simul.dbFD: Simulations to Explore Relationships Between Functional...

In FD: Measuring functional diversity (FD) from multiple traits, and other tools for functional ecology

Description

simul.dbFD generates artificial communities of species with artificial functional traits. Different functional diversity (FD) indices are computed from these communities using dbFD to explore their inter-relationships.

Usage

simul.dbFD(s = c(5, 10, 15, 20, 25, 30, 35, 40), t = 3, 
          r = 10, p = 100, tr.method = c("unif", "norm", "lnorm"),
          abun.method = c("lnorm", "norm", "unif"), w.abun = TRUE)

Arguments

s	vector listing the different levels of species richness used in the simulations
t	number of traits
r	number of replicates per species richness level
p	number of species in the common species pool
tr.method	character string indicating the sampling distribution for the traits. "unif" is a uniform distribution, "norm" is a normal distribution, and "lnorm" is a lognormal distribution.
abun.method	character string indicating the sampling distribution for the species abundances. Same as for tr.method.
w.abun	logical; should FDis, FEve, FDiv, and Rao's quadratic entropy (Q) be weighted by species abundances?

Value

A list contaning the following elements:

results	data frame containing the results of the simulations
traits	matrix containing the traits
abun	matrix containing the abundances
abun.gamma	species abundances from the pooled set of communities
FDis.gamma	FDis of the pooled set of communities
FDis.mean	mean FDis from all communities

FDis.gamma and FDis.mean can be used to explore the set concavity criterion (Ricotta 2005) for FDis.

A graph plotting the results of the simulations is also returned.

Warning

The simulations performed by simul.dbFD can take several hours if length(s) and/or r is large. Run a test with the default parameters first.

Author(s)

Etienne Laliberté [e-mail] http://www.elaliberte.info

References

Laliberté, E. and P. Legendre (2010) A distance-based framework for measuring functional diversity from multiple traits. Ecology 91299:305.

Ricotta, C. (2005) A note on functional diversity measures. Basic and Applied Ecology 6:479-486.

See Also

dbFD, the function called in simul.dbFD

Examples

# this should take just a few minutes
## Not run: 
ex1 <- simul.dbFD(s = c(10, 20, 30, 40, 50), r = 5)
ex1

## End(Not run)

Example output

Loading required package: ade4
Loading required package: ape
Loading required package: geometry
Loading required package: vegan
Loading required package: permute
Loading required package: lattice
This is vegan 2.5-7
$results
      nb.sp      FDis      FRic      FEve      FDiv     RaoQ
com1     10 0.8189314  8.262238 0.6685123 0.7834027 1.288736
com2     10 1.4297225  6.335601 0.7746521 0.7584439 2.352784
com3     10 1.3202939  3.623980 0.6233892 0.7017569 2.091224
com4     10 1.3581665  7.594917 0.5879967 0.7825668 2.024451
com5     10 1.6125535  5.707692 0.6093857 0.8379557 2.877507
com6     20 1.4443904 12.860219 0.7435268 0.8303476 2.398630
com7     20 1.6520102 12.442658 0.6790708 0.8265272 2.913387
com8     20 1.3204559  9.434725 0.5984584 0.7523244 1.883875
com9     20 1.5741225 13.099860 0.6469435 0.7945018 2.758486
com10    20 1.3708237 12.861965 0.6379920 0.7141014 2.183503
com11    30 1.6487771 18.466379 0.6146927 0.8343442 2.960469
com12    30 1.5171957 16.666071 0.6467885 0.7815087 2.577384
com13    30 1.4981101 18.563703 0.7298649 0.7924915 2.565169
com14    30 1.5216681 17.584622 0.5731617 0.7690276 2.545202
com15    30 1.6302462 20.332282 0.7107565 0.8412284 2.942110
com16    40 1.7062365 19.456627 0.6686373 0.8222777 3.117715
com17    40 1.5486772 20.337205 0.6346269 0.7507909 2.745727
com18    40 1.5555541 18.864107 0.7850564 0.8004232 2.709802
com19    40 1.6913728 21.194719 0.6304468 0.8286291 3.173789
com20    40 1.5541538 18.078466 0.7017407 0.8128561 2.643752
com21    50 1.6479747 23.425557 0.7507369 0.8704923 2.893162
com22    50 1.6748136 22.884721 0.6085187 0.8417125 2.999395
com23    50 1.7095962 23.989586 0.7309102 0.8475695 3.110933
com24    50 1.6273035 23.274159 0.6794384 0.8281778 2.831582
com25    50 1.5384920 23.287633 0.6977282 0.8376458 2.676141

$traits
               tr1         tr2         tr3
sp1   0.1087379521 0.821875032 0.762311441
sp2   0.8446199163 0.886190754 0.250597052
sp3   0.9728394160 0.525041056 0.083813644
sp4   0.6299742821 0.181290222 0.177068136
sp5   0.1911046365 0.722507606 0.389089623
sp6   0.1978179910 0.915754332 0.614913257
sp7   0.0642224937 0.660448247 0.282238358
sp8   0.3562483997 0.998850732 0.455928649
sp9   0.2839368850 0.408429782 0.990560721
sp10  0.9167790043 0.532655390 0.195557973
sp11  0.4718157020 0.479568216 0.554501427
sp12  0.5247050817 0.810684348 0.912120990
sp13  0.8578304835 0.588973294 0.519387573
sp14  0.3423667524 0.444908065 0.751880317
sp15  0.2266621580 0.802722481 0.315490103
sp16  0.7262793737 0.846424728 0.356475915
sp17  0.3512334384 0.131475174 0.666926911
sp18  0.7240081485 0.632245478 0.258733289
sp19  0.1951071918 0.472311608 0.546116126
sp20  0.7308889576 0.330396920 0.064483028
sp21  0.0007025676 0.735653524 0.441186336
sp22  0.0020764349 0.867036167 0.303472579
sp23  0.5407994618 0.420187464 0.982903386
sp24  0.3530228848 0.538424042 0.321624182
sp25  0.1861413533 0.888743930 0.826510851
sp26  0.3628516279 0.553729253 0.617228430
sp27  0.2071804330 0.258881906 0.046515949
sp28  0.6292589523 0.357643807 0.510053156
sp29  0.4275491603 0.259112903 0.422304967
sp30  0.5810758015 0.361073001 0.353321665
sp31  0.8296324043 0.214069967 0.692449079
sp32  0.0666846836 0.767433694 0.992352209
sp33  0.4794339791 0.733829885 0.950018774
sp34  0.6378302306 0.180763516 0.603223970
sp35  0.0435313655 0.572282881 0.552654642
sp36  0.1564882530 0.810450225 0.443622306
sp37  0.9544330817 0.081985720 0.180346881
sp38  0.0840980990 0.152783864 0.098652619
sp39  0.9176780647 0.671781781 0.448237101
sp40  0.5548750435 0.984619037 0.430867376
sp41  0.7371570740 0.661816194 0.231789950
sp42  0.7648842484 0.309463738 0.438221640
sp43  0.3730481539 0.093544174 0.570988205
sp44  0.8989441365 0.387177512 0.202487572
sp45  0.9517835628 0.917452332 0.964258677
sp46  0.2557735639 0.273615973 0.775730084
sp47  0.7424887537 0.171158691 0.389548053
sp48  0.6683840323 0.768558657 0.499733824
sp49  0.1400099464 0.109180321 0.389770246
sp50  0.7249994981 0.286516341 0.650325829
sp51  0.0576526232 0.486187506 0.151447088
sp52  0.5595373679 0.871852559 0.198616917
sp53  0.4621805740 0.101154316 0.846181600
sp54  0.6914817167 0.572287410 0.531794364
sp55  0.6706775872 0.409477751 0.535798722
sp56  0.3369654170 0.999966963 0.100396802
sp57  0.7463519897 0.724440049 0.602034391
sp58  0.1664939809 0.042892300 0.141397195
sp59  0.7172411417 0.013519689 0.097255467
sp60  0.0957166336 0.592074984 0.391545770
sp61  0.8501532206 0.178785602 0.760943446
sp62  0.1516928026 0.597683455 0.883959462
sp63  0.1160829295 0.802872920 0.629701329
sp64  0.4953711156 0.605595555 0.695713831
sp65  0.2059025983 0.821390991 0.987470149
sp66  0.5825538745 0.163637611 0.116054025
sp67  0.5901488136 0.114816854 0.688143570
sp68  0.7853395310 0.795060693 0.546791953
sp69  0.4843754710 0.004617853 0.251433266
sp70  0.4811942363 0.343555472 0.100364191
sp71  0.1499114241 0.921265258 0.578434804
sp72  0.2085987299 0.475421057 0.039119998
sp73  0.7745390797 0.019668652 0.204706198
sp74  0.5516917384 0.631585205 0.814134432
sp75  0.4902657443 0.463624445 0.311830786
sp76  0.5690714612 0.851379621 0.830497537
sp77  0.5265946432 0.766850959 0.128886951
sp78  0.9111628416 0.529615483 0.017685353
sp79  0.8730054453 0.024369911 0.684908218
sp80  0.9814893333 0.409097812 0.772628165
sp81  0.5486598590 0.878578249 0.810208782
sp82  0.7653665552 0.101127488 0.977032353
sp83  0.9293692668 0.250358782 0.920345090
sp84  0.7224167478 0.339895513 0.003406601
sp85  0.4214588585 0.686073209 0.320026243
sp86  0.2100037087 0.475337829 0.084862133
sp87  0.3294495828 0.386637797 0.007070876
sp88  0.8952598707 0.128155083 0.864684714
sp89  0.1170037393 0.759034500 0.748734622
sp90  0.2876765376 0.514483938 0.278374313
sp91  0.7235795544 0.654179048 0.030131186
sp92  0.1803621948 0.320247735 0.775662984
sp93  0.2537393156 0.819923160 0.878177450
sp94  0.1254158511 0.195930094 0.274033010
sp95  0.5629519171 0.691516923 0.868911892
sp96  0.0495959218 0.355718769 0.064785282
sp97  0.4188948760 0.390538970 0.439600399
sp98  0.7321240774 0.981766673 0.717009963
sp99  0.8892708465 0.133470586 0.663742256
sp100 0.0744889595 0.734951901 0.336326755

$abun
            sp1       sp2       sp3       sp4        sp5       sp6       sp7
com1  0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com2  0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com3  0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 2.8313984
com4  0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com5  0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.9811597 0.0000000
com6  0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.2901732 0.0000000
com7  0.5533067 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com8  0.4225926 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com9  1.0734720 1.1245158 4.0348513 0.0000000  0.0000000 1.0305173 0.0000000
com10 0.1869504 0.0000000 0.0000000 0.0000000  2.9665216 2.3484794 0.0000000
com11 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com12 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com13 1.0826701 2.3919145 0.0000000 2.8489220  0.0000000 0.8452517 0.0000000
com14 0.0000000 0.2879533 0.0000000 0.0000000  0.1278545 2.8010845 0.0000000
com15 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000 0.0000000 0.0000000
com16 0.0000000 0.0000000 0.0000000 0.4048963  0.0000000 0.0000000 0.8021409
com17 0.4355458 3.0247639 0.0000000 0.0000000  0.0000000 0.3965731 0.0000000
com18 0.0000000 3.1149604 0.0000000 2.1442306  0.0000000 0.0000000 0.0000000
com19 0.0000000 0.1384853 1.2971455 0.0000000  0.0000000 0.0000000 0.0000000
com20 0.0000000 0.0000000 0.6677431 0.0000000  0.0000000 0.0000000 0.0000000
com21 0.0000000 0.7091734 0.3196808 0.0000000  0.0000000 0.0000000 0.3929069
com22 0.1535623 2.2845918 0.0000000 0.0000000  1.6485733 3.8450725 0.0000000
com23 0.0000000 0.0000000 0.6071506 0.0000000  0.3194820 0.0000000 4.2585974
com24 0.0000000 0.4889898 0.0000000 0.6039018 10.8587221 3.1435975 0.0000000
com25 0.0000000 0.0000000 2.3881608 0.0000000  0.9635980 0.0000000 0.6375094
            sp8       sp9      sp10       sp11      sp12       sp13      sp14
com1  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com2  0.0000000 0.0000000 0.0000000 0.45208471 0.0000000  0.0000000 0.0000000
com3  0.8917819 0.0000000 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com4  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com5  0.0000000 0.0000000 0.7770992 0.00000000 0.0000000  0.0000000 0.0000000
com6  0.0000000 0.0000000 0.0000000 0.00000000 1.5173960 11.3128614 0.3657248
com7  0.5079301 0.0000000 0.0000000 0.00000000 0.0000000  8.2734237 0.6402058
com8  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com9  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com10 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com11 0.0000000 0.4995604 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com12 0.0000000 0.0000000 0.3022652 0.13753649 0.0000000  0.0000000 0.0000000
com13 0.0000000 0.0000000 0.9338293 3.00602290 0.0000000  0.0000000 0.0000000
com14 0.0000000 0.0000000 0.0000000 2.43333462 0.0000000  0.0000000 0.0000000
com15 0.0000000 1.7997051 0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
com16 0.0000000 0.0000000 0.0000000 0.00000000 0.8670427  1.1438208 0.0000000
com17 1.7104622 0.0000000 0.0000000 0.26387502 1.0153095  0.0000000 2.4971886
com18 0.0000000 0.0000000 0.0000000 0.90540957 1.5796254  0.0000000 0.0000000
com19 0.0000000 0.2188795 0.3636482 0.00000000 0.3601052  1.9474645 1.3432778
com20 0.0000000 0.0000000 0.0000000 1.10102391 0.0000000  0.7347778 0.0000000
com21 0.0000000 2.5279176 5.2683951 0.08050784 0.0000000  0.8065374 0.0000000
com22 0.0000000 3.7473199 0.0000000 0.35643762 0.0000000  1.2188142 2.7292638
com23 1.1292781 0.8342591 0.0000000 0.00000000 0.0000000  1.3174100 0.0000000
com24 0.0000000 0.0000000 0.0000000 2.08543979 0.0000000  1.7577780 0.0000000
com25 0.4713223 0.0000000 1.0982732 0.00000000 2.4368317  0.0000000 0.0000000
           sp15       sp16       sp17      sp18       sp19      sp20      sp21
com1  0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 0.0000000
com2  0.0000000  0.0000000 0.00000000 0.3958320  0.0000000 0.0000000 0.0000000
com3  0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 0.0000000
com4  0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 0.7110805
com5  0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 0.0000000
com6  0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.2897467 0.0000000
com7  0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 0.0000000
com8  0.0000000  0.0000000 0.00000000 3.3779829  0.0000000 0.0000000 0.0000000
com9  0.0000000  0.0000000 0.00000000 0.0000000  1.8614648 0.0000000 0.0000000
com10 0.8031980  0.0000000 0.00000000 0.3314231  0.0000000 0.0000000 0.0000000
com11 0.0000000  0.0000000 0.00000000 1.9697426  0.3384677 0.9962753 0.0000000
com12 0.0000000  0.0000000 0.00000000 2.0570524 14.9333979 0.0000000 0.2007049
com13 0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 0.6403868
com14 1.0668370  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 0.0000000
com15 0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000 1.7846371
com16 0.0000000  0.0000000 0.00000000 0.4121677  0.0000000 0.0000000 1.4599320
com17 0.9446261  0.0000000 0.00000000 3.9579418  1.6853432 3.3124023 0.0000000
com18 0.0000000  0.0000000 0.06082217 1.1282679  0.4441482 0.0000000 0.4714401
com19 0.1338430  0.3467076 1.85672630 1.3373429  0.0000000 0.0000000 0.0000000
com20 4.7713023  0.0000000 0.00000000 0.0000000  2.2170446 1.3666416 0.0000000
com21 0.0000000  0.0000000 0.00000000 0.2681188  2.9565859 0.0000000 0.0000000
com22 2.7818359  0.0000000 0.47054145 0.4197820  0.0000000 3.2004254 0.7915199
com23 1.9358906  0.9032553 0.79538211 0.0000000  0.0000000 0.5058552 2.1606439
com24 0.0000000  0.7719529 0.30388746 0.0000000  0.3448823 0.0000000 0.0000000
com25 0.1546618 10.4834116 0.26360093 5.2873354  0.0000000 1.1208218 1.4458791
           sp22      sp23      sp24     sp25      sp26      sp27       sp28
com1  0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000
com2  0.0000000 0.5761724 0.0000000 0.000000 0.0000000 0.0000000 0.00000000
com3  0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000
com4  0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000
com5  0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000
com6  0.0000000 0.0000000 0.0000000 1.097920 0.0000000 0.0000000 0.00000000
com7  0.0000000 0.0000000 1.3755087 0.000000 0.0000000 0.0000000 0.00000000
com8  1.3437258 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000
com9  0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.3291726 0.00000000
com10 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 6.0376599 0.00000000
com11 0.0000000 0.0000000 0.0000000 0.000000 1.6641096 4.6358932 0.00000000
com12 0.0000000 0.0000000 0.0000000 5.203131 0.0000000 1.6457341 0.00000000
com13 1.2881226 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.17236641
com14 0.0000000 2.1099290 0.0000000 0.000000 0.0000000 0.5779174 0.07517861
com15 2.5342815 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000
com16 0.0000000 0.0000000 3.2380917 0.000000 0.0000000 0.7577022 0.00000000
com17 0.0000000 0.2505951 0.0000000 0.000000 2.4252764 0.0000000 0.00000000
com18 0.0000000 0.0000000 0.0000000 1.974597 2.2525299 0.0000000 5.59578476
com19 0.3870927 0.0000000 0.2558409 0.000000 1.4342316 0.0000000 0.00000000
com20 0.0000000 0.7697193 0.0000000 1.253243 0.0000000 0.0000000 0.00000000
com21 0.0000000 0.7074221 1.7674647 4.707397 0.0000000 0.0000000 2.43699875
com22 0.0000000 3.6401771 0.6162359 0.000000 0.0000000 0.0000000 0.74630643
com23 2.8366408 0.0000000 0.0000000 0.000000 0.1690262 0.0000000 0.92109580
com24 2.1969869 0.3403544 0.0000000 0.124025 0.3313181 0.0000000 0.00000000
com25 0.0000000 1.1810234 0.0000000 0.000000 0.0000000 0.2394985 0.00000000
           sp29      sp30      sp31       sp32      sp33      sp34      sp35
com1  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000
com2  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000
com3  0.0000000 0.7159487 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000
com4  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 2.4394790
com5  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000
com6  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 1.7204985 0.0000000
com7  0.0000000 0.0000000 0.0000000 6.33039665 0.0000000 0.0000000 0.0000000
com8  2.9194480 5.1519277 0.0000000 0.00000000 0.0000000 0.0000000 1.7786984
com9  0.0000000 0.1572567 0.0000000 0.00000000 0.0000000 0.0000000 0.4250987
com10 0.0000000 0.0000000 0.0000000 0.00000000 0.7977001 0.0000000 0.0000000
com11 0.1636671 1.5517857 0.0000000 2.92444600 0.0000000 0.2639388 0.0000000
com12 0.0000000 0.0000000 0.5755232 0.00000000 0.0000000 0.0000000 0.6127779
com13 0.0000000 3.4255270 0.0000000 0.00000000 0.3703369 2.0819671 0.0000000
com14 0.0000000 0.0000000 0.0000000 0.00000000 2.3416764 0.0000000 0.4571463
com15 0.0000000 3.6015850 2.3025174 0.00000000 0.0000000 0.0000000 0.1975545
com16 3.2499018 1.6661616 0.0000000 0.08900518 5.8197082 0.0000000 0.0000000
com17 0.6038366 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.8394120
com18 0.0000000 1.7711005 2.8046310 0.28477104 0.7601930 0.0000000 0.0000000
com19 0.0000000 4.2440569 1.1621820 0.00000000 0.0000000 1.4436473 0.0000000
com20 2.5589298 0.6668384 0.0000000 0.00000000 0.6631123 0.0000000 0.0000000
com21 0.0000000 0.0000000 0.0000000 0.49812673 0.0000000 0.0000000 0.0000000
com22 2.7982189 1.6621934 0.0000000 0.55692937 0.4986145 0.0000000 1.7838493
com23 0.0000000 0.0000000 0.3184554 0.00000000 0.0000000 1.2665034 0.0000000
com24 0.0000000 0.0000000 0.0000000 0.00000000 0.6396872 0.0000000 0.7882112
com25 0.2354459 0.0000000 4.4979828 0.00000000 0.0000000 1.2267813 0.0000000
           sp36      sp37      sp38      sp39     sp40      sp41      sp42
com1  0.0000000 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.4435229
com2  0.0000000 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000
com3  0.4193106 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000
com4  4.0971477 0.0000000 0.0000000 0.0000000 0.000000 0.7664374 0.0000000
com5  0.0000000 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000
com6  0.0000000 0.9745855 0.0000000 0.0000000 2.651778 0.0000000 0.0000000
com7  0.0000000 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 2.1869326
com8  6.6043347 0.0000000 2.3458038 0.0000000 0.000000 0.0000000 0.0000000
com9  0.0000000 0.0000000 0.0000000 0.6248687 0.000000 0.0000000 0.0000000
com10 0.0000000 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 1.8133535
com11 0.3003642 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000
com12 4.1042473 0.0000000 4.2298303 2.6325458 0.000000 0.0000000 0.0000000
com13 0.0000000 0.2755309 0.0000000 0.6969218 0.000000 0.0000000 3.0275719
com14 0.0000000 0.0000000 0.0000000 0.0000000 0.000000 1.8959982 0.1642457
com15 0.0000000 1.4065958 0.0000000 0.0000000 0.000000 0.0000000 0.5129469
com16 0.0000000 3.1992258 0.8023170 0.0000000 0.000000 0.3282576 0.0000000
com17 0.0000000 0.0000000 0.1200808 0.0000000 1.062900 1.4275269 0.0000000
com18 8.0453620 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.0000000
com19 0.0000000 0.0000000 0.0000000 0.9894967 1.241659 0.4379975 0.0000000
com20 0.0000000 0.2918836 0.7544837 0.0000000 0.000000 0.5338716 2.7987463
com21 0.0000000 0.0000000 0.0000000 0.0000000 0.000000 0.0000000 0.2882663
com22 2.3781208 0.2037335 0.2717964 0.0000000 2.805490 5.5368120 1.5484469
com23 0.5026665 0.0000000 0.5287103 0.0000000 0.000000 1.0753989 6.4055208
com24 0.0000000 0.1135010 0.0000000 0.9687418 0.000000 0.0000000 0.6002372
com25 0.0000000 0.6117011 0.0000000 0.6249522 1.876839 0.0000000 0.0000000
           sp43      sp44      sp45      sp46      sp47      sp48     sp49
com1  0.0000000 0.0000000 0.5636157 0.0000000 0.0000000 0.0000000 0.000000
com2  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1003795 0.000000
com3  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000
com4  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.100614
com5  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000
com6  0.1253271 0.8767920 1.2372818 0.0000000 0.0000000 0.0000000 0.000000
com7  0.0000000 0.0000000 0.0000000 1.4875145 0.0000000 0.0000000 0.000000
com8  0.0000000 0.0000000 0.0000000 2.6419680 0.0000000 0.0000000 0.000000
com9  0.0000000 0.0000000 0.0000000 0.0000000 0.1184319 0.0000000 0.000000
com10 0.0000000 0.0000000 0.6524795 0.0000000 0.0000000 0.0000000 0.000000
com11 0.0000000 0.0000000 0.2197437 0.0000000 0.0000000 0.0000000 5.333278
com12 0.0000000 0.3124878 1.0572647 0.0000000 0.0000000 0.6091022 0.000000
com13 0.3589401 0.0000000 0.0000000 0.4075374 0.8946985 0.0000000 0.000000
com14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000
com15 0.0000000 0.6418072 4.2204628 0.0000000 0.9640920 0.0000000 0.000000
com16 1.4922254 0.0000000 0.0000000 1.4468168 0.0000000 0.5062962 0.000000
com17 0.0000000 0.0000000 0.0000000 1.9390268 0.0000000 2.2900532 0.000000
com18 0.0000000 1.4645148 0.0000000 0.0000000 1.7884471 1.7376242 0.000000
com19 0.0000000 0.0000000 4.4590777 0.0000000 1.0404104 2.9516009 0.000000
com20 0.0000000 0.3241258 0.0000000 0.8088619 0.8599619 0.0000000 0.000000
com21 0.0000000 0.1226538 0.7459082 0.0000000 3.6924543 1.3948193 3.395750
com22 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 6.844296
com23 0.0000000 0.0000000 1.1718175 1.5274787 0.0000000 0.0000000 0.000000
com24 1.3189825 1.0917912 0.0000000 0.0000000 0.7840778 1.4969290 0.000000
com25 0.0000000 0.2553055 0.3321642 0.0000000 0.0000000 0.4518241 0.000000
           sp50      sp51      sp52      sp53      sp54      sp55      sp56
com1  0.0000000 0.0000000 1.3765732 0.0000000 0.0000000 0.0000000 0.0000000
com2  0.0000000 0.5175361 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com3  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com4  0.0000000 0.0000000 0.0000000 0.5140692 0.0000000 0.0000000 0.0000000
com5  2.4375875 0.0000000 0.0000000 0.0000000 0.7557076 0.0000000 0.0000000
com6  0.0000000 1.0743659 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com7  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.5878215
com8  0.2627089 5.6906664 0.0000000 0.0000000 0.0000000 0.5409685 0.0000000
com9  0.0000000 1.1858265 0.0000000 0.0000000 0.3259777 0.0000000 0.0000000
com10 0.0000000 0.0000000 0.0000000 1.1275831 0.0000000 0.0000000 0.0000000
com11 0.0000000 0.0000000 0.0000000 3.5303594 0.8464831 1.5961165 0.0000000
com12 1.5266789 2.4225088 0.0000000 0.0000000 1.0190828 1.9435769 0.0000000
com13 0.0000000 0.0000000 1.1571639 0.0000000 0.8561058 0.4544516 0.7170236
com14 0.0000000 0.0000000 0.0000000 2.0587583 1.1015374 0.0000000 0.0000000
com15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.2934296 1.4157294
com16 0.7686411 0.9433402 0.1054491 0.0000000 0.0000000 0.0000000 0.0000000
com17 0.0000000 0.0000000 0.0000000 2.7782872 0.0000000 9.8355662 0.0000000
com18 0.1798271 0.8814979 0.0000000 5.9530432 1.7644072 0.0000000 0.0000000
com19 0.0000000 0.0000000 0.0000000 0.0000000 0.9907985 0.0000000 0.0000000
com20 0.0000000 0.4684549 0.0000000 0.0000000 1.0107399 0.7425796 0.0000000
com21 1.1348780 0.6185316 1.4893837 0.9443001 0.0000000 0.0000000 0.0000000
com22 0.0000000 0.2860575 0.3461002 0.0000000 1.2848216 0.0000000 7.0259238
com23 0.0000000 0.0000000 0.0000000 0.5123385 1.4116606 0.0000000 0.0000000
com24 2.5425316 0.0000000 0.0000000 6.0908993 0.0000000 0.0000000 0.7952849
com25 0.9708632 0.2119274 0.4807884 0.4234293 2.6290033 0.4755969 1.0566068
           sp57      sp58      sp59      sp60       sp61      sp62      sp63
com1  0.0000000 0.0000000 0.0000000 0.1754885 0.00000000 0.0000000 0.0000000
com2  0.0000000 0.0000000 1.5126716 0.0000000 0.00000000 0.0000000 0.0000000
com3  0.0000000 0.0000000 0.0000000 0.2208501 3.62661241 0.0000000 0.0000000
com4  0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
com5  0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.6290299 0.0000000
com6  0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 1.4698119
com7  0.0000000 0.0000000 0.0000000 0.0000000 3.70545316 0.6465301 0.0000000
com8  0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
com9  0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.1444290 0.0000000
com10 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.9664975 0.0000000
com11 0.0000000 0.0000000 1.5452749 0.0000000 0.00000000 0.0000000 0.0000000
com12 0.0000000 0.0000000 0.0000000 0.0000000 0.18468468 0.0000000 0.0000000
com13 0.0000000 2.9942250 0.0000000 0.0000000 0.00000000 0.0000000 3.5384701
com14 2.8169487 0.3738366 0.3417046 0.0000000 0.63629991 3.4765263 0.0000000
com15 0.9767494 0.2032242 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
com16 0.0000000 0.8567053 2.5095987 0.0000000 0.00000000 0.0000000 1.5895089
com17 0.0000000 5.7148115 0.0000000 1.2970649 5.94370755 0.0000000 0.0000000
com18 0.0000000 0.5492915 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
com19 0.5714218 0.0000000 9.7989807 0.0000000 0.00000000 0.0000000 0.0000000
com20 0.0000000 0.8016125 0.1219008 0.3037847 0.05735551 0.0000000 0.6400284
com21 1.0641083 0.0000000 0.0000000 1.8156531 0.00000000 1.1108444 0.0000000
com22 0.0000000 2.8845179 0.3778469 0.1391633 1.61715285 0.0000000 0.0000000
com23 0.4145737 1.0148489 1.3394349 0.0000000 0.00000000 1.5967450 0.1756587
com24 2.8069126 1.6670117 0.0000000 1.1276390 0.83576567 0.8285656 1.4144427
com25 0.0000000 0.0000000 2.6355071 0.0000000 0.00000000 0.5493957 0.0000000
           sp64      sp65       sp66      sp67      sp68      sp69      sp70
com1  0.4359909 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com2  0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.5867949 0.0000000
com3  1.9610855 0.3436154 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com4  0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com5  0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com6  0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com7  0.0000000 0.0000000 0.00000000 0.4217279 0.0000000 0.0000000 0.0000000
com8  0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com9  0.0000000 0.0000000 0.00000000 0.4358450 0.0000000 0.0000000 0.0000000
com10 4.1119962 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com11 1.1635140 0.3873804 0.00000000 0.0000000 0.0000000 0.0000000 1.8654701
com12 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com13 0.0000000 0.0000000 4.32956479 0.0000000 0.0000000 0.0000000 0.0000000
com14 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com15 2.0966289 5.9164117 0.00000000 8.2232908 0.0000000 0.3904406 0.0000000
com16 0.0000000 0.0000000 1.87359812 0.0000000 2.5567721 0.8036544 0.0000000
com17 2.2987193 4.2348414 0.00000000 0.0000000 0.0000000 0.4403628 0.0000000
com18 0.0000000 1.2905686 5.64160061 0.0000000 0.0000000 0.6633714 0.0000000
com19 0.0000000 0.0000000 2.91578666 0.0000000 0.0000000 0.0000000 0.4515757
com20 0.0000000 1.9605320 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
com21 0.0000000 0.0000000 0.00000000 1.3111607 0.2295159 0.7421757 2.1437793
com22 0.0000000 0.0000000 0.07481585 0.7868645 1.2699045 0.0000000 0.0000000
com23 0.0000000 2.4137350 0.28245672 0.0000000 0.7911206 0.0000000 0.0000000
com24 0.0000000 0.0000000 1.79503903 0.5803168 0.0000000 0.0000000 1.9204100
com25 0.2324248 0.0000000 0.70305068 0.2817938 2.8460265 0.6610070 0.0000000
            sp71      sp72      sp73      sp74      sp75      sp76       sp77
com1  0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 13.9086199
com2  0.00000000 0.6793235 0.0000000 0.0000000 1.1590989 0.0000000  0.0000000
com3  0.00000000 0.0000000 0.0000000 0.0000000 4.6074773 0.0000000  0.0000000
com4  0.00000000 0.0000000 0.5689261 0.0000000 0.0000000 0.0000000  0.0000000
com5  0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000
com6  0.00000000 2.1557270 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000
com7  0.08417103 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.5636205
com8  2.96071054 0.0000000 0.0000000 0.0000000 0.0000000 1.7830464  0.0000000
com9  0.00000000 1.3281245 0.0000000 0.0000000 2.9283348 0.0000000  0.0000000
com10 0.00000000 0.0000000 0.0000000 0.0000000 0.4019433 0.3359904  0.4037009
com11 5.97914774 0.0000000 0.0000000 0.0000000 0.1752676 2.4683636  0.1852698
com12 0.00000000 2.9348749 0.0000000 0.6917998 0.0000000 0.0000000  0.0000000
com13 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.3278350
com14 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 1.5059039  0.0000000
com15 0.00000000 0.9212297 0.0000000 0.0000000 0.7205430 2.0302494  1.0595826
com16 0.00000000 0.0000000 0.2504221 3.7169767 0.7668975 0.0000000  0.0000000
com17 0.00000000 0.0000000 1.8279024 0.0000000 0.0000000 1.5358348  5.4949391
com18 0.00000000 0.0000000 0.0000000 1.8932680 3.7038288 0.0000000  0.0000000
com19 0.59500904 0.0000000 0.0000000 0.0000000 0.0000000 2.3355127  0.0000000
com20 0.00000000 0.0000000 1.5933315 0.0000000 0.0000000 1.2869126  0.0000000
com21 4.03916473 0.0000000 0.0000000 0.0000000 1.8249419 0.0000000  0.1715712
com22 0.00000000 0.0000000 0.0000000 0.0000000 1.0918544 2.3061102  0.4514774
com23 2.39350748 0.0000000 0.0000000 1.6989102 0.0000000 2.0778624  0.7064252
com24 0.56382799 2.4553761 0.3790089 0.6364691 0.0000000 1.2594586  0.0000000
com25 1.14322232 0.0000000 0.0000000 0.0000000 0.0000000 0.2213476  0.9281741
           sp78      sp79      sp80      sp81      sp82      sp83      sp84
com1  0.0000000 0.0000000 0.0000000 0.0000000 0.6022756 0.0000000 0.0000000
com2  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com3  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.2837335 0.0000000
com4  0.0000000 0.3756377 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com5  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.3473565 0.5013972
com6  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com7  0.8238527 0.0000000 0.2648193 0.0000000 0.0000000 0.0000000 0.0000000
com8  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com9  0.0000000 0.0000000 0.7169619 0.4044343 0.0000000 0.0000000 0.0000000
com10 0.0000000 0.0000000 0.0000000 0.0000000 0.8391490 0.0000000 0.0000000
com11 0.0000000 1.0479765 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com12 0.0000000 0.4782946 0.0000000 0.0000000 0.0000000 0.0000000 1.5460140
com13 0.0000000 0.0000000 0.0000000 0.0000000 1.4264423 0.0000000 0.0000000
com14 0.0000000 2.5550707 0.3045341 0.0000000 2.6170462 0.0000000 0.0000000
com15 0.0000000 0.3097534 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com16 0.0000000 0.0000000 0.0000000 1.2636527 0.0000000 1.7336152 2.5880571
com17 0.2232425 2.0978805 1.4771085 0.0000000 1.8290754 0.4953595 0.3322345
com18 0.0000000 0.0000000 1.3496225 1.9222169 1.9674203 2.1488870 0.0000000
com19 0.0000000 0.0000000 1.5838415 1.1994839 0.0000000 1.2654481 0.0000000
com20 0.0000000 1.6427949 0.3564873 0.3877013 0.0000000 0.0000000 1.3491703
com21 1.9681921 0.4375385 0.5591664 1.7872523 0.4385482 0.5538815 2.9736995
com22 0.3133999 3.2187917 0.0000000 0.0000000 0.0000000 0.4177760 0.2352245
com23 2.5255061 0.0000000 1.2285228 0.4740484 0.9299150 0.0000000 3.6715890
com24 0.3334035 0.1033397 0.0000000 0.0000000 0.0000000 0.6134360 1.5285946
com25 7.0993473 0.0000000 0.4893515 0.0000000 0.0000000 1.2678182 0.0000000
           sp85      sp86      sp87      sp88      sp89      sp90      sp91
com1  0.0000000 3.1562286 0.0000000 0.0000000 0.4029560 0.0000000 0.0000000
com2  0.0000000 0.0000000 0.0000000 0.4050026 0.0000000 0.0000000 0.0000000
com3  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com4  0.0000000 0.0000000 5.3492310 0.0000000 0.0000000 0.0000000 0.0000000
com5  0.0000000 0.0000000 0.0000000 3.5366048 0.0000000 0.0000000 4.6366677
com6  0.0000000 0.0000000 0.0000000 0.0000000 0.3112806 0.3410302 0.0000000
com7  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.4490040
com8  1.3554416 1.1582827 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com9  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
com10 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.2231638 0.0000000
com11 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.5772780
com12 0.0000000 0.0000000 0.5829989 0.0000000 0.0000000 0.0000000 0.6694234
com13 0.0000000 1.6111217 0.8695063 0.0000000 0.0000000 0.0000000 2.0617201
com14 1.9561638 0.0000000 0.0000000 0.4734899 0.2091588 0.0000000 0.0000000
com15 1.0581380 2.1466498 0.0000000 0.0000000 2.6002187 0.0000000 0.0000000
com16 0.0000000 0.0000000 0.0000000 0.3095920 1.6026696 0.0000000 3.8730849
com17 0.0000000 0.0000000 0.4498772 0.0000000 0.0000000 0.0000000 0.0000000
com18 0.0000000 0.0000000 0.0000000 0.0000000 0.8262576 0.0000000 0.6958666
com19 0.0000000 0.0000000 2.4382962 0.7806225 1.1189406 0.8354106 0.8660738
com20 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.9164943 0.9421223
com21 0.0000000 0.9054588 1.5120500 2.0706112 0.0000000 0.0000000 1.5548574
com22 0.0000000 0.0000000 0.3061335 0.0000000 0.0000000 0.0000000 0.0000000
com23 0.3499773 0.6340740 0.0000000 2.5582118 0.0000000 0.0000000 0.3595604
com24 0.0000000 0.0000000 0.0000000 1.1073618 1.3843948 1.8191426 0.0000000
com25 0.9747403 2.4956208 0.0000000 0.3737753 2.3919857 0.0000000 0.0000000
           sp92      sp93     sp94      sp95      sp96      sp97       sp98
com1  0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.0000000  0.1918507
com2  0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.0000000  0.0000000
com3  0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.0000000  0.0000000
com4  0.0000000 0.0000000 0.000000 0.0000000 0.3945160 0.0000000  0.0000000
com5  0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.0000000  0.0000000
com6  0.0000000 0.0000000 0.000000 1.7282797 0.3815424 0.6633212  0.0000000
com7  1.5515000 0.0000000 1.248330 0.4184147 0.0000000 0.0000000  0.0000000
com8  0.0000000 0.2626774 0.000000 0.0000000 0.8524589 2.8261689  0.0000000
com9  0.0000000 0.0000000 0.000000 0.7555235 0.0000000 0.0000000  0.0000000
com10 2.3126085 0.0000000 0.000000 0.0000000 0.0000000 3.8197431  0.0000000
com11 0.3361004 0.0000000 0.000000 0.0000000 0.0000000 0.7617570  0.2357429
com12 0.6784609 0.8465411 0.000000 5.3093518 0.0000000 0.0000000  5.6907706
com13 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.0000000  0.0000000
com14 2.6704761 0.6620930 0.000000 0.0000000 0.0000000 0.2512209  0.0000000
com15 2.2442406 0.0000000 0.000000 5.2673267 0.0000000 0.9516838  0.0000000
com16 0.0000000 0.0000000 0.000000 0.5001480 1.7604336 0.0000000  5.6485983
com17 0.0000000 0.0000000 0.000000 0.0000000 0.0000000 0.8461455  0.0000000
com18 0.0000000 0.0000000 2.785443 0.0000000 1.2417672 0.3825459  0.0000000
com19 0.0000000 0.0000000 0.000000 0.0000000 1.0249802 0.0000000  0.0000000
com20 1.1981158 0.0000000 1.842885 2.8069776 1.2840022 0.0000000  0.0000000
com21 0.0000000 1.6724452 0.000000 0.0000000 0.0000000 3.2911142 38.1749472
com22 0.0000000 0.0000000 0.000000 0.0000000 3.5930999 0.0000000  0.0000000
com23 2.8838430 0.0000000 4.150766 9.7533336 0.0000000 0.0000000  6.3920301
com24 2.1618213 0.0000000 8.887955 0.0000000 0.0000000 0.0000000  7.5623191
com25 1.6545862 0.9333479 0.000000 0.0000000 0.0000000 0.0000000  2.4488036
            sp99      sp100
com1  0.00000000  0.0000000
com2  0.00000000  0.0000000
com3  0.00000000  0.0000000
com4  0.00000000  0.0000000
com5  0.00000000  0.3192684
com6  0.00000000  0.0000000
com7  0.00000000  0.0000000
com8  0.55936771  0.0000000
com9  0.00000000  0.6145454
com10 0.00000000  1.3840052
com11 0.20591646  0.0000000
com12 0.00000000  0.0000000
com13 0.00000000  0.0000000
com14 0.00000000  1.2193414
com15 0.00000000  0.0000000
com16 4.68956416  0.0000000
com17 1.92617851  0.0000000
com18 5.06691371  2.2789552
com19 0.00000000  7.8992277
com20 0.00000000 11.8448594
com21 1.10231555  4.7350571
com22 0.14740807  2.2224715
com23 0.74160017  0.0000000
com24 0.08641032  0.0000000
com25 0.00000000  0.0000000

$abun.gamma
      sp1       sp2       sp3       sp4       sp5       sp6       sp7       sp8 
0.1563240 0.5426139 0.3725893 0.2400780 0.6753901 0.6272764 0.3569021 0.1884310 
      sp9      sp10      sp11      sp12      sp13      sp14      sp15      sp16 
0.3851057 0.3497404 0.4328669 0.3110524 1.1405155 0.3030264 0.5036878 0.5002131 
     sp17      sp18      sp19      sp20      sp21      sp22      sp23      sp24 
0.1500384 0.8377196 0.9912534 0.4316867 0.3866490 0.4234740 0.3830157 0.2901257 
     sp25      sp26      sp27      sp28      sp29      sp30      sp31      sp32 
0.5744125 0.3310597 0.5689431 0.3979092 0.5011779 0.9845753 0.4664517 0.4273470 
     sp33      sp34      sp35      sp36      sp37      sp38      sp39      sp40 
0.4756411 0.3201335 0.3728891 1.0580622 0.2830703 0.3621209 0.2615011 0.3855466 
     sp41      sp42      sp43      sp44      sp45      sp46      sp47      sp48 
0.4800920 0.7915916 0.1318190 0.2035791 0.5863926 0.4103682 0.4057030 0.5015451 
     sp49      sp50      sp51      sp52      sp53      sp54      sp55      sp56 
0.6669575 0.3929487 0.5720285 0.1982183 0.9573227 0.5598530 0.6752914 0.4639356 
     sp57      sp58      sp59      sp60      sp61      sp62      sp63      sp64 
0.3460286 0.6824034 0.8073168 0.2031857 0.6642813 0.4379425 0.3531168 0.4920144 
     sp65      sp66      sp67      sp68      sp69      sp70      sp71      sp72 
0.6618834 0.7046365 0.4816400 0.3077336 0.1715123 0.2552494 0.7103504 0.4189862 
     sp73      sp74      sp75      sp76      sp77      sp78      sp79      sp80 
0.1847836 0.3454970 0.6952075 0.7658637 0.9680486 0.5314778 0.4906831 0.3332166 
     sp81      sp82      sp83      sp84      sp85      sp86      sp87      sp88 
0.2975516 0.4259949 0.3650925 0.5890392 0.2277784 0.4842975 0.4603237 0.4646109 
     sp89      sp90      sp91      sp92      sp93      sp94      sp95      sp96 
0.4339145 0.2054097 0.6674263 0.7076701 0.1750842 0.7566151 1.0615742 0.4213120 
     sp97      sp98      sp99     sp100 
0.5517480 2.6538025 0.5810270 1.3007093 

$FDis.gamma
Community1 
  1.652675 

$FDis.mean
[1] 1.518866

FD documentation built on May 2, 2019, 6:08 p.m.