Objetivo 3

Nivel medio

Analisis exploratorio

Las variables siguientes estan todas correlacionadas significativamente con YEAR:

  • Temp_prom_primav_of con Temp_prom_ver_of Diaspiehielo

  • Diaspiehielo con diasnieveanual Temp_prom_primav_of Temp_prom_ver_of

  • diasnieveanual con Diaspiehielo vientovelmedia_of

  • vientovelmedia_of con diasnieveanual Temp_prom_primav_of Temp_prom_ver_of

Regresion de quantiles

Loading required package: pander
 [1] "ID_fila"                 "Foto"                   
 [3] "Nivel.Intermareal"       "Mes"                    
 [5] "Year"                    "Diversidad"             
 [7] "Riqueza"                 "Equitatividad"          
 [9] "Cob.T"                   "num_lapas"              
[11] "SD_T"                    "Monostroma.hariotti"    
[13] "Adenocystis.utricularis" "Ascoseira.mirabilis"    
[15] "Desmarestia.menziesii"   "Desmarestia.antarcticus"
[17] "Phaeurus.antarcticus"    "Corallinaceae"          
[19] "Gigartina.skottsbergii"  "Iridaea.cordata"        
[21] "Palmaria.decipiens"      "Plocamium.cartilagineum"
[23] "Pyropya.endiviifolia"    "Ulvophyceae.NI"         
[25] "Diaspiehielo"            "diasnieveanual"         
[27] "Diasnievemensual"        "Temp_promanio_of"       
[29] "Temp_promAA_of"          "Vientodirprom"          
[31] "Temp_prommes_of"         "Temp_maxmes_of"         
[33] "Temp_minmes_of"          "vientovelmedia_of"      
[35] "vientodirecprom_of"      "Temp_prom_primav_of"    
[37] "Temp_prom_ver_of"       
Loading required package: Hmisc
Loading required package: lattice
Loading required package: survival
Loading required package: Formula
Loading required package: ggplot2

Attaching package: 'Hmisc'
The following objects are masked from 'package:base':

    format.pval, round.POSIXt, trunc.POSIXt, units

                     Year Diversidad Riqueza Equitatividad Cob.T num_lapas
Year                 1.00      -0.20   -0.17         -0.12 -0.15     -0.38
Diversidad          -0.20       1.00    0.63          0.83 -0.08      0.48
Riqueza             -0.17       0.63    1.00          0.19  0.20      0.32
Equitatividad       -0.12       0.83    0.19          1.00 -0.25      0.40
Cob.T               -0.15      -0.08    0.20         -0.25  1.00     -0.18
num_lapas           -0.38       0.48    0.32          0.40 -0.18      1.00
Diaspiehielo         0.40       0.23    0.13          0.20 -0.32      0.09
diasnieveanual      -0.40       0.38    0.19          0.34 -0.47      0.63
Temp_promanio_of     0.40      -0.38   -0.19         -0.34  0.47     -0.63
vientovelmedia_of   -0.80       0.28    0.16          0.24 -0.22      0.61
Temp_prom_primav_of -0.80      -0.05    0.02         -0.10  0.42      0.02
Temp_prom_ver_of    -0.80      -0.05    0.02         -0.10  0.42      0.02
                    Diaspiehielo diasnieveanual Temp_promanio_of
Year                        0.40          -0.40             0.40
Diversidad                  0.23           0.38            -0.38
Riqueza                     0.13           0.19            -0.19
Equitatividad               0.20           0.34            -0.34
Cob.T                      -0.32          -0.47             0.47
num_lapas                   0.09           0.63            -0.63
Diaspiehielo                1.00           0.40            -0.40
diasnieveanual              0.40           1.00            -1.00
Temp_promanio_of           -0.40          -1.00             1.00
vientovelmedia_of          -0.20           0.80            -0.80
Temp_prom_primav_of        -0.80          -0.20             0.20
Temp_prom_ver_of           -0.80          -0.20             0.20
                    vientovelmedia_of Temp_prom_primav_of Temp_prom_ver_of
Year                            -0.80               -0.80            -0.80
Diversidad                       0.28               -0.05            -0.05
Riqueza                          0.16                0.02             0.02
Equitatividad                    0.24               -0.10            -0.10
Cob.T                           -0.22                0.42             0.42
num_lapas                        0.61                0.02             0.02
Diaspiehielo                    -0.20               -0.80            -0.80
diasnieveanual                   0.80               -0.20            -0.20
Temp_promanio_of                -0.80                0.20             0.20
vientovelmedia_of                1.00                0.40             0.40
Temp_prom_primav_of              0.40                1.00             1.00
Temp_prom_ver_of                 0.40                1.00             1.00

n= 60 


P
                    Year   Diversidad Riqueza Equitatividad Cob.T 
Year                       0.1203     0.2036  0.3504        0.2479
Diversidad          0.1203            0.0000  0.0000        0.5408
Riqueza             0.2036 0.0000             0.1522        0.1259
Equitatividad       0.3504 0.0000     0.1522                0.0568
Cob.T               0.2479 0.5408     0.1259  0.0568              
num_lapas           0.0031 0.0001     0.0129  0.0014        0.1582
Diaspiehielo        0.0015 0.0728     0.3241  0.1260        0.0126
diasnieveanual      0.0015 0.0029     0.1374  0.0086        0.0002
Temp_promanio_of    0.0015 0.0029     0.1374  0.0086        0.0002
vientovelmedia_of   0.0000 0.0293     0.2268  0.0675        0.0933
Temp_prom_primav_of 0.0000 0.6782     0.8641  0.4656        0.0008
Temp_prom_ver_of    0.0000 0.6782     0.8641  0.4656        0.0008
                    num_lapas Diaspiehielo diasnieveanual Temp_promanio_of
Year                0.0031    0.0015       0.0015         0.0015          
Diversidad          0.0001    0.0728       0.0029         0.0029          
Riqueza             0.0129    0.3241       0.1374         0.1374          
Equitatividad       0.0014    0.1260       0.0086         0.0086          
Cob.T               0.1582    0.0126       0.0002         0.0002          
num_lapas                     0.4845       0.0000         0.0000          
Diaspiehielo        0.4845                 0.0015         0.0015          
diasnieveanual      0.0000    0.0015                      0.0000          
Temp_promanio_of    0.0000    0.0015       0.0000                         
vientovelmedia_of   0.0000    0.1255       0.0000         0.0000          
Temp_prom_primav_of 0.8535    0.0000       0.1255         0.1255          
Temp_prom_ver_of    0.8535    0.0000       0.1255         0.1255          
                    vientovelmedia_of Temp_prom_primav_of Temp_prom_ver_of
Year                0.0000            0.0000              0.0000          
Diversidad          0.0293            0.6782              0.6782          
Riqueza             0.2268            0.8641              0.8641          
Equitatividad       0.0675            0.4656              0.4656          
Cob.T               0.0933            0.0008              0.0008          
num_lapas           0.0000            0.8535              0.8535          
Diaspiehielo        0.1255            0.0000              0.0000          
diasnieveanual      0.0000            0.1255              0.1255          
Temp_promanio_of    0.0000            0.1255              0.1255          
vientovelmedia_of                     0.0015              0.0015          
Temp_prom_primav_of 0.0015                                0.0000          
Temp_prom_ver_of    0.0015            0.0000                              
Loading required package: quantreg
Loading required package: SparseM

Attaching package: 'SparseM'
The following object is masked from 'package:base':

    backsolve

Attaching package: 'quantreg'
The following object is masked from 'package:Hmisc':

    latex
The following object is masked from 'package:survival':

    untangle.specials

Call: rq(formula = Cob.T ~ Year, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.25

Coefficients:
            Value    Std. Error t value  Pr(>|t|)
(Intercept)  0.35500  0.08916    3.98167  0.00020
Year2008     0.27750  0.15442    1.79706  0.07772
Year2009    -0.11000  0.10930   -1.00642  0.31854
Year2013    -0.16500  0.15790   -1.04493  0.30054

Call: rq(formula = Cob.T ~ Year, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.5

Coefficients:
            Value    Std. Error t value  Pr(>|t|)
(Intercept)  0.40000  0.05928    6.74727  0.00000
Year2008     0.54500  0.11456    4.75751  0.00001
Year2009    -0.06500  0.06804   -0.95531  0.34353
Year2013     0.09250  0.11156    0.82913  0.41055

Call: rq(formula = Cob.T ~ Year, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.75

Coefficients:
            Value    Std. Error t value  Pr(>|t|)
(Intercept)  0.62500  0.08438    7.40677  0.00000
Year2008     0.36500  0.08811    4.14270  0.00012
Year2009    -0.25500  0.12835   -1.98672  0.05185
Year2013     0.04500  0.12443    0.36166  0.71897


Call: rq(formula = Cob.T ~ Riqueza, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.25

Coefficients:
            Value    Std. Error t value  Pr(>|t|)
(Intercept) -0.07000  0.13804   -0.50708  0.61402
Riqueza      0.11500  0.03713    3.09745  0.00301

Call: rq(formula = Cob.T ~ Riqueza, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.5

Coefficients:
            Value   Std. Error t value Pr(>|t|)
(Intercept) 0.22750 0.20847    1.09131 0.27965 
Riqueza     0.06500 0.05421    1.19899 0.23541 

Call: rq(formula = Cob.T ~ Riqueza, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.75

Coefficients:
            Value    Std. Error t value  Pr(>|t|)
(Intercept)  0.82188  0.23253    3.53456  0.00081
Riqueza     -0.03688  0.06168   -0.59782  0.55229
Smoothing formula not specified. Using: y ~ x
Smoothing formula not specified. Using: y ~ x


Call: rq(formula = Cob.T ~ Equitatividad, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.25

Coefficients:
              Value   Std. Error t value Pr(>|t|)
(Intercept)   0.30892 0.12623    2.44729 0.01744 
Equitatividad 0.02651 0.23694    0.11187 0.91131 

Call: rq(formula = Cob.T ~ Equitatividad, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.5

Coefficients:
              Value    Std. Error t value  Pr(>|t|)
(Intercept)    0.78042  0.17277    4.51723  0.00003
Equitatividad -0.45272  0.24544   -1.84450  0.07022

Call: rq(formula = Cob.T ~ Equitatividad, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.75

Coefficients:
              Value    Std. Error t value  Pr(>|t|)
(Intercept)    0.93429  0.09448    9.88897  0.00000
Equitatividad -0.44429  0.18551   -2.39502  0.01987
Smoothing formula not specified. Using: y ~ x


Call: rq(formula = Cob.T ~ Temp_promanio_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.25

Coefficients:
                 Value   Std. Error t value Pr(>|t|)
(Intercept)      0.69303 0.20457    3.38779 0.00127 
Temp_promanio_of 0.17105 0.08880    1.92630 0.05897 

Call: rq(formula = Cob.T ~ Temp_promanio_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.5

Coefficients:
                 Value   Std. Error t value Pr(>|t|)
(Intercept)      0.82979 0.13632    6.08720 0.00000 
Temp_promanio_of 0.16458 0.06056    2.71791 0.00865 

Call: rq(formula = Cob.T ~ Temp_promanio_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.75

Coefficients:
                 Value    Std. Error t value  Pr(>|t|)
(Intercept)       1.06714  0.04603   23.18134  0.00000
Temp_promanio_of  0.18927  0.03585    5.28017  0.00000
Smoothing formula not specified. Using: y ~ x
Smoothing formula not specified. Using: y ~ x

Smoothing formula not specified. Using: y ~ x
Smoothing formula not specified. Using: y ~ x

Call: rq(formula = Cob.T ~ Temp_prom_primav_of, tau = c(0.25, 0.5, 
    0.75), data = da)

tau: [1] 0.25

Coefficients:
                    Value   Std. Error t value Pr(>|t|)
(Intercept)         0.37724 0.04433    8.51012 0.00000 
Temp_prom_primav_of 0.03644 0.01843    1.97696 0.05281 

Call: rq(formula = Cob.T ~ Temp_prom_primav_of, tau = c(0.25, 0.5, 
    0.75), data = da)

tau: [1] 0.5

Coefficients:
                    Value   Std. Error t value Pr(>|t|)
(Intercept)         0.54556 0.07012    7.78082 0.00000 
Temp_prom_primav_of 0.05216 0.02720    1.91775 0.06007 

Call: rq(formula = Cob.T ~ Temp_prom_primav_of, tau = c(0.25, 0.5, 
    0.75), data = da)

tau: [1] 0.75

Coefficients:
                    Value   Std. Error t value Pr(>|t|)
(Intercept)         0.83417 0.09060    9.20705 0.00000 
Temp_prom_primav_of 0.04702 0.02167    2.16982 0.03413 
Smoothing formula not specified. Using: y ~ x


Call: rq(formula = Cob.T ~ Temp_prom_ver_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.25

Coefficients:
                 Value   Std. Error t value Pr(>|t|)
(Intercept)      0.31985 0.04542    7.04278 0.00000 
Temp_prom_ver_of 0.05871 0.02854    2.05689 0.04420 

Call: rq(formula = Cob.T ~ Temp_prom_ver_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.5

Coefficients:
                 Value   Std. Error t value Pr(>|t|)
(Intercept)      0.49099 0.04932    9.95541 0.00000 
Temp_prom_ver_of 0.10470 0.03597    2.91068 0.00511 

Call: rq(formula = Cob.T ~ Temp_prom_ver_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.75

Coefficients:
                 Value    Std. Error t value  Pr(>|t|)
(Intercept)       0.75961  0.06741   11.26921  0.00000
Temp_prom_ver_of  0.11236  0.04126    2.72347  0.00852
Smoothing formula not specified. Using: y ~ x


Call: rq(formula = Cob.T ~ num_lapas, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.25

Coefficients:
            Value   Std. Error t value Pr(>|t|)
(Intercept) 0.27167 0.06426    4.22742 0.00008 
num_lapas   0.01083 0.01333    0.81287 0.41962 

Call: rq(formula = Cob.T ~ num_lapas, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.5

Coefficients:
            Value    Std. Error t value  Pr(>|t|)
(Intercept)  0.49900  0.08813    5.66202  0.00000
num_lapas   -0.00650  0.01974   -0.32924  0.74316

Call: rq(formula = Cob.T ~ num_lapas, tau = c(0.25, 0.5, 0.75), data = da)

tau: [1] 0.75

Coefficients:
            Value    Std. Error t value  Pr(>|t|)
(Intercept)  0.78500  0.09141    8.58801  0.00000
num_lapas   -0.02437  0.01722   -1.41580  0.16218
Smoothing formula not specified. Using: y ~ x


Call: rq(formula = Cob.T ~ Diaspiehielo, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.25

Coefficients:
             Value    Std. Error t value  Pr(>|t|)
(Intercept)   0.86750  0.27050    3.20700  0.00218
Diaspiehielo -0.00583  0.00294   -1.98499  0.05188

Call: rq(formula = Cob.T ~ Diaspiehielo, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.5

Coefficients:
             Value    Std. Error t value  Pr(>|t|)
(Intercept)   1.28000  0.34158    3.74732  0.00041
Diaspiehielo -0.00908  0.00373   -2.43696  0.01790

Call: rq(formula = Cob.T ~ Diaspiehielo, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.75

Coefficients:
             Value    Std. Error t value  Pr(>|t|)
(Intercept)   1.41750  0.17770    7.97693  0.00000
Diaspiehielo -0.00771  0.00199   -3.87317  0.00028
Smoothing formula not specified. Using: y ~ x
Smoothing formula not specified. Using: y ~ x

Smoothing formula not specified. Using: y ~ x
Smoothing formula not specified. Using: y ~ x

Call: rq(formula = Cob.T ~ vientovelmedia_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.25

Coefficients:
                  Value   Std. Error t value Pr(>|t|)
(Intercept)       0.06772 0.52510    0.12896 0.89784 
vientovelmedia_of 0.01559 0.03222    0.48390 0.63028 

Call: rq(formula = Cob.T ~ vientovelmedia_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.5

Coefficients:
                  Value    Std. Error t value  Pr(>|t|)
(Intercept)        0.90169  0.33548    2.68771  0.00937
vientovelmedia_of -0.02968  0.02264   -1.31073  0.19512

Call: rq(formula = Cob.T ~ vientovelmedia_of, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.75

Coefficients:
                  Value    Std. Error t value  Pr(>|t|)
(Intercept)        1.01151  0.49337    2.05019  0.04488
vientovelmedia_of -0.01911  0.03199   -0.59749  0.55251

Call: rq(formula = Cob.T ~ diasnieveanual, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.25

Coefficients:
               Value    Std. Error t value  Pr(>|t|)
(Intercept)     1.27708  0.40813    3.12912  0.00274
diasnieveanual -0.00542  0.00231   -2.34593  0.02242

Call: rq(formula = Cob.T ~ diasnieveanual, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.5

Coefficients:
               Value    Std. Error t value  Pr(>|t|)
(Intercept)     1.70268  0.29781    5.71730  0.00000
diasnieveanual -0.00683  0.00165   -4.13779  0.00011

Call: rq(formula = Cob.T ~ diasnieveanual, tau = c(0.25, 0.5, 0.75), 
    data = da)

tau: [1] 0.75

Coefficients:
               Value    Std. Error t value  Pr(>|t|)
(Intercept)     1.65095  0.13865   11.90737  0.00000
diasnieveanual -0.00570  0.00106   -5.38891  0.00000
Smoothing formula not specified. Using: y ~ x
Smoothing formula not specified. Using: y ~ x

Smoothing formula not specified. Using: y ~ x
Smoothing formula not specified. Using: y ~ x

---------------------------------------------------------------------------
        Varname       Value    Std.Err   tvalue   Pval    tau   padj  
-------- ---------------- -------- --------- -------- ------- ----- -------
 **6**       Year2008      0.545    0.1146    4.758    1e-05   0.5  0.00048

 **10**      Year2008      0.365    0.08811   4.143   0.00012 0.75  0.00374

 **63**  Temp_promanio_of  0.1893   0.03585    5.28      0    0.75   7e-05 

 **67**    Diaspiehielo   -0.00771  0.00199   -3.873  0.00028 0.75  0.00854

 **49**   diasnieveanual  -0.00683  0.00165   -4.138  0.00011  0.5  0.00367

 **69**   diasnieveanual  -0.0057   0.00106   -5.389     0    0.75   5e-05 
---------------------------------------------------------------------------

Table: Significative Quantil regresion after Hommel correction

------------------------------------------------------------------------------
          Varname        Value    Std.Err   tvalue   Pval    tau   padj  
-------- ------------------- -------- --------- -------- ------- ----- -------
 **2**        Year2008        0.2775   0.1544    1.797   0.07772 0.25  0.8175 

 **3**        Year2009        -0.11    0.1093    -1.006  0.3185  0.25  0.9113 

 **4**        Year2013        -0.165   0.1579    -1.045  0.3005  0.25  0.9113 

 **6**        Year2008        0.545    0.1146    4.758    1e-05   0.5  0.00048

 **7**        Year2009        -0.065   0.06804  -0.9553  0.3435   0.5  0.9113 

 **8**        Year2013        0.0925   0.1116    0.8291  0.4106   0.5  0.9113 

 **10**       Year2008        0.365    0.08811   4.143   0.00012 0.75  0.00374

 **11**       Year2009        -0.255   0.1283    -1.987  0.05185 0.75   0.726 

 **12**       Year2013        0.045    0.1244    0.3617   0.719  0.75  0.9113 

 **21**        Riqueza        0.115    0.03713   3.097   0.00301 0.25  0.08419

 **41**        Riqueza        0.065    0.05421   1.199   0.2354   0.5  0.9113 

 **61**        Riqueza       -0.03688  0.06168  -0.5978  0.5523  0.75  0.9113 

 **22**     Equitatividad    0.02651   0.2369    0.1119  0.9113  0.25  0.9113 

 **42**     Equitatividad    -0.4527   0.2454    -1.845  0.07022  0.5  0.8107 

 **62**     Equitatividad    -0.4443   0.1855    -2.395  0.01987 0.75  0.3497 

 **23**   Temp_promanio_of    0.1711   0.0888    1.926   0.05897 0.25  0.7666 

 **43**   Temp_promanio_of    0.1646   0.06056   2.718   0.00865  0.5  0.1974 

 **63**   Temp_promanio_of    0.1893   0.03585    5.28      0    0.75   7e-05 

 **24**  Temp_prom_primav_of 0.03644   0.01843   1.977   0.05281 0.25  0.7343 

 **44**  Temp_prom_primav_of 0.05216   0.0272    1.918   0.06007  0.5  0.7793 

 **64**  Temp_prom_primav_of 0.04702   0.02167    2.17   0.03413 0.75  0.5461 

 **25**   Temp_prom_ver_of   0.05871   0.02854   2.057   0.0442  0.25  0.6631 

 **45**   Temp_prom_ver_of    0.1047   0.03597   2.911   0.00511  0.5  0.1379 

 **65**   Temp_prom_ver_of    0.1124   0.04126   2.723   0.00852 0.75   0.196 

 **26**       num_lapas      0.01083   0.01333   0.8129  0.4196  0.25  0.9113 

 **46**       num_lapas      -0.0065   0.01974  -0.3292  0.7432   0.5  0.9113 

 **66**       num_lapas      -0.02437  0.01722   -1.416  0.1622  0.75  0.8918 

 **27**     Diaspiehielo     -0.00583  0.00294   -1.985  0.05188 0.25  0.7263 

 **47**     Diaspiehielo     -0.00908  0.00373   -2.437  0.0179   0.5  0.3222 

 **67**     Diaspiehielo     -0.00771  0.00199   -3.873  0.00028 0.75  0.00854

 **28**   vientovelmedia_of  0.01559   0.03222   0.4839  0.6303  0.25  0.9113 

 **48**   vientovelmedia_of  -0.02968  0.02264   -1.311  0.1951   0.5  0.9113 

 **68**   vientovelmedia_of  -0.01911  0.03199  -0.5975  0.5525  0.75  0.9113 

 **29**    diasnieveanual    -0.00542  0.00231   -2.346  0.02242 0.25  0.3811 

 **49**    diasnieveanual    -0.00683  0.00165   -4.138  0.00011  0.5  0.00367

 **69**    diasnieveanual    -0.0057   0.00106   -5.389     0    0.75   5e-05 
------------------------------------------------------------------------------

Table: All Quantil regresion after Hommel correction

NMDS

##  [1] "ID_fila"                 "Foto"                   
##  [3] "Nivel.Intermareal"       "Mes"                    
##  [5] "Year"                    "Diversidad"             
##  [7] "Riqueza"                 "Equitatividad"          
##  [9] "Cob.T"                   "num_lapas"              
## [11] "SD_T"                    "Monostroma.hariotti"    
## [13] "Adenocystis.utricularis" "Ascoseira.mirabilis"    
## [15] "Desmarestia.menziesii"   "Desmarestia.antarcticus"
## [17] "Phaeurus.antarcticus"    "Corallinaceae"          
## [19] "Gigartina.skottsbergii"  "Iridaea.cordata"        
## [21] "Palmaria.decipiens"      "Plocamium.cartilagineum"
## [23] "Pyropya.endiviifolia"    "Ulvophyceae.NI"         
## [25] "Diaspiehielo"            "diasnieveanual"         
## [27] "Diasnievemensual"        "Temp_promanio_of"       
## [29] "Temp_promAA_of"          "Vientodirprom"          
## [31] "Temp_prommes_of"         "Temp_maxmes_of"         
## [33] "Temp_minmes_of"          "vientovelmedia_of"      
## [35] "vientodirecprom_of"      "Temp_prom_primav_of"    
## [37] "Temp_prom_ver_of"
##  [1] "Monostroma.hariotti"     "Adenocystis.utricularis"
##  [3] "Ascoseira.mirabilis"     "Desmarestia.menziesii"  
##  [5] "Desmarestia.antarcticus" "Phaeurus.antarcticus"   
##  [7] "Corallinaceae"           "Gigartina.skottsbergii" 
##  [9] "Iridaea.cordata"         "Palmaria.decipiens"     
## [11] "Plocamium.cartilagineum" "Pyropya.endiviifolia"   
## [13] "Ulvophyceae.NI"
## Loading required package: permute
## This is vegan 2.4-0
## Square root transformation
## Wisconsin double standardization
## Run 0 stress 0.1374284 
## Run 1 stress 0.1571035 
## Run 2 stress 0.1527755 
## Run 3 stress 0.1567961 
## Run 4 stress 0.1703811 
## Run 5 stress 0.1521519 
## Run 6 stress 0.1798546 
## Run 7 stress 0.1658185 
## Run 8 stress 0.1586308 
## Run 9 stress 0.1374183 
## ... New best solution
## ... Procrustes: rmse 0.001876461  max resid 0.01063773 
## Run 10 stress 0.1575949 
## Run 11 stress 0.152903 
## Run 12 stress 0.1649906 
## Run 13 stress 0.1468686 
## Run 14 stress 0.1374284 
## ... Procrustes: rmse 0.001862116  max resid 0.01055982 
## Run 15 stress 0.1374183 
## ... New best solution
## ... Procrustes: rmse 1.227431e-05  max resid 5.846958e-05 
## ... Similar to previous best
## Run 16 stress 0.1374183 
## ... Procrustes: rmse 1.776131e-05  max resid 0.0001026654 
## ... Similar to previous best
## Run 17 stress 0.1580155 
## Run 18 stress 0.1375352 
## ... Procrustes: rmse 0.00528865  max resid 0.03302518 
## Run 19 stress 0.1375347 
## ... Procrustes: rmse 0.006697496  max resid 0.04456369 
## Run 20 stress 0.1587499 
## *** Solution reached
##                              NMDS1      NMDS2
## Monostroma.hariotti      0.3477265 -0.1714599
## Adenocystis.utricularis  0.4055964 -0.5440423
## Ascoseira.mirabilis     -0.7653394  1.5587162
## Desmarestia.menziesii   -0.4678926  1.1064613
## Phaeurus.antarcticus    -1.0545060  1.1059437
## Corallinaceae           -0.5325034  0.4829210
## Iridaea.cordata         -0.6410205 -0.1300661
## Palmaria.decipiens       1.2416352  0.7137874

## Loading required package: RColorBrewer

## 
## ***VECTORS
## 
##                        NMDS1    NMDS2     r2 Pr(>r)    
## Cob.T                0.66628  0.74570 0.2841  0.001 ***
## Riqueza             -0.16583  0.98615 0.2698  0.001 ***
## num_lapas           -0.52625  0.85033 0.0306  0.413    
## Equitatividad       -0.28400  0.95882 0.0262  0.458    
## Temp_prom_primav_of  0.98275  0.18493 0.4667  0.001 ***
## Temp_prom_ver_of     0.99237  0.12333 0.5174  0.001 ***
## diasnieveanual      -0.99989 -0.01493 0.3019  0.001 ***
## vientovelmedia_of    0.87545  0.48332 0.0933  0.076 .  
## Diaspiehielo        -0.98205 -0.18863 0.4578  0.001 ***
## Temp_promanio_of     0.99938 -0.03508 0.2184  0.004 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Permutation: free
## Number of permutations: 999
## 
## ***FACTORS:
## 
## Centroids:
##            NMDS1   NMDS2
## Year2007  0.1122  0.0224
## Year2008  0.8167  0.0333
## Year2009 -0.4605  0.0486
## Year2013 -0.4684 -0.1043
## 
## Goodness of fit:
##          r2 Pr(>r)    
## Year 0.3988  0.001 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Permutation: free
## Number of permutations: 999
## 
## ***VECTORS
## 
##               NMDS1    NMDS2     r2 Pr(>r)    
## Cover       0.66628  0.74570 0.2841  0.001 ***
## Richness   -0.16583  0.98615 0.2698  0.001 ***
## Limpets    -0.52625  0.85033 0.0306  0.422    
## Equit.     -0.28400  0.95882 0.0262  0.470    
## SpringTemp  0.98275  0.18493 0.4667  0.001 ***
## SummerTemp  0.99237  0.12333 0.5174  0.001 ***
## SnowDays   -0.99989 -0.01493 0.3019  0.001 ***
## WindVel     0.87545  0.48332 0.0933  0.051 .  
## IceFoot    -0.98205 -0.18863 0.4578  0.001 ***
## AnualTemp   0.99938 -0.03508 0.2184  0.002 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Permutation: free
## Number of permutations: 999
## png 
##   2