# PCA.biplot_no.SN: The Principal Component Analysis (PCA) biplot with the labels... In PLSbiplot1: The Partial Least Squares (PLS) Biplot

## Description

Takes in a samples by variables data matrix and produces a PCA biplot, where the labels of the samples points excluded.

## Usage

 `1` ```PCA.biplot_no.SN(D, method = NULL, ax.tickvec.D = NULL, ...) ```

## Arguments

 `D` A samples by variables data matrix `method` the mod.PCA algorithm `ax.tickvec.D` tick marker length per axis in the PCA biplot `...` Other arguments. Currently ignored

## Value

The PCA biplot of D with some parameters

## Author(s)

Opeoluwa F. Oyedele and Sugnet Gardner-Lubbe

## Examples

 ``` 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16``` ```if(require(pls)) data(oliveoil, package="pls") Dmat = as.matrix(oliveoil) #(16x11) overall original data matrix dimnames(Dmat) = list(paste(c("G1","G2","G3","G4","G5","I1","I2","I3","I4","I5", "S1","S2","S3","S4","S5","S6")), paste(c("Acidity","Peroxide","K232","K270","DK","Yellow","Green","Brown", "Glossy","Transp","Syrup"))) PCA.biplot_no.SN(D=Dmat, method=mod.PCA, ax.tickvec.D=c(8,5,5,7,6,4,5,5,8,7,7)) #glass data if(require(chemometrics)) data(glass, package="chemometrics") Dmat = matrix(glass,ncol=13) dimnames(Dmat) = list(1:180, paste(c("Na2O", "MgO", "Al2O3", "SiO2", "P2O5", "SO3", "Cl", "K2O", "CaO", "MnO", "Fe2O3", "BaO", "PbO"))) PCA.biplot_no.SN(D=Dmat, method=mod.PCA, ax.tickvec.D=rep(5,ncol(Dmat))) ```

### Example output

```Loading required package: pls

Attaching package: 'pls'

The following object is masked from 'package:stats':

\$overall.quality
[1] 0.99

\$axis.pred
Acidity Peroxide     K232     K270       DK   Yellow    Green    Brown
0.935    0.993    0.997    0.987    0.635    0.978    0.940    0.981
Glossy   Transp    Syrup
0.998    0.997    0.999

\$sample.pred
G1    G2    G3    G4    G5    I1    I2    I3    I4    I5    S1    S2    S3
0.946 0.981 0.988 0.962 1.206 1.084 1.029 0.877 0.960 0.953 0.980 0.974 1.068
S4    S5    S6
0.994 0.974 0.950

\$D.hat
Acidity Peroxide K232   K270        DK Yellow Green Brown Glossy Transp
G1   0.654    13.24 1.79 0.1436  0.000781   17.0 76.84  8.35   76.0   69.8
G2   0.402    13.92 1.78 0.1282 -0.000893   39.9 46.98 12.23   78.5   74.7
G3   0.380    11.06 1.56 0.1124 -0.001863   50.9 35.48  8.44   83.2   80.7
G4   0.543    13.02 1.75 0.1343 -0.000101   28.7 62.14  9.32   77.9   73.0
G5   0.466    12.12 1.66 0.1241 -0.000923   39.0 49.68  8.94   80.4   76.5
I1   0.291    19.34 2.15 0.1465 -0.000195   34.4 49.28 21.19   71.8   67.2
I2   0.290    13.97 1.76 0.1200 -0.001712   50.9 32.89 13.60   80.0   77.4
I3   0.396    16.23 1.95 0.1391 -0.000289   33.4 53.20 15.57   75.1   70.5
I4   0.256    13.52 1.71 0.1153 -0.002086   55.6 27.29 13.36   81.2   79.0
I5   0.111    20.48 2.19 0.1386 -0.001208   48.7 29.93 24.89   72.6   69.5
S1   0.180    10.79 1.50 0.0962 -0.003423   71.5  9.26 10.39   86.4   86.1
S2   0.221     9.24 1.39 0.0917 -0.003547   72.1  9.89  7.72   88.2   88.0
S3   0.238    12.32 1.62 0.1081 -0.002559   61.0 21.33 11.87   83.3   81.8
S4   0.175    12.03 1.59 0.1020 -0.003104   68.1 12.50 12.19   84.6   83.8
S5   0.194    10.19 1.46 0.0943 -0.003482   71.9  9.32  9.36   87.1   86.9
S6   0.193    10.54 1.48 0.0959 -0.003395   71.0 10.18  9.88   86.6   86.2
Syrup
G1  49.3
G2  48.9
G3  46.5
G4  48.7
G5  47.7
I1  52.8
I2  48.5
I3  50.7
I4  48.0
I5  53.0
S1  45.5
S2  44.4
S3  46.9
S4  46.5
S5  45.0
S6  45.3

\$overall.quality
[1] 0.997

\$axis.pred
Na2O   MgO Al2O3  SiO2  P2O5   SO3    Cl   K2O   CaO   MnO Fe2O3   BaO   PbO
0.990 0.952 0.977 0.999 0.910 0.815 0.963 0.966 0.967 0.876 0.964 0.779 0.611

\$sample.pred
1     2     3     4     5     6     7     8     9    10    11    12    13
0.980 0.997 1.041 1.045 0.988 0.897 1.021 0.965 0.983 0.997 0.941 0.928 0.996
14    15    16    17    18    19    20    21    22    23    24    25    26
0.992 0.994 1.008 0.986 0.998 0.937 1.123 0.927 1.074 1.028 0.949 0.996 0.976
27    28    29    30    31    32    33    34    35    36    37    38    39
1.019 1.081 0.939 1.169 1.048 0.979 1.044 1.035 1.106 1.105 1.077 1.053 1.079
40    41    42    43    44    45    46    47    48    49    50    51    52
1.019 1.038 1.025 1.078 1.129 1.133 1.088 1.089 1.097 1.113 1.092 1.073 1.072
53    54    55    56    57    58    59    60    61    62    63    64    65
1.101 1.069 1.119 1.155 0.934 0.983 1.002 1.015 0.955 0.965 0.975 0.961 0.953
66    67    68    69    70    71    72    73    74    75    76    77    78
1.031 0.941 0.993 1.037 1.023 1.027 1.032 0.958 0.904 0.893 0.925 0.989 0.936
79    80    81    82    83    84    85    86    87    88    89    90    91
0.972 0.920 0.984 1.032 1.005 1.098 1.090 1.013 1.002 1.034 1.024 1.014 0.975
92    93    94    95    96    97    98    99   100   101   102   103   104
0.981 1.006 0.996 1.117 1.011 1.000 1.006 1.004 1.039 1.019 1.046 0.992 1.110
105   106   107   108   109   110   111   112   113   114   115   116   117
1.103 1.113 1.059 1.049 0.987 1.094 1.042 1.036 0.986 1.039 1.027 0.930 0.998
118   119   120   121   122   123   124   125   126   127   128   129   130
0.949 0.940 1.037 1.031 1.047 1.134 1.039 0.925 0.932 0.933 0.948 0.954 0.943
131   132   133   134   135   136   137   138   139   140   141   142   143
0.982 0.953 0.937 0.952 0.947 0.925 0.959 0.941 0.930 0.946 0.952 0.965 0.954
144   145   146   147   148   149   150   151   152   153   154   155   156
0.951 0.981 0.980 0.938 0.953 0.992 0.915 0.958 0.958 0.970 0.948 0.957 0.962
157   158   159   160   161   162   163   164   165   166   167   168   169
0.950 0.906 0.976 0.928 0.976 0.952 0.950 0.946 0.969 0.956 0.983 0.983 0.953
170   171   172   173   174   175   176   177   178   179   180
0.927 0.982 0.946 0.943 0.947 0.991 0.978 0.987 0.938 0.980 1.111

\$D.hat
Na2O  MgO Al2O3 SiO2     P2O5    SO3    Cl   K2O   CaO   MnO Fe2O3
1   15.2461 2.46  1.53 66.8  0.47970 0.1754 0.742  3.39  8.39 0.520 0.387
2   15.0245 2.43  1.53 66.8  0.46760 0.1737 0.730  3.66  8.29 0.514 0.386
3   14.2806 2.86  1.86 64.8  0.86392 0.1709 0.721  2.63 10.98 0.703 0.460
4   15.0947 2.77  1.74 65.4  0.74917 0.1761 0.753  2.35 10.25 0.648 0.437
5   16.5330 2.26  1.31 68.0  0.25174 0.1833 0.788  3.15  6.91 0.410 0.341
6   13.2263 2.68  1.81 65.3  0.76206 0.1624 0.664  4.10 10.19 0.655 0.445
7   13.9738 2.82  1.85 64.9  0.84261 0.1685 0.705  3.02 10.81 0.693 0.457
8   17.0996 2.06  1.15 69.0  0.05991 0.1861 0.802  3.45  5.62 0.319 0.304
9   15.9799 2.34  1.41 67.5  0.34777 0.1799 0.768  3.26  7.53 0.456 0.360
10  15.3215 2.65  1.65 65.9  0.64268 0.1771 0.756  2.60  9.53 0.597 0.416
11  15.2732 2.42  1.51 66.9  0.44967 0.1754 0.741  3.50  8.18 0.505 0.381
12  15.4366 2.40  1.48 67.0  0.42710 0.1764 0.747  3.44  8.04 0.494 0.377
13  16.6835 2.21  1.27 68.2  0.20728 0.1841 0.792  3.20  6.61 0.389 0.332
14  16.1788 2.30  1.37 67.7  0.30594 0.1810 0.775  3.26  7.26 0.436 0.352
15  15.0088 2.66  1.68 65.8  0.66362 0.1749 0.743  2.81  9.65 0.607 0.421
16  17.1172 2.22  1.25 68.3  0.19584 0.1872 0.812  2.83  6.57 0.383 0.329
17  15.5167 2.33  1.43 67.4  0.36360 0.1766 0.747  3.64  7.61 0.464 0.365
18  16.9562 2.23  1.27 68.2  0.20837 0.1861 0.805  2.93  6.64 0.390 0.332
19   8.8772 1.56  1.37 69.0  0.01197 0.1251 0.405 11.61  4.63 0.301 0.324
20   5.0392 1.34  1.49 68.9  0.00651 0.0967 0.220 15.34  4.28 0.301 0.337
21   7.0389 1.58  1.51 68.4  0.11832 0.1123 0.324 12.91  5.22 0.353 0.350
22   6.1053 1.15  1.30 70.0 -0.20098 0.1032 0.257 15.22  2.93 0.202 0.295
23   4.6350 1.10  1.36 69.8 -0.17697 0.0925 0.188 16.54  2.98 0.214 0.305
24   5.5887 1.34  1.46 69.0 -0.01894 0.1006 0.245 14.92  4.15 0.289 0.330
25   9.4101 1.72  1.45 68.4  0.12757 0.1298 0.438 10.58  5.48 0.356 0.343
26   7.6597 1.40  1.36 69.3 -0.06139 0.1156 0.341 13.11  4.02 0.267 0.315
27   8.2520 1.50  1.38 69.1 -0.00953 0.1203 0.373 12.31  4.43 0.292 0.323
28   5.8267 1.34  1.44 69.1 -0.02565 0.1023 0.256 14.72  4.12 0.285 0.328
29   8.9673 1.51  1.34 69.2 -0.02914 0.1255 0.406 11.70  4.35 0.282 0.316
30   3.8673 1.08  1.40 69.7 -0.15853 0.0869 0.153 17.20  3.04 0.224 0.311
31   6.5968 1.32  1.38 69.4 -0.07759 0.1076 0.289 14.20  3.83 0.260 0.316
32   7.5568 1.43  1.38 69.1 -0.03097 0.1151 0.338 13.07  4.23 0.282 0.321
33   6.2745 1.30  1.38 69.4 -0.08615 0.1052 0.273 14.55  3.74 0.256 0.316
34  15.1325 2.38  1.49 67.1  0.41823 0.1741 0.732  3.77  7.95 0.490 0.376
35  15.5584 2.43  1.49 67.0  0.44421 0.1774 0.754  3.25  8.17 0.502 0.380
36  15.5570 2.38  1.46 67.2  0.40351 0.1771 0.752  3.43  7.89 0.483 0.372
37  11.9875 2.30  1.65 66.6  0.50011 0.1515 0.587  6.45  8.27 0.531 0.402
38  14.5109 2.33  1.50 67.1  0.40690 0.1694 0.702  4.42  7.83 0.485 0.376
39  15.7108 2.22  1.35 67.9  0.25864 0.1773 0.749  3.92  6.89 0.414 0.345
40  15.3161 2.47  1.53 66.7  0.48762 0.1759 0.746  3.29  8.45 0.523 0.388
41  13.4570 2.49  1.67 66.2  0.58974 0.1629 0.663  4.64  9.01 0.573 0.413
42  14.7401 2.43  1.55 66.7  0.48397 0.1717 0.718  3.86  8.38 0.522 0.390
43  12.0701 2.38  1.69 66.3  0.55974 0.1525 0.595  6.11  8.69 0.560 0.413
44  12.4136 2.56  1.79 65.5  0.70120 0.1560 0.621  5.15  9.70 0.627 0.437
45  13.1107 2.57  1.75 65.7  0.67716 0.1610 0.653  4.59  9.59 0.615 0.430
46  12.2854 2.37  1.68 66.3  0.54741 0.1540 0.604  5.96  8.62 0.554 0.410
47  11.9775 2.37  1.70 66.3  0.56061 0.1518 0.590  6.19  8.69 0.560 0.413
48  11.4583 2.40  1.75 66.0  0.60365 0.1483 0.568  6.51  8.95 0.581 0.423
49  14.6650 2.37  1.52 67.0  0.43702 0.1708 0.711  4.14  8.05 0.500 0.381
50  12.2582 2.41  1.70 66.2  0.57796 0.1540 0.605  5.85  8.83 0.568 0.415
51  12.2982 2.46  1.73 66.0  0.62019 0.1546 0.610  5.62  9.13 0.588 0.423
52  15.5208 2.26  1.38 67.7  0.30162 0.1762 0.743  3.91  7.18 0.435 0.354
53  12.7099 2.40  1.67 66.3  0.55053 0.1572 0.625  5.53  8.68 0.555 0.409
54  14.0738 2.47  1.62 66.4  0.54690 0.1672 0.690  4.23  8.76 0.552 0.403
55  12.7359 2.61  1.80 65.4  0.72877 0.1586 0.638  4.72  9.92 0.639 0.441
56  14.2918 2.60  1.69 65.9  0.64543 0.1695 0.707  3.58  9.46 0.599 0.421
57   3.3166 4.18  3.46 56.1  2.48711 0.1014 0.305  6.08 21.37 1.481 0.794
58   1.9516 4.61  3.83 53.9  2.91318 0.0943 0.269  5.52 24.22 1.684 0.876
59  -0.0953 4.70  4.02 53.0  3.08031 0.0803 0.182  6.77 25.22 1.765 0.913
60  -0.2021 4.55  3.93 53.6  2.95861 0.0787 0.168  7.41 24.36 1.707 0.892
61   3.7839 3.96  3.28 57.2  2.27402 0.1033 0.313  6.57 19.93 1.379 0.753
62   1.2953 4.48  3.79 54.3  2.82732 0.0888 0.231  6.54 23.57 1.644 0.863
63   1.7317 4.49  3.77 54.4  2.82338 0.0920 0.252  6.13 23.58 1.641 0.860
64   4.8493 3.39  2.84 60.0  1.74400 0.1075 0.328  7.87 16.33 1.127 0.653
65   4.7477 3.39  2.85 59.9  1.75372 0.1068 0.324  7.93 16.39 1.131 0.655
66   5.2080 3.10  2.63 61.3  1.48891 0.1083 0.328  8.65 14.59 1.005 0.606
67   5.9786 3.20  2.64 61.1  1.53851 0.1144 0.369  7.69 15.00 1.028 0.612
68   4.8017 3.13  2.67 61.1  1.52761 0.1056 0.312  8.87 14.83 1.024 0.614
69   3.5255 3.01  2.68 61.3  1.48418 0.0959 0.247 10.30 14.42 1.004 0.611
70   3.6737 3.09  2.72 61.0  1.54430 0.0974 0.259  9.89 14.85 1.033 0.621
71   5.2296 2.98  2.54 61.9  1.37933 0.1077 0.322  9.11 13.83 0.953 0.586
72   3.5704 2.98  2.66 61.4  1.46037 0.0961 0.248 10.36 14.26 0.993 0.606
73   6.3616 2.67  2.27 63.5  1.07195 0.1139 0.356  9.37 11.79 0.807 0.526
74   5.3823 3.69  3.00 58.8  1.97982 0.1131 0.370  6.32 18.01 1.238 0.694
75   5.3007 3.76  3.05 58.5  2.03894 0.1129 0.370  6.14 18.42 1.267 0.705
76   2.7551 4.10  3.44 56.4  2.44241 0.0969 0.275  6.82 21.02 1.460 0.787
77  16.6001 2.25  1.31 68.0  0.24746 0.1837 0.791  3.11  6.89 0.408 0.340
78  15.3013 1.79  1.09 69.7 -0.08484 0.1718 0.706  5.82  4.47 0.251 0.284
79  15.6578 2.03  1.22 68.7  0.10021 0.1758 0.736  4.67  5.79 0.339 0.317
80  14.6793 2.11  1.34 68.1  0.21392 0.1693 0.697  5.11  6.50 0.394 0.341
81  14.2877 2.14  1.39 67.9  0.25454 0.1667 0.681  5.31  6.75 0.413 0.349
82  13.8071 2.53  1.68 66.0  0.61273 0.1657 0.682  4.20  9.20 0.584 0.416
83  18.0890 2.12  1.12 69.0  0.06634 0.1935 0.850  2.47  5.75 0.321 0.302
84  14.8640 2.21  1.40 67.7  0.29115 0.1712 0.711  4.59  7.05 0.430 0.354
85  14.2125 2.28  1.49 67.2  0.37960 0.1670 0.685  4.83  7.61 0.473 0.372
86  15.5773 2.54  1.56 66.5  0.53661 0.1782 0.762  2.82  8.81 0.546 0.396
87  16.1605 2.49  1.49 66.9  0.46296 0.1820 0.785  2.58  8.35 0.511 0.381
88  13.8225 2.49  1.65 66.3  0.57044 0.1655 0.680  4.37  8.91 0.564 0.409
89  13.8712 2.49  1.64 66.3  0.56810 0.1658 0.682  4.33  8.89 0.562 0.408
90  13.5955 2.59  1.73 65.8  0.66514 0.1645 0.675  4.17  9.55 0.609 0.427
91  15.1169 2.03  1.26 68.6  0.12583 0.1719 0.712  5.08  5.92 0.351 0.323
92  14.5248 2.16  1.39 67.8  0.26522 0.1686 0.693  5.03  6.84 0.418 0.351
93  16.0698 2.48  1.49 66.9  0.46342 0.1813 0.780  2.67  8.34 0.511 0.381
94  14.6500 2.38  1.52 66.9  0.44597 0.1707 0.711  4.12  8.11 0.504 0.383
95  13.3903 2.45  1.65 66.3  0.56115 0.1622 0.658  4.83  8.81 0.559 0.408
96  16.1968 2.42  1.44 67.2  0.40756 0.1819 0.783  2.79  7.97 0.485 0.371
97  15.1527 2.52  1.58 66.5  0.53590 0.1751 0.741  3.24  8.77 0.546 0.398
98  15.8068 2.45  1.49 67.0  0.44689 0.1793 0.766  2.99  8.21 0.504 0.379
99  13.6575 2.35  1.57 66.8  0.46112 0.1635 0.664  5.01  8.13 0.512 0.389
100 16.5657 2.43  1.43 67.2  0.39884 0.1846 0.800  2.47  7.93 0.480 0.368
101 16.7013 2.46  1.43 67.2  0.41246 0.1856 0.807  2.28  8.04 0.487 0.370
102 11.7846 2.35  1.70 66.3  0.55069 0.1503 0.581  6.42  8.61 0.555 0.412
103 11.0792 2.51  1.85 65.4  0.71927 0.1463 0.558  6.36  9.72 0.636 0.445
104 15.2850 2.38  1.48 67.1  0.41220 0.1752 0.739  3.65  7.92 0.487 0.375
105 14.8109 2.42  1.54 66.8  0.47351 0.1721 0.720  3.84  8.31 0.517 0.387
106 12.8011 2.44  1.69 66.2  0.57972 0.1580 0.631  5.31  8.89 0.569 0.414
107 14.3111 2.72  1.76 65.4  0.74504 0.1703 0.715  3.13 10.16 0.646 0.439
108 14.6218 2.25  1.44 67.5  0.33098 0.1697 0.702  4.65  7.31 0.449 0.362
109 10.2935 2.02  1.58 67.3  0.33754 0.1378 0.495  8.80  7.01 0.455 0.379
110 15.4377 2.40  1.48 67.1  0.42416 0.1764 0.747  3.45  8.02 0.493 0.376
111 16.8167 2.44  1.41 67.3  0.39307 0.1864 0.811  2.26  7.91 0.477 0.366
112 14.4640 2.37  1.53 66.9  0.44632 0.1694 0.702  4.29  8.10 0.504 0.384
113 14.3388 2.47  1.60 66.5  0.53561 0.1691 0.702  4.02  8.71 0.547 0.400
114 14.1233 2.40  1.57 66.7  0.48030 0.1671 0.688  4.47  8.30 0.521 0.391
115 12.8667 2.54  1.75 65.8  0.66135 0.1591 0.640  4.89  9.46 0.607 0.428
116 17.2416 2.03  1.12 69.1  0.03212 0.1870 0.807  3.43  5.44 0.306 0.299
117 14.1780 2.01  1.31 68.4  0.15228 0.1652 0.668  5.87  6.03 0.365 0.331
118 15.8573 1.96  1.16 69.1  0.03082 0.1767 0.741  4.78  5.32 0.306 0.303
119 14.9191 2.08  1.30 68.3  0.17380 0.1708 0.705  5.06  6.24 0.374 0.333
120 12.9351 2.14  1.48 67.5  0.32026 0.1572 0.620  6.33  7.10 0.445 0.366
121 14.4288 2.30  1.48 67.2  0.38608 0.1687 0.696  4.59  7.67 0.476 0.373
122 16.7117 2.46  1.44 67.1  0.41932 0.1858 0.808  2.24  8.09 0.490 0.371
123 15.2315 2.38  1.48 67.1  0.41686 0.1748 0.737  3.68  7.95 0.490 0.376
124 12.8333 2.43  1.67 66.3  0.56656 0.1582 0.632  5.34  8.80 0.562 0.411
125 11.2231 2.00  1.50 67.7  0.27617 0.1443 0.535  8.18  6.65 0.425 0.364
126 11.4619 1.93  1.44 68.1  0.20600 0.1455 0.542  8.25  6.19 0.392 0.351
127 11.6692 1.92  1.42 68.1  0.19202 0.1470 0.551  8.12  6.11 0.385 0.347
128 16.4439 1.82  1.04 69.8 -0.11018 0.1801 0.759  4.83  4.39 0.239 0.276
129 11.8936 1.98  1.45 67.9  0.23546 0.1489 0.564  7.71  6.42 0.406 0.354
130 15.4439 2.25  1.38 67.7  0.29847 0.1756 0.739  4.00  7.15 0.433 0.353
131 14.0548 2.21  1.45 67.5  0.32607 0.1655 0.674  5.22  7.23 0.447 0.363
132 16.8698 1.86  1.04 69.8 -0.09475 0.1833 0.781  4.35  4.53 0.246 0.277
133 16.4782 1.93  1.11 69.4 -0.01837 0.1810 0.767  4.39  5.03 0.282 0.292
134 16.9206 1.87  1.04 69.7 -0.08935 0.1838 0.784  4.28  4.57 0.248 0.278
135 11.6798 1.99  1.47 67.8  0.25428 0.1475 0.555  7.83  6.54 0.415 0.359
136 13.0841 2.09  1.44 67.8  0.27029 0.1580 0.624  6.40  6.76 0.421 0.357
137 14.7081 2.00  1.27 68.6  0.11928 0.1689 0.692  5.50  5.84 0.349 0.323
138 13.5541 2.11  1.42 67.8  0.26913 0.1614 0.646  5.95  6.79 0.421 0.355
139 11.6604 2.05  1.51 67.6  0.30065 0.1477 0.558  7.65  6.86 0.437 0.367
140 14.6401 2.03  1.29 68.5  0.14508 0.1686 0.690  5.45  6.02 0.361 0.328
141 16.7060 1.87  1.05 69.7 -0.08351 0.1822 0.774  4.46  4.60 0.251 0.280
142 14.6925 2.02  1.29 68.5  0.13890 0.1689 0.692  5.43  5.98 0.358 0.327
143 14.9063 1.97  1.24 68.8  0.08592 0.1701 0.699  5.45  5.63 0.333 0.317
144 14.5160 2.18  1.40 67.8  0.28169 0.1686 0.693  4.97  6.96 0.426 0.354
145 15.5265 1.93  1.17 69.1  0.02260 0.1742 0.724  5.13  5.24 0.302 0.303
146 15.0795 2.10  1.31 68.2  0.19027 0.1721 0.714  4.83  6.37 0.382 0.335
147 14.5641 2.11  1.35 68.1  0.22055 0.1685 0.692  5.19  6.54 0.397 0.342
148 15.7009 2.02  1.22 68.8  0.09146 0.1760 0.737  4.66  5.73 0.335 0.315
149 12.7931 2.05  1.43 67.9  0.24728 0.1556 0.608  6.79  6.58 0.411 0.353
150 13.4615 2.26  1.52 67.1  0.39550 0.1616 0.650  5.49  7.66 0.481 0.378
151 15.1744 2.04  1.27 68.5  0.13409 0.1724 0.715  4.98  5.98 0.355 0.324
152 12.7768 1.85  1.30 68.7  0.08454 0.1544 0.597  7.52  5.45 0.333 0.324
153 14.5702 2.26  1.45 67.4  0.34420 0.1694 0.700  4.64  7.39 0.456 0.365
154 14.2226 2.01  1.31 68.4  0.14638 0.1655 0.670  5.85  5.99 0.362 0.330
155 14.7475 2.24  1.43 67.6  0.32314 0.1706 0.707  4.56  7.26 0.445 0.360
156 14.3881 2.26  1.46 67.4  0.35179 0.1681 0.692  4.78  7.43 0.459 0.367
157 15.8353 1.95  1.16 69.1  0.02538 0.1765 0.739  4.82  5.28 0.303 0.302
158 13.4476 2.25  1.52 67.2  0.38710 0.1615 0.649  5.54  7.60 0.477 0.376
159 15.3706 1.94  1.19 69.0  0.03708 0.1732 0.718  5.22  5.33 0.309 0.306
160 13.8680 2.22  1.47 67.4  0.34527 0.1643 0.667  5.32  7.35 0.457 0.367
161 15.2403 1.91  1.18 69.1  0.02030 0.1721 0.710  5.42  5.20 0.301 0.304
162 14.3338 2.41  1.56 66.7  0.48145 0.1687 0.698  4.27  8.33 0.521 0.391
163 14.6445 2.00  1.27 68.6  0.12313 0.1684 0.689  5.54  5.87 0.350 0.324
164 15.6470 2.03  1.23 68.7  0.10383 0.1757 0.736  4.66  5.81 0.341 0.317
165 12.3658 2.08  1.48 67.6  0.29276 0.1528 0.591  7.00  6.86 0.433 0.363
166 14.2473 2.40  1.56 66.7  0.47871 0.1680 0.694  4.36  8.30 0.520 0.390
167 13.7304 2.10  1.40 67.9  0.25194 0.1626 0.654  5.86  6.69 0.412 0.351
168 11.0684 2.00  1.52 67.6  0.28744 0.1432 0.528  8.28  6.72 0.431 0.367
169 14.5041 2.16  1.39 67.8  0.26433 0.1684 0.692  5.06  6.83 0.418 0.350
170 14.5839 1.98  1.27 68.6  0.11215 0.1679 0.685  5.65  5.78 0.345 0.323
171 15.2480 1.96  1.21 68.9  0.06286 0.1725 0.714  5.23  5.50 0.321 0.311
172 14.5226 2.08  1.33 68.2  0.19403 0.1680 0.688  5.35  6.35 0.384 0.338
173 14.3882 2.14  1.39 67.9  0.25583 0.1675 0.685  5.21  6.77 0.414 0.349
174 14.2834 2.19  1.42 67.7  0.30038 0.1670 0.683  5.11  7.07 0.435 0.358
175 11.8125 2.00  1.47 67.8  0.25504 0.1485 0.562  7.70  6.55 0.415 0.358
176 11.3471 2.10  1.56 67.3  0.35979 0.1458 0.547  7.69  7.24 0.465 0.379
177 11.3595 2.01  1.50 67.7  0.28116 0.1453 0.542  8.02  6.70 0.428 0.365
178 13.9998 2.18  1.43 67.6  0.30405 0.1649 0.670  5.37  7.07 0.437 0.359
179 11.9872 2.08  1.51 67.5  0.31322 0.1502 0.574  7.27  6.97 0.442 0.368
180 11.1865 2.71  1.97 64.6  0.88099 0.1482 0.574  5.55 10.85 0.713 0.474
BaO       PbO
1   0.06688 -0.167014
2   0.06648 -0.104482
3   0.10809 -0.424225
4   0.09390 -0.460981
5   0.03987 -0.168628
6   0.10185 -0.073044
7   0.10710 -0.332127
8   0.01899 -0.058493
9   0.05129 -0.165593
10  0.08263 -0.380858
11  0.06383 -0.136471
12  0.06103 -0.144396
13  0.03496 -0.147251
14  0.04647 -0.157828
15  0.08580 -0.338709
16  0.03229 -0.227056
17  0.05450 -0.084732
18  0.03409 -0.207471
19  0.04371  1.775502
20  0.05691  2.611068
21  0.06074  2.043622
22  0.03270  2.632302
23  0.04032  2.920777
24  0.05244  2.523218
25  0.05316  1.520294
26  0.04086  2.127394
27  0.04383  1.936591
28  0.05093  2.479965
29  0.03935  1.805886
30  0.04488  3.064230
31  0.04307  2.376602
32  0.04421  2.112752
33  0.04338  2.456583
34  0.06124 -0.067971
35  0.06227 -0.191452
36  0.05828 -0.141813
37  0.08055  0.512036
38  0.06236  0.080010
39  0.04349  0.000568
40  0.06741 -0.191748
41  0.08409  0.086002
42  0.06911 -0.062921
43  0.08611  0.421916
44  0.09878  0.176243
45  0.09393  0.054820
46  0.08413  0.390347
47  0.08653  0.440853
48  0.09262  0.500821
49  0.06476  0.010215
50  0.08723  0.359204
51  0.09123  0.299362
52  0.04840 -0.010495
53  0.08292  0.294895
54  0.07768  0.004722
55  0.10034  0.073221
56  0.08658 -0.161797
57  0.30684 -0.023788
58  0.35360 -0.245445
59  0.37735 -0.005959
60  0.36577  0.164642
61  0.28423  0.133566
62  0.34751  0.000381
63  0.34556 -0.089097
64  0.22833  0.545945
65  0.22965  0.556098
66  0.20198  0.777696
67  0.20410  0.551119
68  0.20724  0.818530
69  0.20753  1.146810
70  0.21291  1.041920
71  0.19113  0.905843
72  0.20503  1.165960
73  0.15688  1.033954
74  0.24960  0.144974
75  0.25570  0.090946
76  0.30446  0.151664
77  0.03921 -0.177944
78  0.01120  0.505377
79  0.02811  0.204051
80  0.04279  0.277563
81  0.04818  0.312905
82  0.08510 -0.017495
83  0.01608 -0.279972
84  0.04972  0.144061
85  0.06074  0.177556
86  0.07129 -0.307548
87  0.06196 -0.344221
88  0.08089  0.030459
89  0.08049  0.022771
90  0.09101 -0.035315
91  0.03257  0.289830
92  0.04838  0.248743
93  0.06233 -0.325190
94  0.06570  0.002602
95  0.08152  0.135053
96  0.05639 -0.284899
97  0.07274 -0.214975
98  0.06165 -0.248352
99  0.07074  0.198607
100 0.05421 -0.354025
101 0.05506 -0.399817
102 0.08624  0.494547
103 0.10533  0.442551
104 0.06011 -0.093613
105 0.06783 -0.065524
106 0.08546  0.239808
107 0.09630 -0.286719
108 0.05450  0.148095
109 0.07063  1.074965
110 0.06073 -0.141080
111 0.05274 -0.401237
112 0.06640  0.042357
113 0.07562 -0.038831
114 0.07096  0.074763
115 0.09324  0.126693
116 0.01575 -0.055478
117 0.03853  0.460557
118 0.02058  0.245086
119 0.03799  0.274396
120 0.05948  0.525384
121 0.06060  0.122982
122 0.05570 -0.410366
123 0.06076 -0.087695
124 0.08405  0.248815
125 0.06127  0.948579
126 0.05353  0.982053
127 0.05141  0.954227
128 0.00462  0.289296
129 0.05488  0.853110
130 0.04836  0.009936
131 0.05605  0.276488
132 0.00462  0.178630
133 0.01352  0.170607
134 0.00497  0.161087
135 0.05749  0.876484
136 0.05404  0.553765
137 0.03339  0.386064
138 0.05224  0.453659
139 0.06212  0.824459
140 0.03617  0.369481
141 0.00631  0.200360
142 0.03537  0.365644
143 0.02940  0.383686
144 0.05003  0.230702
145 0.02096  0.326502
146 0.03903  0.219790
147 0.04385  0.294405
148 0.02710  0.205354
149 0.05282  0.644511
150 0.06499  0.320479
151 0.03317  0.267401
152 0.03688  0.845299
153 0.05598  0.143217
154 0.03779  0.458081
155 0.05328  0.130441
156 0.05738  0.173330
157 0.02012  0.256426
158 0.06422  0.333670
159 0.02294  0.342622
160 0.05860  0.293582
161 0.02175  0.391100
162 0.07032  0.027909
163 0.03399  0.395127
164 0.02851  0.202019
165 0.05882  0.681679
166 0.07036  0.049895
167 0.04992  0.436432
168 0.06294  0.968329
169 0.04837  0.254304
170 0.03313  0.421520
171 0.02591  0.337858
172 0.04140  0.335520
173 0.04795  0.289644
174 0.05270  0.258271
175 0.05709  0.846900
176 0.06905  0.820430
177 0.06128  0.913078
178 0.05408  0.315086
179 0.06218  0.738627
180 0.12084  0.223349
```

PLSbiplot1 documentation built on May 2, 2019, 9:41 a.m.