## rank P_Elong P_Fe P_Fold P_Fract
## rank 0.103192043 -0.003208257 0.022142820 -0.01090080 -0.02441241
## P_Elong -0.003208257 0.063067292 0.049123140 0.05301063 0.03890943
## P_Fe 0.022142820 0.049123140 0.089174087 0.02272592 0.02504509
## P_Fold -0.010900797 0.053010631 0.022725920 0.05138066 0.03326994
## P_Fract -0.024412411 0.038909429 0.025045086 0.03326994 0.06031784
## P_Mg 0.024037709 0.045108134 0.086553127 0.01928991 0.01925962
## P_Na 0.021634161 0.050110354 0.086658753 0.02481922 0.02422390
## P_Space -0.013641520 0.047812205 0.010888847 0.04990160 0.02952942
## P_Sulfide 0.008976645 0.063799741 0.084928536 0.04044762 0.04438451
## P_Veins -0.025773905 0.017171926 0.007238515 0.01501100 0.05540251
## P_XLSize -0.036426253 0.010915760 -0.043091477 0.02726559 0.03105227
## P_Mg P_Na P_Space P_Sulfide P_Veins
## rank 0.024037709 0.021634161 -0.013641520 0.008976645 -0.025773905
## P_Elong 0.045108134 0.050110354 0.047812205 0.063799741 0.017171926
## P_Fe 0.086553127 0.086658753 0.010888847 0.084928536 0.007238515
## P_Fold 0.019289909 0.024819218 0.049901599 0.040447625 0.015011001
## P_Fract 0.019259624 0.024223904 0.029529417 0.044384511 0.055402511
## P_Mg 0.084689809 0.084102957 0.007827682 0.080427478 0.002092618
## P_Na 0.084102957 0.084460032 0.013469888 0.083227110 0.005727341
## P_Space 0.007827682 0.013469888 0.050093917 0.029474281 0.012896789
## P_Sulfide 0.080427478 0.083227110 0.029474281 0.091029451 0.023803588
## P_Veins 0.002092618 0.005727341 0.012896789 0.023803588 0.060461400
## P_XLSize -0.046032117 -0.040531637 0.033547435 -0.020059364 0.032605614
## P_XLSize
## rank -0.03642625
## P_Elong 0.01091576
## P_Fe -0.04309148
## P_Fold 0.02726559
## P_Fract 0.03105227
## P_Mg -0.04603212
## P_Na -0.04053164
## P_Space 0.03354743
## P_Sulfide -0.02005936
## P_Veins 0.03260561
## P_XLSize 0.06426804
## Cov_Mtrx.eigen.values pc.names1
## 1 4.252014e-01 PC1
## 2 2.314241e-01 PC1
## 3 8.321070e-02 PC1
## 4 6.192743e-02 PC1
## 5 2.191894e-04 PC1
## 6 1.374119e-04 PC1
## 7 1.225983e-05 PC1
## 8 1.104557e-06 PC1
## 9 6.109843e-07 PC1
## 10 2.558324e-07 PC1
## 11 1.203109e-07 PC1
## PC1 PC2 PC3 PC4 PC5 PC6
## 1 -0.07856805 0.42668399 -0.62073040 0.65258286 -0.01941089 -0.01472310
## 2 -0.32238445 -0.22314978 -0.26953288 -0.14511938 0.04358417 0.10144199
## 3 -0.43850798 0.15844034 0.13620312 -0.02763257 -0.13063243 0.23409819
## 4 -0.20190350 -0.30116374 -0.36764362 -0.17063755 0.15903064 0.06540556
## 5 -0.19929516 -0.37062341 0.18613226 0.37459016 -0.50891754 -0.23751178
## 6 -0.41818441 0.19349166 0.12462039 -0.06438825 0.39138766 -0.78402529
## 7 -0.43051891 0.14360020 0.08939972 -0.05716795 -0.08356200 0.24853397
## 8 -0.14593107 -0.32615051 -0.41299516 -0.18908752 0.24223746 0.07631821
## 9 -0.46060725 -0.04390937 0.06096861 0.02655036 -0.28054264 0.09625143
## 10 -0.09023159 -0.34192125 0.34666896 0.56624952 0.59351060 0.26777669
## 11 0.12369767 -0.48136049 -0.18895334 0.13552086 -0.21579180 -0.33278086
## PC7 PC8 PC9 PC10 PC11
## 1 0.0003179157 0.001679805 -0.000627944 0.0005810075 6.334857e-05
## 2 -0.0423928519 -0.229674892 0.513950604 0.5513138083 3.431252e-01
## 3 -0.0220260938 0.781063370 0.007351029 0.2429824984 -1.476012e-01
## 4 0.2576091578 0.213663955 0.341887787 -0.6654802408 -5.405337e-02
## 5 0.5523319595 -0.037973393 -0.085962896 0.0310055571 1.329822e-01
## 6 0.0019480790 0.003257689 -0.010033055 -0.0001836497 3.410105e-03
## 7 -0.2201113703 -0.155860754 -0.363819280 -0.3378343682 6.283169e-01
## 8 0.1744004427 -0.036182473 -0.685148026 0.2532645562 -1.902945e-01
## 9 -0.3133071509 -0.427836076 0.061702960 -0.1143235897 -6.288403e-01
## 10 -0.0901756826 -0.008826905 0.038854895 -0.0025131718 -2.110597e-02
## 11 -0.6641710437 0.285233921 -0.065677698 -0.0428454024 1.139370e-01
## EigenValues CumSum CumSumPct pc.names
## 1 NA 0.0000000 0.00000 PC0
## 2 5.300873e-01 0.5300873 53.00873 PC1
## 3 2.885103e-01 0.8185977 81.85977 PC2
## 4 1.037366e-01 0.9223342 92.23342 PC3
## 5 7.720330e-02 0.9995375 99.95375 PC4
## 6 2.732577e-04 0.9998108 99.98108 PC5
## 7 1.713078e-04 0.9999821 99.99821 PC6
## 8 1.528401e-05 0.9999974 99.99974 PC7
## 9 1.377022e-06 0.9999988 99.99988 PC8
## 10 7.616980e-07 0.9999995 99.99995 PC9
## 11 3.189395e-07 0.9999999 99.99999 PC10
## 12 1.499884e-07 1.0000000 100.00000 PC11
## rank C_X C_Y P_Elong P_Fe
## rank 1.00000000 0.02506345 0.99968586 -0.03976893 0.23082906
## C_X 0.02506345 1.00000000 0.00000000 0.70097957 0.95466075
## C_Y 0.99968586 0.00000000 1.00000000 -0.05735591 0.20696699
## P_Elong -0.03976893 0.70097957 -0.05735591 1.00000000 0.65503528
## P_Fe 0.23082906 0.95466075 0.20696699 0.65503528 1.00000000
## P_Fold -0.14970466 0.40728820 -0.15996296 0.93123874 0.33573939
## P_Fract -0.30943160 0.54374003 -0.32316112 0.63085545 0.34149181
## P_Mg 0.25713098 0.93539066 0.23376029 0.61721603 0.99597365
## P_Na 0.23173484 0.95085566 0.20796845 0.68659362 0.99854463
## P_Space -0.18973487 0.23983387 -0.19580744 0.85063683 0.16291837
## P_Sulfide 0.09261898 0.96261047 0.06851416 0.84202670 0.94263453
## P_Veins -0.32630071 0.31994401 -0.33442466 0.27808516 0.09858051
## P_XLSize -0.44729482 -0.38545137 -0.43777160 0.17145666 -0.56921263
## P_Fold P_Fract P_Mg P_Na P_Space P_Sulfide
## rank -0.1497047 -0.3094316 0.25713098 0.2317348 -0.1897349 0.09261898
## C_X 0.4072882 0.5437400 0.93539066 0.9508557 0.2398339 0.96261047
## C_Y -0.1599630 -0.3231611 0.23376029 0.2079684 -0.1958074 0.06851416
## P_Elong 0.9312387 0.6308555 0.61721603 0.6865936 0.8506368 0.84202670
## P_Fe 0.3357394 0.3414918 0.99597365 0.9985446 0.1629184 0.94263453
## P_Fold 1.0000000 0.5976258 0.29242518 0.3767581 0.9836081 0.59142846
## P_Fract 0.5976258 1.0000000 0.26946932 0.3393873 0.5372043 0.59898725
## P_Mg 0.2924252 0.2694693 1.00000000 0.9944205 0.1201780 0.91600515
## P_Na 0.3767581 0.3393873 0.99442050 1.0000000 0.2070837 0.94917925
## P_Space 0.9836081 0.5372043 0.12017804 0.2070837 1.0000000 0.43647540
## P_Sulfide 0.5914285 0.5989872 0.91600515 0.9491792 0.4364754 1.00000000
## P_Veins 0.2693213 0.9174184 0.02924389 0.0801472 0.2343419 0.32085762
## P_XLSize 0.4744795 0.4987385 -0.62394721 -0.5501372 0.5912475 -0.26225796
## P_Veins P_XLSize
## rank -0.32630071 -0.4472948
## C_X 0.31994401 -0.3854514
## C_Y -0.33442466 -0.4377716
## P_Elong 0.27808516 0.1714567
## P_Fe 0.09858051 -0.5692126
## P_Fold 0.26932130 0.4744795
## P_Fract 0.91741841 0.4987385
## P_Mg 0.02924389 -0.6239472
## P_Na 0.08014720 -0.5501372
## P_Space 0.23434193 0.5912475
## P_Sulfide 0.32085762 -0.2622580
## P_Veins 1.00000000 0.5230651
## P_XLSize 0.52306512 1.0000000
## VariableName FAC1 FAC2 FAC3
## rank rank 0.287 0.103 -0.560
## P_Elong P_Elong 0.557 -0.812 0.174
## P_Fe P_Fe 0.990 -0.127 -0.006
## P_Fold P_Fold 0.217 -0.957 0.190
## P_Fract P_Fract 0.309 -0.387 0.854
## P_Mg P_Mg 0.990 -0.095 -0.071
## P_Na P_Na 0.982 -0.176 -0.026
## P_Space P_Space 0.039 -0.984 0.171
## P_Sulfide P_Sulfide 0.904 -0.371 0.208
## P_Veins P_Veins 0.110 -0.068 0.961
## P_XLSize P_XLSize -0.633 -0.532 0.549
#use inverse distance weighted method for interpolation
inv_dis_data <- klovan::inv_dis_wt(Klovan_Row80, 3)
## Using C_X & C_Y to make grid
## [inverse distance weighted interpolation]
## [inverse distance weighted interpolation]
## [inverse distance weighted interpolation]
## C_X C_Y value FA
## Min. : 900 Min. : 900 Min. :-2.12254 Length:9792
## 1st Qu.:2176 1st Qu.:1872 1st Qu.:-0.54952 Class :character
## Median :3452 Median :2925 Median : 0.05459 Mode :character
## Mean :3452 Mean :2925 Mean : 0.02533
## 3rd Qu.:4727 3rd Qu.:3978 3rd Qu.: 0.60358
## Max. :6003 Max. :4950 Max. : 2.09071
klovan::factor_score_plot(a, FALSE, data = Klovan_Row80) + ggforce::geom_ellipse(
aes(x0 = 3900, y0 = 1700, a = 600, b = 400, angle = pi/2.5),
color = "white")
klovan::factor_score_plot(inv_dis_data, TRUE, data = Klovan_Row80) + ggforce::geom_ellipse(
aes(x0 = 3900, y0 = 1700, a = 600, b = 400, angle = pi/2.5),
color = "white") +
ggforce::geom_circle(
aes(x = NULL, y = NULL, x0 = 3300, y0 = 3500, r = 400),
color = "white",
inherit.aes = FALSE)