] -0.13557627 1.829321653
#> [157,] 0.78840476 2.558698245
#> [158,] 0.78840476 -2.015394142
#> [159,] 0.40975797 -0.767541178
#> [160,] 0.78840476 0.855922935
#> [161,] 0.78840476 0.729529969
#> [162,] -0.18831545 -0.763091735
#> [163,] 0.78840476 1.270828279
#> [164,] 0.78840476 2.502160525
#> [165,] -2.04296310 -1.064266299
#> [166,] 0.78840476 2.442800139
#> [167,] -0.63248506 -0.108330636
#> [168,] 0.78840476 2.160313620
#> [169,] 0.78840476 0.766417005
#> [170,] -0.08715083 0.611349746
#> [171,] -0.02162801 0.264918734
#> [172,] -0.13989001 -1.461488724
#> [173,] 0.35701878 0.340317769
#> [174,] 0.40975797 0.550776091
#> [175,] 0.40975797 -0.139533589
#> [176,] -0.02162801 1.073059457
#> [177,] 0.78840476 0.245365436
#> [178,] 0.78840476 0.526858949
#> [179,] 0.78840476 -2.539205084
#> [180,] -0.63248506 -2.038983375
#> [181,] 0.40975797 2.002486988
#> [182,] 0.40975797 0.940039722
#> [183,] -0.62207327 2.027140256
#> [184,] 0.24307053 -0.653597047
#> [185,] -0.13557627 2.486467573
#> [186,] -0.63248506 -1.271909536
#> [187,] 0.78840476 1.964072375
#> [188,] 0.78840476 2.073089807
#> [189,] 0.78840476 -0.012945072
#> [190,] 0.24307053 -0.092399007
#> [191,] 0.78840476 -1.685330218
#> [192,] 0.35701878 0.667887467
#> [193,] -0.13557627 -1.708919451
#> [194,] 0.78840476 3.319415193
#> [195,] 0.78840476 2.095460958
#> [196,] 0.40975797 1.220968757
#> [197,] 0.78840476 2.906037427
#> [198,] 0.24307053 -0.757881051
#> [199,] -0.62207327 0.025781216
#> [200,] -0.51853681 -0.841425391
#> [201,] -0.25383827 -1.590883142
#> [202,] 0.78840476 2.903755310
#> [203,] 0.24307053 0.415931093
#> [204,] -0.63248506 -0.066315548
#> [205,] 0.78840476 2.002486988
#> [206,] -0.56696225 1.088847478
#> [207,] 0.40975797 1.409983008
#> [208,] -0.13557627 0.266292682
#> [209,] -0.02162801 -1.693926310
#> [210,] -0.18831545 -2.015394142
#> [211,] 0.78840476 2.575973503
#> [212,] 0.78840476 1.476181819
#> [213,] -0.56696225 -0.368359097
#> [214,] 0.78840476 0.733706778
#> [215,] 0.78840476 1.570585979
#> [216,] 0.29149597 -1.023973552
#> [217,] 0.78840476 2.587756484
#> [218,] -2.04296310 -2.051314529
#> [219,] -0.08715083 -0.498029726
#> [220,] 0.78840476 -0.190359759
#> [221,] 0.78840476 -0.142027815
#> [222,] -0.68759608 0.204191450
#> [223,] 0.78840476 2.906037427
#> [224,] -0.18831545 -0.856249653
#> [225,] 0.78840476 0.174144281
#> [226,] 0.35701878 -0.165706491
#> [227,] 0.78840476 -1.515172432
#> [228,] -0.51853681 -0.179242951
#> [229,] 0.78840476 0.245365436
#> [230,] 0.78840476 2.027140256
#> [231,] 0.78840476 2.027140256
#> [232,] 0.78840476 1.584148930
#> [233,] 0.78840476 0.825714099
#> [234,] -0.08715083 1.959966853
#> [235,] 0.40975797 2.793110025
#> [236,] -0.02162801 -0.961267014
#> [237,] 0.78840476 2.917820408
#> [238,] -0.56696225 -1.090661432
#> [239,] -1.61157712 -0.978830035
#> [240,] 0.78840476 -0.226280146
#> [241,] -2.04296310 -1.685330218
#> [242,] 0.40975797 0.733706778
#> [243,] 0.24307053 1.044182646
#> [244,] 0.78840476 1.232413666
#> [245,] 0.78840476 -1.245682163
#> [246,] 0.78840476 1.645791432
#> [247,] -0.19068729 2.549792658
#> [248,] 0.78840476 2.418146871
#> [249,] -0.56933409 1.600892202
#> [250,] 0.78840476 3.319415193
#> [251,] -0.19068729 2.020783366
#> [252,] 0.40975797 -1.214392412
#> [253,] 0.78840476 2.490377543
#> [254,] -0.51853681 -1.112598243
#> [255,] -0.25383827 0.182658898
#> [256,] 0.78840476 0.182748341
#> [257,] 0.78840476 2.027140256
#> [258,] 0.40975797 0.670549453
#> [259,] -0.56933409 0.601512818
#> [260,] -0.63248506 1.517394412
#> [261,] 0.40975797 2.502160525
#> [262,] -1.61157712 2.110454098
#> [263,] -0.08715083 -2.038983375
#> [264,] -0.02162801 -0.823665389
#> [265,] 0.40975797 -0.674019035
#> [266,] 0.40975797 1.133309485
#> [267,] 0.78840476 2.027140256
#> [268,] 0.24307053 -1.075613821
#> [269,] -0.08715083 0.643440566
#> [270,] 0.78840476 1.619015310
#> [271,] 0.78840476 1.978137473
#> [272,] 0.78840476 2.379944367
#> [273,] -0.02162801 -0.714170702
#> [274,] 0.24307053 -0.186535573
#> [275,] -0.63248506 1.532892810
#> [276,] 0.78840476 2.174378718
#> [277,] -0.25383827 0.661025319
#> [278,] -1.00072007 -2.194148020
#> [279,] 0.40975797 0.996605242
#> [280,] 0.24307053 1.104943909
#> [281,] 0.78840476 0.849392775
#> [282,] 0.78840476 2.906037427
#> [283,] -0.63248506 -1.027281876
#> [284,] 0.78840476 2.124519197
#> [285,] -0.19068729 3.319415193
#> [286,] 0.78840476 2.124519197
#> [287,] 0.24307053 0.134806712
#> [288,] 0.78840476 -2.137610299
#> [289,] 0.40975797 0.715280923
#> [290,] -2.04296310 -1.379175468
#> [291,] -0.56696225 -1.215371816
#> [292,] -0.56696225 -0.653597047
#> [293,] -0.56696225 1.099240302
#> [294,] -1.16740751 -0.783513723
#> [295,] 0.40975797 2.490377543
#> [296,] 0.78840476 -0.052423720
#> [297,] 0.78840476 -2.137610299
#> [298,] 0.29149597 -0.931905892
#> [299,] -0.02162801 -2.038983375
#> [300,] 0.78840476 0.111128036
#> [301,] 0.40975797 1.767679151
#> [302,] 0.78840476 1.464066072
#> [303,] 0.78840476 -2.015394142
#> [304,] 0.78840476 -0.478697769
#> [305,] 0.35701878 1.319160223
#> [306,] 0.78840476 1.634008451
#> [307,] -0.18831545 -1.356471363
#> [308,] 0.29149597 -0.986009726
#> [309,] 0.78840476 2.573691386
#> [310,] 0.24307053 -1.243020177
#> [311,] 0.78840476 1.109269466
#> [312,] -0.56696225 -1.027281876
#> [313,] 0.78840476 2.906037427
#> [314,] -2.04296310 -1.001198418
#> [315,] 0.40975797 -2.117188311
#> [316,] 0.40975797 -1.027281876
#> [317,] 0.24307053 1.352019267
#> [318,] 0.40975797 0.337823543
#> [319,] -0.18831545 -0.237791692
#> [320,] 0.78840476 2.989351269
#> [321,] 0.78840476 2.831524637
#> [322,] 0.24307053 -0.587582185
#> [323,] 0.78840476 0.851797557
#> [324,] -0.13989001 -0.329510144
#> [325,] 0.78840476 0.182748341
#> [326,] 0.24307053 1.569155789
#> [327,] -2.04296310 -1.007414228
#> [328,] 0.78840476 -1.271909536
#> [329,] 0.78840476 0.225300124
#> [330,] -1.11898206 -1.629297755
#> [331,] 0.29149597 2.906037427
#> [332,] 0.24307053 0.240111836
#> [333,] 0.24307053 -1.099512548
#> [334,] 0.78840476 1.500835087
#> [335,] -0.18831545 -0.752223972
#> [336,] -0.02162801 -2.012899916
#> [337,] -2.04296310 -1.807546375
#> [338,] -0.18831545 0.462533926
#> [339,] -0.02162801 -1.385529602
#> [340,] -1.06387104 -1.551092819
#> [341,] 0.78840476 0.397938468
#> [342,] 0.40975797 -0.750400584
#> [343,] 0.78840476 0.424119314
#> [344,] 0.40975797 1.146117895
#> [345,] -1.54605431 -2.539205084
#> [346,] -0.56696225 -1.549662628
#> [347,] 0.78840476 -0.165706491
#> [348,] 0.78840476 1.425198704
#> [349,] -0.51853681 -2.038983375
#> [350,] 0.29149597 -0.596221192
#> [351,] -0.18831545 -2.012899916
#> [352,] -0.08715083 -1.787124387
#> [353,] -0.73602153 0.001101953
#> [354,] 0.78840476 -1.182305442
#> [355,] 0.78840476 -1.003551564
#> [356,] 0.78840476 -1.215371816
#> [357,] -1.16740751 -1.337778927
#> [358,] 0.78840476 0.714479601
#> [359,] 0.29149597 1.270828279
#> [360,] -1.06387104 0.253210080
#> [361,] -0.63248506 1.319160223
#> [362,] 0.24307053 0.199362137
#> [363,] 0.40975797 -0.033367060
#> [364,] -0.08715083 -1.795763394
#> [365,] -1.61157712 -2.539205084
#> [366,] 0.29149597 0.206473567
#> [367,] -1.00072007 0.266097130
#> [368,] -1.06387104 -1.109349477
#> [369,] 0.78840476 -2.099646473
#> [370,] -0.19068729 -0.988867263
#> [371,] -0.56696225 -1.305590721
#> [372,] 0.78840476 -1.269360839
#> [373,] -1.66431630 -2.117188311
#> [374,] 0.78840476 1.101034717
#> [375,] -1.11466833 -2.539205084
#> [376,] -1.00072007 -2.539205084
#> [377,] 0.40975797 -1.693926310
#> [378,] -0.13557627 -0.922852401
#> [379,] 0.78840476 1.454326531
#> [380,] 0.24307053 -0.662236054
#> [381,] -1.61157712 -1.105486813
#> [382,] -0.13557627 -0.625687091
#> [383,] -2.04296310 -2.539205084
#> [384,] -2.04296310 -0.922852401
#> [385,] 0.78840476 -0.063771242
#> [386,] 0.35701878 -1.170115367
#> [387,] -0.08715083 2.027140256
#> [388,] -1.54605431 -1.623323491
#> [389,] -1.06387104 -1.604322215
#> [390,] -1.54605431 -2.015394142
#> [391,] -1.06624288 -2.038983375
#> [392,] 0.24307053 -1.629297755
#> [393,] 0.35701878 -1.090661432
#> [394,] 0.40975797 1.012944531
#> [395,] -0.68522425 -2.099646473
#> [396,] -0.02162801 0.738294735
#> [397,] -2.04296310 -2.209141161
#> [398,] -2.04296310 -1.198139473
#> [399,] 0.78840476 0.968741814
#> [400,] -1.23293032 -1.308572649
#> [401,] 0.35701878 -0.151190606
#> [402,] 0.29149597 -0.765046952
#> [403,] -1.66431630 -0.937677781
#> [404,] 0.35701878 -1.512678206
#> [405,] -1.49762886 -2.123545201
#> [406,] -1.23293032 -1.623323491
#> [407,] -0.02162801 -1.599424763
#> [408,] 0.29149597 -1.286902677
#> [409,] 0.78840476 -1.215371816
#> [410,] -1.00072007 -1.693926310
#> [411,] -2.04296310 -0.672144011
#> [412,] -1.06387104 -2.539205084
#> [413,] 0.78840476 1.500835087
#> [414,] 0.78840476 -0.563992952
#> [415,] 0.40975797 -1.949379280
#> [416,] -0.68522425 -1.075613821
#> [417,] 0.78840476 -0.925346627
#> [418,] -1.54605431 -2.539205084
#> [419,] -2.04296310 -1.111843703
#> [420,] -2.04296310 -1.745903873
#> [421,] -0.08715083 -1.949379280
#> [422,] -1.16740751 -1.619315356
#> [423,] -2.04296310 -1.575835531
#> [424,] -2.04296310 -0.549308652
#> [425,] -1.54605431 -2.539205084
#> [426,] 0.78840476 -0.289127954
#> [427,] -1.54605431 -2.123545201
#> [428,] -1.11898206 -1.186356492
#> [429,] -1.66431630 -1.164763604
#> [430,] -1.06387104 -1.613799357
#> [431,] -2.04296310 -1.527503586
#> [432,] -1.06387104 -2.117188311
#> [433,] 0.78840476 1.142907736
#> [434,] -1.16740751 -1.164763604
#> [435,] -1.61157712 -2.539205084
#> [436,] -1.66431630 -1.772131246
#> [437,] -0.63248506 -1.604322215
#> [438,] -1.11466833 -1.637936762
#> [439,] -1.49762886 -2.038983375
#> [440,] -0.51853681 -1.125767721
#> [441,] -0.25383827 -2.539205084
#> [442,] -1.54605431 -2.539205084
#> [443,] -0.68522425 -1.202727430
#> [444,] -1.06387104 -2.123545201
#> [445,] 0.40975797 -1.201306717
#> [446,] -2.04296310 -2.194148020
#> [447,] -0.68759608 -1.110104017
#> [448,] -2.04296310 -1.685330218
#> [449,] -1.49762886 -0.267319468
#> [450,] 0.40975797 0.229672484
#> [451,] -2.04296310 -1.616966601
#> [452,] -1.49762886 -1.108225883
#> [453,] -0.13989001 -1.104100505
#> [454,] -1.61157712 -2.099646473
#> [455,] 0.35701878 -0.763091735
#> [456,] -0.56696225 -1.649719743
#> [457,] 0.40975797 1.219605256
#> [458,] 0.40975797 2.793110025
#> [459,] -0.02162801 -0.233839585
#> [460,] -1.66431630 -2.209141161
#> [461,] 0.78840476 2.034675194
#> [462,] -1.54605431 -0.829094237
#> [463,] -0.56696225 -2.038983375
#> [464,] -0.56696225 -2.075967797
#> [465,] -0.02162801 -0.750447349
#> [466,] 0.78840476 -0.299854447
#> [467,] 0.78840476 1.452283091
#> [468,] 0.78840476 0.009192787
#> [469,] -1.61157712 -1.685330218
#> [470,] 0.35701878 -1.527362506
#> [471,] 0.40975797 -0.629918371
#> [472,] -2.04296310 -1.693926310
#> [473,] -1.06387104 -1.442067322
#> [474,] -1.49762886 -0.893234075
#> [475,] -0.63248506 -2.194148020
#> [476,] -0.56933409 -2.539205084
#> [477,] -0.08715083 -1.686268707
#> [478,] -1.61157712 -2.194148020
#> [479,] 0.78840476 1.634008451
#> [480,] 0.40975797 -1.708919451
#> [481,] -1.11466833 -1.619315356
#> [482,] -2.04296310 -1.160175647
#> [483,] 0.78840476 -0.656000273
#> [484,] 0.35701878 -0.873524911
#> [485,] 0.35701878 0.577035388
#> [486,] 0.35701878 -0.269849415
#> [487,] 0.78840476 -0.745549897
#> [488,] -0.13557627 1.100630459
#> [489,] -2.04296310 -2.123545201
#> [490,] -0.68522425 -1.637388589
#> [491,] 0.40975797 -1.551092819
#> [492,] 0.29149597 -1.075613821
#> [493,] 0.78840476 0.289787409
#> [494,] 0.78840476 -0.844231293
#> [495,] -1.61157712 -1.198139473
#> [496,] -0.62207327 -1.144031909
#> [497,] 0.29149597 -0.780710656
#> [498,] 0.29149597 -0.601956778
#> [499,] -2.04296310 -0.985920282
#> [500,] -2.04296310 -0.221793425
#> [501,] 0.40975797 -2.209141161
#> [502,] 0.35701878 -0.242666200
#> [503,] 0.35701878 -0.310888737
#> [504,] -0.19068729 1.352019267
#> [505,] 0.40975797 0.056824921
#> [506,] 0.78840476 -0.827360293
#> [507,] -0.13557627 2.136414892
#> [508,] 0.78840476 2.490377543
#> [509,] 0.78840476 1.658184463
#> [510,] -0.08715083 -1.677629699
#> [511,] 0.35701878 0.634844474
#> [512,] 0.78840476 2.119139634
#> [513,] -0.02162801 1.743725694
#> [514,] 0.78840476 -1.093155658
#> [515,] 0.40975797 -1.153818757
#> [516,] -0.08715083 -0.769448625
#> [517,] 0.78840476 0.047696844
#> [518,] -2.04296310 -1.125908801
#> [519,] -2.04296310 -2.539205084
#> [520,] -1.23293032 -1.593377368
#> [521,] 0.78840476 -0.659953937
#> [522,] -0.56933409 -1.174240745
#> [523,] -1.54605431 -2.051314529
#> [524,] -1.61157712 -1.793481277
#> [525,] 0.78840476 -0.329890013
#> [526,] -1.06387104 -1.095504413
#> [527,] -1.61157712 -0.523751842
#> [528,] 0.78840476 -0.323533123
#> [529,] -2.04296310 0.171791135
#> [530,] -0.13557627 1.954909584
#> [531,] 0.78840476 0.155018614
#> [532,] -0.63248506 -0.763168819
#> [533,] -1.66431630 -0.303717111
#> [534,] -1.06624288 -1.153818757
#> [535,] 0.78840476 1.999808813
#> [536,] -0.13557627 0.703349124
#> [537,] 0.78840476 2.906037427
#> [538,] -0.63248506 -1.330243989
#> [539,] 0.78840476 1.027009630
#> [540,] 0.78840476 2.379732258
#> [541,] 0.78840476 0.084415795
#> [542,] 0.78840476 1.928277952
#> [543,] -1.06624288 -0.738158873
#> [544,] 0.40975797 1.144994302
#> [545,] -1.61157712 0.835500947
#> [546,] 0.78840476 -1.599424763
#> [547,] -0.08715083 -2.539205084
#> [548,] 0.78840476 -0.592620717
#> [549,] 0.24307053 0.537465533
#> [550,] 0.78840476 -2.539205084
#> [551,] -0.19068729 0.905349226
#> [552,] -0.73602153 -1.590883142
#> [553,] -0.56696225 -1.090661432
#> [554,] 0.78840476 -1.286902677
#> [555,] -0.13557627 -0.629772900
#> [556,] -0.02162801 -1.515172432
#> [557,] -0.13557627 -0.612473919
#> [558,] -0.13557627 -2.194148020
#> [559,] -0.13557627 -2.539205084
#> [560,] -0.56696225 -0.158272789
#> [561,] 0.35701878 -1.662590031
#> [562,] -0.19068729 0.314136924
#> [563,] 0.78840476 -2.012899916
#> [564,] -0.19068729 -0.697705654
#> [565,] -2.04296310 -1.653951023
#> [566,] 0.78840476 0.254050971
#> [567,] 0.78840476 -0.674116422
#> [568,] -0.19068729 0.485515769
#> [569,] -2.04296310 -1.525009360
#> [570,] 0.78840476 -0.634185018
#> [571,] -0.19068729 0.314136924
#> [572,] 0.78840476 1.705761867
#> [573,] -0.13557627 -0.271892855
#> [574,] 0.78840476 0.955431256
#> [575,] 0.78840476 0.535497956
#> [576,] 0.24307053 0.314136924
#> [577,] 0.78840476 0.314136924
#> [578,] -1.00072007 -1.949379280
#> [579,] -0.08715083 -2.051314529
#> [580,] 0.40975797 0.661530577
#> [581,] 0.78840476 0.754183237
#> [582,] 0.78840476 -1.611755917
#> [583,] 0.78840476 -0.389004230
#> [584,] 0.78840476 2.153956730
#> [585,] 0.78840476 2.070807689
#> [586,] -1.16740751 -0.694414886
#> [587,] 0.78840476 -2.117188311
#> [588,] 0.40975797 -0.462109340
#> [589,] -0.02162801 -2.038983375
#> [590,] 0.40975797 -1.515172432
#> [591,] -0.02162801 -1.099512548
#> [592,] 0.78840476 0.510865871
#> [593,] -0.56933409 -1.575835531
#> [594,] 0.35701878 0.750184580
#> [595,] 0.78840476 2.573691386
#> [596,] -2.04296310 -2.539205084
#> [597,] 0.78840476 0.550635011
#> [598,] -0.68522425 -1.527362506
#> [599,] -0.13557627 0.220712167
#> [600,] 0.78840476 -0.257518261
#> [601,] -0.19068729 0.281285822
#> [602,] -0.56696225 -1.949379280
#> [603,] -0.13557627 -0.089904781
#> [604,] 0.78840476 0.378061544
#> [605,] -1.06387104 -2.117188311
#> [606,] 0.78840476 2.552341355
#> [607,] -0.63248506 -1.527362506
#> [608,] -0.13557627 0.928382705
#> [609,] 0.78840476 -0.215679200
#> [610,] -1.06624288 -1.674373012
#> [611,] -0.56696225 -0.757791607
#> [612,] 0.78840476 1.302919098
#> [613,] 0.24307053 1.206883786
#> [614,] 0.78840476 -0.961267014
#> [615,] -1.54605431 -1.787124387
#> [616,] 0.40975797 -2.051314529
#> [617,] -2.04296310 -2.075967797
#> [618,] -1.06387104 0.004596766
#> [619,] -1.06387104 0.004596766
#> [620,] 0.40975797 -1.170115367
#> [621,] 0.78840476 1.975855356
#> [622,] -0.13557627 -2.539205084
#> [623,] 0.40975797 -1.619315356
#> [624,] 0.29149597 2.016552086
#> [625,] 0.78840476 0.769176378
#> [626,] 0.40975797 1.107250527
#> [627,] 0.40975797 -0.201176091
#> [628,] -0.25383827 -0.114066223
#> [629,] 0.78840476 0.950424482
#> [630,] 0.78840476 0.329617767
#> [631,] 0.78840476 0.933439975
#> [632,] -0.08715083 0.012884934
#> [633,] -2.04296310 -2.075967797
#> [634,] -1.49762886 -2.099646473
#> [635,] 0.29149597 2.484020653
#> [636,] 0.35701878 -2.099646473
#> [637,] -0.13557627 0.107119901
#> [638,] -0.63248506 -1.683986589
#> [639,] 0.78840476 2.906037427
#> [640,] 0.78840476 1.607827606
#> [641,] 0.78840476 -0.823665389
#> [642,] -2.04296310 -1.003551564
#> [643,] 0.78840476 1.630098480
#> [644,] -0.56696225 2.174378718
#> [645,] -1.49762886 -1.730910732
#> [646,] 0.40975797 -1.059893939
#> [647,] -0.19068729 1.098540491
#> [648,] 0.78840476 0.115805437
#> [649,] 0.78840476 2.368287350
#> [650,] -1.00072007 -2.539205084
#> [651,] 0.78840476 1.975855356
#> [652,] -1.23293032 -1.551092819
#> [653,] -0.13989001 -2.194148020
#> [654,] -1.06387104 -0.682083732
#> [655,] 0.78840476 -0.361496949
#> [656,] 0.78840476 0.170417187
#> [657,] -0.56696225 -1.461488724
#> [658,] -2.04296310 -0.483293790
#> [659,] -0.08715083 -2.539205084
#> [660,] -0.02162801 -1.254367699
#> [661,] 0.29149597 -1.515172432
#> [662,] 0.40975797 2.490377543
#> [663,] -0.13557627 1.145569722
#> [664,] 0.78840476 2.050818932
#> [665,] 0.78840476 2.145320479
#> [666,] -1.54605431 -1.667842851
#> [667,] -2.04296310 -2.539205084
#> [668,] -2.04296310 -2.012899916
#> [669,] 0.78840476 1.194192635
#> [670,] 0.40975797 0.424119314
#> [671,] -0.13557627 2.504442642
#> [672,] -0.56696225 -0.534824736
#> [673,] -0.08715083 0.592661702
#> [674,] -0.18831545 -0.314896872
#> [675,] 0.35701878 -1.616966601
#> [676,] -1.61157712 -2.137610299
#> [677,] -2.04296310 -0.616209949
#> [678,] -1.49762886 -1.449157570
#> [679,] 0.40975797 -1.593377368
#> [680,] -1.06624288 -1.635654645
#> [681,] 0.78840476 2.906037427
#> [682,] -1.54605431 -0.503329854
#> [683,] -1.11466833 -1.177407989
#> [684,] 0.40975797 -1.104100505
#> [685,] 0.78840476 0.509414497
#> [686,] 0.29149597 -0.694414886
#> [687,] 0.35701878 1.743725694
#> [688,] 0.24307053 0.646960221
#> [689,] -0.08715083 -1.662590031
#> [690,] -0.56696225 -1.949379280
#> [691,] -1.66431630 -1.599424763
#> [692,] 0.40975797 2.379732258
#> [693,] -0.63248506 0.250404179
#> [694,] -0.13557627 0.281285822
#> [695,] -2.04296310 -2.038983375
#> [696,] 0.78840476 0.913440060
#> [697,] -1.00072007 -0.439395147
#> [698,] -0.02162801 -0.602770877
#> [699,] 0.24307053 0.368032379
#> [700,] -0.13557627 2.034675194
#> [701,] 0.40975797 0.087538804
#> [702,] 0.24307053 3.319415193
#> [703,] 0.78840476 0.855922935
#> [704,] 0.29149597 0.355701225
#> [705,] 0.40975797 -2.209141161
#> [706,] -0.02162801 -2.012899916
#> [707,] -0.68759608 -1.682835992
#> [708,] 0.35701878 1.193521797
#> [709,] -0.62207327 0.863457873
#> [710,] -0.62207327 -0.978830035
#> [711,] 0.78840476 0.488009995
#> [712,] 0.78840476 0.573385920
#> [713,] -1.06624288 -2.123545201
#> [714,] -1.11466833 -2.539205084
#> [715,] -1.49762886 -1.164763604
#> [716,] -0.02162801 -1.949379280
#> [717,] -0.13557627 -0.063771242
#> [718,] 0.78840476 1.546784638
#> [719,] 0.78840476 -1.112598243
#> [720,] 0.78840476 0.596161054
#> [721,] -0.18831545 -0.194193176
#> [722,] 0.24307053 -2.209141161
#> [723,] 0.35701878 -1.263313445
#> [724,] 0.78840476 2.088782758
#> [725,] -0.18831545 1.319160223
#> [726,] 0.24307053 1.257517720
#> [727,] 0.24307053 -1.706257464
#> [728,] -0.08715083 -1.141084928
#> [729,] -0.56696225 -1.182305442
#> [730,] 0.40975797 -2.099646473
#> [731,] -0.13557627 -0.651412316
#> [732,] -0.13557627 0.266292682
#> [733,] -0.56696225 -1.575835531
#> [734,] 0.78840476 1.269300702
#> [735,] 0.78840476 3.319415193
#> [736,] 0.24307053 1.232413666
#> [737,] 0.78840476 -2.099646473
#> [738,] 0.78840476 -0.690722739
#> [739,] -0.13557627 -1.629297755
#> [740,] 0.78840476 -0.012945072
#> [741,] 0.78840476 1.705761867
#> [742,] 0.40975797 -1.864084096
#> [743,] -0.02162801 -2.539205084
#> [744,] 0.78840476 0.387134891
#> [745,] 0.29149597 -1.276034914
#> [746,] -1.49762886 -2.539205084
#> [747,] 0.40975797 0.754183237
#> [748,] 0.40975797 -2.194148020
#> [749,] -0.56696225 -2.539205084
#> [750,] -1.06624288 -2.539205084
#> [751,] -1.49762886 -2.539205084
#> [752,] -0.25383827 -1.629297755
#> [753,] 0.40975797 0.208381013
#> [754,] -1.54605431 -2.051314529
#> [755,] -1.23293032 -2.539205084
#> [756,] -0.02162801 0.803555057
#> [757,] 0.78840476 0.747017336
#> [758,] -1.06624288 -0.559672229
#> [759,] 0.29149597 -0.148243625
#> [760,] -0.18831545 -1.129076045
#> [761,] 0.78840476 2.050818932
#> [762,] 0.78840476 2.526113982
#> [763,] 0.24307053 -0.586293074
#> [764,] -1.00072007 -0.399041459
#> [765,] -0.51853681 -0.605265103
#> [766,] -1.16740751 -1.425568337
#> [767,] 0.78840476 1.544306970
#> [768,] 0.24307053 -0.869335347
#> [769,] 0.35701878 3.319415193
#> [770,] 0.78840476 0.547829110
#> [771,] 0.78840476 1.978137473
#> [772,] -0.08715083 -0.170603943
#> [773,] -0.63248506 -0.125872474
#> [774,] 0.78840476 1.074587034
#> [775,] 0.35701878 -1.203588835
#> [776,] -0.56696225 -1.177717485
#> [777,] -1.00072007 -1.682835992
#> [778,] 0.78840476 1.073059457
#> [779,] -1.11466833 -2.015394142
#> [780,] -0.63248506 0.792855054
#> [781,] 0.40975797 -1.093155658
#> [782,] -0.02162801 0.777861914
#> [783,] -0.02162801 -0.181904937
#> [784,] 0.40975797 -0.679777892
#> [785,] 0.35701878 -0.620335327
#> [786,] -1.61157712 -2.539205084
#> [787,] -1.49762886 -0.572542516
#> [788,] 0.40975797 -0.559672229
#> [789,] 0.35701878 -0.849935678
#> [790,] 0.78840476 2.047386217
#> [791,] -0.56933409 -0.112807963
#> [792,] 0.78840476 2.097743075
#> [793,] 0.78840476 2.145320479
#> [794,] 0.78840476 2.558698245
#> [795,] 0.29149597 1.235413150
#> [796,] -0.56933409 -1.283735433
#> [797,] 0.35701878 0.667887467
#> [798,] 0.78840476 -0.295623167
#> [799,] 0.78840476 2.454583120
#> [800,] -1.61157712 -0.874541640
#> [801,] 0.40975797 -1.593377368
#> [802,] 0.78840476 1.966692565
#> [803,] 0.78840476 -0.137655455
#> [804,] 0.29149597 2.027140256
#> [805,] -0.02162801 -1.177717485
#> [806,] 0.40975797 1.952627466
#> [807,] -0.08715083 -1.009598958
#> [808,] 0.35701878 -1.144031909
#> [809,] -0.56696225 -2.117188311
#> [810,] 0.40975797 -0.081699004
#> [811,] 0.29149597 -1.116431659
#> [812,] 0.78840476 0.310175182
#> [813,] -0.02162801 -2.539205084
#> [814,] -0.56696225 -2.015394142
#> [815,] 0.78840476 1.978137473
#> [816,] 0.78840476 3.319415193
#> [817,] 0.40975797 0.645934792
#> [818,] -0.02162801 0.155718425
#> [819,] 0.78840476 3.319415193
#> [820,] 0.78840476 1.500835087
#> [821,] 0.40975797 2.160313620
#> [822,] 0.78840476 2.974358129
#> [823,] -0.13557627 2.043523553
#> [824,] -0.13557627 1.520628293
#> [825,] 0.40975797 0.229672484
#> [826,] 0.40975797 -0.873524911
#> [827,] 0.35701878 2.572763344
#> [828,] 0.78840476 2.903755310
#> [829,] 0.78840476 0.208381013
#> [830,] 0.78840476 2.793110025
#> [831,] 0.78840476 1.467542812
#> [832,] 0.78840476 1.208514938
#> [833,] 0.78840476 2.088782758
#> [834,] 0.78840476 1.336702061
#> [835,] 0.78840476 1.975155545
#> [836,] 0.78840476 1.900551739
#> [837,] 0.78840476 0.164357433
#> [838,] 0.29149597 1.295481547
#> [839,] 0.29149597 1.199249905
#> [840,] 0.78840476 3.319415193
#> [841,] 0.78840476 2.504442642
#> [842,] 0.40975797 -2.209141161
#> [843,] 0.78840476 -1.271909536
#> [844,] 0.35701878 2.454583120
#> [845,] -0.13557627 -2.038983375
#> [846,] 0.78840476 1.682083191
#> [847,] -1.06387104 -0.459615114
#> [848,] -0.68522425 -0.748098594
#> [849,] -0.13557627 1.538578862
#> [850,] -0.25383827 -1.203655472
#> [851,] 0.24307053 1.193521797
#> [852,] 0.78840476 -0.679777892
#> [853,] 0.78840476 1.440261432
#> [854,] 0.40975797 0.378061544
#> [855,] -0.68759608 0.289787409
#> [856,] 0.78840476 -1.009598958
#> [857,] -0.51853681 -0.165706491
#> [858,] 0.29149597 -0.605265103
#> [859,] 0.78840476 2.014269969
#> [860,] -2.04296310 -2.075967797
#> [861,] 0.78840476 1.194449839
#> [862,] 0.78840476 0.604624035
#> [863,] 0.78840476 1.436351462
#> [864,] 0.78840476 0.731212552
#> [865,] 0.35701878 -0.218846444
#> [866,] -0.13557627 -0.063771242
#> [867,] -0.08715083 0.875476234
#> [868,] 0.40975797 -1.721950416
#> [869,] 0.29149597 -0.063868629
#> [870,] 0.29149597 -0.605265103
#> [871,] -1.66431630 -0.620119920
#> [872,] 0.35701878 1.413661770
#> [873,] -0.68522425 -0.498119170
#> [874,] 0.35701878 1.654751749
#> [875,] 0.29149597 0.223772547
#> [876,] 0.29149597 -0.198244226
#> [877,] 0.24307053 0.343249634
#> [878,] -0.13989001 0.339557487
#> [879,] 0.29149597 0.229124311
#> [880,] 0.29149597 -0.108640132
#> [881,] -1.11898206 1.253156963
#> [882,] -2.04296310 -1.547784495
#> [883,] -1.61157712 -1.114125820
#> [884,] 0.78840476 2.903755310
#> [885,] 0.78840476 2.088782758
#> [886,] -1.16740751 -0.780710656
#> [887,] -0.13557627 -1.283735433
#> [888,] 0.78840476 -0.295482087
#> [889,] 0.78840476 1.675726301
#> [890,] 0.40975797 1.166861193
#> [891,] 0.78840476 1.964072375
#> [892,] -0.02162801 -2.539205084
#> [893,] 0.40975797 -1.003551564
#> [894,] -2.04296310 -2.539205084
#> [895,] -2.04296310 -1.260819218
#> [896,] -2.04296310 -2.539205084
#> [897,] 0.40975797 -0.454388288
#> [898,] 0.40975797 -0.176651338
#> [899,] 0.78840476 2.046458175
#> [900,] -0.02162801 -1.730910732
#> [901,] -0.13557627 -0.768520582
#> [902,] -0.19068729 -0.060514554
#> [903,] 0.78840476 1.271582819
#> [904,] -0.02162801 1.075341574
#> [905,] -0.56696225 -1.701528427
#> [906,] 0.78840476 0.266292682
#> [907,] -1.11466833 1.526918546
#> [908,] 0.40975797 -0.437456071
#> [909,] 0.40975797 -1.213637872
#> [910,] 0.78840476 1.574711357
#> [911,] 0.78840476 1.319160223
#> [912,] -0.02162801 -0.823754833
#> [913,] 0.78840476 1.758718834
#> [914,] 0.29149597 -1.575746087
#> [915,] -0.73602153 -1.599424763
#> [916,] 0.78840476 1.789906454
#> [917,] 0.40975797 0.667887467
#> [918,] 0.78840476 -0.124035191
#> [919,] -0.56696225 -1.754589408
#> [920,] -0.56696225 -1.108225883
#> [921,] -1.06387104 -2.539205084
#> [922,] 0.35701878 1.145189853
#> [923,] -0.56696225 0.792855054
#> [924,] -1.23293032 0.304964498
#> [925,] -0.62207327 1.145189853
#> [926,] -2.04296310 -1.533719396
#> [927,] -1.06387104 -0.811021004
#> [928,] -0.19068729 -0.925346627
#> [929,] -0.02162801 -0.170912784
#> [930,] 0.78840476 2.050818932
#> [931,] 0.78840476 -0.063771242
#> [932,] 0.78840476 1.460993127
#> [933,] -0.18831545 0.729529969
#> [934,] 0.78840476 -0.006030851
#> [935,] 0.24307053 -1.162457764
#> [936,] -0.56696225 0.243321996
#> [937,] 0.40975797 0.949423895
#> [938,] 0.78840476 2.879856582
#> [939,] 0.78840476 -0.799012121
#> [940,] 0.40975797 -0.800076157
#> [941,] 0.35701878 -0.459615114
#> [942,] 0.24307053 0.331047957
#> [943,] 0.78840476 0.807590991
#> [944,] -0.56696225 -0.925346627
#> [945,] -0.63248506 -1.182305442
#> [946,] 0.29149597 -0.682083732
#> [947,] 0.78840476 1.266095511
#> [948,] 0.35701878 1.730694729
#> [949,] 0.40975797 -0.748098594
#> [950,] 0.78840476 2.989351269
#> [951,] 0.78840476 0.179801360
#> [952,] 0.78840476 0.855922935
#> [953,] 0.78840476 2.490377543
#> [954,] -0.08715083 0.153103091
#> [955,] -1.66431630 -1.599424763
#> [956,] -1.49762886 -1.527362506
#> [957,] -2.04296310 -1.772131246
#> [958,] 0.78840476 1.500835087
#> [959,] 0.78840476 -0.474440494
#> [960,] -1.06387104 -1.039471950
#> [961,] 0.78840476 2.037169420
#> [962,] 0.78840476 2.587756484
#> [963,] 0.78840476 2.160313620
#> [964,] -0.08715083 -0.334720828
#> [965,] 0.35701878 1.194192635
#> [966,] 0.78840476 2.903755310
#> [967,] -1.49762886 -2.539205084
#> [968,] -1.54605431 -1.304662679
#> [969,] 0.35701878 -0.738158873
#> [970,] 0.78840476 0.220571087
#> [971,] -2.04296310 -2.539205084
#> [972,] 0.24307053 -0.156972076
#> [973,] -0.02162801 -1.686268707
#> [974,] 0.78840476 -0.751961258
#> [975,] 0.40975797 -0.526185729
#> [976,] 0.29149597 -0.477246395
#> [977,] 0.78840476 2.974358129
#> [978,] -0.13989001 -1.263313445
#> [979,] -2.04296310 -2.539205084
#> [980,] 0.78840476 -0.308539982
#> [981,] 0.78840476 1.185986859
#> [982,] 0.78840476 1.609852519
#> [983,] -0.02162801 -0.599913339
#> [984,] 0.29149597 -0.697076872
#> [985,] 0.40975797 -0.163212265
#> [986,] 0.40975797 -0.326077429
#> [987,] 0.78840476 1.185986859
#> [988,] 0.40975797 0.275722311
#> [989,] 0.78840476 -0.653597047
#> [990,] 0.78840476 1.716845038
#> [991,] -2.04296310 -2.539205084
#> [992,] 0.35701878 -1.271909536
#> [993,] 0.78840476 -0.539250240
#> [994,] 0.29149597 -1.593377368
#> [995,] -0.13557627 0.792855054
#> [996,] -1.06624288 -2.117188311
#> [997,] -0.56696225 -2.015394142
#> [998,] -0.73602153 0.220712167
#> [999,] 0.78840476 2.575973503
#> [1000,] -0.51853681 -2.038983375
#> [1001,] -0.68522425 -2.038983375
#> [1002,] 0.78840476 0.792855054
#> [1003,] 0.78840476 0.769176378
#> [1004,] 0.78840476 2.061451316
#> [1005,] -1.06387104 -0.749103720
#> [1006,] -2.04296310 -2.137610299
#> [1007,] -0.08715083 1.319160223
#> [1008,] 0.35701878 1.697076332
#> [1009,] 0.24307053 -0.625546011
#> [1010,] -0.13557627 -2.117188311
#> [1011,] 0.35701878 -0.123590357
#> [1012,] 0.29149597 -0.662236054
#> [1013,] -0.13557627 1.052637468
#> [1014,] 0.78840476 2.003241528
#> [1015,] 0.78840476 2.003241528
#> [1016,] -0.18831545 -0.689066647
#> [1017,] 0.78840476 2.989351269
#> [1018,] 0.78840476 -2.051314529
#> [1019,] 0.78840476 0.991540030
#> [1020,] 0.78840476 1.649224147
#> [1021,] -1.61157712 -1.599424763
#> [1022,] 0.29149597 -2.539205084
#> [1023,] 0.78840476 2.903755310
#> [1024,] -0.13557627 -0.233929028
#> [1025,] -0.13557627 1.413661770
#> [1026,] 0.29149597 0.503754440
#> [1027,] -2.04296310 -1.730910732
#> [1028,] -0.13557627 1.015653046
#> [1029,] 0.35701878 0.068224734
#> [1030,] 0.78840476 2.047386217
#> [1031,] -1.49762886 -1.134406728
#> [1032,] 0.78840476 -0.063771242
#> [1033,] 0.78840476 2.644294205
#> [1034,] -1.00072007 -1.670337077
#> [1035,] 0.78840476 2.088782758
#> [1036,] 0.78840476 -0.015439298
#> [1037,] 0.29149597 -1.075613821
#> [1038,] 0.40975797 -2.539205084
#> [1039,] 0.40975797 1.303016485
#> [1040,] 0.35701878 0.230823082
#> [1041,] 0.35701878 0.661111881
#> [1042,] -0.02162801 -0.688087243
#> [1043,] 0.78840476 0.716219411
#> [1044,] 0.78840476 1.806617548
#> [1045,] -0.68759608 0.377920464
#> [1046,] 0.40975797 0.684703995
#> [1047,] 0.40975797 1.666765985
#> [1048,] 0.78840476 2.587756484
#> [1049,] -0.13557627 -1.613799357
#> [1050,] 0.78840476 1.684206045
#> [1051,] -2.04296310 -1.153818757
#> [1052,] -1.49762886 -1.179756744
#> [1053,] -2.04296310 -1.210161132
#> [1054,] 0.29149597 2.003241528
#> [1055,] -0.18831545 -0.515661008
#> [1056,] 0.78840476 1.564272005
#> [1057,] 0.78840476 2.572763344
#> [1058,] 0.35701878 1.216720714
#> [1059,] -0.51853681 -2.038983375
#> [1060,] 0.40975797 -0.142027815
#> [1061,] -0.19068729 1.241586091
#> [1062,] 0.24307053 1.099240302
#> [1063,] 0.40975797 -0.292820101
#> [1064,] 0.24307053 2.064450799
#> [1065,] 0.35701878 -1.792553235
#> [1066,] -0.13557627 -1.619315356
#> [1067,] 0.78840476 -0.748098594
#> [1068,] 0.78840476 -0.242525120
#> [1069,] 0.78840476 2.587756484
#> [1070,] -2.04296310 -1.210161132
#> [1071,] 0.35701878 0.230823082
#> [1072,] -1.66431630 -1.075613821
#> [1073,] 0.78840476 2.903755310
#> [1074,] 0.35701878 0.281285822
#> [1075,] 0.78840476 -0.483603285
#> [1076,] 0.78840476 2.502160525
#> [1077,] -0.02162801 -2.117188311
#> [1078,] 0.40975797 -1.683986589
#> [1079,] 0.40975797 1.660307317
#> [1080,] 0.78840476 0.950424482
#> [1081,] -0.02162801 -0.136676051
#> [1082,] 0.78840476 1.243868208
#> [1083,] -0.08715083 -2.012899916
#> [1084,] 0.40975797 -1.222276879
#> [1085,] -0.02162801 -0.771730742
#> [1086,] 0.35701878 1.758718834
#> [1087,] 0.78840476 1.984815672
#> [1088,] 0.24307053 1.711141430
#> [1089,] 0.35701878 -0.563903509
#> [1090,] 0.78840476 0.807590991
#> [1091,] 0.78840476 2.032393077
#> [1092,] 0.78840476 0.424119314
#> [1093,] -0.18831545 0.288368005
#> [1094,] 0.40975797 -1.590883142
#> [1095,] -0.13557627 -0.768520582
#> [1096,] 0.78840476 -0.658494499
#> [1097,] -1.16740751 -1.039471950
#> [1098,] 0.24307053 1.257517720
#> [1099,] -0.13557627 -1.949379280
#> [1100,] 0.78840476 1.122219167
#> [1101,] -0.13557627 1.146117895
#> [1102,] -2.04296310 -2.123545201
#> [1103,] -1.54605431 -1.153818757
#> [1104,] -0.13557627 0.486212603
#> [1105,] -1.11898206 -2.123545201
#> [1106,] -1.06624288 -1.258713128
#> [1107,] -0.56696225 -1.153818757
#> [1108,] 0.29149597 1.253156963
#> [1109,] -2.04296310 -2.539205084
#> [1110,] 0.78840476 2.050818932
#> [1111,] -1.06387104 -1.027140796
#> [1112,] -1.06387104 -2.539205084
#> [1113,] 0.78840476 -0.158272789
#> [1114,] -0.56696225 -1.111534207
#> [1115,] 0.78840476 0.223018007
#> [1116,] 0.78840476 3.319415193
#> [1117,] 0.78840476 2.587756484
#> [1118,] 0.78840476 0.690662601
#> [1119,] 0.24307053 -0.237937163
#> [1120,] 0.35701878 1.319160223
#> [1121,] 0.78840476 0.503198687
#> [1122,] 0.78840476 2.174378718
#> [1123,] 0.78840476 1.928277952
#> [1124,] 0.24307053 2.124519197
#> [1125,] -0.25383827 2.917820408
#> [1126,] 0.24307053 0.648464739
#> [1127,] -0.13989001 0.314624626
#> [1128,] 0.40975797 -0.219244728
#> [1129,] 0.24307053 1.474624995
#> [1130,] 0.78840476 -0.298510818
#> [1131,] -0.13989001 0.743646498
#> [1132,] -2.04296310 -0.866032110
#> [1133,] 0.40975797 -0.352019808
#> [1134,] -2.04296310 -2.125827318
#> [1135,] -0.56696225 -1.009598958
#> [1136,] 0.78840476 3.319415193
#> [1137,] -2.04296310 -0.669790865
#> [1138,] -0.13989001 1.829321653
#> [1139,] 0.78840476 1.978137473
#> [1140,] 0.78840476 3.319415193
#> [1141,] -0.51853681 -2.539205084
#> [1142,] 0.78840476 0.473881448
#> [1143,] 0.35701878 0.677631636
#> [1144,] -0.02162801 -1.730910732
#> [1145,] -1.06624288 -2.117188311
#> [1146,] -1.06624288 -2.117188311
#> [1147,] -0.02162801 -1.035779803
#> [1148,] -0.62207327 -1.323887099
#> [1149,] -1.54605431 -0.415540444
#> [1150,] -2.04296310 -1.130140081
#> [1151,] -0.13557627 0.670240613
#> [1152,] 0.40975797 0.618689133
#> [1153,] 0.78840476 2.032393077
#> [1154,] -0.02162801 -1.035779803
#> [1155,] -1.06624288 -2.117188311
#> [1156,] -0.02162801 -1.730910732
#> [1157,] -2.04296310 -1.130140081
#> [1158,] -0.13557627 0.670240613
#> [1159,] -0.51853681 -0.998251436
#> [1160,] -0.08715083 0.618689133
#> [1161,] -0.13557627 -0.768520582
#> [1162,] -1.06624288 -2.117188311
#> [1163,] 0.35701878 1.551032681
#> [1164,] 0.78840476 1.672423064
#> [1165,] -0.08715083 0.329617767
#> [1166,] 0.35701878 0.768699122
#> [1167,] 0.78840476 -0.515661008
#> [1168,] 0.40975797 -1.087803895
#> [1169,] 0.40975797 -0.063771242
#> [1170,] 0.78840476 1.168893030
#> [1171,] -0.13557627 0.732191956
#> [1172,] 0.24307053 0.243321996
#> [1173,] 0.40975797 0.861175756
#> [1174,] -1.06387104 -1.007414228
#> [1175,] 0.78840476 2.063945542
#> [1176,] 0.24307053 1.059398342
#> [1177,] 0.78840476 -1.597240032
#> [1178,] -0.13557627 -0.089904781
#> [1179,] -0.13989001 1.605123482
#> [1180,] -0.51853681 0.930002494
#> [1181,] -0.51853681 0.930002494
#> [1182,] -2.04296310 -2.015394142
#> [1183,] 0.35701878 -2.539205084
#> [1184,] 0.24307053 0.744523110
#> [1185,] -0.13557627 0.708602723
#>
#> $scores$rot.scores
#> NULL
#>
#>
#> $loadings
#> Loading Method: BRM
#>
#> 1 2
#> wmt2 0.384
#> wmt1 0.254
#> wmt3 0.217 0.131
#> wmt5 0.201 0.142
#> wmt4 0.188 0.14
#> wmt9 0.293
#> wmt7 0.258
#> wmt15 0.247
#> wmt14 0.243
#> wmt6 0.14 0.24
#> wmt16 0.22
#> wmt8 0.219
#> wmt10 0.166 0.206
#> wmt12 0.187
#> wmt18 0.183
#> wmt13 0.171
#> wmt17 0.168
#> wmt11 0.155
#> Standardized loadings >= |0.10| are displayed. To change this 'minimum', use `print(net.loads_object, minimum = 0.10)`