Introduction
The phytoclass package uses non-negative matrix factorization and simulated annealing to determine the biomass of different phytoplankton groups from pigment concentrations. The methodology is discussed in (Hayward, Pinkerton, and Gutierrez‐Rodriguez 2023) and is similar to the CHEMTAX method of Mackey et al. (1996).
For ease of use, most functions have default options. However the user also has the option to set their own parameters within the program, and instructions on how to do this are listed for each function.
It is important to highlight that naming conventions for phytoplankton groups and their pigments should be adhered to when using the default samples. For example, the user should ensure that pigment names in their sample matrix (S) match the same pigment names in the pigment – Chl a ratio matrix (F).
At present the use of DV Chl a with Prochlorococcus is not supported, however it will be in a future release.
The main function of the package is simulated_annealing() with an associated helper function Cluster()
Other helper functions covered in this document are:
- Matrix_checks
- Bounded_weights
- Steepest_Desc
- NNLS_MF
Main function: simulated_annealing()
This is the main function for the phytoclass package.
It takes in the inputs (listed below) and returns the updated pigment to Chl a ratios, the Chl a biomass of each phytoplankton group, error associated with each group, and a graph displaying the Chl a concentration for each group.
It is important that samples are clustered appropriately before using the function (see the Cluster function).
Arguments:
S = Sample matrix – a matrix of pigment samples. Ensure that Chl a is the final column
F = Pigment to Chl a matrix. If left blank default values will be used. Ensure that pigment columns are in the same order as S and column naming conventions match.
user_defined_min_max = If blank default values are used. To create different min_max values, follow the same structure as the phytoclass::min_max file. See the example below.
do_matrix_checks = this should only be set to true when using the default values. This will remove pigment columns that have column sums of 0. Set to FALSE if using customised names for pigments and phytoplankton groups.
niter = number of iterations. Default value is 500.
step = step ratio used. Default value is 0.009.
weight.upper.bound = the upper limit of the weights applied. Default value is 30.
When using the default values, the only argument required is the sample matrix. However, make sure that the pigment names match those in the built-in pigment to Chl matrix Fm.
For the examples that follow the argument niter equals one for processing speed, but should be set much higher to obtain convergence.
Cluster function
Prior to analysis using simulated annealing, pigment samples require clustering.
The Cluster function divides all pigment concentrations by the total Chl a concentration. Following this the data undergoes BoxCox transformation, and the data is hierarchically clustered using the Ward method based on the Manhattan distances between pigment samples. The DynamicTreeCut method of (Langfelder, Zhang, and Horvath 2008) is then used to prune the dendogram into reasonable clusters of specified size(s).
The function returns a list of the clusters and the cluster dendrogram.
An example, using the built-in sample data set Sm:
Cluster.result <- Cluster(Sm, 14)
#> Registered S3 method overwritten by 'generics':
#> method from
#> as.character.dev_topic butcher
#> ..done.
# list of clusters
Cluster.result$cluster.list
#> $`1`
#> Per X19but Fuco Neox Pra Viol X19hex
#> 1 0.0000 0.03024000 0.0622500 0.005570000 0.01407000 0.007590000 0.08224000
#> 2 0.0000 0.01084000 0.0286400 0.001110000 0.00351000 0.001440000 0.01497000
#> 3 0.0000 0.01560000 0.2172000 0.006400000 0.00920000 0.000000000 0.01740000
#> 4 0.0000 0.01770000 0.2347000 0.007000000 0.01150000 0.000000000 0.01890000
#> 5 0.0000 0.02520000 0.2952000 0.009900000 0.01300000 0.000000000 0.02110000
#> 6 0.0102 0.02220000 0.2275000 0.007600000 0.01070000 0.000000000 0.01900000
#> 7 0.0000 0.01510000 0.1417000 0.004000000 0.00800000 0.002600000 0.02550000
#> 8 0.0000 0.04520000 0.4484000 0.003700000 0.00650000 0.000000000 0.13170000
#> 9 0.0000 0.05180000 0.6228000 0.004900000 0.00750000 0.004000000 0.13210000
#> 10 0.0000 0.02200000 0.1090000 0.004000000 0.00800000 0.003000000 0.04200000
#> 11 0.0000 0.04906269 0.5266418 0.017334346 0.03446357 0.000000000 0.12044287
#> 12 0.0000 0.02052662 0.2714934 0.017692288 0.01994758 0.000000000 0.03011548
#> 13 0.0000 0.02216177 0.1654257 0.012242414 0.01956286 0.000000000 0.02721049
#> 14 0.0000 0.01438545 0.2555594 0.020671983 0.04736366 0.011507712 0.02167651
#> 15 0.0000 0.02619187 0.6025477 0.038948613 0.04929322 0.034893958 0.10082727
#> 16 0.0000 0.02662521 0.2205439 0.024444776 0.06623835 0.027029275 0.04015983
#> 17 0.0000 0.06542364 0.6603459 0.044215705 0.11285620 0.064560275 0.13896777
#> 18 0.0000 0.05315834 0.2584586 0.016123905 0.04701666 0.011387548 0.08065818
#> 19 0.0000 0.06040911 0.4494852 0.027862628 0.07757631 0.025258248 0.10999693
#> 20 0.0000 0.07577285 0.3920489 0.017239170 0.05136883 0.020899111 0.12859331
#> 21 0.0000 0.06067605 0.4112795 0.021768249 0.07620416 0.022592896 0.08973832
#> 22 0.0000 0.04388275 0.6257830 0.012373717 0.03347165 0.013495185 0.12822965
#> 23 0.0000 0.03971444 0.4332551 0.014402749 0.02657611 0.010560487 0.09220387
#> 24 0.0000 0.03092146 0.1639481 0.013383240 0.01262176 0.008793182 0.05881285
#> 25 0.0000 0.02725515 0.1966991 0.009916299 0.01832477 0.009112193 0.05488214
#> 26 0.0000 0.01678833 0.1755048 0.008821737 0.02676049 0.006637964 0.02189435
#> 27 0.0000 0.02444961 0.1273596 0.007049435 0.01323978 0.004447137 0.02218985
#> 28 0.0000 0.01567523 0.1052905 0.006144340 0.01372236 0.006294480 0.02208074
#> 29 0.0000 0.03108003 0.0874373 0.011728700 0.02004430 0.005772257 0.04855466
#> Allo Zea Lut ChlcMGDG18 ChlcMGDG14 Chl_b Tchla
#> 1 0.001880000 0.002010000 0 0 0 0.08661000 0.4585100
#> 2 0.001440000 0.001910000 0 0 0 0.01473000 0.1457100
#> 3 0.005800000 0.003600000 0 0 0 0.05700000 0.6127000
#> 4 0.005400000 0.003800000 0 0 0 0.06190000 0.6207000
#> 5 0.001400000 0.007600000 0 0 0 0.05780000 0.5302000
#> 6 0.000000000 0.003000000 0 0 0 0.04530000 0.4057000
#> 7 0.000800000 0.001000000 0 0 0 0.03120000 0.2117000
#> 8 0.004400000 0.002300000 0 0 0 0.00930000 0.6885000
#> 9 0.059700000 0.003500000 0 0 0 0.01210000 1.0849000
#> 10 0.003000000 0.003000000 0 0 0 0.03200000 0.2060000
#> 11 0.029990012 0.039966194 0 0 0 0.15325050 1.0396607
#> 12 0.000000000 0.030828916 0 0 0 0.09243326 0.4812043
#> 13 0.000000000 0.017661542 0 0 0 0.08720595 0.3409079
#> 14 0.009032764 0.018938989 0 0 0 0.14213442 0.4892902
#> 15 0.031610292 0.036313122 0 0 0 0.16461333 1.3811642
#> 16 0.007170750 0.013507988 0 0 0 0.18532190 0.5711149
#> 17 0.016001053 0.028670688 0 0 0 0.41729467 1.7413395
#> 18 0.010093841 0.016835362 0 0 0 0.13198111 0.5776707
#> 19 0.019249598 0.020581908 0 0 0 0.26015615 1.0739310
#> 20 0.024550418 0.020066576 0 0 0 0.22391720 0.9909010
#> 21 0.016719215 0.019212773 0 0 0 0.23686078 0.9520484
#> 22 0.018189726 0.017601736 0 0 0 0.15579381 1.2494685
#> 23 0.014131906 0.012984478 0 0 0 0.12090732 0.9190665
#> 24 0.011139374 0.012782671 0 0 0 0.05213182 0.3486558
#> 25 0.013767971 0.012392348 0 0 0 0.08734698 0.4556423
#> 26 0.008302439 0.010946550 0 0 0 0.07005955 0.3497736
#> 27 0.005887899 0.010324368 0 0 0 0.03627212 0.2367185
#> 28 0.004908419 0.009914413 0 0 0 0.03735579 0.2117071
#> 29 0.009256850 0.009871839 0 0 0 0.09414383 0.3014690
# plot of clusters
plot(Cluster.result$cluster.plot)
Example without clustering
The example here uses the built-in sample matrix Sm.
set.seed("7683")
Results <- simulated_annealing(Sm, niter = 1)
Results$`condition number`
#> [1] 594.1988
Results$RMSE
#> [1] 0.02834074
Results$MAE
#> Per X19but Fuco Neox Pra Viol
#> 4.848279e-05 2.511563e-04 5.060600e-03 4.456035e-03 3.485069e-03 2.206837e-03
#> X19hex Allo Zea Chl_b Tchla
#> 4.354524e-04 1.410734e-04 1.578111e-03 7.147455e-03 6.409549e-02
Results$Error
#> Per X19but Fuco Neox Pra
#> [1,] -2.944710e-04 -3.618049e-04 -1.634430e-02 -0.0002973507 -0.0047210969
#> [2,] -3.836957e-04 1.017676e-04 -2.129662e-02 -0.0002206562 -0.0004215910
#> [3,] -2.974395e-04 7.888986e-05 -1.650906e-02 0.0025511562 -0.0037716827
#> [4,] -2.560416e-04 6.790988e-05 -1.421131e-02 0.0026029148 -0.0027724302
#> [5,] -3.874146e-05 1.027539e-05 -2.150303e-03 0.0056383212 -0.0013847340
#> [6,] -1.111905e-05 2.949104e-06 -6.171507e-04 0.0054911246 -0.0005567743
#> [7,] 0.000000e+00 -4.049579e-05 8.474441e-03 0.0036167211 0.0008798032
#> [8,] 0.000000e+00 -1.839795e-03 6.811828e-03 0.0019124749 0.0021353252
#> [9,] 0.000000e+00 -1.705098e-05 3.568212e-03 0.0017273404 0.0015381986
#> [10,] 0.000000e+00 -3.173052e-05 6.640157e-03 0.0034222201 0.0001627056
#> [11,] 0.000000e+00 -1.577833e-05 3.301888e-03 0.0028736808 -0.0012476588
#> [12,] 0.000000e+00 -1.801895e-05 3.770776e-03 0.0109821524 -0.0028804742
#> [13,] 0.000000e+00 -1.077044e-05 2.253899e-03 0.0080750640 -0.0024811588
#> [14,] 0.000000e+00 -2.965203e-05 6.205199e-03 0.0078702502 0.0069621282
#> [15,] -5.748665e-05 -3.371535e-03 -3.190734e-03 0.0099474513 0.0028444759
#> [16,] 0.000000e+00 -1.173819e-05 2.456419e-03 0.0067808929 0.0127918702
#> [17,] -3.907607e-05 1.036414e-05 -2.168876e-03 0.0033825070 0.0040923787
#> [18,] 0.000000e+00 -1.902775e-05 3.981884e-03 0.0035274481 0.0074876194
#> [19,] 0.000000e+00 -5.821114e-06 1.218168e-03 0.0029739293 0.0043528295
#> [20,] 0.000000e+00 -2.023540e-06 4.234606e-04 0.0001505923 -0.0007534875
#> [21,] 0.000000e+00 -8.378492e-06 1.753344e-03 0.0008865341 0.0063402384
#> [22,] -2.384154e-06 -1.135640e-03 -1.323299e-04 0.0003026055 -0.0013092888
#> [23,] -2.470496e-05 6.552495e-06 -1.371222e-03 0.0030428261 -0.0014734684
#> [24,] 0.000000e+00 -2.279197e-05 4.769611e-03 0.0127667890 -0.0001578538
#> [25,] 0.000000e+00 -6.308988e-06 1.320264e-03 0.0037787964 -0.0021448900
#> [26,] 0.000000e+00 -1.505039e-05 3.149554e-03 0.0033436382 0.0085926452
#> [27,] 0.000000e+00 -2.020023e-05 4.227245e-03 0.0075024857 0.0050346032
#> [28,] 0.000000e+00 -2.098986e-05 4.392491e-03 0.0062194295 0.0071093615
#> [29,] -8.407311e-07 2.229870e-07 -4.666387e-05 0.0073376760 -0.0046662190
#> Viol X19hex Allo Zea Chl_b
#> [1,] -0.0025880436 -4.118898e-04 -4.751318e-04 -7.975275e-03 0.0141921506
#> [2,] -0.0004173915 -1.076413e-03 -6.190967e-04 -2.513383e-04 -0.0010846515
#> [3,] -0.0037681922 -8.344316e-04 -4.799215e-04 -2.036444e-03 0.0069079055
#> [4,] -0.0040415234 -7.182945e-04 -4.131255e-04 -2.399215e-03 0.0057697699
#> [5,] -0.0041583182 -1.086846e-04 -6.250971e-05 -2.537743e-05 0.0011744945
#> [6,] -0.0041287403 -3.119318e-05 -1.794069e-05 -2.412153e-03 0.0017766322
#> [7,] 0.0002118416 4.283309e-04 2.463536e-04 -5.265830e-03 0.0013121869
#> [8,] -0.0007574848 2.045985e-03 1.980211e-04 8.039179e-05 -0.0037974139
#> [9,] 0.0007144394 1.803512e-04 1.037286e-04 4.211130e-05 -0.0036920851
#> [10,] 0.0002199098 3.356191e-04 1.930306e-04 -1.130282e-03 -0.0006968568
#> [11,] -0.0051291162 1.668902e-04 9.598652e-05 3.896820e-05 0.0035055195
#> [12,] -0.0065743944 1.905896e-04 0.000000e+00 4.450192e-05 0.0026658629
#> [13,] -0.0085739346 1.139208e-04 0.000000e+00 2.660005e-05 0.0044115976
#> [14,] 0.0002879869 3.136347e-04 1.803863e-04 7.323247e-05 -0.0162880451
#> [15,] 0.0015479638 3.027701e-03 -9.275526e-05 -3.765639e-05 -0.0116936947
#> [16,] 0.0046587737 1.241569e-04 7.140858e-05 -7.786761e-03 -0.0225908844
#> [17,] 0.0013191986 -1.096233e-04 -6.304962e-05 -5.163505e-03 -0.0060853257
#> [18,] 0.0006527193 2.012597e-04 1.157541e-04 4.699336e-05 -0.0152141085
#> [19,] 0.0014953088 6.157093e-05 3.541239e-05 -4.347493e-03 -0.0066627867
#> [20,] -0.0004051412 2.140333e-05 1.231008e-05 -1.729637e-03 0.0028387883
#> [21,] 0.0021420558 8.862075e-05 5.097003e-05 -4.502117e-03 -0.0091825204
#> [22,] -0.0004854479 1.063218e-03 -3.846855e-06 -1.561730e-06 0.0023904514
#> [23,] -0.0004244926 -6.930687e-05 -3.986170e-05 -1.618288e-05 0.0010015808
#> [24,] 0.0006369800 2.410745e-04 1.386535e-04 5.628996e-05 -0.0066551467
#> [25,] -0.0006124061 6.673125e-05 3.838034e-05 1.558149e-05 0.0021544773
#> [26,] 0.0012078099 1.591906e-04 9.155813e-05 3.717038e-05 -0.0174396547
#> [27,] 0.0023454662 2.136613e-04 1.228868e-04 4.988907e-05 -0.0138744464
#> [28,] 0.0030737992 2.220134e-04 1.276905e-04 5.183927e-05 -0.0171994832
#> [29,] -0.0014194067 -2.358572e-06 -1.356528e-06 -1.208094e-04 0.0050176859
#> Tchla
#> [1,] 0.2070101903
#> [2,] 0.2697342407
#> [3,] 0.2090970160
#> [4,] 0.1799946527
#> [5,] 0.0272348570
#> [6,] 0.0078165784
#> [7,] -0.1073338066
#> [8,] -0.0862758322
#> [9,] -0.0451935103
#> [10,] -0.0841015124
#> [11,] -0.0418203656
#> [12,] -0.0477591080
#> [13,] -0.0285469677
#> [14,] -0.0785925129
#> [15,] 0.0404125374
#> [16,] -0.0311120022
#> [17,] 0.0274700899
#> [18,] -0.0504329075
#> [19,] -0.0154288239
#> [20,] -0.0053633788
#> [21,] -0.0222071337
#> [22,] 0.0016760361
#> [23,] 0.0173673428
#> [24,] -0.0604099458
#> [25,] -0.0167219292
#> [26,] -0.0398909630
#> [27,] -0.0535405581
#> [28,] -0.0556334915
#> [29,] 0.0005910255
Results$`F matrix`
#> Per X19but Fuco Neox Pra Viol X19hex Allo
#> Prasinophytes 0.0000 0.0000 0.0000 0.0707 0.2262 0.0631 0.0000 0.0000
#> Chlorophytes 0.0000 0.0000 0.0000 0.0282 0.0000 0.4531 0.0000 0.0000
#> Cryptophytes 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.4841
#> Diatoms-2 0.0000 0.0000 0.7162 0.0000 0.0000 0.0000 0.0000 0.0000
#> Dinoflagellates-1 0.7811 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
#> Haptophytes 0.0000 0.1983 0.2227 0.0000 0.0000 0.0000 0.5365 0.0000
#> Pelagophytes 0.0000 0.3195 0.7939 0.0000 0.0000 0.0000 0.0000 0.0000
#> Syn 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
#> Zea Chl_b Tchla
#> Prasinophytes 0.097900 0.8944729 1
#> Chlorophytes 0.036800 0.6174000 1
#> Cryptophytes 0.000000 0.0000000 1
#> Diatoms-2 0.000000 0.0000000 1
#> Dinoflagellates-1 0.000000 0.0000000 1
#> Haptophytes 0.000000 0.0000000 1
#> Pelagophytes 0.000000 0.0000000 1
#> Syn 1.192436 0.0000000 1
Results$`Class abundances`
#> Prasinophytes Chlorophytes Cryptophytes Diatoms-2 Dinoflagellates-1
#> 1 0.11782359 0.0154256494 6.990790e-03 0.08504534 4.283422e-04
#> 2 0.02724996 0.0019931102 5.577189e-03 0.03389173 1.884150e-04
#> 3 0.08328357 0.0000000000 1.906586e-02 0.41911763 5.310650e-04
#> 4 0.08788853 0.0000000000 1.676441e-02 0.41906738 4.498008e-04
#> 5 0.06664806 0.0000000000 3.172792e-03 0.36036461 5.016126e-05
#> 6 0.04987414 0.0000000000 2.824823e-05 0.25839110 1.326113e-02
#> 7 0.02749364 0.0006909747 1.166624e-03 0.12906492 0.000000e+00
#> 8 0.01377330 0.0000000000 7.312949e-03 0.46115941 0.000000e+00
#> 9 0.01816866 0.0027355749 1.135180e-01 0.71351147 0.000000e+00
#> 10 0.02980036 0.0013000693 5.121535e-03 0.08605010 0.000000e+00
#> 11 0.15121864 0.0000000000 5.694531e-02 0.59223386 0.000000e+00
#> 12 0.09168973 0.0000000000 0.000000e+00 0.29547995 0.000000e+00
#> 13 0.08892372 0.0000000000 0.000000e+00 0.16158247 0.000000e+00
#> 14 0.15243578 0.0000000000 1.567939e-02 0.26845127 0.000000e+00
#> 15 0.20144086 0.0458667284 7.088512e-02 0.86027317 1.956385e-04
#> 16 0.21230626 0.0150589626 1.375251e-02 0.22508408 0.000000e+00
#> 17 0.46345720 0.0756403115 3.531430e-02 0.84698243 1.735806e-04
#> 18 0.15204622 0.0000000000 1.860803e-02 0.20468576 0.000000e+00
#> 19 0.29312522 0.0064693048 3.843515e-02 0.47700770 0.000000e+00
#> 20 0.23114106 0.0151760715 5.013615e-02 0.36979811 0.000000e+00
#> 21 0.27136227 0.0013166626 3.287354e-02 0.40399242 0.000000e+00
#> 22 0.16177538 0.0098169100 3.770883e-02 0.80375352 7.036769e-06
#> 23 0.13267938 0.0072251823 3.029470e-02 0.55288425 5.500625e-05
#> 24 0.05010525 0.0094021972 2.029797e-02 0.14065825 0.000000e+00
#> 25 0.08659284 0.0085777008 2.747737e-02 0.21013229 0.000000e+00
#> 26 0.08513238 0.0000000000 1.576801e-02 0.18439235 0.000000e+00
#> 27 0.04293297 0.0005856599 1.084216e-02 0.09511098 0.000000e+00
#> 28 0.04224487 0.0039515280 9.000660e-03 0.09462201 0.000000e+00
#> 29 0.10151304 0.0005605654 1.914676e-02 0.04847873 6.674525e-07
#> Haptophytes Pelagophytes Syn
#> 1 0.23279629 0.000000000 0.0000000000
#> 2 0.04848490 0.027803530 0.0005211682
#> 3 0.05003753 0.040664346 0.0000000000
#> 4 0.05108351 0.045446367 0.0000000000
#> 5 0.04157700 0.057133102 0.0012542723
#> 6 0.03597914 0.048166243 0.0000000000
#> 7 0.03854719 0.014736654 0.0000000000
#> 8 0.20581098 0.000000000 0.0004433596
#> 9 0.22681945 0.009076422 0.0010703949
#> 10 0.06631847 0.017409478 0.0000000000
#> 11 0.20711910 0.013611457 0.0185323519
#> 12 0.05091784 0.027081826 0.0160349809
#> 13 0.04780013 0.035917247 0.0066843257
#> 14 0.03414836 0.017517887 0.0010574770
#> 15 0.18755119 0.000000000 0.0149514818
#> 16 0.07006925 0.034843872 0.0000000000
#> 17 0.27391366 0.045857997 0.0000000000
#> 18 0.13563968 0.066440838 0.0002501541
#> 19 0.19871779 0.060175791 0.0000000000
#> 20 0.23711499 0.087534612 0.0000000000
#> 21 0.15984077 0.082662737 0.0000000000
#> 22 0.23518183 0.000000000 0.0012249692
#> 23 0.17773458 0.018038969 0.0001544288
#> 24 0.09728155 0.025803537 0.0051070168
#> 25 0.09897077 0.021211133 0.0026801541
#> 26 0.03761930 0.025365714 0.0014958254
#> 27 0.03707449 0.045935898 0.0042363672
#> 28 0.03679064 0.021239735 0.0038576507
#> 29 0.09061538 0.041153827 0.0000000000
Results$Figure
Example with clustering
Clust1 <- Cluster(Sm, minSamplesPerCluster = 14)$cluster.list[[1]]
#> ..done.
set.seed("7683")
Results <- simulated_annealing(Clust1, niter = 1)
Results$`condition number`
#> [1] 594.1988
Results$RMSE
#> [1] 0.02834074
Results$MAE
#> Per X19but Fuco Neox Pra Viol
#> 4.848279e-05 2.511563e-04 5.060600e-03 4.456035e-03 3.485069e-03 2.206837e-03
#> X19hex Allo Zea Chl_b Tchla
#> 4.354524e-04 1.410734e-04 1.578111e-03 7.147455e-03 6.409549e-02
Results$Error
#> Per X19but Fuco Neox Pra
#> 1 -2.944710e-04 -3.618049e-04 -1.634430e-02 -0.0002973507 -0.0047210969
#> 2 -3.836957e-04 1.017676e-04 -2.129662e-02 -0.0002206562 -0.0004215910
#> 3 -2.974395e-04 7.888986e-05 -1.650906e-02 0.0025511562 -0.0037716827
#> 4 -2.560416e-04 6.790988e-05 -1.421131e-02 0.0026029148 -0.0027724302
#> 5 -3.874146e-05 1.027539e-05 -2.150303e-03 0.0056383212 -0.0013847340
#> 6 -1.111905e-05 2.949104e-06 -6.171507e-04 0.0054911246 -0.0005567743
#> 7 0.000000e+00 -4.049579e-05 8.474441e-03 0.0036167211 0.0008798032
#> 8 0.000000e+00 -1.839795e-03 6.811828e-03 0.0019124749 0.0021353252
#> 9 0.000000e+00 -1.705098e-05 3.568212e-03 0.0017273404 0.0015381986
#> 10 0.000000e+00 -3.173052e-05 6.640157e-03 0.0034222201 0.0001627056
#> 11 0.000000e+00 -1.577833e-05 3.301888e-03 0.0028736808 -0.0012476588
#> 12 0.000000e+00 -1.801895e-05 3.770776e-03 0.0109821524 -0.0028804742
#> 13 0.000000e+00 -1.077044e-05 2.253899e-03 0.0080750640 -0.0024811588
#> 14 0.000000e+00 -2.965203e-05 6.205199e-03 0.0078702502 0.0069621282
#> 15 -5.748665e-05 -3.371535e-03 -3.190734e-03 0.0099474513 0.0028444759
#> 16 0.000000e+00 -1.173819e-05 2.456419e-03 0.0067808929 0.0127918702
#> 17 -3.907607e-05 1.036414e-05 -2.168876e-03 0.0033825070 0.0040923787
#> 18 0.000000e+00 -1.902775e-05 3.981884e-03 0.0035274481 0.0074876194
#> 19 0.000000e+00 -5.821114e-06 1.218168e-03 0.0029739293 0.0043528295
#> 20 0.000000e+00 -2.023540e-06 4.234606e-04 0.0001505923 -0.0007534875
#> 21 0.000000e+00 -8.378492e-06 1.753344e-03 0.0008865341 0.0063402384
#> 22 -2.384154e-06 -1.135640e-03 -1.323299e-04 0.0003026055 -0.0013092888
#> 23 -2.470496e-05 6.552495e-06 -1.371222e-03 0.0030428261 -0.0014734684
#> 24 0.000000e+00 -2.279197e-05 4.769611e-03 0.0127667890 -0.0001578538
#> 25 0.000000e+00 -6.308988e-06 1.320264e-03 0.0037787964 -0.0021448900
#> 26 0.000000e+00 -1.505039e-05 3.149554e-03 0.0033436382 0.0085926452
#> 27 0.000000e+00 -2.020023e-05 4.227245e-03 0.0075024857 0.0050346032
#> 28 0.000000e+00 -2.098986e-05 4.392491e-03 0.0062194295 0.0071093615
#> 29 -8.407311e-07 2.229870e-07 -4.666387e-05 0.0073376760 -0.0046662190
#> Viol X19hex Allo Zea Chl_b
#> 1 -0.0025880436 -4.118898e-04 -4.751318e-04 -7.975275e-03 0.0141921506
#> 2 -0.0004173915 -1.076413e-03 -6.190967e-04 -2.513383e-04 -0.0010846515
#> 3 -0.0037681922 -8.344316e-04 -4.799215e-04 -2.036444e-03 0.0069079055
#> 4 -0.0040415234 -7.182945e-04 -4.131255e-04 -2.399215e-03 0.0057697699
#> 5 -0.0041583182 -1.086846e-04 -6.250971e-05 -2.537743e-05 0.0011744945
#> 6 -0.0041287403 -3.119318e-05 -1.794069e-05 -2.412153e-03 0.0017766322
#> 7 0.0002118416 4.283309e-04 2.463536e-04 -5.265830e-03 0.0013121869
#> 8 -0.0007574848 2.045985e-03 1.980211e-04 8.039179e-05 -0.0037974139
#> 9 0.0007144394 1.803512e-04 1.037286e-04 4.211130e-05 -0.0036920851
#> 10 0.0002199098 3.356191e-04 1.930306e-04 -1.130282e-03 -0.0006968568
#> 11 -0.0051291162 1.668902e-04 9.598652e-05 3.896820e-05 0.0035055195
#> 12 -0.0065743944 1.905896e-04 0.000000e+00 4.450192e-05 0.0026658629
#> 13 -0.0085739346 1.139208e-04 0.000000e+00 2.660005e-05 0.0044115976
#> 14 0.0002879869 3.136347e-04 1.803863e-04 7.323247e-05 -0.0162880451
#> 15 0.0015479638 3.027701e-03 -9.275526e-05 -3.765639e-05 -0.0116936947
#> 16 0.0046587737 1.241569e-04 7.140858e-05 -7.786761e-03 -0.0225908844
#> 17 0.0013191986 -1.096233e-04 -6.304962e-05 -5.163505e-03 -0.0060853257
#> 18 0.0006527193 2.012597e-04 1.157541e-04 4.699336e-05 -0.0152141085
#> 19 0.0014953088 6.157093e-05 3.541239e-05 -4.347493e-03 -0.0066627867
#> 20 -0.0004051412 2.140333e-05 1.231008e-05 -1.729637e-03 0.0028387883
#> 21 0.0021420558 8.862075e-05 5.097003e-05 -4.502117e-03 -0.0091825204
#> 22 -0.0004854479 1.063218e-03 -3.846855e-06 -1.561730e-06 0.0023904514
#> 23 -0.0004244926 -6.930687e-05 -3.986170e-05 -1.618288e-05 0.0010015808
#> 24 0.0006369800 2.410745e-04 1.386535e-04 5.628996e-05 -0.0066551467
#> 25 -0.0006124061 6.673125e-05 3.838034e-05 1.558149e-05 0.0021544773
#> 26 0.0012078099 1.591906e-04 9.155813e-05 3.717038e-05 -0.0174396547
#> 27 0.0023454662 2.136613e-04 1.228868e-04 4.988907e-05 -0.0138744464
#> 28 0.0030737992 2.220134e-04 1.276905e-04 5.183927e-05 -0.0171994832
#> 29 -0.0014194067 -2.358572e-06 -1.356528e-06 -1.208094e-04 0.0050176859
#> Tchla
#> 1 0.2070101903
#> 2 0.2697342407
#> 3 0.2090970160
#> 4 0.1799946527
#> 5 0.0272348570
#> 6 0.0078165784
#> 7 -0.1073338066
#> 8 -0.0862758322
#> 9 -0.0451935103
#> 10 -0.0841015124
#> 11 -0.0418203656
#> 12 -0.0477591080
#> 13 -0.0285469677
#> 14 -0.0785925129
#> 15 0.0404125374
#> 16 -0.0311120022
#> 17 0.0274700899
#> 18 -0.0504329075
#> 19 -0.0154288239
#> 20 -0.0053633788
#> 21 -0.0222071337
#> 22 0.0016760361
#> 23 0.0173673428
#> 24 -0.0604099458
#> 25 -0.0167219292
#> 26 -0.0398909630
#> 27 -0.0535405581
#> 28 -0.0556334915
#> 29 0.0005910255
Results$`F matrix`
#> Per X19but Fuco Neox Pra Viol X19hex Allo
#> Prasinophytes 0.0000 0.0000 0.0000 0.0707 0.2262 0.0631 0.0000 0.0000
#> Chlorophytes 0.0000 0.0000 0.0000 0.0282 0.0000 0.4531 0.0000 0.0000
#> Cryptophytes 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.4841
#> Diatoms-2 0.0000 0.0000 0.7162 0.0000 0.0000 0.0000 0.0000 0.0000
#> Dinoflagellates-1 0.7811 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
#> Haptophytes 0.0000 0.1983 0.2227 0.0000 0.0000 0.0000 0.5365 0.0000
#> Pelagophytes 0.0000 0.3195 0.7939 0.0000 0.0000 0.0000 0.0000 0.0000
#> Syn 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
#> Zea Chl_b Tchla
#> Prasinophytes 0.097900 0.8944729 1
#> Chlorophytes 0.036800 0.6174000 1
#> Cryptophytes 0.000000 0.0000000 1
#> Diatoms-2 0.000000 0.0000000 1
#> Dinoflagellates-1 0.000000 0.0000000 1
#> Haptophytes 0.000000 0.0000000 1
#> Pelagophytes 0.000000 0.0000000 1
#> Syn 1.192436 0.0000000 1
Results$`Class abundances`
#> Prasinophytes Chlorophytes Cryptophytes Diatoms-2 Dinoflagellates-1
#> 1 0.11782359 0.0154256494 6.990790e-03 0.08504534 4.283422e-04
#> 2 0.02724996 0.0019931102 5.577189e-03 0.03389173 1.884150e-04
#> 3 0.08328357 0.0000000000 1.906586e-02 0.41911763 5.310650e-04
#> 4 0.08788853 0.0000000000 1.676441e-02 0.41906738 4.498008e-04
#> 5 0.06664806 0.0000000000 3.172792e-03 0.36036461 5.016126e-05
#> 6 0.04987414 0.0000000000 2.824823e-05 0.25839110 1.326113e-02
#> 7 0.02749364 0.0006909747 1.166624e-03 0.12906492 0.000000e+00
#> 8 0.01377330 0.0000000000 7.312949e-03 0.46115941 0.000000e+00
#> 9 0.01816866 0.0027355749 1.135180e-01 0.71351147 0.000000e+00
#> 10 0.02980036 0.0013000693 5.121535e-03 0.08605010 0.000000e+00
#> 11 0.15121864 0.0000000000 5.694531e-02 0.59223386 0.000000e+00
#> 12 0.09168973 0.0000000000 0.000000e+00 0.29547995 0.000000e+00
#> 13 0.08892372 0.0000000000 0.000000e+00 0.16158247 0.000000e+00
#> 14 0.15243578 0.0000000000 1.567939e-02 0.26845127 0.000000e+00
#> 15 0.20144086 0.0458667284 7.088512e-02 0.86027317 1.956385e-04
#> 16 0.21230626 0.0150589626 1.375251e-02 0.22508408 0.000000e+00
#> 17 0.46345720 0.0756403115 3.531430e-02 0.84698243 1.735806e-04
#> 18 0.15204622 0.0000000000 1.860803e-02 0.20468576 0.000000e+00
#> 19 0.29312522 0.0064693048 3.843515e-02 0.47700770 0.000000e+00
#> 20 0.23114106 0.0151760715 5.013615e-02 0.36979811 0.000000e+00
#> 21 0.27136227 0.0013166626 3.287354e-02 0.40399242 0.000000e+00
#> 22 0.16177538 0.0098169100 3.770883e-02 0.80375352 7.036769e-06
#> 23 0.13267938 0.0072251823 3.029470e-02 0.55288425 5.500625e-05
#> 24 0.05010525 0.0094021972 2.029797e-02 0.14065825 0.000000e+00
#> 25 0.08659284 0.0085777008 2.747737e-02 0.21013229 0.000000e+00
#> 26 0.08513238 0.0000000000 1.576801e-02 0.18439235 0.000000e+00
#> 27 0.04293297 0.0005856599 1.084216e-02 0.09511098 0.000000e+00
#> 28 0.04224487 0.0039515280 9.000660e-03 0.09462201 0.000000e+00
#> 29 0.10151304 0.0005605654 1.914676e-02 0.04847873 6.674525e-07
#> Haptophytes Pelagophytes Syn
#> 1 0.23279629 0.000000000 0.0000000000
#> 2 0.04848490 0.027803530 0.0005211682
#> 3 0.05003753 0.040664346 0.0000000000
#> 4 0.05108351 0.045446367 0.0000000000
#> 5 0.04157700 0.057133102 0.0012542723
#> 6 0.03597914 0.048166243 0.0000000000
#> 7 0.03854719 0.014736654 0.0000000000
#> 8 0.20581098 0.000000000 0.0004433596
#> 9 0.22681945 0.009076422 0.0010703949
#> 10 0.06631847 0.017409478 0.0000000000
#> 11 0.20711910 0.013611457 0.0185323519
#> 12 0.05091784 0.027081826 0.0160349809
#> 13 0.04780013 0.035917247 0.0066843257
#> 14 0.03414836 0.017517887 0.0010574770
#> 15 0.18755119 0.000000000 0.0149514818
#> 16 0.07006925 0.034843872 0.0000000000
#> 17 0.27391366 0.045857997 0.0000000000
#> 18 0.13563968 0.066440838 0.0002501541
#> 19 0.19871779 0.060175791 0.0000000000
#> 20 0.23711499 0.087534612 0.0000000000
#> 21 0.15984077 0.082662737 0.0000000000
#> 22 0.23518183 0.000000000 0.0012249692
#> 23 0.17773458 0.018038969 0.0001544288
#> 24 0.09728155 0.025803537 0.0051070168
#> 25 0.09897077 0.021211133 0.0026801541
#> 26 0.03761930 0.025365714 0.0014958254
#> 27 0.03707449 0.045935898 0.0042363672
#> 28 0.03679064 0.021239735 0.0038576507
#> 29 0.09061538 0.041153827 0.0000000000
Results$Figure
Example using non-default values
#Create Fm (F matrix). Alternatively, a .csv file can be uploaded.
#Create Fm (F matrix). Alternatively, a .csv file can be uploaded.
Fu <- data.frame(
Per = c(0, 0, 0, 0, 1, 0, 0, 0),
X19but = c(0, 0, 0, 0, 0, 1, 1, 0),
Fuco = c(0, 0, 0, 1, 0, 1, 1, 0),
Pra = c(1, 0, 0, 0, 0, 0, 0, 0),
X19hex = c(0, 0, 0, 0, 0, 1, 0, 0),
Allo = c(0, 0, 1, 0, 0, 0, 0, 0),
Zea = c(1, 1, 0, 0, 0, 0, 0, 1),
Chl_b = c(1, 1, 0, 0, 0, 0, 0, 0),
Tchla = c(1, 1, 1, 1, 1, 1, 1, 1)
)
rownames(Fu) <- c(
"Prasinophytes", "Chlorophytes", "Cryptophytes"
, "Diatoms-2", "Dinoflagellates-1",
"Haptophytes", "Pelagophytes", "Syn"
)
Min_max <- data.frame(
Class = c(
"Syn", "Chlorophytes", "Chlorophytes", "Prasinophytes", "Prasinophytes",
"Prasinophytes", "Cryptophytes", "Diatoms-2", "Diatoms-2", "Pelagophytes",
"Pelagophytes", "Pelagophytes", "Dinoflagellates-1", "Haptophytes",
"Haptophytes", "Haptophytes", "Haptophytes", "Diatoms-2", "Cryptophytes",
"Prasinophytes", "Chlorophytes", "Syn", "Dinoflagellates-1", "Pelagophytes"
),
Pig_Abbrev = c(
"Zea", "Zea", "Chl_b", "Pra", "Zea", "Chl_b", "Allo", "Chl_c3",
"Fuco", "Chl_c3", "X19but", "Fuco", "Per", "X19but", "X19hex",
"Fuco", "Tchla", "Tchla", "Tchla", "Tchla", "Tchla", "Tchla", "Tchla",
"Tchla"
),
min = as.numeric(c(
0.0800, 0.0063, 0.1666, 0.0642, 0.0151, 0.4993, 0.2118, 0.0189,
0.3315, 0.1471, 0.2457, 0.3092, 0.3421, 0.0819, 0.2107, 0.0090,
1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000
)),
max = as.numeric(c(
1.2123, 0.0722, 0.9254, 0.4369, 0.1396, 0.9072, 0.5479, 0.1840,
0.9332, 0.2967, 1.0339, 1.2366, 0.8650, 0.2872, 1.3766, 0.4689,
1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000
))
)
set.seed("7683")
Results <- simulated_annealing(
S = Sm,
F = Fu,
user_defined_min_max = Min_max,
do_matrix_checks = TRUE,
niter = 1,
step = 0.01,
weight.upper.bound = 30
)
set.seed("7683")
Results <- simulated_annealing(
S = Sm,
F = Fu,
user_defined_min_max = Min_max,
do_matrix_checks = TRUE,
niter = 1,
step = 0.01,
weight.upper.bound = 30
)
Results$`condition number`
#> [1] 1042.712
Results$RMSE
#> [1] 0.02472112
Results$MAE
#> Per X19but Fuco Pra X19hex Allo
#> 5.063212e-05 5.343446e-05 3.888053e-03 1.397568e-03 1.523488e-04 1.355428e-04
#> Zea Chl_b Tchla
#> 7.020114e-04 3.272465e-03 5.520775e-02
Results$Error
#> Per X19but Fuco Pra X19hex
#> [1,] -1.823283e-04 -9.338014e-05 -7.129245e-03 1.057403e-03 -2.825419e-04
#> [2,] -3.868116e-04 -1.981070e-04 -1.512477e-02 1.873648e-03 -5.994157e-04
#> [3,] -2.809690e-04 -1.438993e-04 -1.098621e-02 1.387444e-03 -4.353986e-04
#> [4,] -2.503103e-04 -1.281974e-04 -9.787419e-03 1.244128e-03 -3.878889e-04
#> [5,] -4.327118e-05 -2.216150e-05 -1.691952e-03 2.095980e-04 -6.705441e-05
#> [6,] -1.460049e-05 -7.477695e-06 -5.708957e-04 9.494176e-05 -2.262539e-05
#> [7,] 0.000000e+00 6.748269e-05 5.152066e-03 -5.442885e-04 2.041835e-04
#> [8,] 0.000000e+00 2.524220e-05 1.927153e-03 1.695728e-03 7.637574e-05
#> [9,] -9.541554e-07 -4.886743e-07 -3.730856e-05 1.167201e-03 -1.478590e-06
#> [10,] 0.000000e+00 6.746479e-05 5.150699e-03 -6.380654e-04 2.041293e-04
#> [11,] 0.000000e+00 4.494477e-05 3.431375e-03 -4.250766e-04 1.359901e-04
#> [12,] 0.000000e+00 6.894816e-05 5.263949e-03 -6.520948e-04 2.086176e-04
#> [13,] 0.000000e+00 7.191380e-05 5.490365e-03 -6.801431e-04 2.175908e-04
#> [14,] 0.000000e+00 3.798773e-05 2.900230e-03 2.757486e-03 1.149401e-04
#> [15,] -1.467133e-04 -1.478730e-04 -5.736656e-03 7.106534e-04 -1.768873e-04
#> [16,] -1.445952e-05 -7.405499e-06 -5.653838e-04 5.754373e-03 -2.240694e-05
#> [17,] -7.650486e-05 -3.918225e-05 -2.991427e-03 4.175204e-04 -1.185544e-04
#> [18,] 0.000000e+00 2.966029e-05 2.264459e-03 3.719941e-03 8.974364e-05
#> [19,] -2.780644e-05 -1.424118e-05 -1.087264e-03 1.475015e-04 -4.308976e-05
#> [20,] 0.000000e+00 3.881392e-05 2.963307e-03 -3.670926e-04 1.174399e-04
#> [21,] -1.214088e-05 -6.217995e-06 -4.747221e-04 1.579300e-03 -1.881389e-05
#> [22,] -6.822903e-06 -3.494375e-06 -2.667833e-04 3.304895e-05 -1.057299e-05
#> [23,] -2.463853e-05 -1.261872e-05 -9.633945e-04 1.193447e-04 -3.818066e-05
#> [24,] 0.000000e+00 5.426024e-05 4.142578e-03 -5.131801e-04 1.641761e-04
#> [25,] 0.000000e+00 4.718996e-05 3.602788e-03 -4.463111e-04 1.427835e-04
#> [26,] 0.000000e+00 9.973554e-06 7.614457e-04 4.974753e-03 3.017715e-05
#> [27,] 0.000000e+00 4.506843e-05 3.440816e-03 2.962516e-03 1.363643e-04
#> [28,] 0.000000e+00 2.997056e-05 2.288147e-03 3.543958e-03 9.068242e-05
#> [29,] 0.000000e+00 8.593361e-05 6.560729e-03 -8.127390e-04 2.600108e-04
#> Allo Zea Chl_b Tchla
#> [1,] -2.747395e-04 -6.492457e-03 0.0007073838 0.1012305130
#> [2,] -5.828629e-04 -3.492230e-04 -0.0058887019 0.2147616655
#> [3,] -4.233751e-04 -1.215321e-03 -0.0037480536 0.1559967872
#> [4,] -3.771774e-04 -1.376115e-03 -0.0031775723 0.1389747970
#> [5,] -6.520271e-05 -3.906628e-05 -0.0006587473 0.0240245914
#> [6,] -2.200059e-05 -8.927764e-04 0.0002618900 0.0081063365
#> [7,] 1.985450e-04 -3.292934e-03 0.0038839522 -0.0731558841
#> [8,] 7.426664e-05 4.449694e-05 -0.0035463265 -0.0273642847
#> [9,] -1.437759e-06 -8.614349e-07 -0.0025967380 0.0005297566
#> [10,] 1.984923e-04 1.189269e-04 0.0020053810 -0.0731364856
#> [11,] 1.322348e-04 7.922863e-05 0.0013359766 -0.0487232279
#> [12,] 0.000000e+00 1.215418e-04 0.0020494740 -0.0747445606
#> [13,] 0.000000e+00 1.267696e-04 0.0021376270 -0.0779595134
#> [14,] 1.117660e-04 6.696476e-05 -0.0057934855 -0.0411813186
#> [15,] -2.210733e-04 -1.324563e-04 -0.0022335183 0.0814566810
#> [16,] -2.178818e-05 -2.599874e-03 -0.0112635451 0.0080280716
#> [17,] -1.152805e-04 -1.773971e-03 -0.0002262428 0.0424762629
#> [18,] 8.726538e-05 5.228515e-05 -0.0080038014 -0.0321538016
#> [19,] -4.189984e-05 -4.904047e-04 -0.0001671973 0.0154384158
#> [20,] 1.141968e-04 6.842118e-05 0.0011537382 -0.0420769701
#> [21,] -1.829435e-05 -5.156516e-04 -0.0032533364 0.0067407356
#> [22,] -1.028102e-05 -6.159884e-06 -0.0001038698 0.0037881439
#> [23,] -3.712630e-05 -2.224427e-05 -0.0003750895 0.0136795574
#> [24,] 1.596424e-04 9.564994e-05 0.0016128777 -0.0588218429
#> [25,] 1.388405e-04 8.318646e-05 0.0014027147 -0.0511571745
#> [26,] 2.934381e-05 1.758138e-05 -0.0109625031 -0.0108120197
#> [27,] 1.325986e-04 7.944662e-05 -0.0061871490 -0.0488572877
#> [28,] 8.817824e-05 5.283210e-05 -0.0076102186 -0.0324901538
#> [29,] 2.528306e-04 1.514837e-04 0.0025543640 -0.0931579607
Results$`F matrix`
#> Per X19but Fuco Pra X19hex Allo Zea Chl_b
#> Prasinophytes 0.0000 0.0000 0.0000 0.2731 0.0000 0.0000 0.0752 0.9055362
#> Chlorophytes 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0216 0.2890000
#> Cryptophytes 0.0000 0.0000 0.0000 0.0000 0.0000 0.4094 0.0000 0.0000000
#> Diatoms-2 0.0000 0.0000 0.8332 0.0000 0.0000 0.0000 0.0000 0.0000000
#> Dinoflagellates-1 0.6169 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000000
#> Haptophytes 0.0000 0.1690 0.2065 0.0000 0.6446 0.0000 0.0000 0.0000000
#> Pelagophytes 0.0000 0.7156 0.3382 0.0000 0.0000 0.0000 0.0000 0.0000000
#> Syn 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.6833 0.0000000
#> Tchla
#> Prasinophytes 1
#> Chlorophytes 1
#> Cryptophytes 1
#> Diatoms-2 1
#> Dinoflagellates-1 1
#> Haptophytes 1
#> Pelagophytes 1
#> Syn 1
Results$`Class abundances`
#> Prasinophytes Chlorophytes Cryptophytes Diatoms-2 Dinoflagellates-1
#> 1 0.05813235 0.173699887 6.077150e-03 0.05303277 2.604977e-04
#> 2 0.01683260 0.029685365 5.694085e-03 0.04258162 2.065513e-04
#> 3 0.03799919 0.156085001 1.989036e-02 0.34154307 5.616466e-04
#> 4 0.04818353 0.136702123 1.802016e-02 0.35620642 5.058270e-04
#> 5 0.04898325 0.057796684 3.732086e-03 0.35211433 6.974818e-05
#> 6 0.03950829 0.034634426 4.056271e-05 0.26034219 1.680152e-02
#> 7 0.02621901 0.006615512 1.515334e-03 0.13286536 0.000000e+00
#> 8 0.01472159 0.000000000 9.975232e-03 0.45430045 0.000000e+00
#> 9 0.01904245 0.000000000 1.459708e-01 0.68770208 3.056739e-06
#> 10 0.02631555 0.011191616 6.188038e-03 0.09197158 0.000000e+00
#> 11 0.11824951 0.106026572 6.640582e-02 0.51924046 0.000000e+00
#> 12 0.06564930 0.067287451 0.000000e+00 0.26259584 0.000000e+00
#> 13 0.06345669 0.057949902 0.000000e+00 0.15156387 0.000000e+00
#> 14 0.15068699 0.000000000 2.010173e-02 0.26754191 0.000000e+00
#> 15 0.20289955 0.048948517 9.140034e-02 0.81583561 6.624879e-04
#> 16 0.22225077 0.000000000 1.785929e-02 0.24477086 2.693010e-05
#> 17 0.44273030 0.180860112 4.334287e-02 0.79566465 4.276621e-04
#> 18 0.14655057 0.000000000 2.290540e-02 0.24203776 0.000000e+00
#> 19 0.29162329 0.015301751 4.868063e-02 0.49672528 9.623219e-05
#> 20 0.17637489 0.157065855 5.498201e-02 0.36128725 0.000000e+00
#> 21 0.27184723 0.000000000 4.146849e-02 0.44495457 3.714952e-05
#> 22 0.12313524 0.157816110 4.479589e-02 0.70148577 2.530729e-05
#> 23 0.09903301 0.120858642 3.554667e-02 0.48970550 6.793005e-05
#> 24 0.04255409 0.024762495 2.412683e-02 0.14506404 0.000000e+00
#> 25 0.06244151 0.075964548 3.038085e-02 0.18590192 0.000000e+00
#> 26 0.08383819 0.000000000 1.981428e-02 0.19132020 0.000000e+00
#> 27 0.03943359 0.000000000 1.295367e-02 0.12001427 0.000000e+00
#> 28 0.04207187 0.000000000 1.117714e-02 0.10439305 0.000000e+00
#> 29 0.06339606 0.071545928 1.875162e-02 0.06002747 0.000000e+00
#> Haptophytes Pelagophytes Syn
#> 1 0.15279608 0.01451126 0.0000000000
#> 2 0.03480569 0.01437420 0.0015298918
#> 3 0.03630156 0.02031919 0.0000000000
#> 4 0.03825464 0.02282731 0.0000000000
#> 5 0.03431180 0.02872944 0.0044626560
#> 6 0.02994669 0.02442632 0.0000000000
#> 7 0.03427013 0.01021466 0.0000000000
#> 8 0.19385841 0.01415085 0.0014934567
#> 9 0.20513559 0.02401207 0.0030339356
#> 10 0.05649731 0.01333526 0.0005006533
#> 11 0.17049977 0.02232296 0.0369156295
#> 12 0.04046404 0.01537199 0.0298356944
#> 13 0.03633243 0.01816138 0.0134436168
#> 14 0.03085693 0.01120814 0.0088944616
#> 15 0.18288037 0.00000000 0.0385373286
#> 16 0.06334808 0.02285901 0.0000000000
#> 17 0.23435666 0.04395723 0.0000000000
#> 18 0.11728874 0.04197639 0.0069118432
#> 19 0.17602370 0.04548007 0.0000000000
#> 20 0.18422583 0.05435068 0.0026144716
#> 21 0.14113121 0.05260976 0.0000000000
#> 22 0.20034659 0.01444466 0.0074189117
#> 23 0.14676234 0.02227286 0.0048195406
#> 24 0.08155547 0.01939145 0.0112013936
#> 25 0.07741931 0.01637514 0.0071589919
#> 26 0.03323533 0.01511917 0.0064464230
#> 27 0.03125042 0.02370004 0.0093665315
#> 28 0.03212207 0.01297398 0.0089689786
#> 29 0.06330828 0.02160906 0.0028305532
Results$Figure
Helper functions
Matrix_checks
This function will perform checks on the F and S matrices. If the columns sum is 0 or very small it will be eliminated from both the S and F matrix. To use this function, naming for both pigments and phytoplankton classes must follow the same conventions as the default values. The output of this function will be new S and F matrices.
Arguments:
S = S matrix
F = F matrix
MC <- Matrix_checks(Sm, Fm)
Snew <- MC$Snew
Fnew <- MC$Fnew Steep_Desc
This algorithm will perform the steepest descent algorithm without being bound by any limits. The results may show unrealistic pig:Chl a ratios for certain groups, although the error can often be very low.
Arguments:
F = F matrix
S = S matrix
num.loops = the number of loops/iterations to perform
MC <- Matrix_checks(Sm, Fm)
Snew <- MC$Snew
Fnew <- MC$Fnew
SDRes <- Steepest_Desc(Fnew, Snew, num.loops = 10)Bounded_weights
This function determines the weights to use for the S matrix, for which the default upper bound is 30 in the simulated_annealing() function call.
Arguments:
S = sample matrix
weight.upper.bound = maximum weights upper bound
Bounded_weights(Sm, weight.upper.bound = 30)
#> Per X19but Fuco Neox Pra Viol X19hex
#> 30.000000 30.000000 3.405156 30.000000 30.000000 30.000000 15.742517
#> Allo Zea Lut ChlcMGDG18 ChlcMGDG14 Chl_b Tchla
#> 30.000000 30.000000 30.000000 30.000000 30.000000 9.185585 1.000000NNLS_MF
This performs non-negative least least squares matrix factorization between the S and F matrices. Ensure that Chl a is the final column and that the columns in S and F are in the same order. If the weights are left blank then no weights will be used.
Arguments:
Fn = F matrix
S = sample matrix
cm = weights for each column
MC <- Matrix_checks(Sm, Fm)
Snew <- MC$Snew
Fnew <- MC$Fnew
cm <- Bounded_weights(Snew, weight.upper.bound = 30)
Results <- NNLS_MF(Fnew, Snew, cm)
Results$`F matrix`
#> Per X19but Fuco Neox Pra Viol X19hex Allo Zea Chl_b Tchla
#> Prasinophytes 0 0 0 1 1 1 0 0 1 1 1
#> Chlorophytes 0 0 0 1 0 1 0 0 1 1 1
#> Cryptophytes 0 0 0 0 0 0 0 1 0 0 1
#> Diatoms-2 0 0 1 0 0 0 0 0 0 0 1
#> Dinoflagellates-1 1 0 0 0 0 0 0 0 0 0 1
#> Haptophytes 0 1 1 0 0 0 1 0 0 0 1
#> Pelagophytes 0 1 1 0 0 0 0 0 0 0 1
#> Syn 0 0 0 0 0 0 0 0 1 0 1
Results$RMSE
#> [1] 0.1127568
Results$`C matrix`
#> Prasinophytes Chlorophytes Cryptophytes Diatoms-2 Dinoflagellates-1
#> [1,] 0.088117948 0.00000000 0.0217204089 0.4901801 0.0037567947
#> [2,] 0.055584649 0.00000000 0.0373938768 0.6222451 0.0027804911
#> [3,] 0.023402989 0.00000000 0.0237891848 0.8898721 0.0015045577
#> [4,] 0.025080760 0.00000000 0.0208394859 0.8879702 0.0013748370
#> [5,] 0.027278768 0.00000000 0.0050338409 0.8891283 0.0007088272
#> [6,] 0.024427004 0.00000000 0.0006420380 0.8482800 0.0403115206
#> [7,] 0.029818901 0.00000000 0.0056863026 0.8501687 0.0004333909
#> [8,] 0.006998486 0.00000000 0.0097623255 0.8482667 0.0004993785
#> [9,] 0.007273723 0.00000000 0.0834778062 0.8126633 0.0005630781
#> [10,] 0.041423150 0.00000000 0.0248502005 0.7213906 0.0007292296
#> [11,] 0.033785036 0.00000000 0.0480895900 0.7854960 0.0007137484
#> [12,] 0.047211598 0.00000000 0.0005753971 0.8297532 0.0005753971
#> [13,] 0.065913285 0.00000000 0.0008208615 0.7888618 0.0008208615
#> [14,] 0.088836617 0.00000000 0.0299819886 0.8287089 0.0006540520
#> [15,] 0.058417376 0.00000000 0.0440282484 0.8389594 0.0009788646
#> [16,] 0.125844391 0.00000000 0.0258929304 0.7449531 0.0010843156
#> [17,] 0.085675844 0.00000000 0.0205483370 0.7943691 0.0012253888
#> [18,] 0.080155362 0.00000000 0.0327531006 0.6997688 0.0009135323
#> [19,] 0.077226096 0.00000000 0.0355593296 0.7586179 0.0010293554
#> [20,] 0.065007214 0.00000000 0.0509516342 0.7059805 0.0011235075
#> [21,] 0.078274256 0.00000000 0.0339483113 0.7547636 0.0009751164
#> [22,] 0.031530158 0.00000000 0.0263143309 0.8543388 0.0008336558
#> [23,] 0.037075351 0.00000000 0.0290232371 0.8314658 0.0009196788
#> [24,] 0.062767108 0.00151289 0.0562106906 0.6948740 0.0008153781
#> [25,] 0.058367609 0.00000000 0.0575224093 0.7466852 0.0009684633
#> [26,] 0.069420509 0.00000000 0.0401302883 0.8048198 0.0007330733
#> [27,] 0.060138593 0.00000000 0.0395615803 0.7292408 0.0006281012
#> [28,] 0.075116512 0.00000000 0.0391858968 0.7480381 0.0007317574
#> [29,] 0.109413008 0.00000000 0.0750124557 0.5374235 0.0015472772
#> Haptophytes Pelagophytes Syn
#> [1,] 0.39622477 0.00000000 0.0000000000
#> [2,] 0.28199589 0.00000000 0.0000000000
#> [3,] 0.06143118 0.00000000 0.0000000000
#> [4,] 0.06473471 0.00000000 0.0000000000
#> [5,] 0.06518414 0.01266611 0.0000000000
#> [6,] 0.07389414 0.01244533 0.0000000000
#> [7,] 0.11389271 0.00000000 0.0000000000
#> [8,] 0.13447311 0.00000000 0.0000000000
#> [9,] 0.09602212 0.00000000 0.0000000000
#> [10,] 0.21160678 0.00000000 0.0000000000
#> [11,] 0.10185148 0.00000000 0.0300641351
#> [12,] 0.07127730 0.00000000 0.0506071021
#> [13,] 0.11859426 0.00000000 0.0249889572
#> [14,] 0.05181846 0.00000000 0.0000000000
#> [15,] 0.05761614 0.00000000 0.0000000000
#> [16,] 0.10222524 0.00000000 0.0000000000
#> [17,] 0.09818131 0.00000000 0.0000000000
#> [18,] 0.18640925 0.00000000 0.0000000000
#> [19,] 0.12756732 0.00000000 0.0000000000
#> [20,] 0.17693716 0.00000000 0.0000000000
#> [21,] 0.13203875 0.00000000 0.0000000000
#> [22,] 0.08698308 0.00000000 0.0000000000
#> [23,] 0.10151595 0.00000000 0.0000000000
#> [24,] 0.18371728 0.00000000 0.0001026917
#> [25,] 0.13645632 0.00000000 0.0000000000
#> [26,] 0.08489631 0.00000000 0.0000000000
#> [27,] 0.14672943 0.01494256 0.0087589477
#> [28,] 0.13363978 0.00000000 0.0032879586
#> [29,] 0.27660378 0.00000000 0.0000000000References
samples <- phytoclass::Sm
# samples <- read.csv()
F_matrix <- phytoclass::Fm
# F_matrix <- read.csv("custom_F_matrix.csv")
min_max_matrix <- phytoclass::min_max
write.csv(min_max_matrix, file="eg_minMax.csv")
phytoclass::simulated_annealing(
samples,
Fmat = F_matrix,
user_defined_min_max = min_max_matrix
)
#>
#> Condition number = 397
#> Iterations: 001 of 500
#> Current error: 0.0284
#> Neighbour's error: 0.0284
#> Temperature (%): 99.1
#> Iterations: 002 of 500
#> Current error: 0.0267
#> Neighbour's error: 0.0267
#> Temperature (%): 98.21
#> Iterations: 003 of 500
#> Current error: 0.0236
#> Neighbour's error: 0.0236
#> Temperature (%): 97.32
#> Iterations: 004 of 500
#> Current error: 0.0236
#> Neighbour's error: 0.0252
#> Temperature (%): 96.45
#> Iterations: 005 of 500
#> Current error: 0.0236
#> Neighbour's error: 0.0263
#> Temperature (%): 95.58
#> Iterations: 006 of 500
#> Current error: 0.0236
#> Neighbour's error: 0.0261
#> Temperature (%): 94.72
#> Iterations: 007 of 500
#> Current error: 0.0236
#> Neighbour's error: 0.0268
#> Temperature (%): 93.87
#> Iterations: 008 of 500
#> Current error: 0.0236
#> Neighbour's error: 0.0254
#> Temperature (%): 93.02
#> Iterations: 009 of 500
#> Current error: 0.0236
#> Neighbour's error: 0.0249
#> Temperature (%): 92.19
#> Iterations: 010 of 500
#> Current error: 0.0219
#> Neighbour's error: 0.0219
#> Temperature (%): 91.36
#> Iterations: 011 of 500
#> Current error: 0.0219
#> Neighbour's error: 0.0235
#> Temperature (%): 90.53
#> Iterations: 012 of 500
#> Current error: 0.0218
#> Neighbour's error: 0.0218
#> Temperature (%): 89.72
#> Iterations: 013 of 500
#> Current error: 0.0218
#> Neighbour's error: 0.0248
#> Temperature (%): 88.91
#> Iterations: 014 of 500
#> Current error: 0.0266
#> Neighbour's error: 0.0266
#> Temperature (%): 88.11
#> Iterations: 015 of 500
#> Current error: 0.0263
#> Neighbour's error: 0.0263
#> Temperature (%): 87.32
#> Iterations: 016 of 500
#> Current error: 0.0263
#> Neighbour's error: 0.0276
#> Temperature (%): 86.53
#> Iterations: 017 of 500
#> Current error: 0.0243
#> Neighbour's error: 0.0243
#> Temperature (%): 85.75
#> Iterations: 018 of 500
#> Current error: 0.023
#> Neighbour's error: 0.023
#> Temperature (%): 84.98
#> Iterations: 019 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0255
#> Temperature (%): 84.22
#> Iterations: 020 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0267
#> Temperature (%): 83.46
#> Iterations: 021 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0262
#> Temperature (%): 82.71
#> Iterations: 022 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0258
#> Temperature (%): 81.96
#> Iterations: 023 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0259
#> Temperature (%): 81.23
#> Iterations: 024 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0248
#> Temperature (%): 80.49
#> Iterations: 025 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0246
#> Temperature (%): 79.77
#> Iterations: 026 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0264
#> Temperature (%): 79.05
#> Iterations: 027 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0243
#> Temperature (%): 78.34
#> Iterations: 028 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0237
#> Temperature (%): 77.64
#> Iterations: 029 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0265
#> Temperature (%): 76.94
#> Iterations: 030 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0264
#> Temperature (%): 76.24
#> Iterations: 031 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0263
#> Temperature (%): 75.56
#> Iterations: 032 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0258
#> Temperature (%): 74.88
#> Iterations: 033 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0238
#> Temperature (%): 74.2
#> Iterations: 034 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0274
#> Temperature (%): 73.54
#> Iterations: 035 of 500
#> Current error: 0.023
#> Neighbour's error: 0.027
#> Temperature (%): 72.87
#> Iterations: 036 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0262
#> Temperature (%): 72.22
#> Iterations: 037 of 500
#> Current error: 0.023
#> Neighbour's error: 0.024
#> Temperature (%): 71.57
#> Iterations: 038 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0257
#> Temperature (%): 70.92
#> Iterations: 039 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0244
#> Temperature (%): 70.29
#> Iterations: 040 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0236
#> Temperature (%): 69.65
#> Iterations: 041 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0252
#> Temperature (%): 69.03
#> Iterations: 042 of 500
#> Current error: 0.023
#> Neighbour's error: 0.0274
#> Temperature (%): 68.41
#> Iterations: 043 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0214
#> Temperature (%): 67.79
#> Iterations: 044 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0252
#> Temperature (%): 67.18
#> Iterations: 045 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0253
#> Temperature (%): 66.58
#> Iterations: 046 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0261
#> Temperature (%): 65.98
#> Iterations: 047 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0235
#> Temperature (%): 65.38
#> Iterations: 048 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0258
#> Temperature (%): 64.79
#> Iterations: 049 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0261
#> Temperature (%): 64.21
#> Iterations: 050 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0253
#> Temperature (%): 63.63
#> Iterations: 051 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0248
#> Temperature (%): 63.06
#> Iterations: 052 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0261
#> Temperature (%): 62.49
#> Iterations: 053 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0256
#> Temperature (%): 61.93
#> Iterations: 054 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0243
#> Temperature (%): 61.37
#> Iterations: 055 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0247
#> Temperature (%): 60.82
#> Iterations: 056 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0241
#> Temperature (%): 60.27
#> Iterations: 057 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0234
#> Temperature (%): 59.73
#> Iterations: 058 of 500
#> Current error: 0.0214
#> Neighbour's error: 0.0253
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#> Neighbour's error: 0.0213
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#> Neighbour's error: 0.0215
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#> Neighbour's error: 0.0214
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#> Current error: 0.0199
#> Neighbour's error: 0.0211
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#> Neighbour's error: 0.0214
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#> Neighbour's error: 0.0211
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#> Current error: 0.0192
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#> Neighbour's error: 0.018
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#> Neighbour's error: 0.0211
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#> Neighbour's error: 0.0197
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#> Neighbour's error: 0.0192
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#> Neighbour's error: 0.0216
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#> Neighbour's error: 0.0232
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#> Neighbour's error: 0.0186
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#> Neighbour's error: 0.0215
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#> Neighbour's error: 0.021
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#> Current error: 0.0173
#> Neighbour's error: 0.0173
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#> Current error: 0.0173
#> Neighbour's error: 0.0193
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#> Current error: 0.0173
#> Neighbour's error: 0.0192
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#> Current error: 0.0173
#> Neighbour's error: 0.0191
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#> Current error: 0.0173
#> Neighbour's error: 0.0201
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#> Current error: 0.0173
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#> Neighbour's error: 0.0173
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#> Neighbour's error: 0.0201
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#> Neighbour's error: 0.0205
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#> Current error: 0.0173
#> Neighbour's error: 0.0187
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#> Current error: 0.0173
#> Neighbour's error: 0.018
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#> Neighbour's error: 0.0208
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#> Current error: 0.0173
#> Neighbour's error: 0.0197
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#> Current error: 0.0164
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#> Current error: 0.0161
#> Neighbour's error: 0.0161
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#> Neighbour's error: 0.0195
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#> Current error: 0.0161
#> Neighbour's error: 0.0221
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#> Current error: 0.0161
#> Neighbour's error: 0.0192
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#> Current error: 0.0161
#> Neighbour's error: 0.0194
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#> Current error: 0.0161
#> Neighbour's error: 0.0188
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#> Neighbour's error: 0.0208
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#> Current error: 0.0161
#> Neighbour's error: 0.0213
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#> Neighbour's error: 0.0181
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#> Neighbour's error: 0.0204
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#> Neighbour's error: 0.019
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#> Current error: 0.0161
#> Neighbour's error: 0.0205
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#> Current error: 0.0161
#> Neighbour's error: 0.0196
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#> Current error: 0.0161
#> Neighbour's error: 0.0183
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#> Current error: 0.0161
#> Neighbour's error: 0.0177
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#> Current error: 0.0161
#> Neighbour's error: 0.0188
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#> Current error: 0.0161
#> Neighbour's error: 0.0197
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#> Current error: 0.0161
#> Neighbour's error: 0.0191
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#> Current error: 0.0161
#> Neighbour's error: 0.0161
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#> Neighbour's error: 0.0196
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#> Neighbour's error: 0.018
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#> Neighbour's error: 0.0202
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#> Current error: 0.0161
#> Neighbour's error: 0.0174
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#> Neighbour's error: 0.019
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#> Neighbour's error: 0.0177
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#> Neighbour's error: 0.0172
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#> Neighbour's error: 0.0174
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#> Neighbour's error: 0.0216
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#> Neighbour's error: 0.0192
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#> Neighbour's error: 0.019
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#> Neighbour's error: 0.0192
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#> Neighbour's error: 0.0207
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#> Neighbour's error: 0.0173
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#> Neighbour's error: 0.0169
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#> Neighbour's error: 0.0191
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#> Neighbour's error: 0.0174
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#> Neighbour's error: 0.0192
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#> Neighbour's error: 0.018
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#> Neighbour's error: 0.0167
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#> Neighbour's error: 0.0163
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#> Neighbour's error: 0.018
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#> Neighbour's error: 0.02
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#> Neighbour's error: 0.0188
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#> Neighbour's error: 0.0161
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#> Neighbour's error: 0.0167
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#> Neighbour's error: 0.017
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#> Neighbour's error: 0.0176
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#> Neighbour's error: 0.0164
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#> Neighbour's error: 0.0164
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#> Neighbour's error: 0.0161
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#> Neighbour's error: 0.0163
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#> Neighbour's error: 0.0163
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#> Neighbour's error: 0.0172
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#> Neighbour's error: 0.0168
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#> Neighbour's error: 0.0177
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#> Neighbour's error: 0.0162
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#> Neighbour's error: 0.0181
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#> Neighbour's error: 0.016
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#> Neighbour's error: 0.0178
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#> Neighbour's error: 0.0163
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#> Neighbour's error: 0.0173
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#> Neighbour's error: 0.0184
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#> Neighbour's error: 0.018
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#> Neighbour's error: 0.018
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#> Neighbour's error: 0.0185
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#> Neighbour's error: 0.0168
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#> Neighbour's error: 0.0174
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#> Neighbour's error: 0.0169
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#> Neighbour's error: 0.0182
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#> Neighbour's error: 0.0171
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#> Neighbour's error: 0.017
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#> Neighbour's error: 0.0159
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#> Neighbour's error: 0.0174
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#> Neighbour's error: 0.017
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#> Current error: 0.0155
#> Neighbour's error: 0.0155
#> Temperature (%): 12.96
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#> Current error: 0.0155
#> Neighbour's error: 0.0164
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#> Neighbour's error: 0.0163
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#> Neighbour's error: 0.016
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#> Neighbour's error: 0.0159
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#> Neighbour's error: 0.0151
#> Temperature (%): 2.16
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 2.14
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 2.13
#> Iterations: 427 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 2.11
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 2.09
#> Iterations: 429 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 2.07
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 2.05
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 2.03
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 2.01
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.99
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.98
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.96
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#> Current error: 0.015
#> Neighbour's error: 0.0152
#> Temperature (%): 1.94
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.92
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.91
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.89
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.87
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.86
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.84
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.82
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.81
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.79
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#> Current error: 0.015
#> Neighbour's error: 0.0152
#> Temperature (%): 1.77
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.76
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.74
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#> Current error: 0.015
#> Neighbour's error: 0.0152
#> Temperature (%): 1.73
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.71
#> Iterations: 451 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.7
#> Iterations: 452 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.68
#> Iterations: 453 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.66
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.65
#> Iterations: 455 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.63
#> Iterations: 456 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.62
#> Iterations: 457 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.61
#> Iterations: 458 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0152
#> Temperature (%): 1.59
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.58
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#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.56
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#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.55
#> Iterations: 462 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.53
#> Iterations: 463 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.52
#> Iterations: 464 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.51
#> Iterations: 465 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.49
#> Iterations: 466 of 500
#> Current error: 0.015
#> Neighbour's error: 0.0151
#> Temperature (%): 1.48
#> Iterations: 467 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.47
#> Iterations: 468 of 500
#> Current error: 0.015
#> Neighbour's error: 0.015
#> Temperature (%): 1.45
#> Iterations: 469 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0149
#> Temperature (%): 1.44
#> Iterations: 470 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0151
#> Temperature (%): 1.43
#> Iterations: 471 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.41
#> Iterations: 472 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0151
#> Temperature (%): 1.4
#> Iterations: 473 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0151
#> Temperature (%): 1.39
#> Iterations: 474 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0151
#> Temperature (%): 1.38
#> Iterations: 475 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.36
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#> Current error: 0.0149
#> Neighbour's error: 0.0149
#> Temperature (%): 1.35
#> Iterations: 477 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0149
#> Temperature (%): 1.34
#> Iterations: 478 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.33
#> Iterations: 479 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0151
#> Temperature (%): 1.32
#> Iterations: 480 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.3
#> Iterations: 481 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.29
#> Iterations: 482 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.28
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#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.27
#> Iterations: 484 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.26
#> Iterations: 485 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.25
#> Iterations: 486 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0149
#> Temperature (%): 1.24
#> Iterations: 487 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.22
#> Iterations: 488 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.21
#> Iterations: 489 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.2
#> Iterations: 490 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.19
#> Iterations: 491 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.18
#> Iterations: 492 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.17
#> Iterations: 493 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.16
#> Iterations: 494 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.15
#> Iterations: 495 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.14
#> Iterations: 496 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.13
#> Iterations: 497 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.12
#> Iterations: 498 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.11
#> Iterations: 499 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.015
#> Temperature (%): 1.1
#> Iterations: 500 of 500
#> Current error: 0.0149
#> Neighbour's error: 0.0149
#> Temperature (%): 1.09
#> $`F matrix`
#> Per X19but Fuco Neox Pra Viol X19hex
#> Prasinophytes 0.0000000 0.0000 0.0000000 0.1025533 0.2243 0.05990000 0.0000
#> Chlorophytes 0.0000000 0.0000 0.0000000 0.0112000 0.0000 0.01503149 0.0000
#> Cryptophytes 0.0000000 0.0000 0.0000000 0.0000000 0.0000 0.00000000 0.0000
#> Diatoms-2 0.0000000 0.0000 0.7294223 0.0000000 0.0000 0.00000000 0.0000
#> Dinoflagellates-1 0.3422886 0.0000 0.0000000 0.0000000 0.0000 0.00000000 0.0000
#> Haptophytes 0.0000000 0.1955 0.2483409 0.0000000 0.0000 0.00000000 1.1372
#> Pelagophytes 0.0000000 1.1898 0.8453000 0.0000000 0.0000 0.00000000 0.0000
#> Syn 0.0000000 0.0000 0.0000000 0.0000000 0.0000 0.00000000 0.0000
#> Allo Zea Chl_b Tchla
#> Prasinophytes 0.000 0.1360 0.9032000 1
#> Chlorophytes 0.000 0.0086 0.1667204 1
#> Cryptophytes 0.479 0.0000 0.0000000 1
#> Diatoms-2 0.000 0.0000 0.0000000 1
#> Dinoflagellates-1 0.000 0.0000 0.0000000 1
#> Haptophytes 0.000 0.0000 0.0000000 1
#> Pelagophytes 0.000 0.0000 0.0000000 1
#> Syn 0.000 0.8355 0.0000000 1
#>
#> $RMSE
#> [1] 0.01492477
#>
#> $`condition number`
#> [1] 1743.75
#>
#> $`Class abundances`
#> Prasinophytes Chlorophytes Cryptophytes Diatoms-2 Dinoflagellates-1
#> 1 0.04910795 0.2658479942 0.004206685 0.04933558 1.994281e-04
#> 2 0.01542116 0.0540181334 0.004446809 0.04310991 5.362830e-04
#> 3 0.03694306 0.1980410868 0.014389325 0.33252663 8.790719e-04
#> 4 0.04704086 0.1710428902 0.013344011 0.35538065 8.535455e-04
#> 5 0.06187276 0.0283967609 0.003184419 0.39804384 2.396379e-04
#> 6 0.04532427 0.0129965700 0.000000000 0.28542905 2.956226e-02
#> 7 0.02880600 0.0001871099 0.001362663 0.15352682 0.000000e+00
#> 8 0.01615347 0.0000000000 0.008782623 0.53315789 0.000000e+00
#> 9 0.02230992 0.0000000000 0.125818975 0.79416032 9.381248e-05
#> 10 0.03207695 0.0062291347 0.005888171 0.11501124 0.000000e+00
#> 11 0.15803457 0.0177891478 0.062026492 0.65169302 0.000000e+00
#> 12 0.09510282 0.0017223144 0.000000000 0.32760459 0.000000e+00
#> 13 0.09107295 0.0074781423 0.000000000 0.19833407 0.000000e+00
#> 14 0.15410063 0.0000000000 0.016654363 0.29348085 0.000000e+00
#> 15 0.23608688 0.0381831280 0.075547754 0.91003240 1.722073e-03
#> 16 0.22749165 0.0000000000 0.015215779 0.27571539 7.497956e-05
#> 17 0.43549096 0.2661714996 0.034289978 0.84456396 3.492686e-04
#> 18 0.16130278 0.0000000000 0.021044452 0.29149628 0.000000e+00
#> 19 0.30914225 0.0000000000 0.042878570 0.58182478 6.039592e-04
#> 20 0.19879163 0.1724219364 0.048590103 0.42048289 0.000000e+00
#> 21 0.27993870 0.0000000000 0.036325824 0.51427158 3.247805e-04
#> 22 0.13939935 0.1563087025 0.037434432 0.78683760 0.000000e+00
#> 23 0.11316052 0.1252963348 0.029798903 0.54870778 7.597610e-05
#> 24 0.05911375 0.0157973605 0.022425758 0.17943881 0.000000e+00
#> 25 0.07876144 0.0709252357 0.026924425 0.21917188 0.000000e+00
#> 26 0.08748906 0.0000000000 0.016924379 0.21581741 0.000000e+00
#> 27 0.04553694 0.0000000000 0.011679401 0.13997457 0.000000e+00
#> 28 0.04775515 0.0000000000 0.009914465 0.12177865 0.000000e+00
#> 29 0.08200979 0.0696376471 0.017804211 0.07476214 0.000000e+00
#> Haptophytes Pelagophytes Syn
#> 1 0.07566627 0.014146100 0.0000000000
#> 2 0.01835755 0.009623131 0.0001970324
#> 3 0.01775466 0.012166164 0.0000000000
#> 4 0.01916472 0.013873314 0.0000000000
#> 5 0.01947654 0.018986039 0.0000000000
#> 6 0.01658565 0.015802198 0.0000000000
#> 7 0.01982919 0.007988214 0.0000000000
#> 8 0.11204804 0.018357979 0.0000000000
#> 9 0.11723652 0.024668940 0.0006115126
#> 10 0.03500996 0.011784535 0.0000000000
#> 11 0.10498530 0.023631237 0.0215009621
#> 12 0.02507659 0.012243491 0.0194545146
#> 13 0.02359053 0.014493899 0.0059383026
#> 14 0.01700669 0.008047651 0.0000000000
#> 15 0.10059192 0.008356618 0.0106434203
#> 16 0.03581540 0.016801743 0.0000000000
#> 17 0.12484149 0.035632334 0.0000000000
#> 18 0.07084192 0.032985253 0.0000000000
#> 19 0.10255759 0.036923803 0.0000000000
#> 20 0.10763516 0.042979267 0.0000000000
#> 21 0.08180160 0.039385916 0.0000000000
#> 22 0.11135318 0.018135216 0.0000000000
#> 23 0.08179851 0.020228460 0.0000000000
#> 24 0.04997955 0.016913450 0.0049871036
#> 25 0.04538458 0.014107255 0.0003674475
#> 26 0.01882826 0.010714486 0.0000000000
#> 27 0.01860692 0.016556472 0.0043642117
#> 28 0.01883421 0.009691836 0.0037327756
#> 29 0.03953884 0.017716333 0.0000000000
#>
#> $Figure
#>
#> $MAE
#> Per X19but Fuco Neox Pra Viol
#> 6.050397e-05 4.645402e-06 2.427442e-03 2.574317e-03 3.581314e-03 3.950677e-03
#> X19hex Allo Zea Chl_b Tchla
#> 5.343758e-05 6.960195e-05 3.339241e-03 5.409388e-03 3.131259e-02
#>
#> $Error
#> Per X19but Fuco Neox Pra
#> [1,] -8.691230e-05 3.972103e-06 -2.075611e-03 -0.0027860791 0.0047113921
#> [2,] -5.895758e-04 2.694504e-05 -1.408006e-02 -0.0020739255 0.0045390593
#> [3,] -2.765967e-04 1.264114e-05 -6.605593e-03 0.0012515946 0.0021193311
#> [4,] -2.599432e-04 1.188003e-05 -6.207879e-03 0.0011345293 0.0023277635
#> [5,] -8.143740e-05 3.721886e-06 -1.944861e-03 0.0036819434 -0.0002566440
#> [6,] 1.244448e-05 -5.687427e-07 2.971949e-04 0.0036904395 0.0006144853
#> [7,] 0.000000e+00 -9.158165e-06 4.785574e-03 0.0015015433 0.0016005718
#> [8,] 0.000000e+00 -2.536385e-06 1.325381e-03 0.0014837959 0.0020568773
#> [9,] -1.604437e-05 7.332665e-07 -3.831664e-04 0.0013274429 0.0012812482
#> [10,] 0.000000e+00 -3.851451e-06 2.012565e-03 0.0010595970 0.0009570252
#> [11,] 0.000000e+00 -6.669952e-07 3.485365e-04 0.0003906302 -0.0006424343
#> [12,] 0.000000e+00 -4.033594e-06 2.107743e-03 0.0076614419 -0.0026405640
#> [13,] 0.000000e+00 -1.021611e-06 5.338401e-04 0.0038808732 -0.0016616697
#> [14,] 0.000000e+00 -8.157352e-06 4.262602e-03 0.0029481297 0.0085350486
#> [15,] -2.112204e-04 9.653284e-06 -5.044297e-03 0.0069625421 0.0010103731
#> [16,] -2.141358e-05 9.786523e-07 -5.113920e-04 0.0012124642 0.0134573651
#> [17,] -3.558848e-05 1.626480e-06 -8.499125e-04 -0.0007416210 0.0052280857
#> [18,] 0.000000e+00 -8.448912e-08 4.414955e-05 -0.0003638469 0.0089693054
#> [19,] -9.185920e-05 4.198188e-06 -2.193751e-03 -0.0009725222 0.0057036501
#> [20,] 0.000000e+00 -3.769802e-06 1.969899e-03 -0.0031829877 0.0023417183
#> [21,] -5.626794e-05 2.571581e-06 -1.343772e-03 -0.0031165354 0.0081768853
#> [22,] 0.000000e+00 -1.001455e-06 5.233078e-04 -0.0016847507 0.0007902135
#> [23,] -1.531119e-05 6.997583e-07 -3.656567e-04 0.0008949143 0.0008394944
#> [24,] 0.000000e+00 -2.495484e-06 1.304008e-03 0.0097159511 -0.0015335002
#> [25,] 0.000000e+00 -4.766855e-06 2.490907e-03 0.0005543786 -0.0005019231
#> [26,] 0.000000e+00 -1.636939e-06 8.553778e-04 -0.0004995070 0.0096423420
#> [27,] 0.000000e+00 -3.438037e-06 1.796537e-03 0.0044194038 0.0052013514
#> [28,] 0.000000e+00 -2.205865e-06 1.152669e-03 0.0025350795 0.0061997273
#> [29,] 0.000000e+00 -5.702018e-06 2.979573e-03 0.0029267215 0.0003180694
#> Viol X19hex Allo Zea Chl_b
#> [1,] 0.0012737841 -4.569240e-05 -6.210665e-05 -8.737820e-03 2.426300e-03
#> [2,] 0.0008451908 -3.099577e-04 -4.213049e-04 -2.415381e-04 -7.990245e-03
#> [3,] -0.0047706329 -1.454152e-04 -1.976532e-04 -2.374197e-03 -6.995933e-04
#> [4,] -0.0047945694 -1.366599e-04 -1.857528e-04 -3.129652e-03 -1.139305e-04
#> [5,] -0.0041034010 -4.281408e-05 -5.819434e-05 -6.917077e-04 -6.266826e-05
#> [6,] -0.0039016775 6.542434e-06 0.000000e+00 -4.420155e-03 2.516448e-03
#> [7,] 0.0014700120 1.053494e-04 1.431944e-04 -7.753398e-03 4.069171e-03
#> [8,] -0.0007461112 2.917687e-05 3.965818e-05 2.240910e-05 -4.309913e-03
#> [9,] 0.0013491204 -8.435006e-06 -1.146515e-05 -6.573075e-06 -3.967252e-03
#> [10,] 0.0020260506 4.430451e-05 6.022018e-05 -3.834387e-03 8.234643e-04
#> [11,] -0.0048827559 7.672664e-06 1.042894e-05 5.979012e-06 3.123560e-03
#> [12,] -0.0062580953 4.639976e-05 0.000000e+00 3.615755e-05 1.611484e-03
#> [13,] -0.0081538417 1.175193e-05 0.000000e+00 9.157827e-06 3.660191e-03
#> [14,] 0.0011722453 9.383670e-05 1.275460e-04 -4.314000e-03 -1.277785e-02
#> [15,] 0.0088745764 -1.110449e-04 -1.509360e-04 -8.653302e-05 -1.194847e-02
#> [16,] 0.0114947447 -1.125776e-05 -1.530193e-05 -1.438762e-02 -1.467061e-02
#> [17,] 0.0106687003 -1.870993e-05 -2.543117e-05 -9.597015e-03 -3.450570e-03
#> [18,] 0.0014243571 9.719058e-07 1.321047e-06 -4.261184e-03 -1.153447e-02
#> [19,] 0.0036607358 -4.829313e-05 -6.564166e-05 -8.994000e-03 -1.614642e-03
#> [20,] 0.0029179268 4.336527e-05 5.894354e-05 -5.075984e-03 2.689091e-03
#> [21,] 0.0033594485 -2.958174e-05 -4.020850e-05 -9.195608e-03 -3.775681e-03
#> [22,] 0.0011585824 1.152007e-05 1.565847e-05 -1.284835e-03 8.447832e-04
#> [23,] 0.0011721273 -8.049550e-06 -1.094122e-05 -1.983961e-03 -6.681177e-04
#> [24,] 0.0068492306 2.870637e-05 3.901867e-05 2.236977e-05 -8.162161e-03
#> [25,] 0.0033514431 5.483470e-05 7.453318e-05 4.273057e-05 -8.975011e-04
#> [26,] 0.0018438688 1.883024e-05 2.559471e-05 -1.744113e-03 -1.537657e-02
#> [27,] 0.0032569246 3.954887e-05 5.375616e-05 3.081891e-05 -1.398027e-02
#> [28,] 0.0077279806 2.537479e-05 3.449027e-05 1.977360e-05 -1.636746e-02
#> [29,] -0.0010614838 6.559218e-05 8.915511e-05 -4.534315e-03 2.739797e-03
#> Tchla
#> [1,] 0.0267741788
#> [2,] 0.1816245594
#> [3,] 0.0852083137
#> [4,] 0.0800780391
#> [5,] 0.0250875810
#> [6,] -0.0038336419
#> [7,] -0.0617311227
#> [8,] -0.0170966421
#> [9,] 0.0049426241
#> [10,] -0.0259609202
#> [11,] -0.0044959181
#> [12,] -0.0271886661
#> [13,] -0.0068862279
#> [14,] -0.0549850878
#> [15,] 0.0650685017
#> [16,] 0.0065966607
#> [17,] 0.0109633785
#> [18,] -0.0005695036
#> [19,] 0.0282981177
#> [20,] -0.0254105599
#> [21,] 0.0173338845
#> [22,] -0.0067503665
#> [23,] 0.0047167599
#> [24,] -0.0168209476
#> [25,] -0.0321312542
#> [26,] -0.0110338775
#> [27,] -0.0231742818
#> [28,] -0.0148687561
#> [29,] -0.0384347681
#>
#> $F_mat_iter
#> iter phyto pigment ratio
#> 1 0 Dinoflagellates-1 Per 1.000000000
#> 2 0 Haptophytes X19but 1.000000000
#> 3 0 Pelagophytes X19but 1.000000000
#> 4 0 Diatoms-2 Fuco 1.000000000
#> 5 0 Haptophytes Fuco 1.000000000
#> 6 0 Pelagophytes Fuco 1.000000000
#> 7 0 Prasinophytes Neox 1.000000000
#> 8 0 Chlorophytes Neox 1.000000000
#> 9 0 Prasinophytes Pra 1.000000000
#> 10 0 Prasinophytes Viol 1.000000000
#> 11 0 Chlorophytes Viol 1.000000000
#> 12 0 Haptophytes X19hex 1.000000000
#> 13 0 Cryptophytes Allo 1.000000000
#> 14 0 Prasinophytes Zea 1.000000000
#> 15 0 Chlorophytes Zea 1.000000000
#> 16 0 Syn Zea 1.000000000
#> 17 0 Prasinophytes Chl_b 1.000000000
#> 18 0 Chlorophytes Chl_b 1.000000000
#> 19 0 Prasinophytes Tchla 1.000000000
#> 20 0 Chlorophytes Tchla 1.000000000
#> 21 0 Cryptophytes Tchla 1.000000000
#> 22 0 Diatoms-2 Tchla 1.000000000
#> 23 0 Dinoflagellates-1 Tchla 1.000000000
#> 24 0 Haptophytes Tchla 1.000000000
#> 25 0 Pelagophytes Tchla 1.000000000
#> 26 0 Syn Tchla 1.000000000
#> 27 6 Dinoflagellates-1 Per 0.628500000
#> 28 6 Haptophytes X19but 0.171600000
#> 29 6 Pelagophytes X19but 0.915700000
#> 30 6 Diatoms-2 Fuco 0.817200000
#> 31 6 Haptophytes Fuco 0.142500000
#> 32 6 Pelagophytes Fuco 0.511900000
#> 33 6 Prasinophytes Neox 0.067200000
#> 34 6 Chlorophytes Neox 0.013200000
#> 35 6 Prasinophytes Pra 0.248300000
#> 36 6 Prasinophytes Viol 0.081200000
#> 37 6 Chlorophytes Viol 0.026000000
#> 38 6 Haptophytes X19hex 1.193500000
#> 39 6 Cryptophytes Allo 0.373300000
#> 40 6 Prasinophytes Zea 0.022300000
#> 41 6 Chlorophytes Zea 0.020800000
#> 42 6 Syn Zea 0.929000000
#> 43 6 Prasinophytes Chl_b 0.746900000
#> 44 6 Chlorophytes Chl_b 0.321100000
#> 45 6 Prasinophytes Tchla 1.000000000
#> 46 6 Chlorophytes Tchla 1.000000000
#> 47 6 Cryptophytes Tchla 1.000000000
#> 48 6 Diatoms-2 Tchla 1.000000000
#> 49 6 Dinoflagellates-1 Tchla 1.000000000
#> 50 6 Haptophytes Tchla 1.000000000
#> 51 6 Pelagophytes Tchla 1.000000000
#> 52 6 Syn Tchla 1.000000000
#> 53 11 Dinoflagellates-1 Per 0.355000000
#> 54 11 Haptophytes X19but 0.133700000
#> 55 11 Pelagophytes X19but 0.934900000
#> 56 11 Diatoms-2 Fuco 0.783000000
#> 57 11 Haptophytes Fuco 0.456918501
#> 58 11 Pelagophytes Fuco 0.505800000
#> 59 11 Prasinophytes Neox 0.071500000
#> 60 11 Chlorophytes Neox 0.021200000
#> 61 11 Prasinophytes Pra 0.240600000
#> 62 11 Prasinophytes Viol 0.096800000
#> 63 11 Chlorophytes Viol 0.043600000
#> 64 11 Haptophytes X19hex 0.494300000
#> 65 11 Cryptophytes Allo 0.400100000
#> 66 11 Prasinophytes Zea 0.113600000
#> 67 11 Chlorophytes Zea 0.031800000
#> 68 11 Syn Zea 1.124000000
#> 69 11 Prasinophytes Chl_b 0.737100000
#> 70 11 Chlorophytes Chl_b 0.209600000
#> 71 11 Prasinophytes Tchla 1.000000000
#> 72 11 Chlorophytes Tchla 1.000000000
#> 73 11 Cryptophytes Tchla 1.000000000
#> 74 11 Diatoms-2 Tchla 1.000000000
#> 75 11 Dinoflagellates-1 Tchla 1.000000000
#> 76 11 Haptophytes Tchla 1.000000000
#> 77 11 Pelagophytes Tchla 1.000000000
#> 78 11 Syn Tchla 1.000000000
#> 79 16 Dinoflagellates-1 Per 0.709800000
#> 80 16 Haptophytes X19but 0.182100000
#> 81 16 Pelagophytes X19but 0.822400000
#> 82 16 Diatoms-2 Fuco 0.830400000
#> 83 16 Haptophytes Fuco 0.119200000
#> 84 16 Pelagophytes Fuco 0.788800000
#> 85 16 Prasinophytes Neox 0.041800000
#> 86 16 Chlorophytes Neox 0.022600000
#> 87 16 Prasinophytes Pra 0.240400000
#> 88 16 Prasinophytes Viol 0.035100000
#> 89 16 Chlorophytes Viol 0.017300000
#> 90 16 Haptophytes X19hex 0.758400000
#> 91 16 Cryptophytes Allo 0.544700000
#> 92 16 Prasinophytes Zea 0.138033669
#> 93 16 Chlorophytes Zea 0.034100000
#> 94 16 Syn Zea 1.154015551
#> 95 16 Prasinophytes Chl_b 0.860500000
#> 96 16 Chlorophytes Chl_b 0.229400000
#> 97 16 Prasinophytes Tchla 1.000000000
#> 98 16 Chlorophytes Tchla 1.000000000
#> 99 16 Cryptophytes Tchla 1.000000000
#> 100 16 Diatoms-2 Tchla 1.000000000
#> 101 16 Dinoflagellates-1 Tchla 1.000000000
#> 102 16 Haptophytes Tchla 1.000000000
#> 103 16 Pelagophytes Tchla 1.000000000
#> 104 16 Syn Tchla 1.000000000
#> 105 21 Dinoflagellates-1 Per 0.709800000
#> 106 21 Haptophytes X19but 0.182100000
#> 107 21 Pelagophytes X19but 0.822400000
#> 108 21 Diatoms-2 Fuco 0.830400000
#> 109 21 Haptophytes Fuco 0.119200000
#> 110 21 Pelagophytes Fuco 0.788800000
#> 111 21 Prasinophytes Neox 0.041800000
#> 112 21 Chlorophytes Neox 0.022600000
#> 113 21 Prasinophytes Pra 0.240400000
#> 114 21 Prasinophytes Viol 0.035100000
#> 115 21 Chlorophytes Viol 0.017300000
#> 116 21 Haptophytes X19hex 0.758400000
#> 117 21 Cryptophytes Allo 0.544700000
#> 118 21 Prasinophytes Zea 0.138033669
#> 119 21 Chlorophytes Zea 0.034100000
#> 120 21 Syn Zea 1.154015551
#> 121 21 Prasinophytes Chl_b 0.860500000
#> 122 21 Chlorophytes Chl_b 0.229400000
#> 123 21 Prasinophytes Tchla 1.000000000
#> 124 21 Chlorophytes Tchla 1.000000000
#> 125 21 Cryptophytes Tchla 1.000000000
#> 126 21 Diatoms-2 Tchla 1.000000000
#> 127 21 Dinoflagellates-1 Tchla 1.000000000
#> 128 21 Haptophytes Tchla 1.000000000
#> 129 21 Pelagophytes Tchla 1.000000000
#> 130 21 Syn Tchla 1.000000000
#> 131 26 Dinoflagellates-1 Per 0.709800000
#> 132 26 Haptophytes X19but 0.182100000
#> 133 26 Pelagophytes X19but 0.822400000
#> 134 26 Diatoms-2 Fuco 0.830400000
#> 135 26 Haptophytes Fuco 0.119200000
#> 136 26 Pelagophytes Fuco 0.788800000
#> 137 26 Prasinophytes Neox 0.041800000
#> 138 26 Chlorophytes Neox 0.022600000
#> 139 26 Prasinophytes Pra 0.240400000
#> 140 26 Prasinophytes Viol 0.035100000
#> 141 26 Chlorophytes Viol 0.017300000
#> 142 26 Haptophytes X19hex 0.758400000
#> 143 26 Cryptophytes Allo 0.544700000
#> 144 26 Prasinophytes Zea 0.138033669
#> 145 26 Chlorophytes Zea 0.034100000
#> 146 26 Syn Zea 1.154015551
#> 147 26 Prasinophytes Chl_b 0.860500000
#> 148 26 Chlorophytes Chl_b 0.229400000
#> 149 26 Prasinophytes Tchla 1.000000000
#> 150 26 Chlorophytes Tchla 1.000000000
#> 151 26 Cryptophytes Tchla 1.000000000
#> 152 26 Diatoms-2 Tchla 1.000000000
#> 153 26 Dinoflagellates-1 Tchla 1.000000000
#> 154 26 Haptophytes Tchla 1.000000000
#> 155 26 Pelagophytes Tchla 1.000000000
#> 156 26 Syn Tchla 1.000000000
#> 157 31 Dinoflagellates-1 Per 0.709800000
#> 158 31 Haptophytes X19but 0.182100000
#> 159 31 Pelagophytes X19but 0.822400000
#> 160 31 Diatoms-2 Fuco 0.830400000
#> 161 31 Haptophytes Fuco 0.119200000
#> 162 31 Pelagophytes Fuco 0.788800000
#> 163 31 Prasinophytes Neox 0.041800000
#> 164 31 Chlorophytes Neox 0.022600000
#> 165 31 Prasinophytes Pra 0.240400000
#> 166 31 Prasinophytes Viol 0.035100000
#> 167 31 Chlorophytes Viol 0.017300000
#> 168 31 Haptophytes X19hex 0.758400000
#> 169 31 Cryptophytes Allo 0.544700000
#> 170 31 Prasinophytes Zea 0.138033669
#> 171 31 Chlorophytes Zea 0.034100000
#> 172 31 Syn Zea 1.154015551
#> 173 31 Prasinophytes Chl_b 0.860500000
#> 174 31 Chlorophytes Chl_b 0.229400000
#> 175 31 Prasinophytes Tchla 1.000000000
#> 176 31 Chlorophytes Tchla 1.000000000
#> 177 31 Cryptophytes Tchla 1.000000000
#> 178 31 Diatoms-2 Tchla 1.000000000
#> 179 31 Dinoflagellates-1 Tchla 1.000000000
#> 180 31 Haptophytes Tchla 1.000000000
#> 181 31 Pelagophytes Tchla 1.000000000
#> 182 31 Syn Tchla 1.000000000
#> 183 36 Dinoflagellates-1 Per 0.709800000
#> 184 36 Haptophytes X19but 0.182100000
#> 185 36 Pelagophytes X19but 0.822400000
#> 186 36 Diatoms-2 Fuco 0.830400000
#> 187 36 Haptophytes Fuco 0.119200000
#> 188 36 Pelagophytes Fuco 0.788800000
#> 189 36 Prasinophytes Neox 0.041800000
#> 190 36 Chlorophytes Neox 0.022600000
#> 191 36 Prasinophytes Pra 0.240400000
#> 192 36 Prasinophytes Viol 0.035100000
#> 193 36 Chlorophytes Viol 0.017300000
#> 194 36 Haptophytes X19hex 0.758400000
#> 195 36 Cryptophytes Allo 0.544700000
#> 196 36 Prasinophytes Zea 0.138033669
#> 197 36 Chlorophytes Zea 0.034100000
#> 198 36 Syn Zea 1.154015551
#> 199 36 Prasinophytes Chl_b 0.860500000
#> 200 36 Chlorophytes Chl_b 0.229400000
#> 201 36 Prasinophytes Tchla 1.000000000
#> 202 36 Chlorophytes Tchla 1.000000000
#> 203 36 Cryptophytes Tchla 1.000000000
#> 204 36 Diatoms-2 Tchla 1.000000000
#> 205 36 Dinoflagellates-1 Tchla 1.000000000
#> 206 36 Haptophytes Tchla 1.000000000
#> 207 36 Pelagophytes Tchla 1.000000000
#> 208 36 Syn Tchla 1.000000000
#> 209 41 Dinoflagellates-1 Per 0.709800000
#> 210 41 Haptophytes X19but 0.182100000
#> 211 41 Pelagophytes X19but 0.822400000
#> 212 41 Diatoms-2 Fuco 0.830400000
#> 213 41 Haptophytes Fuco 0.119200000
#> 214 41 Pelagophytes Fuco 0.788800000
#> 215 41 Prasinophytes Neox 0.041800000
#> 216 41 Chlorophytes Neox 0.022600000
#> 217 41 Prasinophytes Pra 0.240400000
#> 218 41 Prasinophytes Viol 0.035100000
#> 219 41 Chlorophytes Viol 0.017300000
#> 220 41 Haptophytes X19hex 0.758400000
#> 221 41 Cryptophytes Allo 0.544700000
#> 222 41 Prasinophytes Zea 0.138033669
#> 223 41 Chlorophytes Zea 0.034100000
#> 224 41 Syn Zea 1.154015551
#> 225 41 Prasinophytes Chl_b 0.860500000
#> 226 41 Chlorophytes Chl_b 0.229400000
#> 227 41 Prasinophytes Tchla 1.000000000
#> 228 41 Chlorophytes Tchla 1.000000000
#> 229 41 Cryptophytes Tchla 1.000000000
#> 230 41 Diatoms-2 Tchla 1.000000000
#> 231 41 Dinoflagellates-1 Tchla 1.000000000
#> 232 41 Haptophytes Tchla 1.000000000
#> 233 41 Pelagophytes Tchla 1.000000000
#> 234 41 Syn Tchla 1.000000000
#> 235 46 Dinoflagellates-1 Per 0.368440045
#> 236 46 Haptophytes X19but 0.130900000
#> 237 46 Pelagophytes X19but 0.723900000
#> 238 46 Diatoms-2 Fuco 0.843300000
#> 239 46 Haptophytes Fuco 0.197500000
#> 240 46 Pelagophytes Fuco 0.537700000
#> 241 46 Prasinophytes Neox 0.079400000
#> 242 46 Chlorophytes Neox 0.016000000
#> 243 46 Prasinophytes Pra 0.304100000
#> 244 46 Prasinophytes Viol 0.090191675
#> 245 46 Chlorophytes Viol 0.039700000
#> 246 46 Haptophytes X19hex 0.906100000
#> 247 46 Cryptophytes Allo 0.352400000
#> 248 46 Prasinophytes Zea 0.134076748
#> 249 46 Chlorophytes Zea 0.020400000
#> 250 46 Syn Zea 0.870600000
#> 251 46 Prasinophytes Chl_b 0.894300000
#> 252 46 Chlorophytes Chl_b 0.237200000
#> 253 46 Prasinophytes Tchla 1.000000000
#> 254 46 Chlorophytes Tchla 1.000000000
#> 255 46 Cryptophytes Tchla 1.000000000
#> 256 46 Diatoms-2 Tchla 1.000000000
#> 257 46 Dinoflagellates-1 Tchla 1.000000000
#> 258 46 Haptophytes Tchla 1.000000000
#> 259 46 Pelagophytes Tchla 1.000000000
#> 260 46 Syn Tchla 1.000000000
#> 261 51 Dinoflagellates-1 Per 0.368440045
#> 262 51 Haptophytes X19but 0.130900000
#> 263 51 Pelagophytes X19but 0.723900000
#> 264 51 Diatoms-2 Fuco 0.843300000
#> 265 51 Haptophytes Fuco 0.197500000
#> 266 51 Pelagophytes Fuco 0.537700000
#> 267 51 Prasinophytes Neox 0.079400000
#> 268 51 Chlorophytes Neox 0.016000000
#> 269 51 Prasinophytes Pra 0.304100000
#> 270 51 Prasinophytes Viol 0.090191675
#> 271 51 Chlorophytes Viol 0.039700000
#> 272 51 Haptophytes X19hex 0.906100000
#> 273 51 Cryptophytes Allo 0.352400000
#> 274 51 Prasinophytes Zea 0.134076748
#> 275 51 Chlorophytes Zea 0.020400000
#> 276 51 Syn Zea 0.870600000
#> 277 51 Prasinophytes Chl_b 0.894300000
#> 278 51 Chlorophytes Chl_b 0.237200000
#> 279 51 Prasinophytes Tchla 1.000000000
#> 280 51 Chlorophytes Tchla 1.000000000
#> 281 51 Cryptophytes Tchla 1.000000000
#> 282 51 Diatoms-2 Tchla 1.000000000
#> 283 51 Dinoflagellates-1 Tchla 1.000000000
#> 284 51 Haptophytes Tchla 1.000000000
#> 285 51 Pelagophytes Tchla 1.000000000
#> 286 51 Syn Tchla 1.000000000
#> 287 56 Dinoflagellates-1 Per 0.368440045
#> 288 56 Haptophytes X19but 0.130900000
#> 289 56 Pelagophytes X19but 0.723900000
#> 290 56 Diatoms-2 Fuco 0.843300000
#> 291 56 Haptophytes Fuco 0.197500000
#> 292 56 Pelagophytes Fuco 0.537700000
#> 293 56 Prasinophytes Neox 0.079400000
#> 294 56 Chlorophytes Neox 0.016000000
#> 295 56 Prasinophytes Pra 0.304100000
#> 296 56 Prasinophytes Viol 0.090191675
#> 297 56 Chlorophytes Viol 0.039700000
#> 298 56 Haptophytes X19hex 0.906100000
#> 299 56 Cryptophytes Allo 0.352400000
#> 300 56 Prasinophytes Zea 0.134076748
#> 301 56 Chlorophytes Zea 0.020400000
#> 302 56 Syn Zea 0.870600000
#> 303 56 Prasinophytes Chl_b 0.894300000
#> 304 56 Chlorophytes Chl_b 0.237200000
#> 305 56 Prasinophytes Tchla 1.000000000
#> 306 56 Chlorophytes Tchla 1.000000000
#> 307 56 Cryptophytes Tchla 1.000000000
#> 308 56 Diatoms-2 Tchla 1.000000000
#> 309 56 Dinoflagellates-1 Tchla 1.000000000
#> 310 56 Haptophytes Tchla 1.000000000
#> 311 56 Pelagophytes Tchla 1.000000000
#> 312 56 Syn Tchla 1.000000000
#> 313 61 Dinoflagellates-1 Per 0.368440045
#> 314 61 Haptophytes X19but 0.130900000
#> 315 61 Pelagophytes X19but 0.723900000
#> 316 61 Diatoms-2 Fuco 0.843300000
#> 317 61 Haptophytes Fuco 0.197500000
#> 318 61 Pelagophytes Fuco 0.537700000
#> 319 61 Prasinophytes Neox 0.079400000
#> 320 61 Chlorophytes Neox 0.016000000
#> 321 61 Prasinophytes Pra 0.304100000
#> 322 61 Prasinophytes Viol 0.090191675
#> 323 61 Chlorophytes Viol 0.039700000
#> 324 61 Haptophytes X19hex 0.906100000
#> 325 61 Cryptophytes Allo 0.352400000
#> 326 61 Prasinophytes Zea 0.134076748
#> 327 61 Chlorophytes Zea 0.020400000
#> 328 61 Syn Zea 0.870600000
#> 329 61 Prasinophytes Chl_b 0.894300000
#> 330 61 Chlorophytes Chl_b 0.237200000
#> 331 61 Prasinophytes Tchla 1.000000000
#> 332 61 Chlorophytes Tchla 1.000000000
#> 333 61 Cryptophytes Tchla 1.000000000
#> 334 61 Diatoms-2 Tchla 1.000000000
#> 335 61 Dinoflagellates-1 Tchla 1.000000000
#> 336 61 Haptophytes Tchla 1.000000000
#> 337 61 Pelagophytes Tchla 1.000000000
#> 338 61 Syn Tchla 1.000000000
#> 339 67 Dinoflagellates-1 Per 0.528500000
#> 340 67 Haptophytes X19but 0.227800000
#> 341 67 Pelagophytes X19but 1.342300000
#> 342 67 Diatoms-2 Fuco 0.729000000
#> 343 67 Haptophytes Fuco 0.294500000
#> 344 67 Pelagophytes Fuco 0.861500000
#> 345 67 Prasinophytes Neox 0.072200000
#> 346 67 Chlorophytes Neox 0.019600000
#> 347 67 Prasinophytes Pra 0.212600000
#> 348 67 Prasinophytes Viol 0.040900000
#> 349 67 Chlorophytes Viol 0.018100000
#> 350 67 Haptophytes X19hex 1.148300000
#> 351 67 Cryptophytes Allo 0.441000000
#> 352 67 Prasinophytes Zea 0.139265707
#> 353 67 Chlorophytes Zea 0.018300000
#> 354 67 Syn Zea 0.459700000
#> 355 67 Prasinophytes Chl_b 0.834100000
#> 356 67 Chlorophytes Chl_b 0.259000000
#> 357 67 Prasinophytes Tchla 1.000000000
#> 358 67 Chlorophytes Tchla 1.000000000
#> 359 67 Cryptophytes Tchla 1.000000000
#> 360 67 Diatoms-2 Tchla 1.000000000
#> 361 67 Dinoflagellates-1 Tchla 1.000000000
#> 362 67 Haptophytes Tchla 1.000000000
#> 363 67 Pelagophytes Tchla 1.000000000
#> 364 67 Syn Tchla 1.000000000
#> 365 72 Dinoflagellates-1 Per 0.528500000
#> 366 72 Haptophytes X19but 0.227800000
#> 367 72 Pelagophytes X19but 1.342300000
#> 368 72 Diatoms-2 Fuco 0.729000000
#> 369 72 Haptophytes Fuco 0.294500000
#> 370 72 Pelagophytes Fuco 0.861500000
#> 371 72 Prasinophytes Neox 0.072200000
#> 372 72 Chlorophytes Neox 0.019600000
#> 373 72 Prasinophytes Pra 0.212600000
#> 374 72 Prasinophytes Viol 0.040900000
#> 375 72 Chlorophytes Viol 0.018100000
#> 376 72 Haptophytes X19hex 1.148300000
#> 377 72 Cryptophytes Allo 0.441000000
#> 378 72 Prasinophytes Zea 0.139265707
#> 379 72 Chlorophytes Zea 0.018300000
#> 380 72 Syn Zea 0.459700000
#> 381 72 Prasinophytes Chl_b 0.834100000
#> 382 72 Chlorophytes Chl_b 0.259000000
#> 383 72 Prasinophytes Tchla 1.000000000
#> 384 72 Chlorophytes Tchla 1.000000000
#> 385 72 Cryptophytes Tchla 1.000000000
#> 386 72 Diatoms-2 Tchla 1.000000000
#> 387 72 Dinoflagellates-1 Tchla 1.000000000
#> 388 72 Haptophytes Tchla 1.000000000
#> 389 72 Pelagophytes Tchla 1.000000000
#> 390 72 Syn Tchla 1.000000000
#> 391 77 Dinoflagellates-1 Per 0.695200000
#> 392 77 Haptophytes X19but 0.142300000
#> 393 77 Pelagophytes X19but 1.145600000
#> 394 77 Diatoms-2 Fuco 0.706000000
#> 395 77 Haptophytes Fuco 0.273500000
#> 396 77 Pelagophytes Fuco 0.990300000
#> 397 77 Prasinophytes Neox 0.062800000
#> 398 77 Chlorophytes Neox 0.010000000
#> 399 77 Prasinophytes Pra 0.280300000
#> 400 77 Prasinophytes Viol 0.088600000
#> 401 77 Chlorophytes Viol 0.043800000
#> 402 77 Haptophytes X19hex 0.846300000
#> 403 77 Cryptophytes Allo 0.538832192
#> 404 77 Prasinophytes Zea 0.095400000
#> 405 77 Chlorophytes Zea 0.006800000
#> 406 77 Syn Zea 1.059000000
#> 407 77 Prasinophytes Chl_b 0.905485309
#> 408 77 Chlorophytes Chl_b 0.216800000
#> 409 77 Prasinophytes Tchla 1.000000000
#> 410 77 Chlorophytes Tchla 1.000000000
#> 411 77 Cryptophytes Tchla 1.000000000
#> 412 77 Diatoms-2 Tchla 1.000000000
#> 413 77 Dinoflagellates-1 Tchla 1.000000000
#> 414 77 Haptophytes Tchla 1.000000000
#> 415 77 Pelagophytes Tchla 1.000000000
#> 416 77 Syn Tchla 1.000000000
#> 417 82 Dinoflagellates-1 Per 0.622200000
#> 418 82 Haptophytes X19but 0.218100000
#> 419 82 Pelagophytes X19but 1.347900000
#> 420 82 Diatoms-2 Fuco 0.765800000
#> 421 82 Haptophytes Fuco 0.321300000
#> 422 82 Pelagophytes Fuco 0.811300000
#> 423 82 Prasinophytes Neox 0.101202390
#> 424 82 Chlorophytes Neox 0.015200000
#> 425 82 Prasinophytes Pra 0.243500000
#> 426 82 Prasinophytes Viol 0.095025816
#> 427 82 Chlorophytes Viol 0.040000000
#> 428 82 Haptophytes X19hex 0.610800000
#> 429 82 Cryptophytes Allo 0.442700000
#> 430 82 Prasinophytes Zea 0.134539237
#> 431 82 Chlorophytes Zea 0.029900000
#> 432 82 Syn Zea 1.111100000
#> 433 82 Prasinophytes Chl_b 0.765900000
#> 434 82 Chlorophytes Chl_b 0.190200000
#> 435 82 Prasinophytes Tchla 1.000000000
#> 436 82 Chlorophytes Tchla 1.000000000
#> 437 82 Cryptophytes Tchla 1.000000000
#> 438 82 Diatoms-2 Tchla 1.000000000
#> 439 82 Dinoflagellates-1 Tchla 1.000000000
#> 440 82 Haptophytes Tchla 1.000000000
#> 441 82 Pelagophytes Tchla 1.000000000
#> 442 82 Syn Tchla 1.000000000
#> 443 87 Dinoflagellates-1 Per 0.652700000
#> 444 87 Haptophytes X19but 0.178000000
#> 445 87 Pelagophytes X19but 1.398300000
#> 446 87 Diatoms-2 Fuco 0.813100000
#> 447 87 Haptophytes Fuco 0.344800000
#> 448 87 Pelagophytes Fuco 1.024500000
#> 449 87 Prasinophytes Neox 0.093000000
#> 450 87 Chlorophytes Neox 0.035300000
#> 451 87 Prasinophytes Pra 0.194500000
#> 452 87 Prasinophytes Viol 0.090946674
#> 453 87 Chlorophytes Viol 0.022900000
#> 454 87 Haptophytes X19hex 0.634200000
#> 455 87 Cryptophytes Allo 0.431200000
#> 456 87 Prasinophytes Zea 0.101300000
#> 457 87 Chlorophytes Zea 0.008500000
#> 458 87 Syn Zea 1.167100000
#> 459 87 Prasinophytes Chl_b 0.700500000
#> 460 87 Chlorophytes Chl_b 0.172534676
#> 461 87 Prasinophytes Tchla 1.000000000
#> 462 87 Chlorophytes Tchla 1.000000000
#> 463 87 Cryptophytes Tchla 1.000000000
#> 464 87 Diatoms-2 Tchla 1.000000000
#> 465 87 Dinoflagellates-1 Tchla 1.000000000
#> 466 87 Haptophytes Tchla 1.000000000
#> 467 87 Pelagophytes Tchla 1.000000000
#> 468 87 Syn Tchla 1.000000000
#> 469 92 Dinoflagellates-1 Per 0.652700000
#> 470 92 Haptophytes X19but 0.178000000
#> 471 92 Pelagophytes X19but 1.398300000
#> 472 92 Diatoms-2 Fuco 0.813100000
#> 473 92 Haptophytes Fuco 0.344800000
#> 474 92 Pelagophytes Fuco 1.024500000
#> 475 92 Prasinophytes Neox 0.093000000
#> 476 92 Chlorophytes Neox 0.035300000
#> 477 92 Prasinophytes Pra 0.194500000
#> 478 92 Prasinophytes Viol 0.090946674
#> 479 92 Chlorophytes Viol 0.022900000
#> 480 92 Haptophytes X19hex 0.634200000
#> 481 92 Cryptophytes Allo 0.431200000
#> 482 92 Prasinophytes Zea 0.101300000
#> 483 92 Chlorophytes Zea 0.008500000
#> 484 92 Syn Zea 1.167100000
#> 485 92 Prasinophytes Chl_b 0.700500000
#> 486 92 Chlorophytes Chl_b 0.172534676
#> 487 92 Prasinophytes Tchla 1.000000000
#> 488 92 Chlorophytes Tchla 1.000000000
#> 489 92 Cryptophytes Tchla 1.000000000
#> 490 92 Diatoms-2 Tchla 1.000000000
#> 491 92 Dinoflagellates-1 Tchla 1.000000000
#> 492 92 Haptophytes Tchla 1.000000000
#> 493 92 Pelagophytes Tchla 1.000000000
#> 494 92 Syn Tchla 1.000000000
#> 495 97 Dinoflagellates-1 Per 0.503300000
#> 496 97 Haptophytes X19but 0.222200000
#> 497 97 Pelagophytes X19but 0.602400000
#> 498 97 Diatoms-2 Fuco 0.771400000
#> 499 97 Haptophytes Fuco 0.328400000
#> 500 97 Pelagophytes Fuco 0.828500000
#> 501 97 Prasinophytes Neox 0.084600000
#> 502 97 Chlorophytes Neox 0.012700000
#> 503 97 Prasinophytes Pra 0.120500000
#> 504 97 Prasinophytes Viol 0.071700000
#> 505 97 Chlorophytes Viol 0.025300000
#> 506 97 Haptophytes X19hex 1.010500000
#> 507 97 Cryptophytes Allo 0.372000000
#> 508 97 Prasinophytes Zea 0.139097851
#> 509 97 Chlorophytes Zea 0.015800000
#> 510 97 Syn Zea 1.066665450
#> 511 97 Prasinophytes Chl_b 0.652200000
#> 512 97 Chlorophytes Chl_b 0.171400000
#> 513 97 Prasinophytes Tchla 1.000000000
#> 514 97 Chlorophytes Tchla 1.000000000
#> 515 97 Cryptophytes Tchla 1.000000000
#> 516 97 Diatoms-2 Tchla 1.000000000
#> 517 97 Dinoflagellates-1 Tchla 1.000000000
#> 518 97 Haptophytes Tchla 1.000000000
#> 519 97 Pelagophytes Tchla 1.000000000
#> 520 97 Syn Tchla 1.000000000
#> 521 102 Dinoflagellates-1 Per 0.503300000
#> 522 102 Haptophytes X19but 0.222200000
#> 523 102 Pelagophytes X19but 0.602400000
#> 524 102 Diatoms-2 Fuco 0.771400000
#> 525 102 Haptophytes Fuco 0.328400000
#> 526 102 Pelagophytes Fuco 0.828500000
#> 527 102 Prasinophytes Neox 0.084600000
#> 528 102 Chlorophytes Neox 0.012700000
#> 529 102 Prasinophytes Pra 0.120500000
#> 530 102 Prasinophytes Viol 0.071700000
#> 531 102 Chlorophytes Viol 0.025300000
#> 532 102 Haptophytes X19hex 1.010500000
#> 533 102 Cryptophytes Allo 0.372000000
#> 534 102 Prasinophytes Zea 0.139097851
#> 535 102 Chlorophytes Zea 0.015800000
#> 536 102 Syn Zea 1.066665450
#> 537 102 Prasinophytes Chl_b 0.652200000
#> 538 102 Chlorophytes Chl_b 0.171400000
#> 539 102 Prasinophytes Tchla 1.000000000
#> 540 102 Chlorophytes Tchla 1.000000000
#> 541 102 Cryptophytes Tchla 1.000000000
#> 542 102 Diatoms-2 Tchla 1.000000000
#> 543 102 Dinoflagellates-1 Tchla 1.000000000
#> 544 102 Haptophytes Tchla 1.000000000
#> 545 102 Pelagophytes Tchla 1.000000000
#> 546 102 Syn Tchla 1.000000000
#> 547 107 Dinoflagellates-1 Per 0.578000000
#> 548 107 Haptophytes X19but 0.276300000
#> 549 107 Pelagophytes X19but 0.403600000
#> 550 107 Diatoms-2 Fuco 0.804800000
#> 551 107 Haptophytes Fuco 0.325700000
#> 552 107 Pelagophytes Fuco 1.076100000
#> 553 107 Prasinophytes Neox 0.098500000
#> 554 107 Chlorophytes Neox 0.020000000
#> 555 107 Prasinophytes Pra 0.065202135
#> 556 107 Prasinophytes Viol 0.076100000
#> 557 107 Chlorophytes Viol 0.021200000
#> 558 107 Haptophytes X19hex 1.030700000
#> 559 107 Cryptophytes Allo 0.261300000
#> 560 107 Prasinophytes Zea 0.135313554
#> 561 107 Chlorophytes Zea 0.025400000
#> 562 107 Syn Zea 0.992000000
#> 563 107 Prasinophytes Chl_b 0.569600000
#> 564 107 Chlorophytes Chl_b 0.184900000
#> 565 107 Prasinophytes Tchla 1.000000000
#> 566 107 Chlorophytes Tchla 1.000000000
#> 567 107 Cryptophytes Tchla 1.000000000
#> 568 107 Diatoms-2 Tchla 1.000000000
#> 569 107 Dinoflagellates-1 Tchla 1.000000000
#> 570 107 Haptophytes Tchla 1.000000000
#> 571 107 Pelagophytes Tchla 1.000000000
#> 572 107 Syn Tchla 1.000000000
#> 573 112 Dinoflagellates-1 Per 0.578000000
#> 574 112 Haptophytes X19but 0.276300000
#> 575 112 Pelagophytes X19but 0.403600000
#> 576 112 Diatoms-2 Fuco 0.804800000
#> 577 112 Haptophytes Fuco 0.325700000
#> 578 112 Pelagophytes Fuco 1.076100000
#> 579 112 Prasinophytes Neox 0.098500000
#> 580 112 Chlorophytes Neox 0.020000000
#> 581 112 Prasinophytes Pra 0.065202135
#> 582 112 Prasinophytes Viol 0.076100000
#> 583 112 Chlorophytes Viol 0.021200000
#> 584 112 Haptophytes X19hex 1.030700000
#> 585 112 Cryptophytes Allo 0.261300000
#> 586 112 Prasinophytes Zea 0.135313554
#> 587 112 Chlorophytes Zea 0.025400000
#> 588 112 Syn Zea 0.992000000
#> 589 112 Prasinophytes Chl_b 0.569600000
#> 590 112 Chlorophytes Chl_b 0.184900000
#> 591 112 Prasinophytes Tchla 1.000000000
#> 592 112 Chlorophytes Tchla 1.000000000
#> 593 112 Cryptophytes Tchla 1.000000000
#> 594 112 Diatoms-2 Tchla 1.000000000
#> 595 112 Dinoflagellates-1 Tchla 1.000000000
#> 596 112 Haptophytes Tchla 1.000000000
#> 597 112 Pelagophytes Tchla 1.000000000
#> 598 112 Syn Tchla 1.000000000
#> 599 117 Dinoflagellates-1 Per 0.558500000
#> 600 117 Haptophytes X19but 0.241000000
#> 601 117 Pelagophytes X19but 0.518300000
#> 602 117 Diatoms-2 Fuco 0.837500000
#> 603 117 Haptophytes Fuco 0.313600000
#> 604 117 Pelagophytes Fuco 0.957700000
#> 605 117 Prasinophytes Neox 0.099800000
#> 606 117 Chlorophytes Neox 0.023800000
#> 607 117 Prasinophytes Pra 0.170500000
#> 608 117 Prasinophytes Viol 0.053400000
#> 609 117 Chlorophytes Viol 0.019900000
#> 610 117 Haptophytes X19hex 0.742200000
#> 611 117 Cryptophytes Allo 0.265900000
#> 612 117 Prasinophytes Zea 0.133500000
#> 613 117 Chlorophytes Zea 0.008100000
#> 614 117 Syn Zea 0.770700000
#> 615 117 Prasinophytes Chl_b 0.749200000
#> 616 117 Chlorophytes Chl_b 0.169494636
#> 617 117 Prasinophytes Tchla 1.000000000
#> 618 117 Chlorophytes Tchla 1.000000000
#> 619 117 Cryptophytes Tchla 1.000000000
#> 620 117 Diatoms-2 Tchla 1.000000000
#> 621 117 Dinoflagellates-1 Tchla 1.000000000
#> 622 117 Haptophytes Tchla 1.000000000
#> 623 117 Pelagophytes Tchla 1.000000000
#> 624 117 Syn Tchla 1.000000000
#> 625 122 Dinoflagellates-1 Per 0.558500000
#> 626 122 Haptophytes X19but 0.241000000
#> 627 122 Pelagophytes X19but 0.518300000
#> 628 122 Diatoms-2 Fuco 0.837500000
#> 629 122 Haptophytes Fuco 0.313600000
#> 630 122 Pelagophytes Fuco 0.957700000
#> 631 122 Prasinophytes Neox 0.099800000
#> 632 122 Chlorophytes Neox 0.023800000
#> 633 122 Prasinophytes Pra 0.170500000
#> 634 122 Prasinophytes Viol 0.053400000
#> 635 122 Chlorophytes Viol 0.019900000
#> 636 122 Haptophytes X19hex 0.742200000
#> 637 122 Cryptophytes Allo 0.265900000
#> 638 122 Prasinophytes Zea 0.133500000
#> 639 122 Chlorophytes Zea 0.008100000
#> 640 122 Syn Zea 0.770700000
#> 641 122 Prasinophytes Chl_b 0.749200000
#> 642 122 Chlorophytes Chl_b 0.169494636
#> 643 122 Prasinophytes Tchla 1.000000000
#> 644 122 Chlorophytes Tchla 1.000000000
#> 645 122 Cryptophytes Tchla 1.000000000
#> 646 122 Diatoms-2 Tchla 1.000000000
#> 647 122 Dinoflagellates-1 Tchla 1.000000000
#> 648 122 Haptophytes Tchla 1.000000000
#> 649 122 Pelagophytes Tchla 1.000000000
#> 650 122 Syn Tchla 1.000000000
#> 651 127 Dinoflagellates-1 Per 0.361000000
#> 652 127 Haptophytes X19but 0.217300000
#> 653 127 Pelagophytes X19but 1.015000000
#> 654 127 Diatoms-2 Fuco 0.759600000
#> 655 127 Haptophytes Fuco 0.239300000
#> 656 127 Pelagophytes Fuco 0.980200000
#> 657 127 Prasinophytes Neox 0.101573158
#> 658 127 Chlorophytes Neox 0.015900000
#> 659 127 Prasinophytes Pra 0.213100000
#> 660 127 Prasinophytes Viol 0.087000000
#> 661 127 Chlorophytes Viol 0.020800000
#> 662 127 Haptophytes X19hex 0.969800000
#> 663 127 Cryptophytes Allo 0.335400000
#> 664 127 Prasinophytes Zea 0.130247310
#> 665 127 Chlorophytes Zea 0.013500000
#> 666 127 Syn Zea 0.635900000
#> 667 127 Prasinophytes Chl_b 0.856100000
#> 668 127 Chlorophytes Chl_b 0.173543731
#> 669 127 Prasinophytes Tchla 1.000000000
#> 670 127 Chlorophytes Tchla 1.000000000
#> 671 127 Cryptophytes Tchla 1.000000000
#> 672 127 Diatoms-2 Tchla 1.000000000
#> 673 127 Dinoflagellates-1 Tchla 1.000000000
#> 674 127 Haptophytes Tchla 1.000000000
#> 675 127 Pelagophytes Tchla 1.000000000
#> 676 127 Syn Tchla 1.000000000
#> 677 132 Dinoflagellates-1 Per 0.411900000
#> 678 132 Haptophytes X19but 0.222000000
#> 679 132 Pelagophytes X19but 1.427700000
#> 680 132 Diatoms-2 Fuco 0.752300000
#> 681 132 Haptophytes Fuco 0.221700000
#> 682 132 Pelagophytes Fuco 0.755000000
#> 683 132 Prasinophytes Neox 0.091880468
#> 684 132 Chlorophytes Neox 0.010800000
#> 685 132 Prasinophytes Pra 0.230700000
#> 686 132 Prasinophytes Viol 0.073500000
#> 687 132 Chlorophytes Viol 0.023900000
#> 688 132 Haptophytes X19hex 0.985900000
#> 689 132 Cryptophytes Allo 0.487200000
#> 690 132 Prasinophytes Zea 0.117800000
#> 691 132 Chlorophytes Zea 0.007700000
#> 692 132 Syn Zea 0.899600000
#> 693 132 Prasinophytes Chl_b 0.885700000
#> 694 132 Chlorophytes Chl_b 0.167681708
#> 695 132 Prasinophytes Tchla 1.000000000
#> 696 132 Chlorophytes Tchla 1.000000000
#> 697 132 Cryptophytes Tchla 1.000000000
#> 698 132 Diatoms-2 Tchla 1.000000000
#> 699 132 Dinoflagellates-1 Tchla 1.000000000
#> 700 132 Haptophytes Tchla 1.000000000
#> 701 132 Pelagophytes Tchla 1.000000000
#> 702 132 Syn Tchla 1.000000000
#> 703 137 Dinoflagellates-1 Per 0.411900000
#> 704 137 Haptophytes X19but 0.222000000
#> 705 137 Pelagophytes X19but 1.427700000
#> 706 137 Diatoms-2 Fuco 0.752300000
#> 707 137 Haptophytes Fuco 0.221700000
#> 708 137 Pelagophytes Fuco 0.755000000
#> 709 137 Prasinophytes Neox 0.091880468
#> 710 137 Chlorophytes Neox 0.010800000
#> 711 137 Prasinophytes Pra 0.230700000
#> 712 137 Prasinophytes Viol 0.073500000
#> 713 137 Chlorophytes Viol 0.023900000
#> 714 137 Haptophytes X19hex 0.985900000
#> 715 137 Cryptophytes Allo 0.487200000
#> 716 137 Prasinophytes Zea 0.117800000
#> 717 137 Chlorophytes Zea 0.007700000
#> 718 137 Syn Zea 0.899600000
#> 719 137 Prasinophytes Chl_b 0.885700000
#> 720 137 Chlorophytes Chl_b 0.167681708
#> 721 137 Prasinophytes Tchla 1.000000000
#> 722 137 Chlorophytes Tchla 1.000000000
#> 723 137 Cryptophytes Tchla 1.000000000
#> 724 137 Diatoms-2 Tchla 1.000000000
#> 725 137 Dinoflagellates-1 Tchla 1.000000000
#> 726 137 Haptophytes Tchla 1.000000000
#> 727 137 Pelagophytes Tchla 1.000000000
#> 728 137 Syn Tchla 1.000000000
#> 729 142 Dinoflagellates-1 Per 0.411900000
#> 730 142 Haptophytes X19but 0.222000000
#> 731 142 Pelagophytes X19but 1.427700000
#> 732 142 Diatoms-2 Fuco 0.752300000
#> 733 142 Haptophytes Fuco 0.221700000
#> 734 142 Pelagophytes Fuco 0.755000000
#> 735 142 Prasinophytes Neox 0.091880468
#> 736 142 Chlorophytes Neox 0.010800000
#> 737 142 Prasinophytes Pra 0.230700000
#> 738 142 Prasinophytes Viol 0.073500000
#> 739 142 Chlorophytes Viol 0.023900000
#> 740 142 Haptophytes X19hex 0.985900000
#> 741 142 Cryptophytes Allo 0.487200000
#> 742 142 Prasinophytes Zea 0.117800000
#> 743 142 Chlorophytes Zea 0.007700000
#> 744 142 Syn Zea 0.899600000
#> 745 142 Prasinophytes Chl_b 0.885700000
#> 746 142 Chlorophytes Chl_b 0.167681708
#> 747 142 Prasinophytes Tchla 1.000000000
#> 748 142 Chlorophytes Tchla 1.000000000
#> 749 142 Cryptophytes Tchla 1.000000000
#> 750 142 Diatoms-2 Tchla 1.000000000
#> 751 142 Dinoflagellates-1 Tchla 1.000000000
#> 752 142 Haptophytes Tchla 1.000000000
#> 753 142 Pelagophytes Tchla 1.000000000
#> 754 142 Syn Tchla 1.000000000
#> 755 147 Dinoflagellates-1 Per 0.411900000
#> 756 147 Haptophytes X19but 0.222000000
#> 757 147 Pelagophytes X19but 1.427700000
#> 758 147 Diatoms-2 Fuco 0.752300000
#> 759 147 Haptophytes Fuco 0.221700000
#> 760 147 Pelagophytes Fuco 0.755000000
#> 761 147 Prasinophytes Neox 0.091880468
#> 762 147 Chlorophytes Neox 0.010800000
#> 763 147 Prasinophytes Pra 0.230700000
#> 764 147 Prasinophytes Viol 0.073500000
#> 765 147 Chlorophytes Viol 0.023900000
#> 766 147 Haptophytes X19hex 0.985900000
#> 767 147 Cryptophytes Allo 0.487200000
#> 768 147 Prasinophytes Zea 0.117800000
#> 769 147 Chlorophytes Zea 0.007700000
#> 770 147 Syn Zea 0.899600000
#> 771 147 Prasinophytes Chl_b 0.885700000
#> 772 147 Chlorophytes Chl_b 0.167681708
#> 773 147 Prasinophytes Tchla 1.000000000
#> 774 147 Chlorophytes Tchla 1.000000000
#> 775 147 Cryptophytes Tchla 1.000000000
#> 776 147 Diatoms-2 Tchla 1.000000000
#> 777 147 Dinoflagellates-1 Tchla 1.000000000
#> 778 147 Haptophytes Tchla 1.000000000
#> 779 147 Pelagophytes Tchla 1.000000000
#> 780 147 Syn Tchla 1.000000000
#> 781 152 Dinoflagellates-1 Per 0.411900000
#> 782 152 Haptophytes X19but 0.222000000
#> 783 152 Pelagophytes X19but 1.427700000
#> 784 152 Diatoms-2 Fuco 0.752300000
#> 785 152 Haptophytes Fuco 0.221700000
#> 786 152 Pelagophytes Fuco 0.755000000
#> 787 152 Prasinophytes Neox 0.091880468
#> 788 152 Chlorophytes Neox 0.010800000
#> 789 152 Prasinophytes Pra 0.230700000
#> 790 152 Prasinophytes Viol 0.073500000
#> 791 152 Chlorophytes Viol 0.023900000
#> 792 152 Haptophytes X19hex 0.985900000
#> 793 152 Cryptophytes Allo 0.487200000
#> 794 152 Prasinophytes Zea 0.117800000
#> 795 152 Chlorophytes Zea 0.007700000
#> 796 152 Syn Zea 0.899600000
#> 797 152 Prasinophytes Chl_b 0.885700000
#> 798 152 Chlorophytes Chl_b 0.167681708
#> 799 152 Prasinophytes Tchla 1.000000000
#> 800 152 Chlorophytes Tchla 1.000000000
#> 801 152 Cryptophytes Tchla 1.000000000
#> 802 152 Diatoms-2 Tchla 1.000000000
#> 803 152 Dinoflagellates-1 Tchla 1.000000000
#> 804 152 Haptophytes Tchla 1.000000000
#> 805 152 Pelagophytes Tchla 1.000000000
#> 806 152 Syn Tchla 1.000000000
#> 807 157 Dinoflagellates-1 Per 0.411900000
#> 808 157 Haptophytes X19but 0.222000000
#> 809 157 Pelagophytes X19but 1.427700000
#> 810 157 Diatoms-2 Fuco 0.752300000
#> 811 157 Haptophytes Fuco 0.221700000
#> 812 157 Pelagophytes Fuco 0.755000000
#> 813 157 Prasinophytes Neox 0.091880468
#> 814 157 Chlorophytes Neox 0.010800000
#> 815 157 Prasinophytes Pra 0.230700000
#> 816 157 Prasinophytes Viol 0.073500000
#> 817 157 Chlorophytes Viol 0.023900000
#> 818 157 Haptophytes X19hex 0.985900000
#> 819 157 Cryptophytes Allo 0.487200000
#> 820 157 Prasinophytes Zea 0.117800000
#> 821 157 Chlorophytes Zea 0.007700000
#> 822 157 Syn Zea 0.899600000
#> 823 157 Prasinophytes Chl_b 0.885700000
#> 824 157 Chlorophytes Chl_b 0.167681708
#> 825 157 Prasinophytes Tchla 1.000000000
#> 826 157 Chlorophytes Tchla 1.000000000
#> 827 157 Cryptophytes Tchla 1.000000000
#> 828 157 Diatoms-2 Tchla 1.000000000
#> 829 157 Dinoflagellates-1 Tchla 1.000000000
#> 830 157 Haptophytes Tchla 1.000000000
#> 831 157 Pelagophytes Tchla 1.000000000
#> 832 157 Syn Tchla 1.000000000
#> 833 162 Dinoflagellates-1 Per 0.411900000
#> 834 162 Haptophytes X19but 0.222000000
#> 835 162 Pelagophytes X19but 1.427700000
#> 836 162 Diatoms-2 Fuco 0.752300000
#> 837 162 Haptophytes Fuco 0.221700000
#> 838 162 Pelagophytes Fuco 0.755000000
#> 839 162 Prasinophytes Neox 0.091880468
#> 840 162 Chlorophytes Neox 0.010800000
#> 841 162 Prasinophytes Pra 0.230700000
#> 842 162 Prasinophytes Viol 0.073500000
#> 843 162 Chlorophytes Viol 0.023900000
#> 844 162 Haptophytes X19hex 0.985900000
#> 845 162 Cryptophytes Allo 0.487200000
#> 846 162 Prasinophytes Zea 0.117800000
#> 847 162 Chlorophytes Zea 0.007700000
#> 848 162 Syn Zea 0.899600000
#> 849 162 Prasinophytes Chl_b 0.885700000
#> 850 162 Chlorophytes Chl_b 0.167681708
#> 851 162 Prasinophytes Tchla 1.000000000
#> 852 162 Chlorophytes Tchla 1.000000000
#> 853 162 Cryptophytes Tchla 1.000000000
#> 854 162 Diatoms-2 Tchla 1.000000000
#> 855 162 Dinoflagellates-1 Tchla 1.000000000
#> 856 162 Haptophytes Tchla 1.000000000
#> 857 162 Pelagophytes Tchla 1.000000000
#> 858 162 Syn Tchla 1.000000000
#> 859 167 Dinoflagellates-1 Per 0.411900000
#> 860 167 Haptophytes X19but 0.222000000
#> 861 167 Pelagophytes X19but 1.427700000
#> 862 167 Diatoms-2 Fuco 0.752300000
#> 863 167 Haptophytes Fuco 0.221700000
#> 864 167 Pelagophytes Fuco 0.755000000
#> 865 167 Prasinophytes Neox 0.091880468
#> 866 167 Chlorophytes Neox 0.010800000
#> 867 167 Prasinophytes Pra 0.230700000
#> 868 167 Prasinophytes Viol 0.073500000
#> 869 167 Chlorophytes Viol 0.023900000
#> 870 167 Haptophytes X19hex 0.985900000
#> 871 167 Cryptophytes Allo 0.487200000
#> 872 167 Prasinophytes Zea 0.117800000
#> 873 167 Chlorophytes Zea 0.007700000
#> 874 167 Syn Zea 0.899600000
#> 875 167 Prasinophytes Chl_b 0.885700000
#> 876 167 Chlorophytes Chl_b 0.167681708
#> 877 167 Prasinophytes Tchla 1.000000000
#> 878 167 Chlorophytes Tchla 1.000000000
#> 879 167 Cryptophytes Tchla 1.000000000
#> 880 167 Diatoms-2 Tchla 1.000000000
#> 881 167 Dinoflagellates-1 Tchla 1.000000000
#> 882 167 Haptophytes Tchla 1.000000000
#> 883 167 Pelagophytes Tchla 1.000000000
#> 884 167 Syn Tchla 1.000000000
#> 885 172 Dinoflagellates-1 Per 0.411900000
#> 886 172 Haptophytes X19but 0.222000000
#> 887 172 Pelagophytes X19but 1.427700000
#> 888 172 Diatoms-2 Fuco 0.752300000
#> 889 172 Haptophytes Fuco 0.221700000
#> 890 172 Pelagophytes Fuco 0.755000000
#> 891 172 Prasinophytes Neox 0.091880468
#> 892 172 Chlorophytes Neox 0.010800000
#> 893 172 Prasinophytes Pra 0.230700000
#> 894 172 Prasinophytes Viol 0.073500000
#> 895 172 Chlorophytes Viol 0.023900000
#> 896 172 Haptophytes X19hex 0.985900000
#> 897 172 Cryptophytes Allo 0.487200000
#> 898 172 Prasinophytes Zea 0.117800000
#> 899 172 Chlorophytes Zea 0.007700000
#> 900 172 Syn Zea 0.899600000
#> 901 172 Prasinophytes Chl_b 0.885700000
#> 902 172 Chlorophytes Chl_b 0.167681708
#> 903 172 Prasinophytes Tchla 1.000000000
#> 904 172 Chlorophytes Tchla 1.000000000
#> 905 172 Cryptophytes Tchla 1.000000000
#> 906 172 Diatoms-2 Tchla 1.000000000
#> 907 172 Dinoflagellates-1 Tchla 1.000000000
#> 908 172 Haptophytes Tchla 1.000000000
#> 909 172 Pelagophytes Tchla 1.000000000
#> 910 172 Syn Tchla 1.000000000
#> 911 177 Dinoflagellates-1 Per 0.411900000
#> 912 177 Haptophytes X19but 0.222000000
#> 913 177 Pelagophytes X19but 1.427700000
#> 914 177 Diatoms-2 Fuco 0.752300000
#> 915 177 Haptophytes Fuco 0.221700000
#> 916 177 Pelagophytes Fuco 0.755000000
#> 917 177 Prasinophytes Neox 0.091880468
#> 918 177 Chlorophytes Neox 0.010800000
#> 919 177 Prasinophytes Pra 0.230700000
#> 920 177 Prasinophytes Viol 0.073500000
#> 921 177 Chlorophytes Viol 0.023900000
#> 922 177 Haptophytes X19hex 0.985900000
#> 923 177 Cryptophytes Allo 0.487200000
#> 924 177 Prasinophytes Zea 0.117800000
#> 925 177 Chlorophytes Zea 0.007700000
#> 926 177 Syn Zea 0.899600000
#> 927 177 Prasinophytes Chl_b 0.885700000
#> 928 177 Chlorophytes Chl_b 0.167681708
#> 929 177 Prasinophytes Tchla 1.000000000
#> 930 177 Chlorophytes Tchla 1.000000000
#> 931 177 Cryptophytes Tchla 1.000000000
#> 932 177 Diatoms-2 Tchla 1.000000000
#> 933 177 Dinoflagellates-1 Tchla 1.000000000
#> 934 177 Haptophytes Tchla 1.000000000
#> 935 177 Pelagophytes Tchla 1.000000000
#> 936 177 Syn Tchla 1.000000000
#> 937 182 Dinoflagellates-1 Per 0.411900000
#> 938 182 Haptophytes X19but 0.222000000
#> 939 182 Pelagophytes X19but 1.427700000
#> 940 182 Diatoms-2 Fuco 0.752300000
#> 941 182 Haptophytes Fuco 0.221700000
#> 942 182 Pelagophytes Fuco 0.755000000
#> 943 182 Prasinophytes Neox 0.091880468
#> 944 182 Chlorophytes Neox 0.010800000
#> 945 182 Prasinophytes Pra 0.230700000
#> 946 182 Prasinophytes Viol 0.073500000
#> 947 182 Chlorophytes Viol 0.023900000
#> 948 182 Haptophytes X19hex 0.985900000
#> 949 182 Cryptophytes Allo 0.487200000
#> 950 182 Prasinophytes Zea 0.117800000
#> 951 182 Chlorophytes Zea 0.007700000
#> 952 182 Syn Zea 0.899600000
#> 953 182 Prasinophytes Chl_b 0.885700000
#> 954 182 Chlorophytes Chl_b 0.167681708
#> 955 182 Prasinophytes Tchla 1.000000000
#> 956 182 Chlorophytes Tchla 1.000000000
#> 957 182 Cryptophytes Tchla 1.000000000
#> 958 182 Diatoms-2 Tchla 1.000000000
#> 959 182 Dinoflagellates-1 Tchla 1.000000000
#> 960 182 Haptophytes Tchla 1.000000000
#> 961 182 Pelagophytes Tchla 1.000000000
#> 962 182 Syn Tchla 1.000000000
#> 963 187 Dinoflagellates-1 Per 0.411900000
#> 964 187 Haptophytes X19but 0.222000000
#> 965 187 Pelagophytes X19but 1.427700000
#> 966 187 Diatoms-2 Fuco 0.752300000
#> 967 187 Haptophytes Fuco 0.221700000
#> 968 187 Pelagophytes Fuco 0.755000000
#> 969 187 Prasinophytes Neox 0.091880468
#> 970 187 Chlorophytes Neox 0.010800000
#> 971 187 Prasinophytes Pra 0.230700000
#> 972 187 Prasinophytes Viol 0.073500000
#> 973 187 Chlorophytes Viol 0.023900000
#> 974 187 Haptophytes X19hex 0.985900000
#> 975 187 Cryptophytes Allo 0.487200000
#> 976 187 Prasinophytes Zea 0.117800000
#> 977 187 Chlorophytes Zea 0.007700000
#> 978 187 Syn Zea 0.899600000
#> 979 187 Prasinophytes Chl_b 0.885700000
#> 980 187 Chlorophytes Chl_b 0.167681708
#> 981 187 Prasinophytes Tchla 1.000000000
#> 982 187 Chlorophytes Tchla 1.000000000
#> 983 187 Cryptophytes Tchla 1.000000000
#> 984 187 Diatoms-2 Tchla 1.000000000
#> 985 187 Dinoflagellates-1 Tchla 1.000000000
#> 986 187 Haptophytes Tchla 1.000000000
#> 987 187 Pelagophytes Tchla 1.000000000
#> 988 187 Syn Tchla 1.000000000
#> 989 193 Dinoflagellates-1 Per 0.411900000
#> 990 193 Haptophytes X19but 0.222000000
#> 991 193 Pelagophytes X19but 1.427700000
#> 992 193 Diatoms-2 Fuco 0.752300000
#> 993 193 Haptophytes Fuco 0.221700000
#> 994 193 Pelagophytes Fuco 0.755000000
#> 995 193 Prasinophytes Neox 0.091880468
#> 996 193 Chlorophytes Neox 0.010800000
#> 997 193 Prasinophytes Pra 0.230700000
#> 998 193 Prasinophytes Viol 0.073500000
#> 999 193 Chlorophytes Viol 0.023900000
#> 1000 193 Haptophytes X19hex 0.985900000
#> 1001 193 Cryptophytes Allo 0.487200000
#> 1002 193 Prasinophytes Zea 0.117800000
#> 1003 193 Chlorophytes Zea 0.007700000
#> 1004 193 Syn Zea 0.899600000
#> 1005 193 Prasinophytes Chl_b 0.885700000
#> 1006 193 Chlorophytes Chl_b 0.167681708
#> 1007 193 Prasinophytes Tchla 1.000000000
#> 1008 193 Chlorophytes Tchla 1.000000000
#> 1009 193 Cryptophytes Tchla 1.000000000
#> 1010 193 Diatoms-2 Tchla 1.000000000
#> 1011 193 Dinoflagellates-1 Tchla 1.000000000
#> 1012 193 Haptophytes Tchla 1.000000000
#> 1013 193 Pelagophytes Tchla 1.000000000
#> 1014 193 Syn Tchla 1.000000000
#> 1015 198 Dinoflagellates-1 Per 0.411900000
#> 1016 198 Haptophytes X19but 0.222000000
#> 1017 198 Pelagophytes X19but 1.427700000
#> 1018 198 Diatoms-2 Fuco 0.752300000
#> 1019 198 Haptophytes Fuco 0.221700000
#> 1020 198 Pelagophytes Fuco 0.755000000
#> 1021 198 Prasinophytes Neox 0.091880468
#> 1022 198 Chlorophytes Neox 0.010800000
#> 1023 198 Prasinophytes Pra 0.230700000
#> 1024 198 Prasinophytes Viol 0.073500000
#> 1025 198 Chlorophytes Viol 0.023900000
#> 1026 198 Haptophytes X19hex 0.985900000
#> 1027 198 Cryptophytes Allo 0.487200000
#> 1028 198 Prasinophytes Zea 0.117800000
#> 1029 198 Chlorophytes Zea 0.007700000
#> 1030 198 Syn Zea 0.899600000
#> 1031 198 Prasinophytes Chl_b 0.885700000
#> 1032 198 Chlorophytes Chl_b 0.167681708
#> 1033 198 Prasinophytes Tchla 1.000000000
#> 1034 198 Chlorophytes Tchla 1.000000000
#> 1035 198 Cryptophytes Tchla 1.000000000
#> 1036 198 Diatoms-2 Tchla 1.000000000
#> 1037 198 Dinoflagellates-1 Tchla 1.000000000
#> 1038 198 Haptophytes Tchla 1.000000000
#> 1039 198 Pelagophytes Tchla 1.000000000
#> 1040 198 Syn Tchla 1.000000000
#> 1041 203 Dinoflagellates-1 Per 0.350100000
#> 1042 203 Haptophytes X19but 0.230600000
#> 1043 203 Pelagophytes X19but 1.276300000
#> 1044 203 Diatoms-2 Fuco 0.820600000
#> 1045 203 Haptophytes Fuco 0.235200000
#> 1046 203 Pelagophytes Fuco 0.621700000
#> 1047 203 Prasinophytes Neox 0.089300000
#> 1048 203 Chlorophytes Neox 0.012900000
#> 1049 203 Prasinophytes Pra 0.227300000
#> 1050 203 Prasinophytes Viol 0.074600000
#> 1051 203 Chlorophytes Viol 0.016400000
#> 1052 203 Haptophytes X19hex 0.896100000
#> 1053 203 Cryptophytes Allo 0.499500000
#> 1054 203 Prasinophytes Zea 0.119300000
#> 1055 203 Chlorophytes Zea 0.015200000
#> 1056 203 Syn Zea 0.845300000
#> 1057 203 Prasinophytes Chl_b 0.844200000
#> 1058 203 Chlorophytes Chl_b 0.167098760
#> 1059 203 Prasinophytes Tchla 1.000000000
#> 1060 203 Chlorophytes Tchla 1.000000000
#> 1061 203 Cryptophytes Tchla 1.000000000
#> 1062 203 Diatoms-2 Tchla 1.000000000
#> 1063 203 Dinoflagellates-1 Tchla 1.000000000
#> 1064 203 Haptophytes Tchla 1.000000000
#> 1065 203 Pelagophytes Tchla 1.000000000
#> 1066 203 Syn Tchla 1.000000000
#> 1067 208 Dinoflagellates-1 Per 0.350100000
#> 1068 208 Haptophytes X19but 0.230600000
#> 1069 208 Pelagophytes X19but 1.276300000
#> 1070 208 Diatoms-2 Fuco 0.820600000
#> 1071 208 Haptophytes Fuco 0.235200000
#> 1072 208 Pelagophytes Fuco 0.621700000
#> 1073 208 Prasinophytes Neox 0.089300000
#> 1074 208 Chlorophytes Neox 0.012900000
#> 1075 208 Prasinophytes Pra 0.227300000
#> 1076 208 Prasinophytes Viol 0.074600000
#> 1077 208 Chlorophytes Viol 0.016400000
#> 1078 208 Haptophytes X19hex 0.896100000
#> 1079 208 Cryptophytes Allo 0.499500000
#> 1080 208 Prasinophytes Zea 0.119300000
#> 1081 208 Chlorophytes Zea 0.015200000
#> 1082 208 Syn Zea 0.845300000
#> 1083 208 Prasinophytes Chl_b 0.844200000
#> 1084 208 Chlorophytes Chl_b 0.167098760
#> 1085 208 Prasinophytes Tchla 1.000000000
#> 1086 208 Chlorophytes Tchla 1.000000000
#> 1087 208 Cryptophytes Tchla 1.000000000
#> 1088 208 Diatoms-2 Tchla 1.000000000
#> 1089 208 Dinoflagellates-1 Tchla 1.000000000
#> 1090 208 Haptophytes Tchla 1.000000000
#> 1091 208 Pelagophytes Tchla 1.000000000
#> 1092 208 Syn Tchla 1.000000000
#> 1093 213 Dinoflagellates-1 Per 0.350100000
#> 1094 213 Haptophytes X19but 0.230600000
#> 1095 213 Pelagophytes X19but 1.276300000
#> 1096 213 Diatoms-2 Fuco 0.820600000
#> 1097 213 Haptophytes Fuco 0.235200000
#> 1098 213 Pelagophytes Fuco 0.621700000
#> 1099 213 Prasinophytes Neox 0.089300000
#> 1100 213 Chlorophytes Neox 0.012900000
#> 1101 213 Prasinophytes Pra 0.227300000
#> 1102 213 Prasinophytes Viol 0.074600000
#> 1103 213 Chlorophytes Viol 0.016400000
#> 1104 213 Haptophytes X19hex 0.896100000
#> 1105 213 Cryptophytes Allo 0.499500000
#> 1106 213 Prasinophytes Zea 0.119300000
#> 1107 213 Chlorophytes Zea 0.015200000
#> 1108 213 Syn Zea 0.845300000
#> 1109 213 Prasinophytes Chl_b 0.844200000
#> 1110 213 Chlorophytes Chl_b 0.167098760
#> 1111 213 Prasinophytes Tchla 1.000000000
#> 1112 213 Chlorophytes Tchla 1.000000000
#> 1113 213 Cryptophytes Tchla 1.000000000
#> 1114 213 Diatoms-2 Tchla 1.000000000
#> 1115 213 Dinoflagellates-1 Tchla 1.000000000
#> 1116 213 Haptophytes Tchla 1.000000000
#> 1117 213 Pelagophytes Tchla 1.000000000
#> 1118 213 Syn Tchla 1.000000000
#> 1119 218 Dinoflagellates-1 Per 0.350100000
#> 1120 218 Haptophytes X19but 0.230600000
#> 1121 218 Pelagophytes X19but 1.276300000
#> 1122 218 Diatoms-2 Fuco 0.820600000
#> 1123 218 Haptophytes Fuco 0.235200000
#> 1124 218 Pelagophytes Fuco 0.621700000
#> 1125 218 Prasinophytes Neox 0.089300000
#> 1126 218 Chlorophytes Neox 0.012900000
#> 1127 218 Prasinophytes Pra 0.227300000
#> 1128 218 Prasinophytes Viol 0.074600000
#> 1129 218 Chlorophytes Viol 0.016400000
#> 1130 218 Haptophytes X19hex 0.896100000
#> 1131 218 Cryptophytes Allo 0.499500000
#> 1132 218 Prasinophytes Zea 0.119300000
#> 1133 218 Chlorophytes Zea 0.015200000
#> 1134 218 Syn Zea 0.845300000
#> 1135 218 Prasinophytes Chl_b 0.844200000
#> 1136 218 Chlorophytes Chl_b 0.167098760
#> 1137 218 Prasinophytes Tchla 1.000000000
#> 1138 218 Chlorophytes Tchla 1.000000000
#> 1139 218 Cryptophytes Tchla 1.000000000
#> 1140 218 Diatoms-2 Tchla 1.000000000
#> 1141 218 Dinoflagellates-1 Tchla 1.000000000
#> 1142 218 Haptophytes Tchla 1.000000000
#> 1143 218 Pelagophytes Tchla 1.000000000
#> 1144 218 Syn Tchla 1.000000000
#> 1145 223 Dinoflagellates-1 Per 0.392000000
#> 1146 223 Haptophytes X19but 0.219300000
#> 1147 223 Pelagophytes X19but 1.157200000
#> 1148 223 Diatoms-2 Fuco 0.757400000
#> 1149 223 Haptophytes Fuco 0.236100000
#> 1150 223 Pelagophytes Fuco 0.617100000
#> 1151 223 Prasinophytes Neox 0.095700000
#> 1152 223 Chlorophytes Neox 0.012200000
#> 1153 223 Prasinophytes Pra 0.222800000
#> 1154 223 Prasinophytes Viol 0.066400000
#> 1155 223 Chlorophytes Viol 0.019900000
#> 1156 223 Haptophytes X19hex 0.937200000
#> 1157 223 Cryptophytes Allo 0.506000000
#> 1158 223 Prasinophytes Zea 0.135300000
#> 1159 223 Chlorophytes Zea 0.010000000
#> 1160 223 Syn Zea 0.799800000
#> 1161 223 Prasinophytes Chl_b 0.882300000
#> 1162 223 Chlorophytes Chl_b 0.175100000
#> 1163 223 Prasinophytes Tchla 1.000000000
#> 1164 223 Chlorophytes Tchla 1.000000000
#> 1165 223 Cryptophytes Tchla 1.000000000
#> 1166 223 Diatoms-2 Tchla 1.000000000
#> 1167 223 Dinoflagellates-1 Tchla 1.000000000
#> 1168 223 Haptophytes Tchla 1.000000000
#> 1169 223 Pelagophytes Tchla 1.000000000
#> 1170 223 Syn Tchla 1.000000000
#> 1171 228 Dinoflagellates-1 Per 0.380700000
#> 1172 228 Haptophytes X19but 0.241600000
#> 1173 228 Pelagophytes X19but 1.020900000
#> 1174 228 Diatoms-2 Fuco 0.767500000
#> 1175 228 Haptophytes Fuco 0.212179047
#> 1176 228 Pelagophytes Fuco 0.737700000
#> 1177 228 Prasinophytes Neox 0.093100000
#> 1178 228 Chlorophytes Neox 0.012900000
#> 1179 228 Prasinophytes Pra 0.218863023
#> 1180 228 Prasinophytes Viol 0.078900000
#> 1181 228 Chlorophytes Viol 0.015800000
#> 1182 228 Haptophytes X19hex 1.077200000
#> 1183 228 Cryptophytes Allo 0.514500000
#> 1184 228 Prasinophytes Zea 0.129400000
#> 1185 228 Chlorophytes Zea 0.008400000
#> 1186 228 Syn Zea 0.672800000
#> 1187 228 Prasinophytes Chl_b 0.837000000
#> 1188 228 Chlorophytes Chl_b 0.167073596
#> 1189 228 Prasinophytes Tchla 1.000000000
#> 1190 228 Chlorophytes Tchla 1.000000000
#> 1191 228 Cryptophytes Tchla 1.000000000
#> 1192 228 Diatoms-2 Tchla 1.000000000
#> 1193 228 Dinoflagellates-1 Tchla 1.000000000
#> 1194 228 Haptophytes Tchla 1.000000000
#> 1195 228 Pelagophytes Tchla 1.000000000
#> 1196 228 Syn Tchla 1.000000000
#> 1197 233 Dinoflagellates-1 Per 0.380700000
#> 1198 233 Haptophytes X19but 0.241600000
#> 1199 233 Pelagophytes X19but 1.020900000
#> 1200 233 Diatoms-2 Fuco 0.767500000
#> 1201 233 Haptophytes Fuco 0.212179047
#> 1202 233 Pelagophytes Fuco 0.737700000
#> 1203 233 Prasinophytes Neox 0.093100000
#> 1204 233 Chlorophytes Neox 0.012900000
#> 1205 233 Prasinophytes Pra 0.218863023
#> 1206 233 Prasinophytes Viol 0.078900000
#> 1207 233 Chlorophytes Viol 0.015800000
#> 1208 233 Haptophytes X19hex 1.077200000
#> 1209 233 Cryptophytes Allo 0.514500000
#> 1210 233 Prasinophytes Zea 0.129400000
#> 1211 233 Chlorophytes Zea 0.008400000
#> 1212 233 Syn Zea 0.672800000
#> 1213 233 Prasinophytes Chl_b 0.837000000
#> 1214 233 Chlorophytes Chl_b 0.167073596
#> 1215 233 Prasinophytes Tchla 1.000000000
#> 1216 233 Chlorophytes Tchla 1.000000000
#> 1217 233 Cryptophytes Tchla 1.000000000
#> 1218 233 Diatoms-2 Tchla 1.000000000
#> 1219 233 Dinoflagellates-1 Tchla 1.000000000
#> 1220 233 Haptophytes Tchla 1.000000000
#> 1221 233 Pelagophytes Tchla 1.000000000
#> 1222 233 Syn Tchla 1.000000000
#> 1223 238 Dinoflagellates-1 Per 0.380700000
#> 1224 238 Haptophytes X19but 0.241600000
#> 1225 238 Pelagophytes X19but 1.020900000
#> 1226 238 Diatoms-2 Fuco 0.767500000
#> 1227 238 Haptophytes Fuco 0.212179047
#> 1228 238 Pelagophytes Fuco 0.737700000
#> 1229 238 Prasinophytes Neox 0.093100000
#> 1230 238 Chlorophytes Neox 0.012900000
#> 1231 238 Prasinophytes Pra 0.218863023
#> 1232 238 Prasinophytes Viol 0.078900000
#> 1233 238 Chlorophytes Viol 0.015800000
#> 1234 238 Haptophytes X19hex 1.077200000
#> 1235 238 Cryptophytes Allo 0.514500000
#> 1236 238 Prasinophytes Zea 0.129400000
#> 1237 238 Chlorophytes Zea 0.008400000
#> 1238 238 Syn Zea 0.672800000
#> 1239 238 Prasinophytes Chl_b 0.837000000
#> 1240 238 Chlorophytes Chl_b 0.167073596
#> 1241 238 Prasinophytes Tchla 1.000000000
#> 1242 238 Chlorophytes Tchla 1.000000000
#> 1243 238 Cryptophytes Tchla 1.000000000
#> 1244 238 Diatoms-2 Tchla 1.000000000
#> 1245 238 Dinoflagellates-1 Tchla 1.000000000
#> 1246 238 Haptophytes Tchla 1.000000000
#> 1247 238 Pelagophytes Tchla 1.000000000
#> 1248 238 Syn Tchla 1.000000000
#> 1249 243 Dinoflagellates-1 Per 0.342326016
#> 1250 243 Haptophytes X19but 0.251807304
#> 1251 243 Pelagophytes X19but 1.044714337
#> 1252 243 Diatoms-2 Fuco 0.762500000
#> 1253 243 Haptophytes Fuco 0.196700000
#> 1254 243 Pelagophytes Fuco 0.813983811
#> 1255 243 Prasinophytes Neox 0.091200000
#> 1256 243 Chlorophytes Neox 0.013300000
#> 1257 243 Prasinophytes Pra 0.214400000
#> 1258 243 Prasinophytes Viol 0.075000000
#> 1259 243 Chlorophytes Viol 0.015800000
#> 1260 243 Haptophytes X19hex 0.970600000
#> 1261 243 Cryptophytes Allo 0.534300000
#> 1262 243 Prasinophytes Zea 0.120700000
#> 1263 243 Chlorophytes Zea 0.009300000
#> 1264 243 Syn Zea 0.739700000
#> 1265 243 Prasinophytes Chl_b 0.847970521
#> 1266 243 Chlorophytes Chl_b 0.168900000
#> 1267 243 Prasinophytes Tchla 1.000000000
#> 1268 243 Chlorophytes Tchla 1.000000000
#> 1269 243 Cryptophytes Tchla 1.000000000
#> 1270 243 Diatoms-2 Tchla 1.000000000
#> 1271 243 Dinoflagellates-1 Tchla 1.000000000
#> 1272 243 Haptophytes Tchla 1.000000000
#> 1273 243 Pelagophytes Tchla 1.000000000
#> 1274 243 Syn Tchla 1.000000000
#> 1275 248 Dinoflagellates-1 Per 0.342192459
#> 1276 248 Haptophytes X19but 0.228600000
#> 1277 248 Pelagophytes X19but 1.165500000
#> 1278 248 Diatoms-2 Fuco 0.748100000
#> 1279 248 Haptophytes Fuco 0.189352099
#> 1280 248 Pelagophytes Fuco 0.915374482
#> 1281 248 Prasinophytes Neox 0.101200000
#> 1282 248 Chlorophytes Neox 0.009641199
#> 1283 248 Prasinophytes Pra 0.215600000
#> 1284 248 Prasinophytes Viol 0.059200000
#> 1285 248 Chlorophytes Viol 0.015100000
#> 1286 248 Haptophytes X19hex 0.998200000
#> 1287 248 Cryptophytes Allo 0.504100000
#> 1288 248 Prasinophytes Zea 0.132400000
#> 1289 248 Chlorophytes Zea 0.011100000
#> 1290 248 Syn Zea 0.714642787
#> 1291 248 Prasinophytes Chl_b 0.855100000
#> 1292 248 Chlorophytes Chl_b 0.167400000
#> 1293 248 Prasinophytes Tchla 1.000000000
#> 1294 248 Chlorophytes Tchla 1.000000000
#> 1295 248 Cryptophytes Tchla 1.000000000
#> 1296 248 Diatoms-2 Tchla 1.000000000
#> 1297 248 Dinoflagellates-1 Tchla 1.000000000
#> 1298 248 Haptophytes Tchla 1.000000000
#> 1299 248 Pelagophytes Tchla 1.000000000
#> 1300 248 Syn Tchla 1.000000000
#> 1301 253 Dinoflagellates-1 Per 0.342192459
#> 1302 253 Haptophytes X19but 0.228600000
#> 1303 253 Pelagophytes X19but 1.165500000
#> 1304 253 Diatoms-2 Fuco 0.748100000
#> 1305 253 Haptophytes Fuco 0.189352099
#> 1306 253 Pelagophytes Fuco 0.915374482
#> 1307 253 Prasinophytes Neox 0.101200000
#> 1308 253 Chlorophytes Neox 0.009641199
#> 1309 253 Prasinophytes Pra 0.215600000
#> 1310 253 Prasinophytes Viol 0.059200000
#> 1311 253 Chlorophytes Viol 0.015100000
#> 1312 253 Haptophytes X19hex 0.998200000
#> 1313 253 Cryptophytes Allo 0.504100000
#> 1314 253 Prasinophytes Zea 0.132400000
#> 1315 253 Chlorophytes Zea 0.011100000
#> 1316 253 Syn Zea 0.714642787
#> 1317 253 Prasinophytes Chl_b 0.855100000
#> 1318 253 Chlorophytes Chl_b 0.167400000
#> 1319 253 Prasinophytes Tchla 1.000000000
#> 1320 253 Chlorophytes Tchla 1.000000000
#> 1321 253 Cryptophytes Tchla 1.000000000
#> 1322 253 Diatoms-2 Tchla 1.000000000
#> 1323 253 Dinoflagellates-1 Tchla 1.000000000
#> 1324 253 Haptophytes Tchla 1.000000000
#> 1325 253 Pelagophytes Tchla 1.000000000
#> 1326 253 Syn Tchla 1.000000000
#> 1327 258 Dinoflagellates-1 Per 0.342192459
#> 1328 258 Haptophytes X19but 0.228600000
#> 1329 258 Pelagophytes X19but 1.165500000
#> 1330 258 Diatoms-2 Fuco 0.748100000
#> 1331 258 Haptophytes Fuco 0.189352099
#> 1332 258 Pelagophytes Fuco 0.915374482
#> 1333 258 Prasinophytes Neox 0.101200000
#> 1334 258 Chlorophytes Neox 0.009641199
#> 1335 258 Prasinophytes Pra 0.215600000
#> 1336 258 Prasinophytes Viol 0.059200000
#> 1337 258 Chlorophytes Viol 0.015100000
#> 1338 258 Haptophytes X19hex 0.998200000
#> 1339 258 Cryptophytes Allo 0.504100000
#> 1340 258 Prasinophytes Zea 0.132400000
#> 1341 258 Chlorophytes Zea 0.011100000
#> 1342 258 Syn Zea 0.714642787
#> 1343 258 Prasinophytes Chl_b 0.855100000
#> 1344 258 Chlorophytes Chl_b 0.167400000
#> 1345 258 Prasinophytes Tchla 1.000000000
#> 1346 258 Chlorophytes Tchla 1.000000000
#> 1347 258 Cryptophytes Tchla 1.000000000
#> 1348 258 Diatoms-2 Tchla 1.000000000
#> 1349 258 Dinoflagellates-1 Tchla 1.000000000
#> 1350 258 Haptophytes Tchla 1.000000000
#> 1351 258 Pelagophytes Tchla 1.000000000
#> 1352 258 Syn Tchla 1.000000000
#> 1353 263 Dinoflagellates-1 Per 0.342192459
#> 1354 263 Haptophytes X19but 0.228600000
#> 1355 263 Pelagophytes X19but 1.165500000
#> 1356 263 Diatoms-2 Fuco 0.748100000
#> 1357 263 Haptophytes Fuco 0.189352099
#> 1358 263 Pelagophytes Fuco 0.915374482
#> 1359 263 Prasinophytes Neox 0.101200000
#> 1360 263 Chlorophytes Neox 0.009641199
#> 1361 263 Prasinophytes Pra 0.215600000
#> 1362 263 Prasinophytes Viol 0.059200000
#> 1363 263 Chlorophytes Viol 0.015100000
#> 1364 263 Haptophytes X19hex 0.998200000
#> 1365 263 Cryptophytes Allo 0.504100000
#> 1366 263 Prasinophytes Zea 0.132400000
#> 1367 263 Chlorophytes Zea 0.011100000
#> 1368 263 Syn Zea 0.714642787
#> 1369 263 Prasinophytes Chl_b 0.855100000
#> 1370 263 Chlorophytes Chl_b 0.167400000
#> 1371 263 Prasinophytes Tchla 1.000000000
#> 1372 263 Chlorophytes Tchla 1.000000000
#> 1373 263 Cryptophytes Tchla 1.000000000
#> 1374 263 Diatoms-2 Tchla 1.000000000
#> 1375 263 Dinoflagellates-1 Tchla 1.000000000
#> 1376 263 Haptophytes Tchla 1.000000000
#> 1377 263 Pelagophytes Tchla 1.000000000
#> 1378 263 Syn Tchla 1.000000000
#> 1379 268 Dinoflagellates-1 Per 0.342192459
#> 1380 268 Haptophytes X19but 0.228600000
#> 1381 268 Pelagophytes X19but 1.165500000
#> 1382 268 Diatoms-2 Fuco 0.748100000
#> 1383 268 Haptophytes Fuco 0.189352099
#> 1384 268 Pelagophytes Fuco 0.915374482
#> 1385 268 Prasinophytes Neox 0.101200000
#> 1386 268 Chlorophytes Neox 0.009641199
#> 1387 268 Prasinophytes Pra 0.215600000
#> 1388 268 Prasinophytes Viol 0.059200000
#> 1389 268 Chlorophytes Viol 0.015100000
#> 1390 268 Haptophytes X19hex 0.998200000
#> 1391 268 Cryptophytes Allo 0.504100000
#> 1392 268 Prasinophytes Zea 0.132400000
#> 1393 268 Chlorophytes Zea 0.011100000
#> 1394 268 Syn Zea 0.714642787
#> 1395 268 Prasinophytes Chl_b 0.855100000
#> 1396 268 Chlorophytes Chl_b 0.167400000
#> 1397 268 Prasinophytes Tchla 1.000000000
#> 1398 268 Chlorophytes Tchla 1.000000000
#> 1399 268 Cryptophytes Tchla 1.000000000
#> 1400 268 Diatoms-2 Tchla 1.000000000
#> 1401 268 Dinoflagellates-1 Tchla 1.000000000
#> 1402 268 Haptophytes Tchla 1.000000000
#> 1403 268 Pelagophytes Tchla 1.000000000
#> 1404 268 Syn Tchla 1.000000000
#> 1405 273 Dinoflagellates-1 Per 0.342192459
#> 1406 273 Haptophytes X19but 0.228600000
#> 1407 273 Pelagophytes X19but 1.165500000
#> 1408 273 Diatoms-2 Fuco 0.748100000
#> 1409 273 Haptophytes Fuco 0.189352099
#> 1410 273 Pelagophytes Fuco 0.915374482
#> 1411 273 Prasinophytes Neox 0.101200000
#> 1412 273 Chlorophytes Neox 0.009641199
#> 1413 273 Prasinophytes Pra 0.215600000
#> 1414 273 Prasinophytes Viol 0.059200000
#> 1415 273 Chlorophytes Viol 0.015100000
#> 1416 273 Haptophytes X19hex 0.998200000
#> 1417 273 Cryptophytes Allo 0.504100000
#> 1418 273 Prasinophytes Zea 0.132400000
#> 1419 273 Chlorophytes Zea 0.011100000
#> 1420 273 Syn Zea 0.714642787
#> 1421 273 Prasinophytes Chl_b 0.855100000
#> 1422 273 Chlorophytes Chl_b 0.167400000
#> 1423 273 Prasinophytes Tchla 1.000000000
#> 1424 273 Chlorophytes Tchla 1.000000000
#> 1425 273 Cryptophytes Tchla 1.000000000
#> 1426 273 Diatoms-2 Tchla 1.000000000
#> 1427 273 Dinoflagellates-1 Tchla 1.000000000
#> 1428 273 Haptophytes Tchla 1.000000000
#> 1429 273 Pelagophytes Tchla 1.000000000
#> 1430 273 Syn Tchla 1.000000000
#> 1431 278 Dinoflagellates-1 Per 0.342192459
#> 1432 278 Haptophytes X19but 0.228600000
#> 1433 278 Pelagophytes X19but 1.165500000
#> 1434 278 Diatoms-2 Fuco 0.748100000
#> 1435 278 Haptophytes Fuco 0.189352099
#> 1436 278 Pelagophytes Fuco 0.915374482
#> 1437 278 Prasinophytes Neox 0.101200000
#> 1438 278 Chlorophytes Neox 0.009641199
#> 1439 278 Prasinophytes Pra 0.215600000
#> 1440 278 Prasinophytes Viol 0.059200000
#> 1441 278 Chlorophytes Viol 0.015100000
#> 1442 278 Haptophytes X19hex 0.998200000
#> 1443 278 Cryptophytes Allo 0.504100000
#> 1444 278 Prasinophytes Zea 0.132400000
#> 1445 278 Chlorophytes Zea 0.011100000
#> 1446 278 Syn Zea 0.714642787
#> 1447 278 Prasinophytes Chl_b 0.855100000
#> 1448 278 Chlorophytes Chl_b 0.167400000
#> 1449 278 Prasinophytes Tchla 1.000000000
#> 1450 278 Chlorophytes Tchla 1.000000000
#> 1451 278 Cryptophytes Tchla 1.000000000
#> 1452 278 Diatoms-2 Tchla 1.000000000
#> 1453 278 Dinoflagellates-1 Tchla 1.000000000
#> 1454 278 Haptophytes Tchla 1.000000000
#> 1455 278 Pelagophytes Tchla 1.000000000
#> 1456 278 Syn Tchla 1.000000000
#> 1457 283 Dinoflagellates-1 Per 0.342192459
#> 1458 283 Haptophytes X19but 0.228600000
#> 1459 283 Pelagophytes X19but 1.165500000
#> 1460 283 Diatoms-2 Fuco 0.748100000
#> 1461 283 Haptophytes Fuco 0.189352099
#> 1462 283 Pelagophytes Fuco 0.915374482
#> 1463 283 Prasinophytes Neox 0.101200000
#> 1464 283 Chlorophytes Neox 0.009641199
#> 1465 283 Prasinophytes Pra 0.215600000
#> 1466 283 Prasinophytes Viol 0.059200000
#> 1467 283 Chlorophytes Viol 0.015100000
#> 1468 283 Haptophytes X19hex 0.998200000
#> 1469 283 Cryptophytes Allo 0.504100000
#> 1470 283 Prasinophytes Zea 0.132400000
#> 1471 283 Chlorophytes Zea 0.011100000
#> 1472 283 Syn Zea 0.714642787
#> 1473 283 Prasinophytes Chl_b 0.855100000
#> 1474 283 Chlorophytes Chl_b 0.167400000
#> 1475 283 Prasinophytes Tchla 1.000000000
#> 1476 283 Chlorophytes Tchla 1.000000000
#> 1477 283 Cryptophytes Tchla 1.000000000
#> 1478 283 Diatoms-2 Tchla 1.000000000
#> 1479 283 Dinoflagellates-1 Tchla 1.000000000
#> 1480 283 Haptophytes Tchla 1.000000000
#> 1481 283 Pelagophytes Tchla 1.000000000
#> 1482 283 Syn Tchla 1.000000000
#> 1483 288 Dinoflagellates-1 Per 0.342192459
#> 1484 288 Haptophytes X19but 0.228600000
#> 1485 288 Pelagophytes X19but 1.165500000
#> 1486 288 Diatoms-2 Fuco 0.748100000
#> 1487 288 Haptophytes Fuco 0.189352099
#> 1488 288 Pelagophytes Fuco 0.915374482
#> 1489 288 Prasinophytes Neox 0.101200000
#> 1490 288 Chlorophytes Neox 0.009641199
#> 1491 288 Prasinophytes Pra 0.215600000
#> 1492 288 Prasinophytes Viol 0.059200000
#> 1493 288 Chlorophytes Viol 0.015100000
#> 1494 288 Haptophytes X19hex 0.998200000
#> 1495 288 Cryptophytes Allo 0.504100000
#> 1496 288 Prasinophytes Zea 0.132400000
#> 1497 288 Chlorophytes Zea 0.011100000
#> 1498 288 Syn Zea 0.714642787
#> 1499 288 Prasinophytes Chl_b 0.855100000
#> 1500 288 Chlorophytes Chl_b 0.167400000
#> 1501 288 Prasinophytes Tchla 1.000000000
#> 1502 288 Chlorophytes Tchla 1.000000000
#> 1503 288 Cryptophytes Tchla 1.000000000
#> 1504 288 Diatoms-2 Tchla 1.000000000
#> 1505 288 Dinoflagellates-1 Tchla 1.000000000
#> 1506 288 Haptophytes Tchla 1.000000000
#> 1507 288 Pelagophytes Tchla 1.000000000
#> 1508 288 Syn Tchla 1.000000000
#> 1509 293 Dinoflagellates-1 Per 0.365300000
#> 1510 293 Haptophytes X19but 0.224400000
#> 1511 293 Pelagophytes X19but 1.128600000
#> 1512 293 Diatoms-2 Fuco 0.731800000
#> 1513 293 Haptophytes Fuco 0.200400000
#> 1514 293 Pelagophytes Fuco 0.977300000
#> 1515 293 Prasinophytes Neox 0.102300000
#> 1516 293 Chlorophytes Neox 0.010600000
#> 1517 293 Prasinophytes Pra 0.222425322
#> 1518 293 Prasinophytes Viol 0.054600000
#> 1519 293 Chlorophytes Viol 0.015443212
#> 1520 293 Haptophytes X19hex 1.096100000
#> 1521 293 Cryptophytes Allo 0.536000000
#> 1522 293 Prasinophytes Zea 0.130200000
#> 1523 293 Chlorophytes Zea 0.012300000
#> 1524 293 Syn Zea 0.721700000
#> 1525 293 Prasinophytes Chl_b 0.877700000
#> 1526 293 Chlorophytes Chl_b 0.166693707
#> 1527 293 Prasinophytes Tchla 1.000000000
#> 1528 293 Chlorophytes Tchla 1.000000000
#> 1529 293 Cryptophytes Tchla 1.000000000
#> 1530 293 Diatoms-2 Tchla 1.000000000
#> 1531 293 Dinoflagellates-1 Tchla 1.000000000
#> 1532 293 Haptophytes Tchla 1.000000000
#> 1533 293 Pelagophytes Tchla 1.000000000
#> 1534 293 Syn Tchla 1.000000000
#> 1535 298 Dinoflagellates-1 Per 0.365300000
#> 1536 298 Haptophytes X19but 0.224400000
#> 1537 298 Pelagophytes X19but 1.128600000
#> 1538 298 Diatoms-2 Fuco 0.731800000
#> 1539 298 Haptophytes Fuco 0.200400000
#> 1540 298 Pelagophytes Fuco 0.977300000
#> 1541 298 Prasinophytes Neox 0.102300000
#> 1542 298 Chlorophytes Neox 0.010600000
#> 1543 298 Prasinophytes Pra 0.222425322
#> 1544 298 Prasinophytes Viol 0.054600000
#> 1545 298 Chlorophytes Viol 0.015443212
#> 1546 298 Haptophytes X19hex 1.096100000
#> 1547 298 Cryptophytes Allo 0.536000000
#> 1548 298 Prasinophytes Zea 0.130200000
#> 1549 298 Chlorophytes Zea 0.012300000
#> 1550 298 Syn Zea 0.721700000
#> 1551 298 Prasinophytes Chl_b 0.877700000
#> 1552 298 Chlorophytes Chl_b 0.166693707
#> 1553 298 Prasinophytes Tchla 1.000000000
#> 1554 298 Chlorophytes Tchla 1.000000000
#> 1555 298 Cryptophytes Tchla 1.000000000
#> 1556 298 Diatoms-2 Tchla 1.000000000
#> 1557 298 Dinoflagellates-1 Tchla 1.000000000
#> 1558 298 Haptophytes Tchla 1.000000000
#> 1559 298 Pelagophytes Tchla 1.000000000
#> 1560 298 Syn Tchla 1.000000000
#> 1561 303 Dinoflagellates-1 Per 0.365300000
#> 1562 303 Haptophytes X19but 0.224400000
#> 1563 303 Pelagophytes X19but 1.128600000
#> 1564 303 Diatoms-2 Fuco 0.731800000
#> 1565 303 Haptophytes Fuco 0.200400000
#> 1566 303 Pelagophytes Fuco 0.977300000
#> 1567 303 Prasinophytes Neox 0.102300000
#> 1568 303 Chlorophytes Neox 0.010600000
#> 1569 303 Prasinophytes Pra 0.222425322
#> 1570 303 Prasinophytes Viol 0.054600000
#> 1571 303 Chlorophytes Viol 0.015443212
#> 1572 303 Haptophytes X19hex 1.096100000
#> 1573 303 Cryptophytes Allo 0.536000000
#> 1574 303 Prasinophytes Zea 0.130200000
#> 1575 303 Chlorophytes Zea 0.012300000
#> 1576 303 Syn Zea 0.721700000
#> 1577 303 Prasinophytes Chl_b 0.877700000
#> 1578 303 Chlorophytes Chl_b 0.166693707
#> 1579 303 Prasinophytes Tchla 1.000000000
#> 1580 303 Chlorophytes Tchla 1.000000000
#> 1581 303 Cryptophytes Tchla 1.000000000
#> 1582 303 Diatoms-2 Tchla 1.000000000
#> 1583 303 Dinoflagellates-1 Tchla 1.000000000
#> 1584 303 Haptophytes Tchla 1.000000000
#> 1585 303 Pelagophytes Tchla 1.000000000
#> 1586 303 Syn Tchla 1.000000000
#> 1587 308 Dinoflagellates-1 Per 0.365300000
#> 1588 308 Haptophytes X19but 0.224400000
#> 1589 308 Pelagophytes X19but 1.128600000
#> 1590 308 Diatoms-2 Fuco 0.731800000
#> 1591 308 Haptophytes Fuco 0.200400000
#> 1592 308 Pelagophytes Fuco 0.977300000
#> 1593 308 Prasinophytes Neox 0.102300000
#> 1594 308 Chlorophytes Neox 0.010600000
#> 1595 308 Prasinophytes Pra 0.222425322
#> 1596 308 Prasinophytes Viol 0.054600000
#> 1597 308 Chlorophytes Viol 0.015443212
#> 1598 308 Haptophytes X19hex 1.096100000
#> 1599 308 Cryptophytes Allo 0.536000000
#> 1600 308 Prasinophytes Zea 0.130200000
#> 1601 308 Chlorophytes Zea 0.012300000
#> 1602 308 Syn Zea 0.721700000
#> 1603 308 Prasinophytes Chl_b 0.877700000
#> 1604 308 Chlorophytes Chl_b 0.166693707
#> 1605 308 Prasinophytes Tchla 1.000000000
#> 1606 308 Chlorophytes Tchla 1.000000000
#> 1607 308 Cryptophytes Tchla 1.000000000
#> 1608 308 Diatoms-2 Tchla 1.000000000
#> 1609 308 Dinoflagellates-1 Tchla 1.000000000
#> 1610 308 Haptophytes Tchla 1.000000000
#> 1611 308 Pelagophytes Tchla 1.000000000
#> 1612 308 Syn Tchla 1.000000000
#> 1613 314 Dinoflagellates-1 Per 0.361800000
#> 1614 314 Haptophytes X19but 0.230300000
#> 1615 314 Pelagophytes X19but 1.107800000
#> 1616 314 Diatoms-2 Fuco 0.720700000
#> 1617 314 Haptophytes Fuco 0.223100000
#> 1618 314 Pelagophytes Fuco 0.948200000
#> 1619 314 Prasinophytes Neox 0.099800000
#> 1620 314 Chlorophytes Neox 0.009900000
#> 1621 314 Prasinophytes Pra 0.230103155
#> 1622 314 Prasinophytes Viol 0.056700000
#> 1623 314 Chlorophytes Viol 0.016300000
#> 1624 314 Haptophytes X19hex 1.073600000
#> 1625 314 Cryptophytes Allo 0.545479131
#> 1626 314 Prasinophytes Zea 0.132900000
#> 1627 314 Chlorophytes Zea 0.010800000
#> 1628 314 Syn Zea 0.749000000
#> 1629 314 Prasinophytes Chl_b 0.903838026
#> 1630 314 Chlorophytes Chl_b 0.167196665
#> 1631 314 Prasinophytes Tchla 1.000000000
#> 1632 314 Chlorophytes Tchla 1.000000000
#> 1633 314 Cryptophytes Tchla 1.000000000
#> 1634 314 Diatoms-2 Tchla 1.000000000
#> 1635 314 Dinoflagellates-1 Tchla 1.000000000
#> 1636 314 Haptophytes Tchla 1.000000000
#> 1637 314 Pelagophytes Tchla 1.000000000
#> 1638 314 Syn Tchla 1.000000000
#> 1639 319 Dinoflagellates-1 Per 0.367600000
#> 1640 319 Haptophytes X19but 0.226300000
#> 1641 319 Pelagophytes X19but 1.127200000
#> 1642 319 Diatoms-2 Fuco 0.713600000
#> 1643 319 Haptophytes Fuco 0.254700000
#> 1644 319 Pelagophytes Fuco 0.959700000
#> 1645 319 Prasinophytes Neox 0.101979015
#> 1646 319 Chlorophytes Neox 0.012300000
#> 1647 319 Prasinophytes Pra 0.224600000
#> 1648 319 Prasinophytes Viol 0.056700000
#> 1649 319 Chlorophytes Viol 0.015400000
#> 1650 319 Haptophytes X19hex 1.163200000
#> 1651 319 Cryptophytes Allo 0.544229753
#> 1652 319 Prasinophytes Zea 0.139180465
#> 1653 319 Chlorophytes Zea 0.010100000
#> 1654 319 Syn Zea 0.703500000
#> 1655 319 Prasinophytes Chl_b 0.893300669
#> 1656 319 Chlorophytes Chl_b 0.167261181
#> 1657 319 Prasinophytes Tchla 1.000000000
#> 1658 319 Chlorophytes Tchla 1.000000000
#> 1659 319 Cryptophytes Tchla 1.000000000
#> 1660 319 Diatoms-2 Tchla 1.000000000
#> 1661 319 Dinoflagellates-1 Tchla 1.000000000
#> 1662 319 Haptophytes Tchla 1.000000000
#> 1663 319 Pelagophytes Tchla 1.000000000
#> 1664 319 Syn Tchla 1.000000000
#> 1665 324 Dinoflagellates-1 Per 0.367600000
#> 1666 324 Haptophytes X19but 0.226300000
#> 1667 324 Pelagophytes X19but 1.127200000
#> 1668 324 Diatoms-2 Fuco 0.713600000
#> 1669 324 Haptophytes Fuco 0.254700000
#> 1670 324 Pelagophytes Fuco 0.959700000
#> 1671 324 Prasinophytes Neox 0.101979015
#> 1672 324 Chlorophytes Neox 0.012300000
#> 1673 324 Prasinophytes Pra 0.224600000
#> 1674 324 Prasinophytes Viol 0.056700000
#> 1675 324 Chlorophytes Viol 0.015400000
#> 1676 324 Haptophytes X19hex 1.163200000
#> 1677 324 Cryptophytes Allo 0.544229753
#> 1678 324 Prasinophytes Zea 0.139180465
#> 1679 324 Chlorophytes Zea 0.010100000
#> 1680 324 Syn Zea 0.703500000
#> 1681 324 Prasinophytes Chl_b 0.893300669
#> 1682 324 Chlorophytes Chl_b 0.167261181
#> 1683 324 Prasinophytes Tchla 1.000000000
#> 1684 324 Chlorophytes Tchla 1.000000000
#> 1685 324 Cryptophytes Tchla 1.000000000
#> 1686 324 Diatoms-2 Tchla 1.000000000
#> 1687 324 Dinoflagellates-1 Tchla 1.000000000
#> 1688 324 Haptophytes Tchla 1.000000000
#> 1689 324 Pelagophytes Tchla 1.000000000
#> 1690 324 Syn Tchla 1.000000000
#> 1691 329 Dinoflagellates-1 Per 0.347800000
#> 1692 329 Haptophytes X19but 0.227300000
#> 1693 329 Pelagophytes X19but 1.210900000
#> 1694 329 Diatoms-2 Fuco 0.721800000
#> 1695 329 Haptophytes Fuco 0.242200000
#> 1696 329 Pelagophytes Fuco 0.941200000
#> 1697 329 Prasinophytes Neox 0.100327880
#> 1698 329 Chlorophytes Neox 0.012700000
#> 1699 329 Prasinophytes Pra 0.216830734
#> 1700 329 Prasinophytes Viol 0.055500000
#> 1701 329 Chlorophytes Viol 0.015000000
#> 1702 329 Haptophytes X19hex 1.194700000
#> 1703 329 Cryptophytes Allo 0.502300000
#> 1704 329 Prasinophytes Zea 0.138100000
#> 1705 329 Chlorophytes Zea 0.007800000
#> 1706 329 Syn Zea 0.714000000
#> 1707 329 Prasinophytes Chl_b 0.886500000
#> 1708 329 Chlorophytes Chl_b 0.166965051
#> 1709 329 Prasinophytes Tchla 1.000000000
#> 1710 329 Chlorophytes Tchla 1.000000000
#> 1711 329 Cryptophytes Tchla 1.000000000
#> 1712 329 Diatoms-2 Tchla 1.000000000
#> 1713 329 Dinoflagellates-1 Tchla 1.000000000
#> 1714 329 Haptophytes Tchla 1.000000000
#> 1715 329 Pelagophytes Tchla 1.000000000
#> 1716 329 Syn Tchla 1.000000000
#> 1717 334 Dinoflagellates-1 Per 0.347800000
#> 1718 334 Haptophytes X19but 0.227300000
#> 1719 334 Pelagophytes X19but 1.210900000
#> 1720 334 Diatoms-2 Fuco 0.721800000
#> 1721 334 Haptophytes Fuco 0.242200000
#> 1722 334 Pelagophytes Fuco 0.941200000
#> 1723 334 Prasinophytes Neox 0.100327880
#> 1724 334 Chlorophytes Neox 0.012700000
#> 1725 334 Prasinophytes Pra 0.216830734
#> 1726 334 Prasinophytes Viol 0.055500000
#> 1727 334 Chlorophytes Viol 0.015000000
#> 1728 334 Haptophytes X19hex 1.194700000
#> 1729 334 Cryptophytes Allo 0.502300000
#> 1730 334 Prasinophytes Zea 0.138100000
#> 1731 334 Chlorophytes Zea 0.007800000
#> 1732 334 Syn Zea 0.714000000
#> 1733 334 Prasinophytes Chl_b 0.886500000
#> 1734 334 Chlorophytes Chl_b 0.166965051
#> 1735 334 Prasinophytes Tchla 1.000000000
#> 1736 334 Chlorophytes Tchla 1.000000000
#> 1737 334 Cryptophytes Tchla 1.000000000
#> 1738 334 Diatoms-2 Tchla 1.000000000
#> 1739 334 Dinoflagellates-1 Tchla 1.000000000
#> 1740 334 Haptophytes Tchla 1.000000000
#> 1741 334 Pelagophytes Tchla 1.000000000
#> 1742 334 Syn Tchla 1.000000000
#> 1743 339 Dinoflagellates-1 Per 0.347800000
#> 1744 339 Haptophytes X19but 0.227300000
#> 1745 339 Pelagophytes X19but 1.210900000
#> 1746 339 Diatoms-2 Fuco 0.721800000
#> 1747 339 Haptophytes Fuco 0.242200000
#> 1748 339 Pelagophytes Fuco 0.941200000
#> 1749 339 Prasinophytes Neox 0.100327880
#> 1750 339 Chlorophytes Neox 0.012700000
#> 1751 339 Prasinophytes Pra 0.216830734
#> 1752 339 Prasinophytes Viol 0.055500000
#> 1753 339 Chlorophytes Viol 0.015000000
#> 1754 339 Haptophytes X19hex 1.194700000
#> 1755 339 Cryptophytes Allo 0.502300000
#> 1756 339 Prasinophytes Zea 0.138100000
#> 1757 339 Chlorophytes Zea 0.007800000
#> 1758 339 Syn Zea 0.714000000
#> 1759 339 Prasinophytes Chl_b 0.886500000
#> 1760 339 Chlorophytes Chl_b 0.166965051
#> 1761 339 Prasinophytes Tchla 1.000000000
#> 1762 339 Chlorophytes Tchla 1.000000000
#> 1763 339 Cryptophytes Tchla 1.000000000
#> 1764 339 Diatoms-2 Tchla 1.000000000
#> 1765 339 Dinoflagellates-1 Tchla 1.000000000
#> 1766 339 Haptophytes Tchla 1.000000000
#> 1767 339 Pelagophytes Tchla 1.000000000
#> 1768 339 Syn Tchla 1.000000000
#> 1769 344 Dinoflagellates-1 Per 0.352200000
#> 1770 344 Haptophytes X19but 0.221600000
#> 1771 344 Pelagophytes X19but 1.153200000
#> 1772 344 Diatoms-2 Fuco 0.722800000
#> 1773 344 Haptophytes Fuco 0.251600000
#> 1774 344 Pelagophytes Fuco 0.966873915
#> 1775 344 Prasinophytes Neox 0.102500000
#> 1776 344 Chlorophytes Neox 0.010900000
#> 1777 344 Prasinophytes Pra 0.223600000
#> 1778 344 Prasinophytes Viol 0.056800000
#> 1779 344 Chlorophytes Viol 0.015100000
#> 1780 344 Haptophytes X19hex 1.162400000
#> 1781 344 Cryptophytes Allo 0.529800000
#> 1782 344 Prasinophytes Zea 0.134600000
#> 1783 344 Chlorophytes Zea 0.009900000
#> 1784 344 Syn Zea 0.771700000
#> 1785 344 Prasinophytes Chl_b 0.888200000
#> 1786 344 Chlorophytes Chl_b 0.166910258
#> 1787 344 Prasinophytes Tchla 1.000000000
#> 1788 344 Chlorophytes Tchla 1.000000000
#> 1789 344 Cryptophytes Tchla 1.000000000
#> 1790 344 Diatoms-2 Tchla 1.000000000
#> 1791 344 Dinoflagellates-1 Tchla 1.000000000
#> 1792 344 Haptophytes Tchla 1.000000000
#> 1793 344 Pelagophytes Tchla 1.000000000
#> 1794 344 Syn Tchla 1.000000000
#> 1795 349 Dinoflagellates-1 Per 0.352200000
#> 1796 349 Haptophytes X19but 0.221600000
#> 1797 349 Pelagophytes X19but 1.153200000
#> 1798 349 Diatoms-2 Fuco 0.722800000
#> 1799 349 Haptophytes Fuco 0.251600000
#> 1800 349 Pelagophytes Fuco 0.966873915
#> 1801 349 Prasinophytes Neox 0.102500000
#> 1802 349 Chlorophytes Neox 0.010900000
#> 1803 349 Prasinophytes Pra 0.223600000
#> 1804 349 Prasinophytes Viol 0.056800000
#> 1805 349 Chlorophytes Viol 0.015100000
#> 1806 349 Haptophytes X19hex 1.162400000
#> 1807 349 Cryptophytes Allo 0.529800000
#> 1808 349 Prasinophytes Zea 0.134600000
#> 1809 349 Chlorophytes Zea 0.009900000
#> 1810 349 Syn Zea 0.771700000
#> 1811 349 Prasinophytes Chl_b 0.888200000
#> 1812 349 Chlorophytes Chl_b 0.166910258
#> 1813 349 Prasinophytes Tchla 1.000000000
#> 1814 349 Chlorophytes Tchla 1.000000000
#> 1815 349 Cryptophytes Tchla 1.000000000
#> 1816 349 Diatoms-2 Tchla 1.000000000
#> 1817 349 Dinoflagellates-1 Tchla 1.000000000
#> 1818 349 Haptophytes Tchla 1.000000000
#> 1819 349 Pelagophytes Tchla 1.000000000
#> 1820 349 Syn Tchla 1.000000000
#> 1821 354 Dinoflagellates-1 Per 0.352200000
#> 1822 354 Haptophytes X19but 0.221600000
#> 1823 354 Pelagophytes X19but 1.153200000
#> 1824 354 Diatoms-2 Fuco 0.722800000
#> 1825 354 Haptophytes Fuco 0.251600000
#> 1826 354 Pelagophytes Fuco 0.966873915
#> 1827 354 Prasinophytes Neox 0.102500000
#> 1828 354 Chlorophytes Neox 0.010900000
#> 1829 354 Prasinophytes Pra 0.223600000
#> 1830 354 Prasinophytes Viol 0.056800000
#> 1831 354 Chlorophytes Viol 0.015100000
#> 1832 354 Haptophytes X19hex 1.162400000
#> 1833 354 Cryptophytes Allo 0.529800000
#> 1834 354 Prasinophytes Zea 0.134600000
#> 1835 354 Chlorophytes Zea 0.009900000
#> 1836 354 Syn Zea 0.771700000
#> 1837 354 Prasinophytes Chl_b 0.888200000
#> 1838 354 Chlorophytes Chl_b 0.166910258
#> 1839 354 Prasinophytes Tchla 1.000000000
#> 1840 354 Chlorophytes Tchla 1.000000000
#> 1841 354 Cryptophytes Tchla 1.000000000
#> 1842 354 Diatoms-2 Tchla 1.000000000
#> 1843 354 Dinoflagellates-1 Tchla 1.000000000
#> 1844 354 Haptophytes Tchla 1.000000000
#> 1845 354 Pelagophytes Tchla 1.000000000
#> 1846 354 Syn Tchla 1.000000000
#> 1847 359 Dinoflagellates-1 Per 0.352200000
#> 1848 359 Haptophytes X19but 0.221600000
#> 1849 359 Pelagophytes X19but 1.153200000
#> 1850 359 Diatoms-2 Fuco 0.722800000
#> 1851 359 Haptophytes Fuco 0.251600000
#> 1852 359 Pelagophytes Fuco 0.966873915
#> 1853 359 Prasinophytes Neox 0.102500000
#> 1854 359 Chlorophytes Neox 0.010900000
#> 1855 359 Prasinophytes Pra 0.223600000
#> 1856 359 Prasinophytes Viol 0.056800000
#> 1857 359 Chlorophytes Viol 0.015100000
#> 1858 359 Haptophytes X19hex 1.162400000
#> 1859 359 Cryptophytes Allo 0.529800000
#> 1860 359 Prasinophytes Zea 0.134600000
#> 1861 359 Chlorophytes Zea 0.009900000
#> 1862 359 Syn Zea 0.771700000
#> 1863 359 Prasinophytes Chl_b 0.888200000
#> 1864 359 Chlorophytes Chl_b 0.166910258
#> 1865 359 Prasinophytes Tchla 1.000000000
#> 1866 359 Chlorophytes Tchla 1.000000000
#> 1867 359 Cryptophytes Tchla 1.000000000
#> 1868 359 Diatoms-2 Tchla 1.000000000
#> 1869 359 Dinoflagellates-1 Tchla 1.000000000
#> 1870 359 Haptophytes Tchla 1.000000000
#> 1871 359 Pelagophytes Tchla 1.000000000
#> 1872 359 Syn Tchla 1.000000000
#> 1873 364 Dinoflagellates-1 Per 0.348499151
#> 1874 364 Haptophytes X19but 0.216500000
#> 1875 364 Pelagophytes X19but 1.200300000
#> 1876 364 Diatoms-2 Fuco 0.726800000
#> 1877 364 Haptophytes Fuco 0.251900000
#> 1878 364 Pelagophytes Fuco 0.918400000
#> 1879 364 Prasinophytes Neox 0.102427760
#> 1880 364 Chlorophytes Neox 0.010100000
#> 1881 364 Prasinophytes Pra 0.228131471
#> 1882 364 Prasinophytes Viol 0.058800000
#> 1883 364 Chlorophytes Viol 0.015000000
#> 1884 364 Haptophytes X19hex 1.114500000
#> 1885 364 Cryptophytes Allo 0.502000000
#> 1886 364 Prasinophytes Zea 0.137600000
#> 1887 364 Chlorophytes Zea 0.009800000
#> 1888 364 Syn Zea 0.766000000
#> 1889 364 Prasinophytes Chl_b 0.905000000
#> 1890 364 Chlorophytes Chl_b 0.166755754
#> 1891 364 Prasinophytes Tchla 1.000000000
#> 1892 364 Chlorophytes Tchla 1.000000000
#> 1893 364 Cryptophytes Tchla 1.000000000
#> 1894 364 Diatoms-2 Tchla 1.000000000
#> 1895 364 Dinoflagellates-1 Tchla 1.000000000
#> 1896 364 Haptophytes Tchla 1.000000000
#> 1897 364 Pelagophytes Tchla 1.000000000
#> 1898 364 Syn Tchla 1.000000000
#> 1899 369 Dinoflagellates-1 Per 0.348499151
#> 1900 369 Haptophytes X19but 0.216500000
#> 1901 369 Pelagophytes X19but 1.200300000
#> 1902 369 Diatoms-2 Fuco 0.726800000
#> 1903 369 Haptophytes Fuco 0.251900000
#> 1904 369 Pelagophytes Fuco 0.918400000
#> 1905 369 Prasinophytes Neox 0.102427760
#> 1906 369 Chlorophytes Neox 0.010100000
#> 1907 369 Prasinophytes Pra 0.228131471
#> 1908 369 Prasinophytes Viol 0.058800000
#> 1909 369 Chlorophytes Viol 0.015000000
#> 1910 369 Haptophytes X19hex 1.114500000
#> 1911 369 Cryptophytes Allo 0.502000000
#> 1912 369 Prasinophytes Zea 0.137600000
#> 1913 369 Chlorophytes Zea 0.009800000
#> 1914 369 Syn Zea 0.766000000
#> 1915 369 Prasinophytes Chl_b 0.905000000
#> 1916 369 Chlorophytes Chl_b 0.166755754
#> 1917 369 Prasinophytes Tchla 1.000000000
#> 1918 369 Chlorophytes Tchla 1.000000000
#> 1919 369 Cryptophytes Tchla 1.000000000
#> 1920 369 Diatoms-2 Tchla 1.000000000
#> 1921 369 Dinoflagellates-1 Tchla 1.000000000
#> 1922 369 Haptophytes Tchla 1.000000000
#> 1923 369 Pelagophytes Tchla 1.000000000
#> 1924 369 Syn Tchla 1.000000000
#> 1925 374 Dinoflagellates-1 Per 0.348499151
#> 1926 374 Haptophytes X19but 0.216500000
#> 1927 374 Pelagophytes X19but 1.200300000
#> 1928 374 Diatoms-2 Fuco 0.726800000
#> 1929 374 Haptophytes Fuco 0.251900000
#> 1930 374 Pelagophytes Fuco 0.918400000
#> 1931 374 Prasinophytes Neox 0.102427760
#> 1932 374 Chlorophytes Neox 0.010100000
#> 1933 374 Prasinophytes Pra 0.228131471
#> 1934 374 Prasinophytes Viol 0.058800000
#> 1935 374 Chlorophytes Viol 0.015000000
#> 1936 374 Haptophytes X19hex 1.114500000
#> 1937 374 Cryptophytes Allo 0.502000000
#> 1938 374 Prasinophytes Zea 0.137600000
#> 1939 374 Chlorophytes Zea 0.009800000
#> 1940 374 Syn Zea 0.766000000
#> 1941 374 Prasinophytes Chl_b 0.905000000
#> 1942 374 Chlorophytes Chl_b 0.166755754
#> 1943 374 Prasinophytes Tchla 1.000000000
#> 1944 374 Chlorophytes Tchla 1.000000000
#> 1945 374 Cryptophytes Tchla 1.000000000
#> 1946 374 Diatoms-2 Tchla 1.000000000
#> 1947 374 Dinoflagellates-1 Tchla 1.000000000
#> 1948 374 Haptophytes Tchla 1.000000000
#> 1949 374 Pelagophytes Tchla 1.000000000
#> 1950 374 Syn Tchla 1.000000000
#> 1951 379 Dinoflagellates-1 Per 0.348499151
#> 1952 379 Haptophytes X19but 0.216500000
#> 1953 379 Pelagophytes X19but 1.200300000
#> 1954 379 Diatoms-2 Fuco 0.726800000
#> 1955 379 Haptophytes Fuco 0.251900000
#> 1956 379 Pelagophytes Fuco 0.918400000
#> 1957 379 Prasinophytes Neox 0.102427760
#> 1958 379 Chlorophytes Neox 0.010100000
#> 1959 379 Prasinophytes Pra 0.228131471
#> 1960 379 Prasinophytes Viol 0.058800000
#> 1961 379 Chlorophytes Viol 0.015000000
#> 1962 379 Haptophytes X19hex 1.114500000
#> 1963 379 Cryptophytes Allo 0.502000000
#> 1964 379 Prasinophytes Zea 0.137600000
#> 1965 379 Chlorophytes Zea 0.009800000
#> 1966 379 Syn Zea 0.766000000
#> 1967 379 Prasinophytes Chl_b 0.905000000
#> 1968 379 Chlorophytes Chl_b 0.166755754
#> 1969 379 Prasinophytes Tchla 1.000000000
#> 1970 379 Chlorophytes Tchla 1.000000000
#> 1971 379 Cryptophytes Tchla 1.000000000
#> 1972 379 Diatoms-2 Tchla 1.000000000
#> 1973 379 Dinoflagellates-1 Tchla 1.000000000
#> 1974 379 Haptophytes Tchla 1.000000000
#> 1975 379 Pelagophytes Tchla 1.000000000
#> 1976 379 Syn Tchla 1.000000000
#> 1977 384 Dinoflagellates-1 Per 0.348499151
#> 1978 384 Haptophytes X19but 0.216500000
#> 1979 384 Pelagophytes X19but 1.200300000
#> 1980 384 Diatoms-2 Fuco 0.726800000
#> 1981 384 Haptophytes Fuco 0.251900000
#> 1982 384 Pelagophytes Fuco 0.918400000
#> 1983 384 Prasinophytes Neox 0.102427760
#> 1984 384 Chlorophytes Neox 0.010100000
#> 1985 384 Prasinophytes Pra 0.228131471
#> 1986 384 Prasinophytes Viol 0.058800000
#> 1987 384 Chlorophytes Viol 0.015000000
#> 1988 384 Haptophytes X19hex 1.114500000
#> 1989 384 Cryptophytes Allo 0.502000000
#> 1990 384 Prasinophytes Zea 0.137600000
#> 1991 384 Chlorophytes Zea 0.009800000
#> 1992 384 Syn Zea 0.766000000
#> 1993 384 Prasinophytes Chl_b 0.905000000
#> 1994 384 Chlorophytes Chl_b 0.166755754
#> 1995 384 Prasinophytes Tchla 1.000000000
#> 1996 384 Chlorophytes Tchla 1.000000000
#> 1997 384 Cryptophytes Tchla 1.000000000
#> 1998 384 Diatoms-2 Tchla 1.000000000
#> 1999 384 Dinoflagellates-1 Tchla 1.000000000
#> 2000 384 Haptophytes Tchla 1.000000000
#> 2001 384 Pelagophytes Tchla 1.000000000
#> 2002 384 Syn Tchla 1.000000000
#> 2003 389 Dinoflagellates-1 Per 0.348499151
#> 2004 389 Haptophytes X19but 0.216500000
#> 2005 389 Pelagophytes X19but 1.200300000
#> 2006 389 Diatoms-2 Fuco 0.726800000
#> 2007 389 Haptophytes Fuco 0.251900000
#> 2008 389 Pelagophytes Fuco 0.918400000
#> 2009 389 Prasinophytes Neox 0.102427760
#> 2010 389 Chlorophytes Neox 0.010100000
#> 2011 389 Prasinophytes Pra 0.228131471
#> 2012 389 Prasinophytes Viol 0.058800000
#> 2013 389 Chlorophytes Viol 0.015000000
#> 2014 389 Haptophytes X19hex 1.114500000
#> 2015 389 Cryptophytes Allo 0.502000000
#> 2016 389 Prasinophytes Zea 0.137600000
#> 2017 389 Chlorophytes Zea 0.009800000
#> 2018 389 Syn Zea 0.766000000
#> 2019 389 Prasinophytes Chl_b 0.905000000
#> 2020 389 Chlorophytes Chl_b 0.166755754
#> 2021 389 Prasinophytes Tchla 1.000000000
#> 2022 389 Chlorophytes Tchla 1.000000000
#> 2023 389 Cryptophytes Tchla 1.000000000
#> 2024 389 Diatoms-2 Tchla 1.000000000
#> 2025 389 Dinoflagellates-1 Tchla 1.000000000
#> 2026 389 Haptophytes Tchla 1.000000000
#> 2027 389 Pelagophytes Tchla 1.000000000
#> 2028 389 Syn Tchla 1.000000000
#> 2029 394 Dinoflagellates-1 Per 0.348499151
#> 2030 394 Haptophytes X19but 0.216500000
#> 2031 394 Pelagophytes X19but 1.200300000
#> 2032 394 Diatoms-2 Fuco 0.726800000
#> 2033 394 Haptophytes Fuco 0.251900000
#> 2034 394 Pelagophytes Fuco 0.918400000
#> 2035 394 Prasinophytes Neox 0.102427760
#> 2036 394 Chlorophytes Neox 0.010100000
#> 2037 394 Prasinophytes Pra 0.228131471
#> 2038 394 Prasinophytes Viol 0.058800000
#> 2039 394 Chlorophytes Viol 0.015000000
#> 2040 394 Haptophytes X19hex 1.114500000
#> 2041 394 Cryptophytes Allo 0.502000000
#> 2042 394 Prasinophytes Zea 0.137600000
#> 2043 394 Chlorophytes Zea 0.009800000
#> 2044 394 Syn Zea 0.766000000
#> 2045 394 Prasinophytes Chl_b 0.905000000
#> 2046 394 Chlorophytes Chl_b 0.166755754
#> 2047 394 Prasinophytes Tchla 1.000000000
#> 2048 394 Chlorophytes Tchla 1.000000000
#> 2049 394 Cryptophytes Tchla 1.000000000
#> 2050 394 Diatoms-2 Tchla 1.000000000
#> 2051 394 Dinoflagellates-1 Tchla 1.000000000
#> 2052 394 Haptophytes Tchla 1.000000000
#> 2053 394 Pelagophytes Tchla 1.000000000
#> 2054 394 Syn Tchla 1.000000000
#> 2055 399 Dinoflagellates-1 Per 0.348499151
#> 2056 399 Haptophytes X19but 0.216500000
#> 2057 399 Pelagophytes X19but 1.200300000
#> 2058 399 Diatoms-2 Fuco 0.726800000
#> 2059 399 Haptophytes Fuco 0.251900000
#> 2060 399 Pelagophytes Fuco 0.918400000
#> 2061 399 Prasinophytes Neox 0.102427760
#> 2062 399 Chlorophytes Neox 0.010100000
#> 2063 399 Prasinophytes Pra 0.228131471
#> 2064 399 Prasinophytes Viol 0.058800000
#> 2065 399 Chlorophytes Viol 0.015000000
#> 2066 399 Haptophytes X19hex 1.114500000
#> 2067 399 Cryptophytes Allo 0.502000000
#> 2068 399 Prasinophytes Zea 0.137600000
#> 2069 399 Chlorophytes Zea 0.009800000
#> 2070 399 Syn Zea 0.766000000
#> 2071 399 Prasinophytes Chl_b 0.905000000
#> 2072 399 Chlorophytes Chl_b 0.166755754
#> 2073 399 Prasinophytes Tchla 1.000000000
#> 2074 399 Chlorophytes Tchla 1.000000000
#> 2075 399 Cryptophytes Tchla 1.000000000
#> 2076 399 Diatoms-2 Tchla 1.000000000
#> 2077 399 Dinoflagellates-1 Tchla 1.000000000
#> 2078 399 Haptophytes Tchla 1.000000000
#> 2079 399 Pelagophytes Tchla 1.000000000
#> 2080 399 Syn Tchla 1.000000000
#> 2081 404 Dinoflagellates-1 Per 0.348499151
#> 2082 404 Haptophytes X19but 0.216500000
#> 2083 404 Pelagophytes X19but 1.200300000
#> 2084 404 Diatoms-2 Fuco 0.726800000
#> 2085 404 Haptophytes Fuco 0.251900000
#> 2086 404 Pelagophytes Fuco 0.918400000
#> 2087 404 Prasinophytes Neox 0.102427760
#> 2088 404 Chlorophytes Neox 0.010100000
#> 2089 404 Prasinophytes Pra 0.228131471
#> 2090 404 Prasinophytes Viol 0.058800000
#> 2091 404 Chlorophytes Viol 0.015000000
#> 2092 404 Haptophytes X19hex 1.114500000
#> 2093 404 Cryptophytes Allo 0.502000000
#> 2094 404 Prasinophytes Zea 0.137600000
#> 2095 404 Chlorophytes Zea 0.009800000
#> 2096 404 Syn Zea 0.766000000
#> 2097 404 Prasinophytes Chl_b 0.905000000
#> 2098 404 Chlorophytes Chl_b 0.166755754
#> 2099 404 Prasinophytes Tchla 1.000000000
#> 2100 404 Chlorophytes Tchla 1.000000000
#> 2101 404 Cryptophytes Tchla 1.000000000
#> 2102 404 Diatoms-2 Tchla 1.000000000
#> 2103 404 Dinoflagellates-1 Tchla 1.000000000
#> 2104 404 Haptophytes Tchla 1.000000000
#> 2105 404 Pelagophytes Tchla 1.000000000
#> 2106 404 Syn Tchla 1.000000000
#> 2107 409 Dinoflagellates-1 Per 0.348499151
#> 2108 409 Haptophytes X19but 0.216500000
#> 2109 409 Pelagophytes X19but 1.200300000
#> 2110 409 Diatoms-2 Fuco 0.726800000
#> 2111 409 Haptophytes Fuco 0.251900000
#> 2112 409 Pelagophytes Fuco 0.918400000
#> 2113 409 Prasinophytes Neox 0.102427760
#> 2114 409 Chlorophytes Neox 0.010100000
#> 2115 409 Prasinophytes Pra 0.228131471
#> 2116 409 Prasinophytes Viol 0.058800000
#> 2117 409 Chlorophytes Viol 0.015000000
#> 2118 409 Haptophytes X19hex 1.114500000
#> 2119 409 Cryptophytes Allo 0.502000000
#> 2120 409 Prasinophytes Zea 0.137600000
#> 2121 409 Chlorophytes Zea 0.009800000
#> 2122 409 Syn Zea 0.766000000
#> 2123 409 Prasinophytes Chl_b 0.905000000
#> 2124 409 Chlorophytes Chl_b 0.166755754
#> 2125 409 Prasinophytes Tchla 1.000000000
#> 2126 409 Chlorophytes Tchla 1.000000000
#> 2127 409 Cryptophytes Tchla 1.000000000
#> 2128 409 Diatoms-2 Tchla 1.000000000
#> 2129 409 Dinoflagellates-1 Tchla 1.000000000
#> 2130 409 Haptophytes Tchla 1.000000000
#> 2131 409 Pelagophytes Tchla 1.000000000
#> 2132 409 Syn Tchla 1.000000000
#> 2133 414 Dinoflagellates-1 Per 0.348499151
#> 2134 414 Haptophytes X19but 0.216500000
#> 2135 414 Pelagophytes X19but 1.200300000
#> 2136 414 Diatoms-2 Fuco 0.726800000
#> 2137 414 Haptophytes Fuco 0.251900000
#> 2138 414 Pelagophytes Fuco 0.918400000
#> 2139 414 Prasinophytes Neox 0.102427760
#> 2140 414 Chlorophytes Neox 0.010100000
#> 2141 414 Prasinophytes Pra 0.228131471
#> 2142 414 Prasinophytes Viol 0.058800000
#> 2143 414 Chlorophytes Viol 0.015000000
#> 2144 414 Haptophytes X19hex 1.114500000
#> 2145 414 Cryptophytes Allo 0.502000000
#> 2146 414 Prasinophytes Zea 0.137600000
#> 2147 414 Chlorophytes Zea 0.009800000
#> 2148 414 Syn Zea 0.766000000
#> 2149 414 Prasinophytes Chl_b 0.905000000
#> 2150 414 Chlorophytes Chl_b 0.166755754
#> 2151 414 Prasinophytes Tchla 1.000000000
#> 2152 414 Chlorophytes Tchla 1.000000000
#> 2153 414 Cryptophytes Tchla 1.000000000
#> 2154 414 Diatoms-2 Tchla 1.000000000
#> 2155 414 Dinoflagellates-1 Tchla 1.000000000
#> 2156 414 Haptophytes Tchla 1.000000000
#> 2157 414 Pelagophytes Tchla 1.000000000
#> 2158 414 Syn Tchla 1.000000000
#> 2159 419 Dinoflagellates-1 Per 0.348499151
#> 2160 419 Haptophytes X19but 0.216500000
#> 2161 419 Pelagophytes X19but 1.200300000
#> 2162 419 Diatoms-2 Fuco 0.726800000
#> 2163 419 Haptophytes Fuco 0.251900000
#> 2164 419 Pelagophytes Fuco 0.918400000
#> 2165 419 Prasinophytes Neox 0.102427760
#> 2166 419 Chlorophytes Neox 0.010100000
#> 2167 419 Prasinophytes Pra 0.228131471
#> 2168 419 Prasinophytes Viol 0.058800000
#> 2169 419 Chlorophytes Viol 0.015000000
#> 2170 419 Haptophytes X19hex 1.114500000
#> 2171 419 Cryptophytes Allo 0.502000000
#> 2172 419 Prasinophytes Zea 0.137600000
#> 2173 419 Chlorophytes Zea 0.009800000
#> 2174 419 Syn Zea 0.766000000
#> 2175 419 Prasinophytes Chl_b 0.905000000
#> 2176 419 Chlorophytes Chl_b 0.166755754
#> 2177 419 Prasinophytes Tchla 1.000000000
#> 2178 419 Chlorophytes Tchla 1.000000000
#> 2179 419 Cryptophytes Tchla 1.000000000
#> 2180 419 Diatoms-2 Tchla 1.000000000
#> 2181 419 Dinoflagellates-1 Tchla 1.000000000
#> 2182 419 Haptophytes Tchla 1.000000000
#> 2183 419 Pelagophytes Tchla 1.000000000
#> 2184 419 Syn Tchla 1.000000000
#> 2185 424 Dinoflagellates-1 Per 0.348499151
#> 2186 424 Haptophytes X19but 0.216500000
#> 2187 424 Pelagophytes X19but 1.200300000
#> 2188 424 Diatoms-2 Fuco 0.726800000
#> 2189 424 Haptophytes Fuco 0.251900000
#> 2190 424 Pelagophytes Fuco 0.918400000
#> 2191 424 Prasinophytes Neox 0.102427760
#> 2192 424 Chlorophytes Neox 0.010100000
#> 2193 424 Prasinophytes Pra 0.228131471
#> 2194 424 Prasinophytes Viol 0.058800000
#> 2195 424 Chlorophytes Viol 0.015000000
#> 2196 424 Haptophytes X19hex 1.114500000
#> 2197 424 Cryptophytes Allo 0.502000000
#> 2198 424 Prasinophytes Zea 0.137600000
#> 2199 424 Chlorophytes Zea 0.009800000
#> 2200 424 Syn Zea 0.766000000
#> 2201 424 Prasinophytes Chl_b 0.905000000
#> 2202 424 Chlorophytes Chl_b 0.166755754
#> 2203 424 Prasinophytes Tchla 1.000000000
#> 2204 424 Chlorophytes Tchla 1.000000000
#> 2205 424 Cryptophytes Tchla 1.000000000
#> 2206 424 Diatoms-2 Tchla 1.000000000
#> 2207 424 Dinoflagellates-1 Tchla 1.000000000
#> 2208 424 Haptophytes Tchla 1.000000000
#> 2209 424 Pelagophytes Tchla 1.000000000
#> 2210 424 Syn Tchla 1.000000000
#> 2211 429 Dinoflagellates-1 Per 0.348499151
#> 2212 429 Haptophytes X19but 0.216500000
#> 2213 429 Pelagophytes X19but 1.200300000
#> 2214 429 Diatoms-2 Fuco 0.726800000
#> 2215 429 Haptophytes Fuco 0.251900000
#> 2216 429 Pelagophytes Fuco 0.918400000
#> 2217 429 Prasinophytes Neox 0.102427760
#> 2218 429 Chlorophytes Neox 0.010100000
#> 2219 429 Prasinophytes Pra 0.228131471
#> 2220 429 Prasinophytes Viol 0.058800000
#> 2221 429 Chlorophytes Viol 0.015000000
#> 2222 429 Haptophytes X19hex 1.114500000
#> 2223 429 Cryptophytes Allo 0.502000000
#> 2224 429 Prasinophytes Zea 0.137600000
#> 2225 429 Chlorophytes Zea 0.009800000
#> 2226 429 Syn Zea 0.766000000
#> 2227 429 Prasinophytes Chl_b 0.905000000
#> 2228 429 Chlorophytes Chl_b 0.166755754
#> 2229 429 Prasinophytes Tchla 1.000000000
#> 2230 429 Chlorophytes Tchla 1.000000000
#> 2231 429 Cryptophytes Tchla 1.000000000
#> 2232 429 Diatoms-2 Tchla 1.000000000
#> 2233 429 Dinoflagellates-1 Tchla 1.000000000
#> 2234 429 Haptophytes Tchla 1.000000000
#> 2235 429 Pelagophytes Tchla 1.000000000
#> 2236 429 Syn Tchla 1.000000000
#> 2237 434 Dinoflagellates-1 Per 0.348499151
#> 2238 434 Haptophytes X19but 0.216500000
#> 2239 434 Pelagophytes X19but 1.200300000
#> 2240 434 Diatoms-2 Fuco 0.726800000
#> 2241 434 Haptophytes Fuco 0.251900000
#> 2242 434 Pelagophytes Fuco 0.918400000
#> 2243 434 Prasinophytes Neox 0.102427760
#> 2244 434 Chlorophytes Neox 0.010100000
#> 2245 434 Prasinophytes Pra 0.228131471
#> 2246 434 Prasinophytes Viol 0.058800000
#> 2247 434 Chlorophytes Viol 0.015000000
#> 2248 434 Haptophytes X19hex 1.114500000
#> 2249 434 Cryptophytes Allo 0.502000000
#> 2250 434 Prasinophytes Zea 0.137600000
#> 2251 434 Chlorophytes Zea 0.009800000
#> 2252 434 Syn Zea 0.766000000
#> 2253 434 Prasinophytes Chl_b 0.905000000
#> 2254 434 Chlorophytes Chl_b 0.166755754
#> 2255 434 Prasinophytes Tchla 1.000000000
#> 2256 434 Chlorophytes Tchla 1.000000000
#> 2257 434 Cryptophytes Tchla 1.000000000
#> 2258 434 Diatoms-2 Tchla 1.000000000
#> 2259 434 Dinoflagellates-1 Tchla 1.000000000
#> 2260 434 Haptophytes Tchla 1.000000000
#> 2261 434 Pelagophytes Tchla 1.000000000
#> 2262 434 Syn Tchla 1.000000000
#> 2263 440 Dinoflagellates-1 Per 0.348499151
#> 2264 440 Haptophytes X19but 0.216500000
#> 2265 440 Pelagophytes X19but 1.200300000
#> 2266 440 Diatoms-2 Fuco 0.726800000
#> 2267 440 Haptophytes Fuco 0.251900000
#> 2268 440 Pelagophytes Fuco 0.918400000
#> 2269 440 Prasinophytes Neox 0.102427760
#> 2270 440 Chlorophytes Neox 0.010100000
#> 2271 440 Prasinophytes Pra 0.228131471
#> 2272 440 Prasinophytes Viol 0.058800000
#> 2273 440 Chlorophytes Viol 0.015000000
#> 2274 440 Haptophytes X19hex 1.114500000
#> 2275 440 Cryptophytes Allo 0.502000000
#> 2276 440 Prasinophytes Zea 0.137600000
#> 2277 440 Chlorophytes Zea 0.009800000
#> 2278 440 Syn Zea 0.766000000
#> 2279 440 Prasinophytes Chl_b 0.905000000
#> 2280 440 Chlorophytes Chl_b 0.166755754
#> 2281 440 Prasinophytes Tchla 1.000000000
#> 2282 440 Chlorophytes Tchla 1.000000000
#> 2283 440 Cryptophytes Tchla 1.000000000
#> 2284 440 Diatoms-2 Tchla 1.000000000
#> 2285 440 Dinoflagellates-1 Tchla 1.000000000
#> 2286 440 Haptophytes Tchla 1.000000000
#> 2287 440 Pelagophytes Tchla 1.000000000
#> 2288 440 Syn Tchla 1.000000000
#> 2289 445 Dinoflagellates-1 Per 0.348499151
#> 2290 445 Haptophytes X19but 0.216500000
#> 2291 445 Pelagophytes X19but 1.200300000
#> 2292 445 Diatoms-2 Fuco 0.726800000
#> 2293 445 Haptophytes Fuco 0.251900000
#> 2294 445 Pelagophytes Fuco 0.918400000
#> 2295 445 Prasinophytes Neox 0.102427760
#> 2296 445 Chlorophytes Neox 0.010100000
#> 2297 445 Prasinophytes Pra 0.228131471
#> 2298 445 Prasinophytes Viol 0.058800000
#> 2299 445 Chlorophytes Viol 0.015000000
#> 2300 445 Haptophytes X19hex 1.114500000
#> 2301 445 Cryptophytes Allo 0.502000000
#> 2302 445 Prasinophytes Zea 0.137600000
#> 2303 445 Chlorophytes Zea 0.009800000
#> 2304 445 Syn Zea 0.766000000
#> 2305 445 Prasinophytes Chl_b 0.905000000
#> 2306 445 Chlorophytes Chl_b 0.166755754
#> 2307 445 Prasinophytes Tchla 1.000000000
#> 2308 445 Chlorophytes Tchla 1.000000000
#> 2309 445 Cryptophytes Tchla 1.000000000
#> 2310 445 Diatoms-2 Tchla 1.000000000
#> 2311 445 Dinoflagellates-1 Tchla 1.000000000
#> 2312 445 Haptophytes Tchla 1.000000000
#> 2313 445 Pelagophytes Tchla 1.000000000
#> 2314 445 Syn Tchla 1.000000000
#> 2315 450 Dinoflagellates-1 Per 0.348499151
#> 2316 450 Haptophytes X19but 0.216500000
#> 2317 450 Pelagophytes X19but 1.200300000
#> 2318 450 Diatoms-2 Fuco 0.726800000
#> 2319 450 Haptophytes Fuco 0.251900000
#> 2320 450 Pelagophytes Fuco 0.918400000
#> 2321 450 Prasinophytes Neox 0.102427760
#> 2322 450 Chlorophytes Neox 0.010100000
#> 2323 450 Prasinophytes Pra 0.228131471
#> 2324 450 Prasinophytes Viol 0.058800000
#> 2325 450 Chlorophytes Viol 0.015000000
#> 2326 450 Haptophytes X19hex 1.114500000
#> 2327 450 Cryptophytes Allo 0.502000000
#> 2328 450 Prasinophytes Zea 0.137600000
#> 2329 450 Chlorophytes Zea 0.009800000
#> 2330 450 Syn Zea 0.766000000
#> 2331 450 Prasinophytes Chl_b 0.905000000
#> 2332 450 Chlorophytes Chl_b 0.166755754
#> 2333 450 Prasinophytes Tchla 1.000000000
#> 2334 450 Chlorophytes Tchla 1.000000000
#> 2335 450 Cryptophytes Tchla 1.000000000
#> 2336 450 Diatoms-2 Tchla 1.000000000
#> 2337 450 Dinoflagellates-1 Tchla 1.000000000
#> 2338 450 Haptophytes Tchla 1.000000000
#> 2339 450 Pelagophytes Tchla 1.000000000
#> 2340 450 Syn Tchla 1.000000000
#> 2341 455 Dinoflagellates-1 Per 0.348499151
#> 2342 455 Haptophytes X19but 0.216500000
#> 2343 455 Pelagophytes X19but 1.200300000
#> 2344 455 Diatoms-2 Fuco 0.726800000
#> 2345 455 Haptophytes Fuco 0.251900000
#> 2346 455 Pelagophytes Fuco 0.918400000
#> 2347 455 Prasinophytes Neox 0.102427760
#> 2348 455 Chlorophytes Neox 0.010100000
#> 2349 455 Prasinophytes Pra 0.228131471
#> 2350 455 Prasinophytes Viol 0.058800000
#> 2351 455 Chlorophytes Viol 0.015000000
#> 2352 455 Haptophytes X19hex 1.114500000
#> 2353 455 Cryptophytes Allo 0.502000000
#> 2354 455 Prasinophytes Zea 0.137600000
#> 2355 455 Chlorophytes Zea 0.009800000
#> 2356 455 Syn Zea 0.766000000
#> 2357 455 Prasinophytes Chl_b 0.905000000
#> 2358 455 Chlorophytes Chl_b 0.166755754
#> 2359 455 Prasinophytes Tchla 1.000000000
#> 2360 455 Chlorophytes Tchla 1.000000000
#> 2361 455 Cryptophytes Tchla 1.000000000
#> 2362 455 Diatoms-2 Tchla 1.000000000
#> 2363 455 Dinoflagellates-1 Tchla 1.000000000
#> 2364 455 Haptophytes Tchla 1.000000000
#> 2365 455 Pelagophytes Tchla 1.000000000
#> 2366 455 Syn Tchla 1.000000000
#> 2367 460 Dinoflagellates-1 Per 0.348499151
#> 2368 460 Haptophytes X19but 0.216500000
#> 2369 460 Pelagophytes X19but 1.200300000
#> 2370 460 Diatoms-2 Fuco 0.726800000
#> 2371 460 Haptophytes Fuco 0.251900000
#> 2372 460 Pelagophytes Fuco 0.918400000
#> 2373 460 Prasinophytes Neox 0.102427760
#> 2374 460 Chlorophytes Neox 0.010100000
#> 2375 460 Prasinophytes Pra 0.228131471
#> 2376 460 Prasinophytes Viol 0.058800000
#> 2377 460 Chlorophytes Viol 0.015000000
#> 2378 460 Haptophytes X19hex 1.114500000
#> 2379 460 Cryptophytes Allo 0.502000000
#> 2380 460 Prasinophytes Zea 0.137600000
#> 2381 460 Chlorophytes Zea 0.009800000
#> 2382 460 Syn Zea 0.766000000
#> 2383 460 Prasinophytes Chl_b 0.905000000
#> 2384 460 Chlorophytes Chl_b 0.166755754
#> 2385 460 Prasinophytes Tchla 1.000000000
#> 2386 460 Chlorophytes Tchla 1.000000000
#> 2387 460 Cryptophytes Tchla 1.000000000
#> 2388 460 Diatoms-2 Tchla 1.000000000
#> 2389 460 Dinoflagellates-1 Tchla 1.000000000
#> 2390 460 Haptophytes Tchla 1.000000000
#> 2391 460 Pelagophytes Tchla 1.000000000
#> 2392 460 Syn Tchla 1.000000000
#> 2393 465 Dinoflagellates-1 Per 0.348499151
#> 2394 465 Haptophytes X19but 0.216500000
#> 2395 465 Pelagophytes X19but 1.200300000
#> 2396 465 Diatoms-2 Fuco 0.726800000
#> 2397 465 Haptophytes Fuco 0.251900000
#> 2398 465 Pelagophytes Fuco 0.918400000
#> 2399 465 Prasinophytes Neox 0.102427760
#> 2400 465 Chlorophytes Neox 0.010100000
#> 2401 465 Prasinophytes Pra 0.228131471
#> 2402 465 Prasinophytes Viol 0.058800000
#> 2403 465 Chlorophytes Viol 0.015000000
#> 2404 465 Haptophytes X19hex 1.114500000
#> 2405 465 Cryptophytes Allo 0.502000000
#> 2406 465 Prasinophytes Zea 0.137600000
#> 2407 465 Chlorophytes Zea 0.009800000
#> 2408 465 Syn Zea 0.766000000
#> 2409 465 Prasinophytes Chl_b 0.905000000
#> 2410 465 Chlorophytes Chl_b 0.166755754
#> 2411 465 Prasinophytes Tchla 1.000000000
#> 2412 465 Chlorophytes Tchla 1.000000000
#> 2413 465 Cryptophytes Tchla 1.000000000
#> 2414 465 Diatoms-2 Tchla 1.000000000
#> 2415 465 Dinoflagellates-1 Tchla 1.000000000
#> 2416 465 Haptophytes Tchla 1.000000000
#> 2417 465 Pelagophytes Tchla 1.000000000
#> 2418 465 Syn Tchla 1.000000000
#> 2419 470 Dinoflagellates-1 Per 0.355479896
#> 2420 470 Haptophytes X19but 0.208800000
#> 2421 470 Pelagophytes X19but 1.136700000
#> 2422 470 Diatoms-2 Fuco 0.722544829
#> 2423 470 Haptophytes Fuco 0.252300000
#> 2424 470 Pelagophytes Fuco 0.920600000
#> 2425 470 Prasinophytes Neox 0.102460329
#> 2426 470 Chlorophytes Neox 0.010700000
#> 2427 470 Prasinophytes Pra 0.226751606
#> 2428 470 Prasinophytes Viol 0.060700000
#> 2429 470 Chlorophytes Viol 0.015000000
#> 2430 470 Haptophytes X19hex 1.126300000
#> 2431 470 Cryptophytes Allo 0.505900000
#> 2432 470 Prasinophytes Zea 0.136035487
#> 2433 470 Chlorophytes Zea 0.009000000
#> 2434 470 Syn Zea 0.752785702
#> 2435 470 Prasinophytes Chl_b 0.905564117
#> 2436 470 Chlorophytes Chl_b 0.166614777
#> 2437 470 Prasinophytes Tchla 1.000000000
#> 2438 470 Chlorophytes Tchla 1.000000000
#> 2439 470 Cryptophytes Tchla 1.000000000
#> 2440 470 Diatoms-2 Tchla 1.000000000
#> 2441 470 Dinoflagellates-1 Tchla 1.000000000
#> 2442 470 Haptophytes Tchla 1.000000000
#> 2443 470 Pelagophytes Tchla 1.000000000
#> 2444 470 Syn Tchla 1.000000000
#> 2445 475 Dinoflagellates-1 Per 0.355479896
#> 2446 475 Haptophytes X19but 0.208800000
#> 2447 475 Pelagophytes X19but 1.136700000
#> 2448 475 Diatoms-2 Fuco 0.722544829
#> 2449 475 Haptophytes Fuco 0.252300000
#> 2450 475 Pelagophytes Fuco 0.920600000
#> 2451 475 Prasinophytes Neox 0.102460329
#> 2452 475 Chlorophytes Neox 0.010700000
#> 2453 475 Prasinophytes Pra 0.226751606
#> 2454 475 Prasinophytes Viol 0.060700000
#> 2455 475 Chlorophytes Viol 0.015000000
#> 2456 475 Haptophytes X19hex 1.126300000
#> 2457 475 Cryptophytes Allo 0.505900000
#> 2458 475 Prasinophytes Zea 0.136035487
#> 2459 475 Chlorophytes Zea 0.009000000
#> 2460 475 Syn Zea 0.752785702
#> 2461 475 Prasinophytes Chl_b 0.905564117
#> 2462 475 Chlorophytes Chl_b 0.166614777
#> 2463 475 Prasinophytes Tchla 1.000000000
#> 2464 475 Chlorophytes Tchla 1.000000000
#> 2465 475 Cryptophytes Tchla 1.000000000
#> 2466 475 Diatoms-2 Tchla 1.000000000
#> 2467 475 Dinoflagellates-1 Tchla 1.000000000
#> 2468 475 Haptophytes Tchla 1.000000000
#> 2469 475 Pelagophytes Tchla 1.000000000
#> 2470 475 Syn Tchla 1.000000000
#> 2471 480 Dinoflagellates-1 Per 0.352800000
#> 2472 480 Haptophytes X19but 0.211800000
#> 2473 480 Pelagophytes X19but 1.151500000
#> 2474 480 Diatoms-2 Fuco 0.730303343
#> 2475 480 Haptophytes Fuco 0.238800000
#> 2476 480 Pelagophytes Fuco 0.889800000
#> 2477 480 Prasinophytes Neox 0.102169595
#> 2478 480 Chlorophytes Neox 0.011400000
#> 2479 480 Prasinophytes Pra 0.225790663
#> 2480 480 Prasinophytes Viol 0.058400000
#> 2481 480 Chlorophytes Viol 0.015000000
#> 2482 480 Haptophytes X19hex 1.103900000
#> 2483 480 Cryptophytes Allo 0.490500000
#> 2484 480 Prasinophytes Zea 0.135300000
#> 2485 480 Chlorophytes Zea 0.008800000
#> 2486 480 Syn Zea 0.783500000
#> 2487 480 Prasinophytes Chl_b 0.906800000
#> 2488 480 Chlorophytes Chl_b 0.166688895
#> 2489 480 Prasinophytes Tchla 1.000000000
#> 2490 480 Chlorophytes Tchla 1.000000000
#> 2491 480 Cryptophytes Tchla 1.000000000
#> 2492 480 Diatoms-2 Tchla 1.000000000
#> 2493 480 Dinoflagellates-1 Tchla 1.000000000
#> 2494 480 Haptophytes Tchla 1.000000000
#> 2495 480 Pelagophytes Tchla 1.000000000
#> 2496 480 Syn Tchla 1.000000000
#> 2497 485 Dinoflagellates-1 Per 0.352800000
#> 2498 485 Haptophytes X19but 0.211800000
#> 2499 485 Pelagophytes X19but 1.151500000
#> 2500 485 Diatoms-2 Fuco 0.730303343
#> 2501 485 Haptophytes Fuco 0.238800000
#> 2502 485 Pelagophytes Fuco 0.889800000
#> 2503 485 Prasinophytes Neox 0.102169595
#> 2504 485 Chlorophytes Neox 0.011400000
#> 2505 485 Prasinophytes Pra 0.225790663
#> 2506 485 Prasinophytes Viol 0.058400000
#> 2507 485 Chlorophytes Viol 0.015000000
#> 2508 485 Haptophytes X19hex 1.103900000
#> 2509 485 Cryptophytes Allo 0.490500000
#> 2510 485 Prasinophytes Zea 0.135300000
#> 2511 485 Chlorophytes Zea 0.008800000
#> 2512 485 Syn Zea 0.783500000
#> 2513 485 Prasinophytes Chl_b 0.906800000
#> 2514 485 Chlorophytes Chl_b 0.166688895
#> 2515 485 Prasinophytes Tchla 1.000000000
#> 2516 485 Chlorophytes Tchla 1.000000000
#> 2517 485 Cryptophytes Tchla 1.000000000
#> 2518 485 Diatoms-2 Tchla 1.000000000
#> 2519 485 Dinoflagellates-1 Tchla 1.000000000
#> 2520 485 Haptophytes Tchla 1.000000000
#> 2521 485 Pelagophytes Tchla 1.000000000
#> 2522 485 Syn Tchla 1.000000000
#> 2523 490 Dinoflagellates-1 Per 0.342903284
#> 2524 490 Haptophytes X19but 0.203300000
#> 2525 490 Pelagophytes X19but 1.154400000
#> 2526 490 Diatoms-2 Fuco 0.726583768
#> 2527 490 Haptophytes Fuco 0.245100000
#> 2528 490 Pelagophytes Fuco 0.867900000
#> 2529 490 Prasinophytes Neox 0.102413255
#> 2530 490 Chlorophytes Neox 0.011100000
#> 2531 490 Prasinophytes Pra 0.225800000
#> 2532 490 Prasinophytes Viol 0.057993043
#> 2533 490 Chlorophytes Viol 0.015055038
#> 2534 490 Haptophytes X19hex 1.093499488
#> 2535 490 Cryptophytes Allo 0.484400000
#> 2536 490 Prasinophytes Zea 0.135700000
#> 2537 490 Chlorophytes Zea 0.008708576
#> 2538 490 Syn Zea 0.802800000
#> 2539 490 Prasinophytes Chl_b 0.906234609
#> 2540 490 Chlorophytes Chl_b 0.166647679
#> 2541 490 Prasinophytes Tchla 1.000000000
#> 2542 490 Chlorophytes Tchla 1.000000000
#> 2543 490 Cryptophytes Tchla 1.000000000
#> 2544 490 Diatoms-2 Tchla 1.000000000
#> 2545 490 Dinoflagellates-1 Tchla 1.000000000
#> 2546 490 Haptophytes Tchla 1.000000000
#> 2547 490 Pelagophytes Tchla 1.000000000
#> 2548 490 Syn Tchla 1.000000000
#> 2549 495 Dinoflagellates-1 Per 0.342903284
#> 2550 495 Haptophytes X19but 0.203300000
#> 2551 495 Pelagophytes X19but 1.154400000
#> 2552 495 Diatoms-2 Fuco 0.726583768
#> 2553 495 Haptophytes Fuco 0.245100000
#> 2554 495 Pelagophytes Fuco 0.867900000
#> 2555 495 Prasinophytes Neox 0.102413255
#> 2556 495 Chlorophytes Neox 0.011100000
#> 2557 495 Prasinophytes Pra 0.225800000
#> 2558 495 Prasinophytes Viol 0.057993043
#> 2559 495 Chlorophytes Viol 0.015055038
#> 2560 495 Haptophytes X19hex 1.093499488
#> 2561 495 Cryptophytes Allo 0.484400000
#> 2562 495 Prasinophytes Zea 0.135700000
#> 2563 495 Chlorophytes Zea 0.008708576
#> 2564 495 Syn Zea 0.802800000
#> 2565 495 Prasinophytes Chl_b 0.906234609
#> 2566 495 Chlorophytes Chl_b 0.166647679
#> 2567 495 Prasinophytes Tchla 1.000000000
#> 2568 495 Chlorophytes Tchla 1.000000000
#> 2569 495 Cryptophytes Tchla 1.000000000
#> 2570 495 Diatoms-2 Tchla 1.000000000
#> 2571 495 Dinoflagellates-1 Tchla 1.000000000
#> 2572 495 Haptophytes Tchla 1.000000000
#> 2573 495 Pelagophytes Tchla 1.000000000
#> 2574 495 Syn Tchla 1.000000000
#> 2575 500 Dinoflagellates-1 Per 0.342288575
#> 2576 500 Haptophytes X19but 0.195500000
#> 2577 500 Pelagophytes X19but 1.189800000
#> 2578 500 Diatoms-2 Fuco 0.729422315
#> 2579 500 Haptophytes Fuco 0.248340883
#> 2580 500 Pelagophytes Fuco 0.845300000
#> 2581 500 Prasinophytes Neox 0.102553271
#> 2582 500 Chlorophytes Neox 0.011200000
#> 2583 500 Prasinophytes Pra 0.224300000
#> 2584 500 Prasinophytes Viol 0.059900000
#> 2585 500 Chlorophytes Viol 0.015031488
#> 2586 500 Haptophytes X19hex 1.137200000
#> 2587 500 Cryptophytes Allo 0.479000000
#> 2588 500 Prasinophytes Zea 0.136000000
#> 2589 500 Chlorophytes Zea 0.008600000
#> 2590 500 Syn Zea 0.835500000
#> 2591 500 Prasinophytes Chl_b 0.903200000
#> 2592 500 Chlorophytes Chl_b 0.166720361
#> 2593 500 Prasinophytes Tchla 1.000000000
#> 2594 500 Chlorophytes Tchla 1.000000000
#> 2595 500 Cryptophytes Tchla 1.000000000
#> 2596 500 Diatoms-2 Tchla 1.000000000
#> 2597 500 Dinoflagellates-1 Tchla 1.000000000
#> 2598 500 Haptophytes Tchla 1.000000000
#> 2599 500 Pelagophytes Tchla 1.000000000
#> 2600 500 Syn Tchla 1.000000000
#>
#> $converge_plot
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“phytoclass: A pigment‐based
chemotaxonomic method to determine the biomass of phytoplankton
classes.” Limnology and Oceanography: Methods 21
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Langfelder, p., B. Zhang, and S. Horvath. 2008. “Defining clusters from a hierarchical cluster tree: the
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“CHEMTAX-a Program for Estimating Class Abundances from Chemical
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