PLS.GLM.biplot: The Partial Least Squares (PLS) biplot for Generalized Linear...
In PLSbiplot1: The Partial Least Squares (PLS) Biplot
Description
Usage
Arguments
Value
Author(s)
Examples
Description
Takes in a set of predictor variables and a set of response variables and produces a PLS biplot for the (univariate) GLMs.
Usage
1
2
Arguments
X
A (NxP) predictor matrix
y
A (Nx1) response vector
algorithm
The PLS.GLM algorithm
ax.tickvec.X
tick marker length for each X-variable axis in the biplot
ax.tickvec.y
tick marker length for the y-variable axis in the biplot
ax.tickvec.b
(purple) tick marker length for the y-variable axis in the biplot
...
Other arguments. Currently ignored
Value
The PLS biplot of a GLM of D=[X y] with some parameters
Author(s)
Opeoluwa F. Oyedele and Sugnet Gardner-Lubbe
Examples
1
2
3
4
5
6
7
8
if(require(robustbase))
possum.mat #data matrix
y = as.matrix(possum.mat[,1], ncol=1)
dimnames(y) = list(paste("S", 1:nrow(possum.mat), seq=""), "Diversity")
X = as.matrix(possum.mat[,2:14], ncol=13)
dimnames(X) = list(paste("S", 1:nrow(possum.mat), seq=""), colnames(possum.mat[,2:14]))
PLS.GLM.biplot(X, y, algorithm=PLS.GLM, ax.tickvec.X=rep(5,ncol(X)),
ax.tickvec.y=10, ax.tickvec.b=7)
Example output
Loading required package: robustbase
Diversity Shrubs Stumps Stags Bark Habitat BAcacia E.regnans
[1,] 3 6 1 12 29 9 31 1
[2,] 2 5 0 15 12 2 4 1
[3,] 1 7 0 6 26 2 8 1
[4,] 2 6 0 14 16 8 16 1
[5,] 3 5 0 16 11 8 20 0
[6,] 2 3 0 16 6 10 31 1
[7,] 3 6 0 9 10 8 16 0
[8,] 2 13 0 20 4 8 17 1
[9,] 0 5 0 7 13 3 0 1
[10,] 0 8 0 4 9 1 8 1
[11,] 1 11 1 6 3 2 8 1
[12,] 1 16 0 5 3 6 9 1
[13,] 0 8 0 4 11 1 11 0
[14,] 4 9 0 6 14 7 0 1
[15,] 2 4 0 4 8 1 25 1
[16,] 3 9 0 10 13 7 16 1
[17,] 1 11 0 6 17 1 7 1
[18,] 3 8 0 11 8 9 23 1
[19,] 3 4 0 11 7 8 19 1
[20,] 1 8 0 4 12 9 13 1
[21,] 2 1 0 16 5 10 21 1
[22,] 2 3 1 8 9 8 23 0
[23,] 2 3 0 10 15 1 0 0
[24,] 3 5 0 9 16 2 16 0
[25,] 4 3 0 7 16 8 20 0
[26,] 2 4 0 10 14 2 5 0
[27,] 1 5 0 15 18 0 1 1
[28,] 1 2 0 5 4 9 33 0
[29,] 2 6 0 7 22 10 3 0
[30,] 3 1 0 10 11 2 4 1
[31,] 3 5 0 11 11 9 17 0
[32,] 3 3 0 8 17 7 13 1
[33,] 2 5 0 8 9 7 13 1
[34,] 3 21 1 3 23 4 3 1
[35,] 4 5 0 14 9 8 12 1
[36,] 0 3 0 5 5 4 13 1
[37,] 2 4 0 8 6 9 20 1
[38,] 0 3 0 14 7 8 15 1
[39,] 2 2 0 11 9 6 15 1
[40,] 1 6 0 2 7 6 11 1
[41,] 0 11 0 1 7 3 11 1
[42,] 0 11 1 1 5 1 1 1
[43,] 3 5 0 7 8 8 27 1
[44,] 0 5 0 2 9 2 15 1
[45,] 2 3 0 7 5 7 15 1
[46,] 2 5 0 7 5 5 23 1
[47,] 1 10 0 1 11 3 17 1
[48,] 2 15 0 6 9 3 13 1
[49,] 1 8 0 8 5 1 9 1
[50,] 1 5 0 6 8 3 4 1
[51,] 2 9 0 6 7 7 16 1
[52,] 1 7 0 5 5 1 2 1
[53,] 1 8 0 6 9 7 22 1
[54,] 0 3 0 0 3 1 17 1
[55,] 1 0 0 0 6 1 12 1
[56,] 0 11 0 2 7 4 11 1
[57,] 0 11 1 0 10 1 3 1
[58,] 1 10 1 1 15 2 4 1
[59,] 3 8 0 3 8 2 7 1
[60,] 1 6 0 2 6 2 0 1
[61,] 1 4 0 2 4 2 3 0
[62,] 2 2 0 6 7 7 39 1
[63,] 1 5 0 3 7 5 11 1
[64,] 2 2 0 4 6 6 23 0
[65,] 3 1 0 3 6 4 28 1
[66,] 1 8 0 4 10 7 19 1
[67,] 0 1 0 5 6 6 17 0
[68,] 2 1 0 2 7 5 24 0
[69,] 1 0 0 3 5 6 20 0
[70,] 2 2 0 4 4 8 20 0
[71,] 1 7 0 4 5 4 5 1
[72,] 1 5 0 2 7 3 3 1
[73,] 1 3 0 2 8 3 19 1
[74,] 2 0 0 10 6 7 19 1
[75,] 5 7 0 16 14 7 19 1
[76,] 1 3 1 10 7 8 20 1
[77,] 1 6 0 4 12 6 16 0
[78,] 1 0 0 3 4 3 5 1
[79,] 1 4 0 2 7 2 3 1
[80,] 1 8 0 2 9 3 12 1
[81,] 0 4 0 2 8 4 11 1
[82,] 1 5 0 2 8 3 3 1
[83,] 1 1 0 3 4 4 17 0
[84,] 1 6 0 1 14 4 17 1
[85,] 0 4 1 6 12 7 16 1
[86,] 0 8 0 8 18 5 7 1
[87,] 0 4 0 2 5 3 0 1
[88,] 2 2 0 4 6 2 0 0
[89,] 3 7 0 12 5 6 4 1
[90,] 0 7 0 13 5 6 3 1
[91,] 2 1 0 3 7 7 21 1
[92,] 4 2 0 14 6 9 20 1
[93,] 2 7 0 2 5 4 7 1
[94,] 2 1 0 4 9 6 24 1
[95,] 0 5 0 0 9 3 21 1
[96,] 1 0 0 2 5 3 15 1
[97,] 0 2 0 3 5 5 13 0
[98,] 2 1 0 14 3 7 19 0
[99,] 2 1 0 29 6 4 1 1
[100,] 0 0 0 2 2 3 16 1
[101,] 0 14 0 4 0 1 0 1
[102,] 3 0 0 6 6 6 25 1
[103,] 1 8 0 3 9 5 16 0
[104,] 2 3 0 8 6 5 24 1
[105,] 1 3 0 4 5 5 13 1
[106,] 0 4 0 7 5 2 0 1
[107,] 3 15 0 20 18 4 0 1
[108,] 1 0 0 4 3 3 0 0
[109,] 0 2 0 11 3 4 1 0
[110,] 2 2 0 5 3 2 7 0
[111,] 1 0 0 1 3 2 1 0
[112,] 0 1 0 2 5 4 9 0
[113,] 2 1 0 27 7 6 7 0
[114,] 5 9 0 24 16 8 17 1
[115,] 2 5 0 9 10 6 20 1
[116,] 1 10 0 18 13 6 5 1
[117,] 2 3 0 3 5 5 15 0
[118,] 1 2 0 20 4 7 13 1
[119,] 4 2 0 25 8 10 23 1
[120,] 2 0 0 4 6 7 23 1
[121,] 0 11 0 4 4 4 5 1
[122,] 4 12 0 30 15 8 8 1
[123,] 5 10 0 24 9 8 4 1
[124,] 3 7 0 8 5 5 4 0
[125,] 0 1 1 4 7 6 16 0
[126,] 1 3 0 6 3 4 0 0
[127,] 0 2 0 5 4 5 9 1
[128,] 2 3 0 3 6 5 5 0
[129,] 0 1 0 5 4 5 4 0
[130,] 2 1 0 2 6 6 19 1
[131,] 0 7 0 3 5 2 0 1
[132,] 0 3 0 5 6 6 19 0
[133,] 2 6 0 7 5 4 4 1
[134,] 0 2 0 4 5 6 17 1
[135,] 0 1 0 5 3 4 8 0
[136,] 1 3 0 4 4 6 7 0
[137,] 0 6 0 4 7 5 4 1
[138,] 0 11 0 1 8 1 1 1
[139,] 3 9 0 4 5 3 0 1
[140,] 0 1 0 23 4 6 3 0
[141,] 3 1 0 25 4 7 15 0
[142,] 3 6 0 31 10 8 13 1
[143,] 1 5 0 0 4 2 23 1
[144,] 2 8 1 8 3 7 12 1
[145,] 0 6 0 4 5 2 0 1
[146,] 0 2 0 4 2 1 0 1
[147,] 1 5 1 1 0 2 0 1
[148,] 2 4 0 3 6 6 17 1
[149,] 1 4 1 1 5 3 25 1
[150,] 0 5 0 1 4 2 16 0
[151,] 0 4 0 4 6 2 0 1
E.delegatensis E.nitens NW-NE NW-SE SE-SW SW-NW
[1,] 0 0 0 0 0 1
[2,] 0 0 0 0 1 0
[3,] 0 0 1 0 0 0
[4,] 0 0 0 0 0 1
[5,] 1 0 0 0 1 0
[6,] 0 0 0 1 0 0
[7,] 1 0 0 0 0 1
[8,] 0 0 0 0 1 0
[9,] 0 0 0 0 0 1
[10,] 0 0 0 0 1 0
[11,] 0 0 0 0 1 0
[12,] 0 0 0 0 0 1
[13,] 1 0 1 0 0 0
[14,] 0 0 0 0 1 0
[15,] 0 0 0 1 0 0
[16,] 0 0 0 0 1 0
[17,] 0 0 0 0 0 1
[18,] 0 0 0 1 0 0
[19,] 0 0 0 1 0 0
[20,] 0 0 0 1 0 0
[21,] 0 0 0 0 1 0
[22,] 1 0 0 0 1 0
[23,] 1 0 1 0 0 0
[24,] 1 0 0 1 0 0
[25,] 0 1 0 1 0 0
[26,] 1 0 0 1 0 0
[27,] 0 0 0 0 1 0
[28,] 1 0 0 0 1 0
[29,] 0 1 0 1 0 0
[30,] 0 0 0 0 1 0
[31,] 1 0 0 0 1 0
[32,] 0 0 0 1 0 0
[33,] 0 0 0 0 1 0
[34,] 0 0 0 0 1 0
[35,] 0 0 0 0 1 0
[36,] 0 0 0 0 1 0
[37,] 0 0 0 1 0 0
[38,] 0 0 0 0 0 1
[39,] 0 0 0 1 0 0
[40,] 0 0 0 1 0 0
[41,] 0 0 1 0 0 0
[42,] 0 0 0 1 0 0
[43,] 0 0 0 1 0 0
[44,] 0 0 0 0 1 0
[45,] 0 0 0 1 0 0
[46,] 0 0 0 1 0 0
[47,] 0 0 0 0 1 0
[48,] 0 0 0 1 0 0
[49,] 0 0 1 0 0 0
[50,] 0 0 0 0 0 1
[51,] 0 0 1 0 0 0
[52,] 0 0 0 1 0 0
[53,] 0 0 0 1 0 0
[54,] 0 0 0 0 1 0
[55,] 0 0 0 1 0 0
[56,] 0 0 1 0 0 0
[57,] 0 0 0 0 0 1
[58,] 0 0 1 0 0 0
[59,] 0 0 0 0 1 0
[60,] 0 0 0 0 1 0
[61,] 0 1 1 0 0 0
[62,] 0 0 1 0 0 0
[63,] 0 0 0 1 0 0
[64,] 1 0 0 0 0 1
[65,] 0 0 1 0 0 0
[66,] 0 0 0 0 1 0
[67,] 1 0 0 1 0 0
[68,] 1 0 0 0 1 0
[69,] 1 0 1 0 0 0
[70,] 1 0 1 0 0 0
[71,] 0 0 0 1 0 0
[72,] 0 0 1 0 0 0
[73,] 0 0 0 0 0 1
[74,] 0 0 1 0 0 0
[75,] 0 0 0 0 1 0
[76,] 0 0 1 0 0 0
[77,] 0 1 0 0 1 0
[78,] 0 0 0 1 0 0
[79,] 0 0 0 1 0 0
[80,] 0 0 1 0 0 0
[81,] 0 0 0 0 0 1
[82,] 0 0 0 1 0 0
[83,] 1 0 0 1 0 0
[84,] 0 0 0 1 0 0
[85,] 0 0 0 0 0 1
[86,] 0 0 0 1 0 0
[87,] 0 0 1 0 0 0
[88,] 0 1 0 1 0 0
[89,] 0 0 0 0 1 0
[90,] 0 0 0 0 1 0
[91,] 0 0 0 1 0 0
[92,] 0 0 1 0 0 0
[93,] 0 0 1 0 0 0
[94,] 0 0 0 1 0 0
[95,] 0 0 0 0 1 0
[96,] 0 0 0 0 1 0
[97,] 0 1 0 0 0 1
[98,] 1 0 0 0 1 0
[99,] 0 0 0 1 0 0
[100,] 0 0 0 0 1 0
[101,] 0 0 0 0 1 0
[102,] 0 0 0 0 1 0
[103,] 0 1 1 0 0 0
[104,] 0 0 0 1 0 0
[105,] 0 0 0 1 0 0
[106,] 0 0 1 0 0 0
[107,] 0 0 0 1 0 0
[108,] 1 0 1 0 0 0
[109,] 1 0 0 1 0 0
[110,] 1 0 0 0 0 1
[111,] 1 0 0 0 1 0
[112,] 1 0 0 1 0 0
[113,] 1 0 0 0 1 0
[114,] 0 0 1 0 0 0
[115,] 0 0 1 0 0 0
[116,] 0 0 1 0 0 0
[117,] 0 1 0 1 0 0
[118,] 0 0 1 0 0 0
[119,] 0 0 0 0 0 1
[120,] 0 0 1 0 0 0
[121,] 0 0 1 0 0 0
[122,] 0 0 0 0 0 1
[123,] 0 0 0 0 1 0
[124,] 0 1 0 1 0 0
[125,] 0 1 0 0 1 0
[126,] 1 0 0 1 0 0
[127,] 0 0 0 1 0 0
[128,] 0 1 0 0 1 0
[129,] 1 0 0 0 0 1
[130,] 0 0 1 0 0 0
[131,] 0 0 0 1 0 0
[132,] 0 1 0 0 0 1
[133,] 0 0 0 0 0 1
[134,] 0 0 0 0 1 0
[135,] 1 0 0 0 0 1
[136,] 1 0 1 0 0 0
[137,] 0 0 0 0 0 1
[138,] 0 0 0 0 1 0
[139,] 0 0 0 0 1 0
[140,] 1 0 0 0 0 1
[141,] 1 0 0 0 1 0
[142,] 0 0 0 0 0 1
[143,] 0 0 1 0 0 0
[144,] 0 0 0 1 0 0
[145,] 0 0 0 0 0 1
[146,] 0 0 1 0 0 0
[147,] 0 0 1 0 0 0
[148,] 0 0 1 0 0 0
[149,] 0 0 0 1 0 0
[150,] 1 0 0 1 0 0
[151,] 0 0 0 0 1 0
$D.hat
Shrubs Stumps Stags Bark Habitat BAcacia E.regnans E.delegatensis
S 1 9.12 0.293636 19.74359 12.49 7.962 15.35 1.358 -0.0500
S 2 5.05 0.098973 6.23869 7.45 4.429 11.23 0.738 0.1924
S 3 4.35 0.044405 5.42246 7.29 4.441 11.65 0.613 0.2346
S 4 7.85 0.255184 13.87894 10.15 6.185 12.83 1.184 0.0256
S 5 5.25 0.031023 12.47801 10.31 6.892 15.61 0.702 0.1821
S 6 5.68 0.054494 13.74128 10.76 7.195 15.91 0.770 0.1560
S 7 6.51 0.208913 8.16749 7.90 4.501 10.52 0.995 0.1049
S 8 6.49 0.123187 14.25318 10.75 7.006 15.11 0.919 0.1073
S 9 6.40 0.270450 2.99249 5.51 2.431 6.81 1.036 0.1102
S 10 4.37 0.110162 0.86054 5.14 2.556 8.19 0.673 0.2319
S 11 5.32 0.204699 0.45647 4.66 1.922 6.49 0.860 0.1745
S 12 7.03 0.308177 4.57077 6.05 2.765 7.05 1.140 0.0723
S 13 2.90 0.018180 -2.44895 4.06 1.923 7.88 0.431 0.3198
S 14 5.38 0.104454 8.07645 8.21 5.021 12.12 0.780 0.1730
S 15 3.74 0.057825 0.34273 5.10 2.656 8.74 0.558 0.2701
S 16 5.81 0.097182 11.53560 9.69 6.226 14.07 0.822 0.1476
S 17 6.51 0.269427 3.83196 5.87 2.720 7.27 1.048 0.1036
S 18 5.40 0.064760 11.07532 9.60 6.241 14.34 0.748 0.1725
S 19 5.01 0.061785 8.66785 8.60 5.445 13.10 0.702 0.1953
S 20 4.95 0.062208 8.21873 8.41 5.291 12.86 0.696 0.1989
S 21 6.12 0.095813 13.68357 10.60 6.958 15.23 0.854 0.1299
S 22 5.41 0.106446 8.10813 8.21 5.021 12.10 0.784 0.1714
S 23 2.99 0.005542 -0.94601 4.73 2.497 8.87 0.429 0.3149
S 24 3.39 -0.013447 3.13338 6.52 3.973 11.34 0.457 0.2917
S 25 3.29 -0.092493 8.15606 8.90 6.084 15.25 0.378 0.2990
S 26 3.20 -0.004719 1.23015 5.68 3.285 10.19 0.444 0.3026
S 27 4.88 0.087695 5.90460 7.35 4.376 11.23 0.710 0.2026
S 28 4.62 0.034175 8.04097 8.43 5.379 13.20 0.635 0.2185
S 29 3.60 -0.090664 10.15451 9.73 6.749 16.29 0.414 0.2805
S 30 4.56 0.093985 3.32014 6.24 3.471 9.75 0.680 0.2210
S 31 5.05 0.033011 11.01220 9.68 6.387 14.80 0.682 0.1935
S 32 4.82 0.041546 8.84506 8.74 5.611 13.51 0.664 0.2068
S 33 5.39 0.100304 8.42366 8.37 5.160 12.37 0.777 0.1726
S 34 6.27 0.182244 8.51877 8.13 4.760 11.13 0.946 0.1191
S 35 5.86 0.100205 11.64888 9.73 6.248 14.08 0.830 0.1447
S 36 4.61 0.106079 2.75454 5.96 3.216 9.26 0.696 0.2181
S 37 4.96 0.063532 8.22119 8.40 5.285 12.84 0.698 0.1980
S 38 7.48 0.269985 10.33958 8.61 4.913 10.72 1.156 0.0468
S 39 4.64 0.056130 6.58819 7.74 4.773 12.09 0.656 0.2170
S 40 4.18 0.071257 2.34875 5.90 3.263 9.59 0.618 0.2440
S 41 3.93 0.092725 -0.90938 4.46 2.050 7.52 0.608 0.2584
S 42 4.16 0.167648 -4.72494 2.60 0.368 4.32 0.699 0.2433
S 43 4.96 0.057246 8.62720 8.60 5.455 13.15 0.692 0.1986
S 44 4.37 0.100451 1.52822 5.46 2.832 8.70 0.664 0.2323
S 45 4.49 0.067096 4.75941 6.93 4.098 10.94 0.649 0.2258
S 46 4.41 0.066650 4.23748 6.71 3.924 10.67 0.639 0.2306
S 47 4.74 0.104347 3.73611 6.38 3.557 9.81 0.708 0.2107
S 48 4.45 0.082979 3.33884 6.28 3.535 9.94 0.658 0.2279
S 49 3.85 0.092287 -1.36871 4.26 1.897 7.29 0.600 0.2627
S 50 6.27 0.279336 1.48774 4.84 1.877 5.87 1.030 0.1176
S 51 4.76 0.085000 5.29722 7.10 4.185 10.95 0.694 0.2096
S 52 3.52 0.083264 -2.94638 3.63 1.413 6.59 0.556 0.2822
S 53 4.84 0.063854 7.35706 8.04 4.992 12.37 0.685 0.2053
S 54 3.91 0.109121 -2.22262 3.85 1.521 6.57 0.621 0.2593
S 55 3.10 0.062400 -4.27696 3.14 1.073 6.21 0.491 0.3072
S 56 4.12 0.092484 0.44393 5.03 2.508 8.25 0.630 0.2469
S 57 6.65 0.363584 -2.04772 3.07 0.240 2.66 1.144 0.0940
S 58 4.57 0.153070 -0.93910 4.24 1.723 6.56 0.732 0.2199
S 59 4.42 0.112882 0.94441 5.17 2.570 8.19 0.680 0.2294
S 60 4.12 0.117586 -1.36170 4.18 1.767 6.89 0.652 0.2464
S 61 1.68 -0.041526 -6.41960 2.58 0.898 6.70 0.243 0.3926
S 62 4.79 0.058492 7.41829 8.08 5.040 12.49 0.675 0.2083
S 63 4.06 0.069418 1.65362 5.61 3.038 9.25 0.603 0.2512
S 64 5.77 0.206886 3.31117 5.85 2.873 7.97 0.911 0.1484
S 65 3.98 0.065812 1.38319 5.51 2.965 9.17 0.591 0.2559
S 66 5.39 0.100725 8.40049 8.36 5.150 12.35 0.777 0.1726
S 67 3.31 0.000241 1.59191 5.82 3.381 10.31 0.460 0.2963
S 68 3.80 0.031638 2.64593 6.16 3.571 10.37 0.542 0.2669
S 69 3.18 0.010380 -0.00426 5.11 2.789 9.30 0.455 0.3036
S 70 3.58 0.016018 2.26124 6.05 3.524 10.42 0.503 0.2803
S 71 3.92 0.081169 -0.08391 4.84 2.390 8.14 0.598 0.2587
S 72 3.62 0.085761 -2.46963 3.82 1.560 6.80 0.569 0.2765
S 73 6.16 0.267287 1.63669 4.95 1.990 6.13 1.008 0.1240
S 74 4.64 0.067982 5.67713 7.32 4.403 11.41 0.666 0.2172
S 75 6.15 0.088918 14.39420 10.92 7.234 15.72 0.852 0.1282
S 76 5.66 0.146598 6.91424 7.58 4.407 10.84 0.847 0.1559
S 77 3.49 -0.037842 5.54486 7.61 4.915 13.01 0.447 0.2865
S 78 3.41 0.070268 -2.78287 3.74 1.536 6.88 0.532 0.2892
S 79 3.43 0.072635 -2.83925 3.71 1.505 6.81 0.536 0.2881
S 80 3.92 0.081907 -0.14726 4.81 2.364 8.10 0.599 0.2588
S 81 6.23 0.273613 1.64235 4.93 1.959 6.04 1.021 0.1199
S 82 3.63 0.072171 -1.41273 4.31 1.989 7.58 0.558 0.2760
S 83 2.86 0.005158 -1.77418 4.38 2.219 8.44 0.415 0.3223
S 84 4.10 0.052703 3.17024 6.31 3.637 10.32 0.593 0.2488
S 85 7.77 0.336912 7.48878 7.18 3.599 8.15 1.246 0.0285
S 86 4.69 0.052612 7.17880 8.00 4.991 12.45 0.659 0.2141
S 87 3.49 0.090002 -3.68339 3.30 1.128 6.09 0.557 0.2843
S 88 1.71 -0.059608 -4.92909 3.27 1.496 7.78 0.231 0.3914
S 89 5.34 0.117947 6.82247 7.63 4.526 11.24 0.787 0.1752
S 90 5.38 0.118432 7.08774 7.74 4.613 11.37 0.792 0.1725
S 91 4.31 0.055757 4.34031 6.79 4.016 10.90 0.619 0.2367
S 92 5.25 0.070574 9.61372 8.97 5.718 13.47 0.736 0.1814
S 93 3.85 0.091571 -1.34161 4.28 1.910 7.31 0.599 0.2629
S 94 4.32 0.049677 4.85895 7.03 4.223 11.27 0.615 0.2361
S 95 4.48 0.097038 2.49489 5.88 3.176 9.27 0.673 0.2261
S 96 4.20 0.099622 0.43529 5.00 2.468 8.13 0.645 0.2423
S 97 4.61 0.142878 0.12499 4.72 2.135 7.29 0.728 0.2172
S 98 4.61 0.042025 7.36828 8.12 5.110 12.72 0.640 0.2193
S 99 5.10 0.067643 8.87096 8.66 5.482 13.12 0.717 0.1898
S 100 4.14 0.105702 -0.41751 4.62 2.148 7.58 0.643 0.2458
S 101 4.29 0.146142 -2.32738 3.68 1.291 5.93 0.695 0.2364
S 102 5.01 0.090880 6.59053 7.62 4.591 11.54 0.728 0.1946
S 103 2.63 -0.052961 0.83927 5.68 3.407 10.74 0.339 0.3370
S 104 4.42 0.059958 4.81500 6.98 4.154 11.08 0.635 0.2299
S 105 4.01 0.068807 1.37834 5.50 2.948 9.12 0.597 0.2540
S 106 3.64 0.089728 -2.62674 3.74 1.486 6.66 0.574 0.2753
S 107 5.45 0.069099 11.10824 9.60 6.230 14.28 0.757 0.1694
S 108 2.49 0.026627 -5.84483 2.60 0.733 5.94 0.392 0.3438
S 109 3.12 0.017744 -0.92775 4.70 2.439 8.69 0.455 0.3069
S 110 4.97 0.223219 -3.26523 3.03 0.568 4.22 0.837 0.1949
S 111 2.86 0.052298 -5.21172 2.78 0.811 5.87 0.455 0.3218
S 112 2.72 0.007600 -2.93723 3.89 1.814 7.78 0.401 0.3308
S 113 5.16 0.039056 11.32044 9.79 6.459 14.87 0.699 0.1869
S 114 6.19 0.062774 16.58272 11.93 8.110 17.29 0.834 0.1260
S 115 4.76 0.068325 6.50478 7.66 4.680 11.85 0.680 0.2099
S 116 5.36 0.079019 9.78871 9.01 5.732 13.43 0.756 0.1745
S 117 2.29 -0.064437 -0.61454 5.11 2.977 10.15 0.291 0.3570
S 118 5.17 0.078806 8.50618 8.47 5.301 12.75 0.734 0.1857
S 119 8.50 0.260032 17.93687 11.84 7.529 14.92 1.260 -0.0127
S 120 4.34 0.066210 3.81273 6.54 3.783 10.45 0.632 0.2346
S 121 4.08 0.102394 -0.56028 4.57 2.117 7.56 0.634 0.2492
S 122 8.89 0.272053 19.75542 12.57 8.079 15.69 1.314 -0.0362
S 123 6.54 0.113463 15.30001 11.22 7.411 15.82 0.917 0.1045
S 124 2.60 -0.050943 0.47399 5.52 3.273 10.52 0.337 0.3389
S 125 3.87 0.039536 2.55451 6.09 3.499 10.20 0.556 0.2626
S 126 2.86 0.020653 -2.92730 3.85 1.749 7.58 0.428 0.3223
S 127 3.94 0.071316 0.75958 5.23 2.726 8.75 0.592 0.2578
S 128 2.86 -0.023735 0.27748 5.35 3.064 9.98 0.389 0.3231
S 129 5.33 0.220342 -0.63484 4.15 1.471 5.66 0.874 0.1739
S 130 4.07 0.070732 1.65733 5.61 3.032 9.23 0.606 0.2503
S 131 3.52 0.084424 -3.07083 3.57 1.365 6.51 0.556 0.2825
S 132 5.02 0.138812 3.17317 6.02 3.185 8.97 0.770 0.1934
S 133 6.44 0.287655 1.99699 5.03 2.005 6.01 1.055 0.1078
S 134 4.84 0.101659 4.65662 6.77 3.881 10.34 0.718 0.2044
S 135 5.22 0.220428 -1.37066 3.84 1.222 5.27 0.862 0.1803
S 136 3.16 0.025668 -1.27001 4.53 2.281 8.39 0.465 0.3047
S 137 6.45 0.283322 2.40312 5.22 2.165 6.29 1.053 0.1071
S 138 4.20 0.122364 -1.19351 4.24 1.798 6.91 0.665 0.2418
S 139 4.48 0.125202 0.49893 4.94 2.354 7.76 0.698 0.2253
S 140 6.51 0.219215 7.41030 7.54 4.192 9.96 1.004 0.1049
S 141 5.22 0.041151 11.57070 9.89 6.533 14.97 0.707 0.1834
S 142 8.65 0.268744 18.31960 11.98 7.612 14.98 1.284 -0.0216
S 143 3.57 0.081307 -2.48599 3.83 1.578 6.87 0.559 0.2795
S 144 5.38 0.158536 4.20204 6.39 3.429 9.21 0.827 0.1718
S 145 5.93 0.290509 -1.65686 3.48 0.757 4.02 1.001 0.1376
S 146 3.17 0.092976 -6.06283 2.28 0.310 4.78 0.525 0.3030
S 147 3.92 0.179072 -7.15628 1.53 -0.512 2.85 0.683 0.2571
S 148 4.23 0.077515 2.22160 5.83 3.187 9.43 0.629 0.2411
S 149 4.48 0.140258 -0.56418 4.44 1.916 6.96 0.711 0.2249
S 150 2.62 0.013846 -4.03667 3.40 1.410 7.10 0.396 0.3363
S 151 4.16 0.113598 -0.84864 4.41 1.961 7.23 0.652 0.2445
E.nitens NW-NE NW-SE SE-SW SW-NW Expected_Diversity
S 1 -0.30850 -0.0743 -0.29561 0.3880 0.98191 2.0691
S 2 0.06910 0.2393 0.29676 0.2713 0.19270 1.3380
S 3 0.15203 0.2829 0.42408 0.2822 0.01081 1.4266
S 4 -0.20923 0.0353 -0.13690 0.3179 0.78367 1.6087
S 5 0.11635 0.1854 0.36066 0.3917 0.06231 2.1656
S 6 0.07364 0.1530 0.29400 0.4004 0.15263 2.2177
S 7 -0.10016 0.1472 0.03653 0.2534 0.56294 1.1876
S 8 -0.02677 0.1058 0.14045 0.3790 0.37478 2.0552
S 9 -0.14662 0.1889 -0.02754 0.1513 0.68733 0.4851
S 10 0.09491 0.3131 0.34298 0.1874 0.15655 0.7717
S 11 -0.03471 0.2646 0.14612 0.1417 0.44759 0.4384
S 12 -0.21178 0.1436 -0.12879 0.1587 0.82652 0.5241
S 13 0.24962 0.4154 0.58282 0.1774 -0.17568 0.7299
S 14 0.04722 0.2087 0.26107 0.2960 0.23423 1.5027
S 15 0.17240 0.3509 0.46164 0.2018 -0.01440 0.8829
S 16 0.03072 0.1613 0.23150 0.3500 0.25725 1.8672
S 17 -0.15166 0.1770 -0.03630 0.1641 0.69525 0.5713
S 18 0.07980 0.1868 0.30682 0.3568 0.14950 1.9223
S 19 0.10257 0.2245 0.34459 0.3227 0.10828 1.6935
S 20 0.10544 0.2309 0.34954 0.3159 0.10366 1.6478
S 21 0.01606 0.1300 0.20641 0.3821 0.28141 2.0838
S 22 0.04418 0.2071 0.25640 0.2956 0.24090 1.4997
S 23 0.25576 0.4003 0.59024 0.2049 -0.19539 0.9177
S 24 0.25093 0.3504 0.57763 0.2729 -0.20090 1.3798
S 25 0.32315 0.3210 0.68113 0.3801 -0.38220 2.1216
S 26 0.25337 0.3737 0.58379 0.2412 -0.19874 1.1646
S 27 0.08752 0.2508 0.32523 0.2711 0.15292 1.3400
S 28 0.14618 0.2497 0.41180 0.3251 0.01342 1.7172
S 29 0.30515 0.2901 0.65115 0.4087 -0.34999 2.3135
S 30 0.09864 0.2857 0.34549 0.2304 0.13841 1.0650
S 31 0.12487 0.2061 0.37553 0.3693 0.04912 2.0146
S 32 0.12962 0.2335 0.38555 0.3338 0.04718 1.7738
S 33 0.05037 0.2059 0.26541 0.3029 0.22582 1.5499
S 34 -0.06543 0.1573 0.08897 0.2698 0.48398 1.3051
S 35 0.02560 0.1579 0.22356 0.3504 0.26823 1.8690
S 36 0.08602 0.2872 0.32701 0.2170 0.16883 0.9716
S 37 0.10356 0.2301 0.34668 0.3153 0.10785 1.6440
S 38 -0.20269 0.0796 -0.12238 0.2596 0.78319 1.2129
S 39 0.12656 0.2588 0.38380 0.2944 0.06301 1.5055
S 40 0.13805 0.3133 0.40676 0.2257 0.05428 1.0395
S 41 0.13306 0.3495 0.40335 0.1687 0.07843 0.6508
S 42 0.05731 0.3633 0.29293 0.0810 0.26280 0.0412
S 43 0.10925 0.2277 0.35482 0.3240 0.09352 1.7036
S 44 0.10339 0.3087 0.35504 0.2013 0.13495 0.8678
S 45 0.12528 0.2797 0.38421 0.2629 0.07317 1.2907
S 46 0.12994 0.2878 0.39197 0.2554 0.06486 1.2405
S 47 0.08088 0.2735 0.31791 0.2322 0.17640 1.0740
S 48 0.11395 0.2918 0.36878 0.2353 0.10415 1.1010
S 49 0.13722 0.3566 0.41028 0.1621 0.07098 0.6068
S 50 -0.14748 0.2062 -0.02691 0.1254 0.69526 0.3088
S 51 0.09599 0.2614 0.33892 0.2633 0.13642 1.2883
S 52 0.16207 0.3853 0.45015 0.1427 0.02179 0.4788
S 53 0.10978 0.2428 0.35726 0.3025 0.09741 1.5575
S 54 0.12018 0.3597 0.38542 0.1425 0.11245 0.4701
S 55 0.20164 0.4172 0.51212 0.1319 -0.06125 0.4120
S 56 0.12295 0.3295 0.38622 0.1887 0.09560 0.7853
S 57 -0.23848 0.2104 -0.16093 0.0379 0.91257 -0.3020
S 58 0.04856 0.3152 0.27471 0.1429 0.26724 0.4607
S 59 0.09045 0.3102 0.33608 0.1875 0.16619 0.7715
S 60 0.10164 0.3419 0.35610 0.1516 0.15039 0.5290
S 61 0.36411 0.5091 0.76227 0.1441 -0.41547 0.5226
S 62 0.11684 0.2450 0.36793 0.3057 0.08141 1.5802
S 63 0.14600 0.3247 0.41975 0.2162 0.03931 0.9765
S 64 -0.05982 0.2208 0.10421 0.1828 0.49226 0.7138
S 65 0.15315 0.3308 0.43099 0.2138 0.02442 0.9609
S 66 0.04995 0.2060 0.26481 0.3023 0.22683 1.5463
S 67 0.24361 0.3655 0.56847 0.2444 -0.17840 1.1850
S 68 0.19139 0.3317 0.48759 0.2467 -0.06600 1.1918
S 69 0.24170 0.3835 0.56761 0.2167 -0.16775 0.9958
S 70 0.21629 0.3464 0.52601 0.2476 -0.12007 1.2022
S 71 0.14291 0.3439 0.41729 0.1857 0.05314 0.7683
S 72 0.15488 0.3768 0.43859 0.1487 0.03593 0.5182
S 73 -0.13171 0.2109 -0.00309 0.1327 0.65946 0.3609
S 74 0.11695 0.2655 0.37035 0.2760 0.08810 1.3787
S 75 0.02026 0.1234 0.21188 0.3955 0.26921 2.1754
S 76 -0.00299 0.2018 0.18612 0.2612 0.35097 1.2571
S 77 0.26657 0.3285 0.59834 0.3186 -0.24544 1.6939
S 78 0.17906 0.3904 0.47581 0.1506 -0.01679 0.5353
S 79 0.17617 0.3899 0.47148 0.1488 -0.01012 0.5224
S 80 0.14237 0.3444 0.41654 0.1845 0.05461 0.7597
S 81 -0.14064 0.2072 -0.01669 0.1301 0.67937 0.3419
S 82 0.16581 0.3689 0.45387 0.1699 0.00732 0.6648
S 83 0.26269 0.4129 0.60186 0.1928 -0.20757 0.8370
S 84 0.15776 0.3117 0.43571 0.2456 0.00699 1.1783
S 85 -0.27465 0.0835 -0.22829 0.1895 0.95527 0.7234
S 86 0.12694 0.2520 0.38362 0.3046 0.05980 1.5748
S 87 0.15830 0.3925 0.44536 0.1290 0.03315 0.3850
S 88 0.37799 0.4973 0.78149 0.1737 -0.45241 0.7261
S 89 0.03795 0.2196 0.24858 0.2719 0.25992 1.3369
S 90 0.03522 0.2154 0.24408 0.2756 0.26496 1.3616
S 91 0.14444 0.2925 0.41392 0.2615 0.03207 1.2844
S 92 0.08292 0.2053 0.31346 0.3329 0.14837 1.7598
S 93 0.13802 0.3566 0.41146 0.1628 0.06909 0.6117
S 94 0.14897 0.2883 0.42016 0.2717 0.01987 1.3546
S 95 0.10072 0.2962 0.34973 0.2170 0.13705 0.9740
S 96 0.11299 0.3255 0.37107 0.1856 0.11787 0.7623
S 97 0.05465 0.3052 0.28263 0.1628 0.24938 0.5975
S 98 0.14035 0.2552 0.40379 0.3118 0.02912 1.6264
S 99 0.09277 0.2181 0.32941 0.3232 0.12934 1.6954
S 100 0.11104 0.3347 0.36919 0.1705 0.12564 0.6592
S 101 0.06900 0.3399 0.30764 0.1254 0.22713 0.3449
S 102 0.07775 0.2387 0.30947 0.2798 0.17199 1.3979
S 103 0.32413 0.4074 0.69204 0.2558 -0.35517 1.2757
S 104 0.13488 0.2830 0.39875 0.2667 0.05153 1.3183
S 105 0.14898 0.3292 0.42465 0.2124 0.03375 0.9512
S 106 0.15053 0.3769 0.43216 0.1447 0.04629 0.4903
S 107 0.07346 0.1839 0.29712 0.3555 0.16354 1.9121
S 108 0.26398 0.4612 0.60905 0.1239 -0.19417 0.3680
S 109 0.23849 0.3930 0.56391 0.2000 -0.15690 0.8816
S 110 -0.03199 0.3095 0.15507 0.0791 0.45636 0.0131
S 111 0.22304 0.4370 0.54591 0.1224 -0.10530 0.3509
S 112 0.26825 0.4288 0.61181 0.1747 -0.21532 0.7144
S 113 0.11400 0.1980 0.35859 0.3713 0.07216 2.0263
S 114 0.04007 0.1058 0.23924 0.4387 0.21622 2.4729
S 115 0.11008 0.2530 0.35882 0.2881 0.10014 1.4594
S 116 0.06971 0.1978 0.29312 0.3319 0.17716 1.7509
S 117 0.35146 0.4357 0.73554 0.2392 -0.41041 1.1675
S 118 0.07991 0.2171 0.31030 0.3131 0.15951 1.6248
S 119 -0.24736 -0.0280 -0.20019 0.3756 0.85262 1.9948
S 120 0.13384 0.2943 0.39845 0.2494 0.05785 1.1999
S 121 0.11679 0.3387 0.37813 0.1698 0.11337 0.6553
S 122 -0.27828 -0.0621 -0.24961 0.3973 0.91440 2.1372
S 123 -0.02120 0.0958 0.14759 0.3985 0.35816 2.1888
S 124 0.32411 0.4117 0.69249 0.2495 -0.35368 1.2333
S 125 0.18100 0.3285 0.47190 0.2421 -0.04245 1.1582
S 126 0.24984 0.4211 0.58377 0.1693 -0.17426 0.6749
S 127 0.15024 0.3369 0.42736 0.2023 0.03342 0.8822
S 128 0.28743 0.3989 0.63688 0.2352 -0.27098 1.1294
S 129 -0.04825 0.2719 0.12691 0.1190 0.48219 0.2820
S 130 0.14413 0.3239 0.41690 0.2157 0.04348 0.9728
S 131 0.16140 0.3865 0.44929 0.1404 0.02378 0.4629
S 132 0.03683 0.2621 0.25156 0.2094 0.27701 0.9114
S 133 -0.16309 0.1938 -0.05134 0.1294 0.72809 0.3334
S 134 0.07755 0.2613 0.31165 0.2468 0.18017 1.1733
S 135 -0.04269 0.2828 0.13632 0.1082 0.47271 0.2090
S 136 0.23000 0.3935 0.55143 0.1916 -0.13658 0.8232
S 137 -0.16014 0.1903 -0.04738 0.1372 0.71988 0.3869
S 138 0.09364 0.3367 0.34369 0.1520 0.16760 0.5308
S 139 0.07658 0.3098 0.31554 0.1758 0.19891 0.6893
S 140 -0.10878 0.1525 0.02438 0.2379 0.58521 1.0808
S 141 0.10913 0.1931 0.35084 0.3741 0.08204 2.0445
S 142 -0.26255 -0.0388 -0.22381 0.3776 0.88500 2.0056
S 143 0.16127 0.3796 0.44833 0.1503 0.02175 0.5304
S 144 0.00119 0.2353 0.19597 0.2162 0.35247 0.9519
S 145 -0.13889 0.2467 -0.00979 0.0745 0.68864 -0.0367
S 146 0.17249 0.4262 0.47003 0.0928 0.01096 0.1406
S 147 0.06004 0.3929 0.30021 0.0404 0.26641 -0.2346
S 148 0.13025 0.3116 0.39503 0.2212 0.07222 1.0075
S 149 0.06365 0.3170 0.29722 0.1538 0.23204 0.5375
S 150 0.26796 0.4416 0.61280 0.1559 -0.21030 0.5864
S 151 0.10328 0.3366 0.35793 0.1608 0.14468 0.5921
$bvec
Diversity
Shrubs 0.02590
Stumps -0.06712
Stags 0.21395
Bark 0.15296
Habitat 0.19508
BAcacia 0.10622
E.regnans -0.01579
E.delegatensis -0.00928
E.nitens 0.03949
NW-NE -0.00115
NW-SE 0.03892
SE-SW 0.06605
SW-NW -0.12792
PLSbiplot1 documentation built on May 2, 2019, 9:41 a.m.
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Description Usage Arguments Value Author(s) Examples
Description
Takes in a set of predictor variables and a set of response variables and produces a PLS biplot for the (univariate) GLMs.
Usage
1 2 |
Arguments
X |
A (NxP) predictor matrix |
y |
A (Nx1) response vector |
algorithm |
The PLS.GLM algorithm |
ax.tickvec.X |
tick marker length for each X-variable axis in the biplot |
ax.tickvec.y |
tick marker length for the y-variable axis in the biplot |
ax.tickvec.b |
(purple) tick marker length for the y-variable axis in the biplot |
... |
Other arguments. Currently ignored |
Value
The PLS biplot of a GLM of D=[X y] with some parameters
Author(s)
Opeoluwa F. Oyedele and Sugnet Gardner-Lubbe
Examples
1 2 3 4 5 6 7 8 | if(require(robustbase))
possum.mat #data matrix
y = as.matrix(possum.mat[,1], ncol=1)
dimnames(y) = list(paste("S", 1:nrow(possum.mat), seq=""), "Diversity")
X = as.matrix(possum.mat[,2:14], ncol=13)
dimnames(X) = list(paste("S", 1:nrow(possum.mat), seq=""), colnames(possum.mat[,2:14]))
PLS.GLM.biplot(X, y, algorithm=PLS.GLM, ax.tickvec.X=rep(5,ncol(X)),
ax.tickvec.y=10, ax.tickvec.b=7)
|
Example output
Loading required package: robustbase
Diversity Shrubs Stumps Stags Bark Habitat BAcacia E.regnans
[1,] 3 6 1 12 29 9 31 1
[2,] 2 5 0 15 12 2 4 1
[3,] 1 7 0 6 26 2 8 1
[4,] 2 6 0 14 16 8 16 1
[5,] 3 5 0 16 11 8 20 0
[6,] 2 3 0 16 6 10 31 1
[7,] 3 6 0 9 10 8 16 0
[8,] 2 13 0 20 4 8 17 1
[9,] 0 5 0 7 13 3 0 1
[10,] 0 8 0 4 9 1 8 1
[11,] 1 11 1 6 3 2 8 1
[12,] 1 16 0 5 3 6 9 1
[13,] 0 8 0 4 11 1 11 0
[14,] 4 9 0 6 14 7 0 1
[15,] 2 4 0 4 8 1 25 1
[16,] 3 9 0 10 13 7 16 1
[17,] 1 11 0 6 17 1 7 1
[18,] 3 8 0 11 8 9 23 1
[19,] 3 4 0 11 7 8 19 1
[20,] 1 8 0 4 12 9 13 1
[21,] 2 1 0 16 5 10 21 1
[22,] 2 3 1 8 9 8 23 0
[23,] 2 3 0 10 15 1 0 0
[24,] 3 5 0 9 16 2 16 0
[25,] 4 3 0 7 16 8 20 0
[26,] 2 4 0 10 14 2 5 0
[27,] 1 5 0 15 18 0 1 1
[28,] 1 2 0 5 4 9 33 0
[29,] 2 6 0 7 22 10 3 0
[30,] 3 1 0 10 11 2 4 1
[31,] 3 5 0 11 11 9 17 0
[32,] 3 3 0 8 17 7 13 1
[33,] 2 5 0 8 9 7 13 1
[34,] 3 21 1 3 23 4 3 1
[35,] 4 5 0 14 9 8 12 1
[36,] 0 3 0 5 5 4 13 1
[37,] 2 4 0 8 6 9 20 1
[38,] 0 3 0 14 7 8 15 1
[39,] 2 2 0 11 9 6 15 1
[40,] 1 6 0 2 7 6 11 1
[41,] 0 11 0 1 7 3 11 1
[42,] 0 11 1 1 5 1 1 1
[43,] 3 5 0 7 8 8 27 1
[44,] 0 5 0 2 9 2 15 1
[45,] 2 3 0 7 5 7 15 1
[46,] 2 5 0 7 5 5 23 1
[47,] 1 10 0 1 11 3 17 1
[48,] 2 15 0 6 9 3 13 1
[49,] 1 8 0 8 5 1 9 1
[50,] 1 5 0 6 8 3 4 1
[51,] 2 9 0 6 7 7 16 1
[52,] 1 7 0 5 5 1 2 1
[53,] 1 8 0 6 9 7 22 1
[54,] 0 3 0 0 3 1 17 1
[55,] 1 0 0 0 6 1 12 1
[56,] 0 11 0 2 7 4 11 1
[57,] 0 11 1 0 10 1 3 1
[58,] 1 10 1 1 15 2 4 1
[59,] 3 8 0 3 8 2 7 1
[60,] 1 6 0 2 6 2 0 1
[61,] 1 4 0 2 4 2 3 0
[62,] 2 2 0 6 7 7 39 1
[63,] 1 5 0 3 7 5 11 1
[64,] 2 2 0 4 6 6 23 0
[65,] 3 1 0 3 6 4 28 1
[66,] 1 8 0 4 10 7 19 1
[67,] 0 1 0 5 6 6 17 0
[68,] 2 1 0 2 7 5 24 0
[69,] 1 0 0 3 5 6 20 0
[70,] 2 2 0 4 4 8 20 0
[71,] 1 7 0 4 5 4 5 1
[72,] 1 5 0 2 7 3 3 1
[73,] 1 3 0 2 8 3 19 1
[74,] 2 0 0 10 6 7 19 1
[75,] 5 7 0 16 14 7 19 1
[76,] 1 3 1 10 7 8 20 1
[77,] 1 6 0 4 12 6 16 0
[78,] 1 0 0 3 4 3 5 1
[79,] 1 4 0 2 7 2 3 1
[80,] 1 8 0 2 9 3 12 1
[81,] 0 4 0 2 8 4 11 1
[82,] 1 5 0 2 8 3 3 1
[83,] 1 1 0 3 4 4 17 0
[84,] 1 6 0 1 14 4 17 1
[85,] 0 4 1 6 12 7 16 1
[86,] 0 8 0 8 18 5 7 1
[87,] 0 4 0 2 5 3 0 1
[88,] 2 2 0 4 6 2 0 0
[89,] 3 7 0 12 5 6 4 1
[90,] 0 7 0 13 5 6 3 1
[91,] 2 1 0 3 7 7 21 1
[92,] 4 2 0 14 6 9 20 1
[93,] 2 7 0 2 5 4 7 1
[94,] 2 1 0 4 9 6 24 1
[95,] 0 5 0 0 9 3 21 1
[96,] 1 0 0 2 5 3 15 1
[97,] 0 2 0 3 5 5 13 0
[98,] 2 1 0 14 3 7 19 0
[99,] 2 1 0 29 6 4 1 1
[100,] 0 0 0 2 2 3 16 1
[101,] 0 14 0 4 0 1 0 1
[102,] 3 0 0 6 6 6 25 1
[103,] 1 8 0 3 9 5 16 0
[104,] 2 3 0 8 6 5 24 1
[105,] 1 3 0 4 5 5 13 1
[106,] 0 4 0 7 5 2 0 1
[107,] 3 15 0 20 18 4 0 1
[108,] 1 0 0 4 3 3 0 0
[109,] 0 2 0 11 3 4 1 0
[110,] 2 2 0 5 3 2 7 0
[111,] 1 0 0 1 3 2 1 0
[112,] 0 1 0 2 5 4 9 0
[113,] 2 1 0 27 7 6 7 0
[114,] 5 9 0 24 16 8 17 1
[115,] 2 5 0 9 10 6 20 1
[116,] 1 10 0 18 13 6 5 1
[117,] 2 3 0 3 5 5 15 0
[118,] 1 2 0 20 4 7 13 1
[119,] 4 2 0 25 8 10 23 1
[120,] 2 0 0 4 6 7 23 1
[121,] 0 11 0 4 4 4 5 1
[122,] 4 12 0 30 15 8 8 1
[123,] 5 10 0 24 9 8 4 1
[124,] 3 7 0 8 5 5 4 0
[125,] 0 1 1 4 7 6 16 0
[126,] 1 3 0 6 3 4 0 0
[127,] 0 2 0 5 4 5 9 1
[128,] 2 3 0 3 6 5 5 0
[129,] 0 1 0 5 4 5 4 0
[130,] 2 1 0 2 6 6 19 1
[131,] 0 7 0 3 5 2 0 1
[132,] 0 3 0 5 6 6 19 0
[133,] 2 6 0 7 5 4 4 1
[134,] 0 2 0 4 5 6 17 1
[135,] 0 1 0 5 3 4 8 0
[136,] 1 3 0 4 4 6 7 0
[137,] 0 6 0 4 7 5 4 1
[138,] 0 11 0 1 8 1 1 1
[139,] 3 9 0 4 5 3 0 1
[140,] 0 1 0 23 4 6 3 0
[141,] 3 1 0 25 4 7 15 0
[142,] 3 6 0 31 10 8 13 1
[143,] 1 5 0 0 4 2 23 1
[144,] 2 8 1 8 3 7 12 1
[145,] 0 6 0 4 5 2 0 1
[146,] 0 2 0 4 2 1 0 1
[147,] 1 5 1 1 0 2 0 1
[148,] 2 4 0 3 6 6 17 1
[149,] 1 4 1 1 5 3 25 1
[150,] 0 5 0 1 4 2 16 0
[151,] 0 4 0 4 6 2 0 1
E.delegatensis E.nitens NW-NE NW-SE SE-SW SW-NW
[1,] 0 0 0 0 0 1
[2,] 0 0 0 0 1 0
[3,] 0 0 1 0 0 0
[4,] 0 0 0 0 0 1
[5,] 1 0 0 0 1 0
[6,] 0 0 0 1 0 0
[7,] 1 0 0 0 0 1
[8,] 0 0 0 0 1 0
[9,] 0 0 0 0 0 1
[10,] 0 0 0 0 1 0
[11,] 0 0 0 0 1 0
[12,] 0 0 0 0 0 1
[13,] 1 0 1 0 0 0
[14,] 0 0 0 0 1 0
[15,] 0 0 0 1 0 0
[16,] 0 0 0 0 1 0
[17,] 0 0 0 0 0 1
[18,] 0 0 0 1 0 0
[19,] 0 0 0 1 0 0
[20,] 0 0 0 1 0 0
[21,] 0 0 0 0 1 0
[22,] 1 0 0 0 1 0
[23,] 1 0 1 0 0 0
[24,] 1 0 0 1 0 0
[25,] 0 1 0 1 0 0
[26,] 1 0 0 1 0 0
[27,] 0 0 0 0 1 0
[28,] 1 0 0 0 1 0
[29,] 0 1 0 1 0 0
[30,] 0 0 0 0 1 0
[31,] 1 0 0 0 1 0
[32,] 0 0 0 1 0 0
[33,] 0 0 0 0 1 0
[34,] 0 0 0 0 1 0
[35,] 0 0 0 0 1 0
[36,] 0 0 0 0 1 0
[37,] 0 0 0 1 0 0
[38,] 0 0 0 0 0 1
[39,] 0 0 0 1 0 0
[40,] 0 0 0 1 0 0
[41,] 0 0 1 0 0 0
[42,] 0 0 0 1 0 0
[43,] 0 0 0 1 0 0
[44,] 0 0 0 0 1 0
[45,] 0 0 0 1 0 0
[46,] 0 0 0 1 0 0
[47,] 0 0 0 0 1 0
[48,] 0 0 0 1 0 0
[49,] 0 0 1 0 0 0
[50,] 0 0 0 0 0 1
[51,] 0 0 1 0 0 0
[52,] 0 0 0 1 0 0
[53,] 0 0 0 1 0 0
[54,] 0 0 0 0 1 0
[55,] 0 0 0 1 0 0
[56,] 0 0 1 0 0 0
[57,] 0 0 0 0 0 1
[58,] 0 0 1 0 0 0
[59,] 0 0 0 0 1 0
[60,] 0 0 0 0 1 0
[61,] 0 1 1 0 0 0
[62,] 0 0 1 0 0 0
[63,] 0 0 0 1 0 0
[64,] 1 0 0 0 0 1
[65,] 0 0 1 0 0 0
[66,] 0 0 0 0 1 0
[67,] 1 0 0 1 0 0
[68,] 1 0 0 0 1 0
[69,] 1 0 1 0 0 0
[70,] 1 0 1 0 0 0
[71,] 0 0 0 1 0 0
[72,] 0 0 1 0 0 0
[73,] 0 0 0 0 0 1
[74,] 0 0 1 0 0 0
[75,] 0 0 0 0 1 0
[76,] 0 0 1 0 0 0
[77,] 0 1 0 0 1 0
[78,] 0 0 0 1 0 0
[79,] 0 0 0 1 0 0
[80,] 0 0 1 0 0 0
[81,] 0 0 0 0 0 1
[82,] 0 0 0 1 0 0
[83,] 1 0 0 1 0 0
[84,] 0 0 0 1 0 0
[85,] 0 0 0 0 0 1
[86,] 0 0 0 1 0 0
[87,] 0 0 1 0 0 0
[88,] 0 1 0 1 0 0
[89,] 0 0 0 0 1 0
[90,] 0 0 0 0 1 0
[91,] 0 0 0 1 0 0
[92,] 0 0 1 0 0 0
[93,] 0 0 1 0 0 0
[94,] 0 0 0 1 0 0
[95,] 0 0 0 0 1 0
[96,] 0 0 0 0 1 0
[97,] 0 1 0 0 0 1
[98,] 1 0 0 0 1 0
[99,] 0 0 0 1 0 0
[100,] 0 0 0 0 1 0
[101,] 0 0 0 0 1 0
[102,] 0 0 0 0 1 0
[103,] 0 1 1 0 0 0
[104,] 0 0 0 1 0 0
[105,] 0 0 0 1 0 0
[106,] 0 0 1 0 0 0
[107,] 0 0 0 1 0 0
[108,] 1 0 1 0 0 0
[109,] 1 0 0 1 0 0
[110,] 1 0 0 0 0 1
[111,] 1 0 0 0 1 0
[112,] 1 0 0 1 0 0
[113,] 1 0 0 0 1 0
[114,] 0 0 1 0 0 0
[115,] 0 0 1 0 0 0
[116,] 0 0 1 0 0 0
[117,] 0 1 0 1 0 0
[118,] 0 0 1 0 0 0
[119,] 0 0 0 0 0 1
[120,] 0 0 1 0 0 0
[121,] 0 0 1 0 0 0
[122,] 0 0 0 0 0 1
[123,] 0 0 0 0 1 0
[124,] 0 1 0 1 0 0
[125,] 0 1 0 0 1 0
[126,] 1 0 0 1 0 0
[127,] 0 0 0 1 0 0
[128,] 0 1 0 0 1 0
[129,] 1 0 0 0 0 1
[130,] 0 0 1 0 0 0
[131,] 0 0 0 1 0 0
[132,] 0 1 0 0 0 1
[133,] 0 0 0 0 0 1
[134,] 0 0 0 0 1 0
[135,] 1 0 0 0 0 1
[136,] 1 0 1 0 0 0
[137,] 0 0 0 0 0 1
[138,] 0 0 0 0 1 0
[139,] 0 0 0 0 1 0
[140,] 1 0 0 0 0 1
[141,] 1 0 0 0 1 0
[142,] 0 0 0 0 0 1
[143,] 0 0 1 0 0 0
[144,] 0 0 0 1 0 0
[145,] 0 0 0 0 0 1
[146,] 0 0 1 0 0 0
[147,] 0 0 1 0 0 0
[148,] 0 0 1 0 0 0
[149,] 0 0 0 1 0 0
[150,] 1 0 0 1 0 0
[151,] 0 0 0 0 1 0
$D.hat
Shrubs Stumps Stags Bark Habitat BAcacia E.regnans E.delegatensis
S 1 9.12 0.293636 19.74359 12.49 7.962 15.35 1.358 -0.0500
S 2 5.05 0.098973 6.23869 7.45 4.429 11.23 0.738 0.1924
S 3 4.35 0.044405 5.42246 7.29 4.441 11.65 0.613 0.2346
S 4 7.85 0.255184 13.87894 10.15 6.185 12.83 1.184 0.0256
S 5 5.25 0.031023 12.47801 10.31 6.892 15.61 0.702 0.1821
S 6 5.68 0.054494 13.74128 10.76 7.195 15.91 0.770 0.1560
S 7 6.51 0.208913 8.16749 7.90 4.501 10.52 0.995 0.1049
S 8 6.49 0.123187 14.25318 10.75 7.006 15.11 0.919 0.1073
S 9 6.40 0.270450 2.99249 5.51 2.431 6.81 1.036 0.1102
S 10 4.37 0.110162 0.86054 5.14 2.556 8.19 0.673 0.2319
S 11 5.32 0.204699 0.45647 4.66 1.922 6.49 0.860 0.1745
S 12 7.03 0.308177 4.57077 6.05 2.765 7.05 1.140 0.0723
S 13 2.90 0.018180 -2.44895 4.06 1.923 7.88 0.431 0.3198
S 14 5.38 0.104454 8.07645 8.21 5.021 12.12 0.780 0.1730
S 15 3.74 0.057825 0.34273 5.10 2.656 8.74 0.558 0.2701
S 16 5.81 0.097182 11.53560 9.69 6.226 14.07 0.822 0.1476
S 17 6.51 0.269427 3.83196 5.87 2.720 7.27 1.048 0.1036
S 18 5.40 0.064760 11.07532 9.60 6.241 14.34 0.748 0.1725
S 19 5.01 0.061785 8.66785 8.60 5.445 13.10 0.702 0.1953
S 20 4.95 0.062208 8.21873 8.41 5.291 12.86 0.696 0.1989
S 21 6.12 0.095813 13.68357 10.60 6.958 15.23 0.854 0.1299
S 22 5.41 0.106446 8.10813 8.21 5.021 12.10 0.784 0.1714
S 23 2.99 0.005542 -0.94601 4.73 2.497 8.87 0.429 0.3149
S 24 3.39 -0.013447 3.13338 6.52 3.973 11.34 0.457 0.2917
S 25 3.29 -0.092493 8.15606 8.90 6.084 15.25 0.378 0.2990
S 26 3.20 -0.004719 1.23015 5.68 3.285 10.19 0.444 0.3026
S 27 4.88 0.087695 5.90460 7.35 4.376 11.23 0.710 0.2026
S 28 4.62 0.034175 8.04097 8.43 5.379 13.20 0.635 0.2185
S 29 3.60 -0.090664 10.15451 9.73 6.749 16.29 0.414 0.2805
S 30 4.56 0.093985 3.32014 6.24 3.471 9.75 0.680 0.2210
S 31 5.05 0.033011 11.01220 9.68 6.387 14.80 0.682 0.1935
S 32 4.82 0.041546 8.84506 8.74 5.611 13.51 0.664 0.2068
S 33 5.39 0.100304 8.42366 8.37 5.160 12.37 0.777 0.1726
S 34 6.27 0.182244 8.51877 8.13 4.760 11.13 0.946 0.1191
S 35 5.86 0.100205 11.64888 9.73 6.248 14.08 0.830 0.1447
S 36 4.61 0.106079 2.75454 5.96 3.216 9.26 0.696 0.2181
S 37 4.96 0.063532 8.22119 8.40 5.285 12.84 0.698 0.1980
S 38 7.48 0.269985 10.33958 8.61 4.913 10.72 1.156 0.0468
S 39 4.64 0.056130 6.58819 7.74 4.773 12.09 0.656 0.2170
S 40 4.18 0.071257 2.34875 5.90 3.263 9.59 0.618 0.2440
S 41 3.93 0.092725 -0.90938 4.46 2.050 7.52 0.608 0.2584
S 42 4.16 0.167648 -4.72494 2.60 0.368 4.32 0.699 0.2433
S 43 4.96 0.057246 8.62720 8.60 5.455 13.15 0.692 0.1986
S 44 4.37 0.100451 1.52822 5.46 2.832 8.70 0.664 0.2323
S 45 4.49 0.067096 4.75941 6.93 4.098 10.94 0.649 0.2258
S 46 4.41 0.066650 4.23748 6.71 3.924 10.67 0.639 0.2306
S 47 4.74 0.104347 3.73611 6.38 3.557 9.81 0.708 0.2107
S 48 4.45 0.082979 3.33884 6.28 3.535 9.94 0.658 0.2279
S 49 3.85 0.092287 -1.36871 4.26 1.897 7.29 0.600 0.2627
S 50 6.27 0.279336 1.48774 4.84 1.877 5.87 1.030 0.1176
S 51 4.76 0.085000 5.29722 7.10 4.185 10.95 0.694 0.2096
S 52 3.52 0.083264 -2.94638 3.63 1.413 6.59 0.556 0.2822
S 53 4.84 0.063854 7.35706 8.04 4.992 12.37 0.685 0.2053
S 54 3.91 0.109121 -2.22262 3.85 1.521 6.57 0.621 0.2593
S 55 3.10 0.062400 -4.27696 3.14 1.073 6.21 0.491 0.3072
S 56 4.12 0.092484 0.44393 5.03 2.508 8.25 0.630 0.2469
S 57 6.65 0.363584 -2.04772 3.07 0.240 2.66 1.144 0.0940
S 58 4.57 0.153070 -0.93910 4.24 1.723 6.56 0.732 0.2199
S 59 4.42 0.112882 0.94441 5.17 2.570 8.19 0.680 0.2294
S 60 4.12 0.117586 -1.36170 4.18 1.767 6.89 0.652 0.2464
S 61 1.68 -0.041526 -6.41960 2.58 0.898 6.70 0.243 0.3926
S 62 4.79 0.058492 7.41829 8.08 5.040 12.49 0.675 0.2083
S 63 4.06 0.069418 1.65362 5.61 3.038 9.25 0.603 0.2512
S 64 5.77 0.206886 3.31117 5.85 2.873 7.97 0.911 0.1484
S 65 3.98 0.065812 1.38319 5.51 2.965 9.17 0.591 0.2559
S 66 5.39 0.100725 8.40049 8.36 5.150 12.35 0.777 0.1726
S 67 3.31 0.000241 1.59191 5.82 3.381 10.31 0.460 0.2963
S 68 3.80 0.031638 2.64593 6.16 3.571 10.37 0.542 0.2669
S 69 3.18 0.010380 -0.00426 5.11 2.789 9.30 0.455 0.3036
S 70 3.58 0.016018 2.26124 6.05 3.524 10.42 0.503 0.2803
S 71 3.92 0.081169 -0.08391 4.84 2.390 8.14 0.598 0.2587
S 72 3.62 0.085761 -2.46963 3.82 1.560 6.80 0.569 0.2765
S 73 6.16 0.267287 1.63669 4.95 1.990 6.13 1.008 0.1240
S 74 4.64 0.067982 5.67713 7.32 4.403 11.41 0.666 0.2172
S 75 6.15 0.088918 14.39420 10.92 7.234 15.72 0.852 0.1282
S 76 5.66 0.146598 6.91424 7.58 4.407 10.84 0.847 0.1559
S 77 3.49 -0.037842 5.54486 7.61 4.915 13.01 0.447 0.2865
S 78 3.41 0.070268 -2.78287 3.74 1.536 6.88 0.532 0.2892
S 79 3.43 0.072635 -2.83925 3.71 1.505 6.81 0.536 0.2881
S 80 3.92 0.081907 -0.14726 4.81 2.364 8.10 0.599 0.2588
S 81 6.23 0.273613 1.64235 4.93 1.959 6.04 1.021 0.1199
S 82 3.63 0.072171 -1.41273 4.31 1.989 7.58 0.558 0.2760
S 83 2.86 0.005158 -1.77418 4.38 2.219 8.44 0.415 0.3223
S 84 4.10 0.052703 3.17024 6.31 3.637 10.32 0.593 0.2488
S 85 7.77 0.336912 7.48878 7.18 3.599 8.15 1.246 0.0285
S 86 4.69 0.052612 7.17880 8.00 4.991 12.45 0.659 0.2141
S 87 3.49 0.090002 -3.68339 3.30 1.128 6.09 0.557 0.2843
S 88 1.71 -0.059608 -4.92909 3.27 1.496 7.78 0.231 0.3914
S 89 5.34 0.117947 6.82247 7.63 4.526 11.24 0.787 0.1752
S 90 5.38 0.118432 7.08774 7.74 4.613 11.37 0.792 0.1725
S 91 4.31 0.055757 4.34031 6.79 4.016 10.90 0.619 0.2367
S 92 5.25 0.070574 9.61372 8.97 5.718 13.47 0.736 0.1814
S 93 3.85 0.091571 -1.34161 4.28 1.910 7.31 0.599 0.2629
S 94 4.32 0.049677 4.85895 7.03 4.223 11.27 0.615 0.2361
S 95 4.48 0.097038 2.49489 5.88 3.176 9.27 0.673 0.2261
S 96 4.20 0.099622 0.43529 5.00 2.468 8.13 0.645 0.2423
S 97 4.61 0.142878 0.12499 4.72 2.135 7.29 0.728 0.2172
S 98 4.61 0.042025 7.36828 8.12 5.110 12.72 0.640 0.2193
S 99 5.10 0.067643 8.87096 8.66 5.482 13.12 0.717 0.1898
S 100 4.14 0.105702 -0.41751 4.62 2.148 7.58 0.643 0.2458
S 101 4.29 0.146142 -2.32738 3.68 1.291 5.93 0.695 0.2364
S 102 5.01 0.090880 6.59053 7.62 4.591 11.54 0.728 0.1946
S 103 2.63 -0.052961 0.83927 5.68 3.407 10.74 0.339 0.3370
S 104 4.42 0.059958 4.81500 6.98 4.154 11.08 0.635 0.2299
S 105 4.01 0.068807 1.37834 5.50 2.948 9.12 0.597 0.2540
S 106 3.64 0.089728 -2.62674 3.74 1.486 6.66 0.574 0.2753
S 107 5.45 0.069099 11.10824 9.60 6.230 14.28 0.757 0.1694
S 108 2.49 0.026627 -5.84483 2.60 0.733 5.94 0.392 0.3438
S 109 3.12 0.017744 -0.92775 4.70 2.439 8.69 0.455 0.3069
S 110 4.97 0.223219 -3.26523 3.03 0.568 4.22 0.837 0.1949
S 111 2.86 0.052298 -5.21172 2.78 0.811 5.87 0.455 0.3218
S 112 2.72 0.007600 -2.93723 3.89 1.814 7.78 0.401 0.3308
S 113 5.16 0.039056 11.32044 9.79 6.459 14.87 0.699 0.1869
S 114 6.19 0.062774 16.58272 11.93 8.110 17.29 0.834 0.1260
S 115 4.76 0.068325 6.50478 7.66 4.680 11.85 0.680 0.2099
S 116 5.36 0.079019 9.78871 9.01 5.732 13.43 0.756 0.1745
S 117 2.29 -0.064437 -0.61454 5.11 2.977 10.15 0.291 0.3570
S 118 5.17 0.078806 8.50618 8.47 5.301 12.75 0.734 0.1857
S 119 8.50 0.260032 17.93687 11.84 7.529 14.92 1.260 -0.0127
S 120 4.34 0.066210 3.81273 6.54 3.783 10.45 0.632 0.2346
S 121 4.08 0.102394 -0.56028 4.57 2.117 7.56 0.634 0.2492
S 122 8.89 0.272053 19.75542 12.57 8.079 15.69 1.314 -0.0362
S 123 6.54 0.113463 15.30001 11.22 7.411 15.82 0.917 0.1045
S 124 2.60 -0.050943 0.47399 5.52 3.273 10.52 0.337 0.3389
S 125 3.87 0.039536 2.55451 6.09 3.499 10.20 0.556 0.2626
S 126 2.86 0.020653 -2.92730 3.85 1.749 7.58 0.428 0.3223
S 127 3.94 0.071316 0.75958 5.23 2.726 8.75 0.592 0.2578
S 128 2.86 -0.023735 0.27748 5.35 3.064 9.98 0.389 0.3231
S 129 5.33 0.220342 -0.63484 4.15 1.471 5.66 0.874 0.1739
S 130 4.07 0.070732 1.65733 5.61 3.032 9.23 0.606 0.2503
S 131 3.52 0.084424 -3.07083 3.57 1.365 6.51 0.556 0.2825
S 132 5.02 0.138812 3.17317 6.02 3.185 8.97 0.770 0.1934
S 133 6.44 0.287655 1.99699 5.03 2.005 6.01 1.055 0.1078
S 134 4.84 0.101659 4.65662 6.77 3.881 10.34 0.718 0.2044
S 135 5.22 0.220428 -1.37066 3.84 1.222 5.27 0.862 0.1803
S 136 3.16 0.025668 -1.27001 4.53 2.281 8.39 0.465 0.3047
S 137 6.45 0.283322 2.40312 5.22 2.165 6.29 1.053 0.1071
S 138 4.20 0.122364 -1.19351 4.24 1.798 6.91 0.665 0.2418
S 139 4.48 0.125202 0.49893 4.94 2.354 7.76 0.698 0.2253
S 140 6.51 0.219215 7.41030 7.54 4.192 9.96 1.004 0.1049
S 141 5.22 0.041151 11.57070 9.89 6.533 14.97 0.707 0.1834
S 142 8.65 0.268744 18.31960 11.98 7.612 14.98 1.284 -0.0216
S 143 3.57 0.081307 -2.48599 3.83 1.578 6.87 0.559 0.2795
S 144 5.38 0.158536 4.20204 6.39 3.429 9.21 0.827 0.1718
S 145 5.93 0.290509 -1.65686 3.48 0.757 4.02 1.001 0.1376
S 146 3.17 0.092976 -6.06283 2.28 0.310 4.78 0.525 0.3030
S 147 3.92 0.179072 -7.15628 1.53 -0.512 2.85 0.683 0.2571
S 148 4.23 0.077515 2.22160 5.83 3.187 9.43 0.629 0.2411
S 149 4.48 0.140258 -0.56418 4.44 1.916 6.96 0.711 0.2249
S 150 2.62 0.013846 -4.03667 3.40 1.410 7.10 0.396 0.3363
S 151 4.16 0.113598 -0.84864 4.41 1.961 7.23 0.652 0.2445
E.nitens NW-NE NW-SE SE-SW SW-NW Expected_Diversity
S 1 -0.30850 -0.0743 -0.29561 0.3880 0.98191 2.0691
S 2 0.06910 0.2393 0.29676 0.2713 0.19270 1.3380
S 3 0.15203 0.2829 0.42408 0.2822 0.01081 1.4266
S 4 -0.20923 0.0353 -0.13690 0.3179 0.78367 1.6087
S 5 0.11635 0.1854 0.36066 0.3917 0.06231 2.1656
S 6 0.07364 0.1530 0.29400 0.4004 0.15263 2.2177
S 7 -0.10016 0.1472 0.03653 0.2534 0.56294 1.1876
S 8 -0.02677 0.1058 0.14045 0.3790 0.37478 2.0552
S 9 -0.14662 0.1889 -0.02754 0.1513 0.68733 0.4851
S 10 0.09491 0.3131 0.34298 0.1874 0.15655 0.7717
S 11 -0.03471 0.2646 0.14612 0.1417 0.44759 0.4384
S 12 -0.21178 0.1436 -0.12879 0.1587 0.82652 0.5241
S 13 0.24962 0.4154 0.58282 0.1774 -0.17568 0.7299
S 14 0.04722 0.2087 0.26107 0.2960 0.23423 1.5027
S 15 0.17240 0.3509 0.46164 0.2018 -0.01440 0.8829
S 16 0.03072 0.1613 0.23150 0.3500 0.25725 1.8672
S 17 -0.15166 0.1770 -0.03630 0.1641 0.69525 0.5713
S 18 0.07980 0.1868 0.30682 0.3568 0.14950 1.9223
S 19 0.10257 0.2245 0.34459 0.3227 0.10828 1.6935
S 20 0.10544 0.2309 0.34954 0.3159 0.10366 1.6478
S 21 0.01606 0.1300 0.20641 0.3821 0.28141 2.0838
S 22 0.04418 0.2071 0.25640 0.2956 0.24090 1.4997
S 23 0.25576 0.4003 0.59024 0.2049 -0.19539 0.9177
S 24 0.25093 0.3504 0.57763 0.2729 -0.20090 1.3798
S 25 0.32315 0.3210 0.68113 0.3801 -0.38220 2.1216
S 26 0.25337 0.3737 0.58379 0.2412 -0.19874 1.1646
S 27 0.08752 0.2508 0.32523 0.2711 0.15292 1.3400
S 28 0.14618 0.2497 0.41180 0.3251 0.01342 1.7172
S 29 0.30515 0.2901 0.65115 0.4087 -0.34999 2.3135
S 30 0.09864 0.2857 0.34549 0.2304 0.13841 1.0650
S 31 0.12487 0.2061 0.37553 0.3693 0.04912 2.0146
S 32 0.12962 0.2335 0.38555 0.3338 0.04718 1.7738
S 33 0.05037 0.2059 0.26541 0.3029 0.22582 1.5499
S 34 -0.06543 0.1573 0.08897 0.2698 0.48398 1.3051
S 35 0.02560 0.1579 0.22356 0.3504 0.26823 1.8690
S 36 0.08602 0.2872 0.32701 0.2170 0.16883 0.9716
S 37 0.10356 0.2301 0.34668 0.3153 0.10785 1.6440
S 38 -0.20269 0.0796 -0.12238 0.2596 0.78319 1.2129
S 39 0.12656 0.2588 0.38380 0.2944 0.06301 1.5055
S 40 0.13805 0.3133 0.40676 0.2257 0.05428 1.0395
S 41 0.13306 0.3495 0.40335 0.1687 0.07843 0.6508
S 42 0.05731 0.3633 0.29293 0.0810 0.26280 0.0412
S 43 0.10925 0.2277 0.35482 0.3240 0.09352 1.7036
S 44 0.10339 0.3087 0.35504 0.2013 0.13495 0.8678
S 45 0.12528 0.2797 0.38421 0.2629 0.07317 1.2907
S 46 0.12994 0.2878 0.39197 0.2554 0.06486 1.2405
S 47 0.08088 0.2735 0.31791 0.2322 0.17640 1.0740
S 48 0.11395 0.2918 0.36878 0.2353 0.10415 1.1010
S 49 0.13722 0.3566 0.41028 0.1621 0.07098 0.6068
S 50 -0.14748 0.2062 -0.02691 0.1254 0.69526 0.3088
S 51 0.09599 0.2614 0.33892 0.2633 0.13642 1.2883
S 52 0.16207 0.3853 0.45015 0.1427 0.02179 0.4788
S 53 0.10978 0.2428 0.35726 0.3025 0.09741 1.5575
S 54 0.12018 0.3597 0.38542 0.1425 0.11245 0.4701
S 55 0.20164 0.4172 0.51212 0.1319 -0.06125 0.4120
S 56 0.12295 0.3295 0.38622 0.1887 0.09560 0.7853
S 57 -0.23848 0.2104 -0.16093 0.0379 0.91257 -0.3020
S 58 0.04856 0.3152 0.27471 0.1429 0.26724 0.4607
S 59 0.09045 0.3102 0.33608 0.1875 0.16619 0.7715
S 60 0.10164 0.3419 0.35610 0.1516 0.15039 0.5290
S 61 0.36411 0.5091 0.76227 0.1441 -0.41547 0.5226
S 62 0.11684 0.2450 0.36793 0.3057 0.08141 1.5802
S 63 0.14600 0.3247 0.41975 0.2162 0.03931 0.9765
S 64 -0.05982 0.2208 0.10421 0.1828 0.49226 0.7138
S 65 0.15315 0.3308 0.43099 0.2138 0.02442 0.9609
S 66 0.04995 0.2060 0.26481 0.3023 0.22683 1.5463
S 67 0.24361 0.3655 0.56847 0.2444 -0.17840 1.1850
S 68 0.19139 0.3317 0.48759 0.2467 -0.06600 1.1918
S 69 0.24170 0.3835 0.56761 0.2167 -0.16775 0.9958
S 70 0.21629 0.3464 0.52601 0.2476 -0.12007 1.2022
S 71 0.14291 0.3439 0.41729 0.1857 0.05314 0.7683
S 72 0.15488 0.3768 0.43859 0.1487 0.03593 0.5182
S 73 -0.13171 0.2109 -0.00309 0.1327 0.65946 0.3609
S 74 0.11695 0.2655 0.37035 0.2760 0.08810 1.3787
S 75 0.02026 0.1234 0.21188 0.3955 0.26921 2.1754
S 76 -0.00299 0.2018 0.18612 0.2612 0.35097 1.2571
S 77 0.26657 0.3285 0.59834 0.3186 -0.24544 1.6939
S 78 0.17906 0.3904 0.47581 0.1506 -0.01679 0.5353
S 79 0.17617 0.3899 0.47148 0.1488 -0.01012 0.5224
S 80 0.14237 0.3444 0.41654 0.1845 0.05461 0.7597
S 81 -0.14064 0.2072 -0.01669 0.1301 0.67937 0.3419
S 82 0.16581 0.3689 0.45387 0.1699 0.00732 0.6648
S 83 0.26269 0.4129 0.60186 0.1928 -0.20757 0.8370
S 84 0.15776 0.3117 0.43571 0.2456 0.00699 1.1783
S 85 -0.27465 0.0835 -0.22829 0.1895 0.95527 0.7234
S 86 0.12694 0.2520 0.38362 0.3046 0.05980 1.5748
S 87 0.15830 0.3925 0.44536 0.1290 0.03315 0.3850
S 88 0.37799 0.4973 0.78149 0.1737 -0.45241 0.7261
S 89 0.03795 0.2196 0.24858 0.2719 0.25992 1.3369
S 90 0.03522 0.2154 0.24408 0.2756 0.26496 1.3616
S 91 0.14444 0.2925 0.41392 0.2615 0.03207 1.2844
S 92 0.08292 0.2053 0.31346 0.3329 0.14837 1.7598
S 93 0.13802 0.3566 0.41146 0.1628 0.06909 0.6117
S 94 0.14897 0.2883 0.42016 0.2717 0.01987 1.3546
S 95 0.10072 0.2962 0.34973 0.2170 0.13705 0.9740
S 96 0.11299 0.3255 0.37107 0.1856 0.11787 0.7623
S 97 0.05465 0.3052 0.28263 0.1628 0.24938 0.5975
S 98 0.14035 0.2552 0.40379 0.3118 0.02912 1.6264
S 99 0.09277 0.2181 0.32941 0.3232 0.12934 1.6954
S 100 0.11104 0.3347 0.36919 0.1705 0.12564 0.6592
S 101 0.06900 0.3399 0.30764 0.1254 0.22713 0.3449
S 102 0.07775 0.2387 0.30947 0.2798 0.17199 1.3979
S 103 0.32413 0.4074 0.69204 0.2558 -0.35517 1.2757
S 104 0.13488 0.2830 0.39875 0.2667 0.05153 1.3183
S 105 0.14898 0.3292 0.42465 0.2124 0.03375 0.9512
S 106 0.15053 0.3769 0.43216 0.1447 0.04629 0.4903
S 107 0.07346 0.1839 0.29712 0.3555 0.16354 1.9121
S 108 0.26398 0.4612 0.60905 0.1239 -0.19417 0.3680
S 109 0.23849 0.3930 0.56391 0.2000 -0.15690 0.8816
S 110 -0.03199 0.3095 0.15507 0.0791 0.45636 0.0131
S 111 0.22304 0.4370 0.54591 0.1224 -0.10530 0.3509
S 112 0.26825 0.4288 0.61181 0.1747 -0.21532 0.7144
S 113 0.11400 0.1980 0.35859 0.3713 0.07216 2.0263
S 114 0.04007 0.1058 0.23924 0.4387 0.21622 2.4729
S 115 0.11008 0.2530 0.35882 0.2881 0.10014 1.4594
S 116 0.06971 0.1978 0.29312 0.3319 0.17716 1.7509
S 117 0.35146 0.4357 0.73554 0.2392 -0.41041 1.1675
S 118 0.07991 0.2171 0.31030 0.3131 0.15951 1.6248
S 119 -0.24736 -0.0280 -0.20019 0.3756 0.85262 1.9948
S 120 0.13384 0.2943 0.39845 0.2494 0.05785 1.1999
S 121 0.11679 0.3387 0.37813 0.1698 0.11337 0.6553
S 122 -0.27828 -0.0621 -0.24961 0.3973 0.91440 2.1372
S 123 -0.02120 0.0958 0.14759 0.3985 0.35816 2.1888
S 124 0.32411 0.4117 0.69249 0.2495 -0.35368 1.2333
S 125 0.18100 0.3285 0.47190 0.2421 -0.04245 1.1582
S 126 0.24984 0.4211 0.58377 0.1693 -0.17426 0.6749
S 127 0.15024 0.3369 0.42736 0.2023 0.03342 0.8822
S 128 0.28743 0.3989 0.63688 0.2352 -0.27098 1.1294
S 129 -0.04825 0.2719 0.12691 0.1190 0.48219 0.2820
S 130 0.14413 0.3239 0.41690 0.2157 0.04348 0.9728
S 131 0.16140 0.3865 0.44929 0.1404 0.02378 0.4629
S 132 0.03683 0.2621 0.25156 0.2094 0.27701 0.9114
S 133 -0.16309 0.1938 -0.05134 0.1294 0.72809 0.3334
S 134 0.07755 0.2613 0.31165 0.2468 0.18017 1.1733
S 135 -0.04269 0.2828 0.13632 0.1082 0.47271 0.2090
S 136 0.23000 0.3935 0.55143 0.1916 -0.13658 0.8232
S 137 -0.16014 0.1903 -0.04738 0.1372 0.71988 0.3869
S 138 0.09364 0.3367 0.34369 0.1520 0.16760 0.5308
S 139 0.07658 0.3098 0.31554 0.1758 0.19891 0.6893
S 140 -0.10878 0.1525 0.02438 0.2379 0.58521 1.0808
S 141 0.10913 0.1931 0.35084 0.3741 0.08204 2.0445
S 142 -0.26255 -0.0388 -0.22381 0.3776 0.88500 2.0056
S 143 0.16127 0.3796 0.44833 0.1503 0.02175 0.5304
S 144 0.00119 0.2353 0.19597 0.2162 0.35247 0.9519
S 145 -0.13889 0.2467 -0.00979 0.0745 0.68864 -0.0367
S 146 0.17249 0.4262 0.47003 0.0928 0.01096 0.1406
S 147 0.06004 0.3929 0.30021 0.0404 0.26641 -0.2346
S 148 0.13025 0.3116 0.39503 0.2212 0.07222 1.0075
S 149 0.06365 0.3170 0.29722 0.1538 0.23204 0.5375
S 150 0.26796 0.4416 0.61280 0.1559 -0.21030 0.5864
S 151 0.10328 0.3366 0.35793 0.1608 0.14468 0.5921
$bvec
Diversity
Shrubs 0.02590
Stumps -0.06712
Stags 0.21395
Bark 0.15296
Habitat 0.19508
BAcacia 0.10622
E.regnans -0.01579
E.delegatensis -0.00928
E.nitens 0.03949
NW-NE -0.00115
NW-SE 0.03892
SE-SW 0.06605
SW-NW -0.12792
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