wine=read.csv("G://R studio//cluster//wine.csv")
dim(wine) #rows and col's
## [1] 178 14
str(wine) #structure of data
## 'data.frame': 178 obs. of 14 variables:
## $ Type : int 1 1 1 1 1 1 1 1 1 1 ...
## $ Alcohol : num 14.2 13.2 13.2 14.4 13.2 ...
## $ Malic : num 1.71 1.78 2.36 1.95 2.59 1.76 1.87 2.15 1.64 1.35 ...
## $ Ash : num 2.43 2.14 2.67 2.5 2.87 2.45 2.45 2.61 2.17 2.27 ...
## $ Alcalinity : num 15.6 11.2 18.6 16.8 21 15.2 14.6 17.6 14 16 ...
## $ Magnesium : int 127 100 101 113 118 112 96 121 97 98 ...
## $ Phenols : num 2.8 2.65 2.8 3.85 2.8 3.27 2.5 2.6 2.8 2.98 ...
## $ Flavanoids : num 3.06 2.76 3.24 3.49 2.69 3.39 2.52 2.51 2.98 3.15 ...
## $ Nonflavanoids : num 0.28 0.26 0.3 0.24 0.39 0.34 0.3 0.31 0.29 0.22 ...
## $ Proanthocyanins: num 2.29 1.28 2.81 2.18 1.82 1.97 1.98 1.25 1.98 1.85 ...
## $ Color : num 5.64 4.38 5.68 7.8 4.32 6.75 5.25 5.05 5.2 7.22 ...
## $ Hue : num 1.04 1.05 1.03 0.86 1.04 1.05 1.02 1.06 1.08 1.01 ...
## $ Dilution : num 3.92 3.4 3.17 3.45 2.93 2.85 3.58 3.58 2.85 3.55 ...
## $ Proline : int 1065 1050 1185 1480 735 1450 1290 1295 1045 1045 ...
attach(wine)
summary(wine)
## Type Alcohol Malic Ash
## Min. :1.000 Min. :11.03 Min. :0.740 Min. :1.360
## 1st Qu.:1.000 1st Qu.:12.36 1st Qu.:1.603 1st Qu.:2.210
## Median :2.000 Median :13.05 Median :1.865 Median :2.360
## Mean :1.669 Mean :13.00 Mean :2.336 Mean :2.367
## 3rd Qu.:2.000 3rd Qu.:13.68 3rd Qu.:3.083 3rd Qu.:2.558
## Max. :2.000 Max. :14.83 Max. :5.800 Max. :3.230
## Alcalinity Magnesium Phenols Flavanoids
## Min. :10.60 Min. : 70.00 Min. :0.980 Min. :0.340
## 1st Qu.:17.20 1st Qu.: 88.00 1st Qu.:1.742 1st Qu.:1.205
## Median :19.50 Median : 98.00 Median :2.355 Median :2.135
## Mean :19.49 Mean : 99.74 Mean :2.295 Mean :2.029
## 3rd Qu.:21.50 3rd Qu.:107.00 3rd Qu.:2.800 3rd Qu.:2.875
## Max. :30.00 Max. :162.00 Max. :3.880 Max. :5.080
## Nonflavanoids Proanthocyanins Color Hue
## Min. :0.1300 Min. :0.410 Min. : 1.280 Min. :0.4800
## 1st Qu.:0.2700 1st Qu.:1.250 1st Qu.: 3.220 1st Qu.:0.7825
## Median :0.3400 Median :1.555 Median : 4.690 Median :0.9650
## Mean :0.3619 Mean :1.591 Mean : 5.058 Mean :0.9574
## 3rd Qu.:0.4375 3rd Qu.:1.950 3rd Qu.: 6.200 3rd Qu.:1.1200
## Max. :0.6600 Max. :3.580 Max. :13.000 Max. :1.7100
## Dilution Proline
## Min. :1.270 Min. : 278.0
## 1st Qu.:1.938 1st Qu.: 500.5
## Median :2.780 Median : 673.5
## Mean :2.612 Mean : 746.9
## 3rd Qu.:3.170 3rd Qu.: 985.0
## Max. :4.000 Max. :1680.0
var(wine) #variance
## Type Alcohol Malic Ash
## Type 0.22284644 -0.24804260 0.10855678 -0.0296921221
## Alcohol -0.24804260 0.65906233 0.08561131 0.0471151590
## Malic 0.10855678 0.08561131 1.24801540 0.0502770393
## Ash -0.02969212 0.04711516 0.05027704 0.0752646353
## Alcalinity 0.81921856 -0.84109290 1.07633171 0.4062082778
## Magnesium -2.19913667 3.13987812 -0.87077953 1.1229365835
## Phenols -0.18168571 0.14688722 -0.23433772 0.0221455913
## Flavanoids -0.31770107 0.19203322 -0.45863037 0.0315347299
## Nonflavanoids 0.02395131 -0.01575426 0.04073336 0.0063584714
## Proanthocyanins -0.10280772 0.06351752 -0.14114698 0.0015155780
## Color -0.15673840 1.02828254 0.64483818 0.1646543266
## Hue -0.03486149 -0.01331344 -0.14332564 -0.0046821545
## Dilution -0.18203707 0.04169782 -0.29244748 0.0007618358
## Proline -122.93953533 164.56718498 -67.54886657 19.3197390973
## Alcalinity Magnesium Phenols Flavanoids
## Type 0.8192186 -2.1991367 -0.18168571 -0.31770107
## Alcohol -0.8410929 3.1398781 0.14688722 0.19203322
## Malic 1.0763317 -0.8707795 -0.23433772 -0.45863037
## Ash 0.4062083 1.1229366 0.02214559 0.03153473
## Alcalinity 11.1526862 -3.9747604 -0.67114915 -1.17208281
## Magnesium -3.9747604 203.9893354 1.91646988 2.79308703
## Phenols -0.6711491 1.9164699 0.39168954 0.54047042
## Flavanoids -1.1720828 2.7930870 0.54047042 0.99771867
## Nonflavanoids 0.1504219 -0.4555634 -0.03504512 -0.06686700
## Proanthocyanins -0.3771762 1.9328325 0.21937334 0.37314755
## Color 0.1450242 6.6205206 -0.07999752 -0.39916863
## Hue -0.2091181 0.1808513 0.06203888 0.12408197
## Dilution -0.6562344 0.6693081 0.31102128 0.55826225
## Proline -463.3553450 1769.1586999 98.17105726 155.44749222
## Nonflavanoids Proanthocyanins Color Hue
## Type 0.023951311 -0.102807719 -0.15673840 -0.034861487
## Alcohol -0.015754260 0.063517520 1.02828254 -0.013313443
## Malic 0.040733362 -0.141146982 0.64483818 -0.143325638
## Ash 0.006358471 0.001515578 0.16465433 -0.004682155
## Alcalinity 0.150421856 -0.377176220 0.14502419 -0.209118054
## Magnesium -0.455563385 1.932832476 6.62052061 0.180851266
## Phenols -0.035045125 0.219373345 -0.07999752 0.062038876
## Flavanoids -0.066867000 0.373147553 -0.39916863 0.124081969
## Nonflavanoids 0.015488634 -0.026059868 0.04012051 -0.007471177
## Proanthocyanins -0.026059868 0.327594668 -0.03350392 0.038664565
## Color 0.040120510 -0.033503918 5.37444938 -0.276505801
## Hue -0.007471177 0.038664565 -0.27650580 0.052244961
## Dilution -0.044469244 0.210932940 -0.70581258 0.091766244
## Proline -12.203586301 59.554333778 230.76748014 17.000223386
## Dilution Proline
## Type -0.1820370723 -122.93954
## Alcohol 0.0416978226 164.56718
## Malic -0.2924474830 -67.54887
## Ash 0.0007618358 19.31974
## Alcalinity -0.6562343681 -463.35535
## Magnesium 0.6693080683 1769.15870
## Phenols 0.3110212785 98.17106
## Flavanoids 0.5582622548 155.44749
## Nonflavanoids -0.0444692440 -12.20359
## Proanthocyanins 0.2109329398 59.55433
## Color -0.7058125762 230.76748
## Hue 0.0917662439 17.00022
## Dilution 0.5040864089 69.92753
## Proline 69.9275255507 99166.71736
library(moments)
skewness(wine)
## Type Alcohol Malic Ash Alcalinity
## -0.71606387 -0.05104747 1.03086950 -0.17520678 0.21124733
## Magnesium Phenols Flavanoids Nonflavanoids Proanthocyanins
## 1.08891489 0.08590677 0.02512948 0.44634901 0.51276903
## Color Hue Dilution Proline
## 0.86124805 0.02091312 -0.30468993 0.76133617
kurtosis(wine)
## Type Alcohol Malic Ash Alcalinity
## 1.512747 2.137740 3.257348 4.078576 3.440823
## Magnesium Phenols Flavanoids Nonflavanoids Proanthocyanins
## 5.012806 2.154143 2.110635 2.347048 3.505671
## Color Hue Dilution Proline
## 3.337370 2.631975 1.910325 2.725000
cor(wine)
## Type Alcohol Malic Ash Alcalinity
## Type 1.0000000 -0.64723228 0.20584681 -0.229267716 0.51964552
## Alcohol -0.6472323 1.00000000 0.09439694 0.211544596 -0.31023514
## Malic 0.2058468 0.09439694 1.00000000 0.164045470 0.28850040
## Ash -0.2292677 0.21154460 0.16404547 1.000000000 0.44336719
## Alcalinity 0.5196455 -0.31023514 0.28850040 0.443367187 1.00000000
## Magnesium -0.3261712 0.27079823 -0.05457510 0.286586691 -0.08333309
## Phenols -0.6149601 0.28910112 -0.33516700 0.128979538 -0.32111332
## Flavanoids -0.6737702 0.23681493 -0.41100659 0.115077279 -0.35136986
## Nonflavanoids 0.4076804 -0.15592947 0.29297713 0.186230446 0.36192172
## Proanthocyanins -0.3804998 0.13669791 -0.22074619 0.009651935 -0.19732684
## Color -0.1432206 0.54636420 0.24898534 0.258887259 0.01873198
## Hue -0.3230880 -0.07174720 -0.56129569 -0.074666889 -0.27395522
## Dilution -0.5431309 0.07234319 -0.36871043 0.003911231 -0.27676855
## Proline -0.8270005 0.64372004 -0.19201056 0.223626264 -0.44059693
## Magnesium Phenols Flavanoids Nonflavanoids
## Type -0.32617122 -0.61496010 -0.6737702 0.4076804
## Alcohol 0.27079823 0.28910112 0.2368149 -0.1559295
## Malic -0.05457510 -0.33516700 -0.4110066 0.2929771
## Ash 0.28658669 0.12897954 0.1150773 0.1862304
## Alcalinity -0.08333309 -0.32111332 -0.3513699 0.3619217
## Magnesium 1.00000000 0.21440123 0.1957838 -0.2562940
## Phenols 0.21440123 1.00000000 0.8645635 -0.4499353
## Flavanoids 0.19578377 0.86456350 1.0000000 -0.5378996
## Nonflavanoids -0.25629405 -0.44993530 -0.5378996 1.0000000
## Proanthocyanins 0.23644061 0.61241308 0.6526918 -0.3658451
## Color 0.19995001 -0.05513642 -0.1723794 0.1390570
## Hue 0.05539820 0.43368134 0.5434786 -0.2626396
## Dilution 0.06600394 0.69994936 0.7871939 -0.5032696
## Proline 0.39335085 0.49811488 0.4941931 -0.3113852
## Proanthocyanins Color Hue Dilution Proline
## Type -0.380499824 -0.14322063 -0.32308802 -0.543130880 -0.8270005
## Alcohol 0.136697912 0.54636420 -0.07174720 0.072343187 0.6437200
## Malic -0.220746187 0.24898534 -0.56129569 -0.368710428 -0.1920106
## Ash 0.009651935 0.25888726 -0.07466689 0.003911231 0.2236263
## Alcalinity -0.197326836 0.01873198 -0.27395522 -0.276768549 -0.4405969
## Magnesium 0.236440610 0.19995001 0.05539820 0.066003936 0.3933508
## Phenols 0.612413084 -0.05513642 0.43368134 0.699949365 0.4981149
## Flavanoids 0.652691769 -0.17237940 0.54347857 0.787193902 0.4941931
## Nonflavanoids -0.365845099 0.13905701 -0.26263963 -0.503269596 -0.3113852
## Proanthocyanins 1.000000000 -0.02524993 0.29554425 0.519067096 0.3304167
## Color -0.025249931 1.00000000 -0.52181319 -0.428814942 0.3161001
## Hue 0.295544253 -0.52181319 1.00000000 0.565468293 0.2361834
## Dilution 0.519067096 -0.42881494 0.56546829 1.000000000 0.3127611
## Proline 0.330416700 0.31610011 0.23618345 0.312761075 1.0000000
#checking correlation between variables with plot
windows()
plot(wine)
#before pca data should be Normalised
normaliseddata=scale(wine)
normaliseddata
## Type Alcohol Malic Ash Alcalinity Magnesium
## [1,] -1.4161984 1.51434077 -0.56066822 0.23139979 -1.166303174 1.90852151
## [2,] -1.4161984 0.24559683 -0.49800856 -0.82566722 -2.483840525 0.01809398
## [3,] -1.4161984 0.19632522 0.02117152 1.10621386 -0.267982252 0.08810981
## [4,] -1.4161984 1.68679140 -0.34583508 0.48655389 -0.806974805 0.92829983
## [5,] -1.4161984 0.29486844 0.22705328 1.83522559 0.450674485 1.27837900
## [6,] -1.4161984 1.47738706 -0.51591132 0.30430096 -1.286079296 0.85828399
## [7,] -1.4161984 1.71142720 -0.41744613 0.30430096 -1.465743481 -0.26196936
## [8,] -1.4161984 1.30493643 -0.16680747 0.88751034 -0.567422559 1.48842650
## [9,] -1.4161984 2.25341491 -0.62332789 -0.71631546 -1.645407665 -0.19195352
## [10,] -1.4161984 1.05857838 -0.88291793 -0.35180959 -1.046527051 -0.12193769
## [11,] -1.4161984 1.35420804 -0.15785609 -0.24245783 -0.447646437 0.36817315
## [12,] -1.4161984 1.37884384 -0.76654998 -0.16955666 -0.806974805 -0.33198519
## [13,] -1.4161984 0.92308146 -0.54276546 0.15849862 -1.046527051 -0.75208020
## [14,] -1.4161984 2.15487169 -0.54276546 0.08559744 -2.423952463 -0.61204853
## [15,] -1.4161984 1.69910930 -0.41744613 0.04914686 -2.244288279 0.15812565
## [16,] -1.4161984 0.77526663 -0.47115441 1.21556562 -0.687198682 0.85828399
## [17,] -1.4161984 1.60056608 -0.37268923 1.28846679 0.151234178 1.41841067
## [18,] -1.4161984 1.02162467 -0.68598755 0.92396093 0.151234178 1.06833150
## [19,] -1.4161984 1.46506916 -0.66808479 0.41365272 -0.896806897 0.57822065
## [20,] -1.4161984 0.78758453 0.68357369 0.70525741 -1.286079296 1.13834733
## [21,] -1.4161984 1.30493643 -0.63227927 -0.31535901 -1.046527051 1.83850567
## [22,] -1.4161984 -0.08698653 1.31017034 1.03331269 -0.267982252 0.15812565
## [23,] -1.4161984 0.87380985 -0.42639751 -0.02375431 -0.866862867 0.08810981
## [24,] -1.4161984 -0.18552975 -0.65913341 0.55945507 -0.507534498 -0.33198519
## [25,] -1.4161984 0.61513390 -0.47115441 0.88751034 0.151234178 -0.26196936
## [26,] -1.4161984 0.06082829 -0.25632128 3.11099611 1.648435713 1.69847400
## [27,] -1.4161984 0.47963697 -0.50695994 0.92396093 -1.016583020 -0.47201686
## [28,] -1.4161984 0.36877585 -0.55171684 -0.82566722 -0.747086744 -0.40200103
## [29,] -1.4161984 1.07089628 -0.39059199 1.58007149 -0.028430007 0.50820482
## [30,] -1.4161984 1.25566482 -0.58752236 -0.57051311 -1.046527051 -0.26196936
## [31,] -1.4161984 0.89844565 -0.74864721 1.21556562 0.899834945 0.08810981
## [32,] -1.4161984 0.71367712 -0.60542512 -0.02375431 -0.118262099 0.43818899
## [33,] -1.4161984 0.83685614 -0.45325165 -0.02375431 -0.687198682 0.29815732
## [34,] -1.4161984 0.93539936 -0.72179307 1.21556562 0.001514024 2.25860068
## [35,] -1.4161984 0.62745180 -0.48010579 1.03331269 -0.148206130 0.71825232
## [36,] -1.4161984 0.59049809 -0.47115441 0.15849862 0.300954331 0.01809398
## [37,] -1.4161984 0.34414005 -0.62332789 1.72587383 -1.196247204 0.71825232
## [38,] -1.4161984 0.06082829 -0.61437650 0.66880683 -0.447646437 -0.12193769
## [39,] -1.4161984 0.08546410 -0.74864721 -0.97146956 -1.196247204 -0.12193769
## [40,] -1.4161984 1.50202286 1.48024658 0.52300448 -1.884959911 1.97853734
## [41,] -1.4161984 0.68904131 -0.56066822 -0.20600725 -0.986638989 1.20836316
## [42,] -1.4161984 0.50427278 1.34597587 -0.89856839 -0.208094191 -0.68206436
## [43,] -1.4161984 1.08321419 -0.39954337 0.81460917 -1.345967358 0.08810981
## [44,] -1.4161984 0.29486844 1.47129519 -0.27890842 -0.597366590 0.22814148
## [45,] -1.4161984 0.06082829 -0.50695994 -0.97146956 -0.747086744 0.50820482
## [46,] -1.4161984 1.48970496 1.52500348 0.26785038 -0.178150160 0.78826816
## [47,] -1.4161984 1.69910930 1.12219135 -0.31535901 -1.046527051 0.15812565
## [48,] -1.4161984 1.10784999 -0.58752236 -0.89856839 -1.046527051 0.08810981
## [49,] -1.4161984 1.35420804 -0.28317542 0.12204803 -0.208094191 0.22814148
## [50,] -1.4161984 1.15712160 -0.54276546 -0.35180959 -0.627310621 0.57822065
## [51,] -1.4161984 0.06082829 -0.54276546 -1.19017308 -2.124512156 -0.54203270
## [52,] -1.4161984 1.02162467 -0.61437650 0.85105976 -0.687198682 -0.40200103
## [53,] -1.4161984 1.00930677 -0.52486270 0.19494920 -1.645407665 0.78826816
## [54,] -1.4161984 0.94771726 -0.39059199 1.14266445 -0.717142713 1.06833150
## [55,] -1.4161984 0.91076355 -0.59647374 -0.42471076 -0.926750928 1.27837900
## [56,] -1.4161984 0.68904131 -0.54276546 0.34075155 0.300954331 1.13834733
## [57,] -1.4161984 1.50202286 -0.56961960 -0.24245783 -0.956694959 1.27837900
## [58,] -1.4161984 0.35645795 -0.32793232 1.14266445 -0.806974805 0.15812565
## [59,] -1.4161984 0.88612775 -0.81130688 0.48655389 -0.836918836 0.57822065
## [60,] 0.7021488 -0.77678907 -1.24992453 -3.66881295 -2.663504709 -0.82209603
## [61,] 0.7021488 -0.82606067 -1.10670244 -0.31535901 -1.046527051 0.08810981
## [62,] 0.7021488 -0.44420570 -0.87396654 -1.26307425 -0.806974805 0.01809398
## [63,] 0.7021488 0.82453824 -0.97243173 -1.62758012 -0.447646437 -0.40200103
## [64,] 0.7021488 -0.77678907 -1.07984830 -0.75276604 -0.148206130 -0.89211187
## [65,] 0.7021488 -1.02314711 -0.79340412 0.59590565 -0.148206130 0.29815732
## [66,] 0.7021488 -0.77678907 -1.00823725 0.70525741 -0.417702406 -0.12193769
## [67,] 0.7021488 0.13473571 -1.18726487 -2.42949302 -1.345967358 -1.52225438
## [68,] 0.7021488 -0.77678907 -1.04404278 -1.62758012 0.031458055 -1.52225438
## [69,] 0.7021488 0.41804746 -1.24992453 -0.02375431 -0.747086744 0.71825232
## [70,] 0.7021488 -0.97387550 -1.02614002 -2.24724008 -0.806974805 3.58890153
## [71,] 0.7021488 -0.87533228 -0.65018203 -0.57051311 0.271010300 0.22814148
## [72,] 0.7021488 1.05857838 -0.73969583 1.10621386 1.648435713 -0.96212770
## [73,] 0.7021488 0.60281600 -0.60542512 -0.46116135 1.348995406 -0.89211187
## [74,] 0.7021488 -0.01307912 -0.59647374 0.85105976 3.145637249 2.74871152
## [75,] 0.7021488 -1.28182306 -1.11565382 -0.24245783 0.450674485 0.08810981
## [76,] 0.7021488 -1.65136013 -0.40849475 -1.62758012 -1.046527051 -0.19195352
## [77,] 0.7021488 0.03619249 -1.28573006 -2.39304243 -1.046527051 -0.96212770
## [78,] 0.7021488 -1.42963789 0.49559470 -0.49761194 -0.447646437 0.85828399
## [79,] 0.7021488 -0.82606067 -1.20516763 -1.51822836 -1.405855419 2.53866402
## [80,] 0.7021488 -0.37029829 1.37283001 0.12204803 1.049555099 0.08810981
## [81,] 0.7021488 -1.23255145 -1.26782729 -1.33597542 -0.148206130 -0.96212770
## [82,] 0.7021488 -0.34566248 -0.47115441 -0.60696370 -0.208094191 -0.96212770
## [83,] 0.7021488 -1.13400823 -1.07984830 0.52300448 1.348995406 -1.52225438
## [84,] 0.7021488 0.06082829 1.36387863 -0.16955666 0.899834945 -1.03214354
## [85,] 0.7021488 -1.42963789 -1.29468144 0.77815859 -0.447646437 -0.40200103
## [86,] 0.7021488 -0.40725200 -1.21411901 -0.46116135 -0.447646437 -0.05192185
## [87,] 0.7021488 -1.03546501 -0.65018203 -0.20600725 0.989667037 -0.68206436
## [88,] 0.7021488 -1.66367803 -0.59647374 0.92396093 1.947876020 -0.82209603
## [89,] 0.7021488 -1.67599593 -0.24736990 0.34075155 0.630338669 -1.10215937
## [90,] 0.7021488 -1.13400823 -0.90082069 -0.24245783 1.229219283 -2.08238105
## [91,] 0.7021488 -1.13400823 -0.45325165 -0.16955666 -0.297926283 -1.31220687
## [92,] 0.7021488 -1.23255145 -0.73969583 0.19494920 0.750114792 -0.96212770
## [93,] 0.7021488 -0.38261619 -0.72179307 -0.38826018 0.360842393 -1.38222271
## [94,] 0.7021488 -0.87533228 0.44188642 -0.53406252 -0.447646437 -0.82209603
## [95,] 0.7021488 -1.70063174 -0.31002956 -0.31535901 -0.447646437 -0.12193769
## [96,] 0.7021488 -0.65361004 -0.73074445 -0.60696370 -0.148206130 4.35907571
## [97,] 0.7021488 -1.46659160 -0.19366161 1.36136797 0.600394638 2.39863235
## [98,] 0.7021488 -0.87533228 -0.82920964 -1.40887660 -1.046527051 -1.03214354
## [99,] 0.7021488 -0.77678907 -1.13355658 -0.97146956 -0.297926283 -0.82209603
## [100,] 0.7021488 -0.87533228 0.74623336 -0.57051311 -0.447646437 -0.82209603
## [101,] 0.7021488 -1.13400823 -0.22946714 -2.42949302 -0.597366590 -0.19195352
## [102,] 0.7021488 -0.49347731 -0.89186931 -1.70048129 -0.297926283 -0.82209603
## [103,] 0.7021488 -0.81374277 0.10173395 0.34075155 0.450674485 -0.12193769
## [104,] 0.7021488 -1.45427369 -0.55171684 -1.77338246 0.001514024 -0.96212770
## [105,] 0.7021488 -0.60433843 -0.54276546 -1.40887660 0.300954331 -1.03214354
## [106,] 0.7021488 -0.71519955 0.19124776 -0.35180959 0.750114792 -0.68206436
## [107,] 0.7021488 -0.92460389 -0.54276546 -0.89856839 -0.148206130 -1.38222271
## [108,] 0.7021488 -0.34566248 -0.52486270 -0.31535901 0.899834945 -1.10215937
## [109,] 0.7021488 -0.96155760 -0.93662621 -1.55467894 -0.148206130 -0.54203270
## [110,] 0.7021488 -1.71294964 -0.88291793 1.21556562 0.151234178 -0.40200103
## [111,] 0.7021488 -1.89771818 1.25646206 -1.99208598 0.001514024 0.50820482
## [112,] 0.7021488 -0.59202053 0.08383119 -0.71631546 0.450674485 -0.82209603
## [113,] 0.7021488 -1.52818111 0.30761571 2.01747852 0.151234178 0.22814148
## [114,] 0.7021488 -1.95930769 -1.42895215 0.48655389 0.450674485 -0.82209603
## [115,] 0.7021488 -1.13400823 -0.84711240 0.48655389 0.899834945 -1.10215937
## [116,] 0.7021488 -2.42738798 -0.73969583 -0.60696370 0.600394638 -1.03214354
## [117,] 0.7021488 -1.45427369 -0.77550136 -1.37242601 0.390786423 -0.96212770
## [118,] 0.7021488 -0.71519955 -0.65018203 -0.64341428 0.899834945 0.57822065
## [119,] 0.7021488 -0.28407297 0.97896926 -1.40887660 -1.046527051 -1.38222271
## [120,] 0.7021488 -1.23255145 0.97896926 -1.33597542 -0.148206130 -0.89211187
## [121,] 0.7021488 -1.91003608 0.05697705 0.19494920 0.151234178 -0.26196936
## [122,] 0.7021488 -1.77453915 -0.25632128 3.14744670 2.696476788 1.34839483
## [123,] 0.7021488 -0.71519955 1.87410733 1.32491738 2.097596174 0.15812565
## [124,] 0.7021488 0.06082829 3.10044648 -0.86211780 0.600394638 -0.96212770
## [125,] 0.7021488 -1.39268418 1.76669076 0.08559744 0.450674485 -1.24219104
## [126,] 0.7021488 -1.14632613 -0.15785609 -0.71631546 0.450674485 -1.03214354
## [127,] 0.7021488 -0.70288165 -0.72179307 -0.27890842 0.600394638 -0.96212770
## [128,] 0.7021488 -1.49122740 -0.18471023 1.50717031 2.696476788 -0.54203270
## [129,] 0.7021488 -0.77678907 -0.63227927 -0.24245783 1.498715559 -0.82209603
## [130,] 0.7021488 -1.18327984 1.75773938 0.04914686 0.750114792 -1.38222271
## [131,] 0.7021488 -0.17321185 -0.88291793 -0.16955666 -0.447646437 1.55844234
## [132,] 0.7021488 -0.14857605 0.58510851 0.12204803 0.151234178 0.29815732
## [133,] 0.7021488 -0.23480136 -0.02358538 0.12204803 1.348995406 -0.12193769
## [134,] 0.7021488 -0.37029829 1.08638583 -0.02375431 0.600394638 0.43818899
## [135,] 0.7021488 -0.60433843 -0.98138311 -0.42471076 -0.597366590 -1.03214354
## [136,] 0.7021488 -0.49347731 0.11068533 -0.60696370 -0.297926283 -0.40200103
## [137,] 0.7021488 -0.92460389 2.13369737 0.63235624 0.450674485 -0.75208020
## [138,] 0.7021488 -0.57970263 2.84085644 0.99686210 1.648435713 -0.26196936
## [139,] 0.7021488 0.60281600 1.12219135 -0.64341428 0.001514024 -0.82209603
## [140,] 0.7021488 -0.19784766 0.55825437 0.88751034 1.348995406 0.08810981
## [141,] 0.7021488 -0.08698653 0.42398365 1.21556562 0.450674485 -0.26196936
## [142,] 0.7021488 0.44268327 0.20019914 -0.06020490 0.151234178 -0.75208020
## [143,] 0.7021488 0.63976970 0.74623336 1.28846679 1.199275252 -0.19195352
## [144,] 0.7021488 0.76294873 2.33957912 -0.06020490 0.151234178 -0.54203270
## [145,] 0.7021488 -0.92460389 1.38178139 -0.60696370 -0.297926283 0.85828399
## [146,] 0.7021488 0.19632522 1.10428859 -0.78921663 0.450674485 0.15812565
## [147,] 0.7021488 1.08321419 2.42014155 -0.49761194 0.151234178 -1.38222271
## [148,] 0.7021488 -0.16089395 2.03523218 0.41365272 0.600394638 -0.96212770
## [149,] 0.7021488 0.39341166 0.80889302 0.04914686 0.600394638 -0.54203270
## [150,] 0.7021488 0.09778200 1.39968415 -0.02375431 0.600394638 0.92829983
## [151,] 0.7021488 0.61513390 0.70147646 0.92396093 1.348995406 1.62845817
## [152,] 0.7021488 -0.25943717 0.29866433 0.41365272 0.750114792 0.85828399
## [153,] 0.7021488 0.13473571 -0.39059199 1.39781855 1.798155867 1.13834733
## [154,] 0.7021488 0.28255053 0.86260131 -0.31535901 -0.297926283 -0.12193769
## [155,] 0.7021488 -0.51811312 -0.93662621 -0.97146956 0.151234178 0.22814148
## [156,] 0.7021488 0.20864312 2.55441226 -0.16955666 0.750114792 -0.47201686
## [157,] 0.7021488 1.03394258 1.59661452 0.04914686 0.001514024 -0.75208020
## [158,] 0.7021488 -0.67824585 0.62091403 0.99686210 2.247316327 -0.19195352
## [159,] 0.7021488 1.64983769 -0.58752236 1.21556562 1.648435713 -0.12193769
## [160,] 0.7021488 0.59049809 -0.59647374 0.99686210 0.899834945 -0.75208020
## [161,] 0.7021488 -0.78910697 1.33702448 0.04914686 0.450674485 -0.82209603
## [162,] 0.7021488 0.84917404 0.82679579 0.63235624 0.151234178 0.50820482
## [163,] 0.7021488 -0.18552975 0.83574717 0.77815859 0.750114792 0.43818899
## [164,] 0.7021488 -0.05003283 0.99687202 -0.06020490 -0.297926283 0.43818899
## [165,] 0.7021488 0.96003516 0.37922675 -0.24245783 0.750114792 -0.68206436
## [166,] 0.7021488 0.89844565 1.81144766 -0.38826018 0.899834945 -0.82209603
## [167,] 0.7021488 0.55354439 1.22065654 0.85105976 1.049555099 0.78826816
## [168,] 0.7021488 -0.22248346 0.92526097 -0.24245783 0.001514024 -0.82209603
## [169,] 0.7021488 0.71367712 0.21810190 1.17911504 1.498715559 0.36817315
## [170,] 0.7021488 0.49195487 2.02628080 1.79877500 1.648435713 0.85828399
## [171,] 0.7021488 -0.98619340 0.62091403 -0.16955666 -0.148206130 -0.26196936
## [172,] 0.7021488 -0.28407297 0.04802567 -0.31535901 0.001514024 -0.96212770
## [173,] 0.7021488 1.42811545 0.15544223 0.41365272 0.151234178 -0.61204853
## [174,] 0.7021488 0.87380985 2.96617577 0.30430096 0.300954331 -0.33198519
## [175,] 0.7021488 0.49195487 1.40863553 0.41365272 1.049555099 0.15812565
## [176,] 0.7021488 0.33182214 1.73983662 -0.38826018 0.151234178 1.41841067
## [177,] 0.7021488 0.20864312 0.22705328 0.01269627 0.151234178 1.41841067
## [178,] 0.7021488 1.39116174 1.57871176 1.36136797 1.498715559 -0.26196936
## Phenols Flavanoids Nonflavanoids Proanthocyanins Color
## [1,] 0.806721729 1.0319080692 -0.65770780 1.22143845 0.251008784
## [2,] 0.567048088 0.7315652835 -0.81841060 -0.54318872 -0.292496232
## [3,] 0.806721729 1.2121137407 -0.49700500 2.12995937 0.268262912
## [4,] 2.484437221 1.4623993954 -0.97911340 1.02925134 1.182731669
## [5,] 0.806721729 0.6614853002 0.22615759 0.40027531 -0.318377423
## [6,] 1.557699140 1.3622851335 -0.17559941 0.66234866 0.729810822
## [7,] 0.327374446 0.4912910549 -0.49700500 0.67982021 0.082781041
## [8,] 0.487156874 0.4812796287 -0.41665360 -0.59560339 -0.003489596
## [9,] 0.806721729 0.9518166597 -0.57735640 0.67982021 0.061213382
## [10,] 1.094330099 1.1220109049 -1.13981619 0.45268998 0.932546820
## [11,] 1.046395371 1.2922051502 -1.13981619 1.37868246 0.298457635
## [12,] -0.151972837 0.4011882192 -0.81841060 -0.03651359 -0.025057256
## [13,] 0.487156874 0.7315652835 -0.57735640 0.38280376 0.233754657
## [14,] 1.286069013 1.6626279192 0.54756319 2.12995937 0.147484019
## [15,] 1.605633868 1.6125707883 -0.57735640 2.39203271 1.053325713
## [16,] 0.886612943 0.8817366764 -0.49700500 -0.22870071 0.967055075
## [17,] 0.806721729 1.1119994787 -0.25595080 0.66234866 0.492566569
## [18,] 1.046395371 1.3722965597 0.30650899 0.22555975 0.665107844
## [19,] 1.605633868 1.9029021478 -0.33630220 0.47016154 1.570949537
## [20,] 0.646939302 1.0018737906 -1.54157319 0.12073042 0.018078063
## [21,] 1.126286585 1.1420337573 -0.97911340 0.88947889 0.255322316
## [22,] 0.183570261 0.3811653668 -0.89876200 0.67982021 -0.240733849
## [23,] 0.503135117 0.8517023978 -0.73805920 0.17314508 -0.542681081
## [24,] 0.295417961 0.3411196621 -0.81841060 -0.22870071 -0.486605166
## [25,] 0.375309174 0.5813938906 -0.65770780 0.12073042 -0.663459973
## [26,] 0.535091602 0.6514738740 0.86896878 0.57499088 -0.637578782
## [27,] 0.886612943 0.9117709549 -0.17559941 -0.24617226 -0.111327893
## [28,] 0.167592018 0.1609139906 -0.73805920 -0.42088782 -0.477978102
## [29,] 1.046395371 0.9418052335 0.06545479 0.29544598 -0.240733849
## [30,] 0.567048088 0.3010739573 -0.81841060 0.67982021 -0.154463212
## [31,] 1.126286585 1.2221251668 -0.57735640 1.37868246 0.276889975
## [32,] 0.902591186 1.1620566097 -1.13981619 0.62740554 0.794513800
## [33,] 0.199548504 0.6614853002 0.46721179 0.66234866 -0.525426953
## [34,] 1.046395371 0.7115424311 1.11002298 -0.42088782 0.147484019
## [35,] 0.087700804 0.5013024811 -0.57735640 -0.08892826 -0.370139806
## [36,] 0.646939302 0.9518166597 -0.81841060 0.47016154 0.018078063
## [37,] 0.487156874 0.6514738740 -0.17559941 -0.40341627 -0.197598531
## [38,] 0.247483232 0.4011882192 -0.57735640 -0.26364382 -0.348572146
## [39,] 0.167592018 0.6114281692 -0.65770780 -0.38594471 -0.585816399
## [40,] 1.126286585 1.0118852168 -1.30051899 0.85453577 0.018078063
## [41,] 1.365960227 1.2621708716 -0.17559941 1.30879623 0.462371846
## [42,] 0.247483232 0.6514738740 -0.73805920 -0.19375759 -0.335631551
## [43,] 1.525742654 1.5324793788 -1.54157319 0.19061664 0.160424615
## [44,] 0.551069845 0.6014167430 -0.33630220 0.12073042 -0.301123296
## [45,] 1.126286585 0.9718395121 -0.65770780 0.76717799 -0.007803128
## [46,] 0.886612943 0.6214395954 -0.49700500 -0.59560339 0.078467509
## [47,] 1.525742654 1.1420337573 -0.73805920 1.04672289 -0.068192574
## [48,] 1.286069013 1.3622851335 -1.22016759 0.95936511 0.449431250
## [49,] 0.726830515 0.8917481025 -0.33630220 1.37868246 0.492566569
## [50,] 0.934547672 1.5124565264 -0.33630220 0.85453577 1.657220175
## [51,] 0.678895787 1.2421480192 -1.54157319 2.30467493 0.923919756
## [52,] 0.247483232 0.9618280859 -1.13981619 1.22143845 0.233754657
## [53,] 2.532371949 1.7126850502 -0.33630220 0.48763309 0.859216778
## [54,] 1.126286585 0.7615995621 0.22615759 0.15567353 0.535701888
## [55,] 0.487156874 0.8717252502 -1.22016759 0.05084419 0.341592953
## [56,] 1.062373614 0.7515881359 -1.30051899 1.50098335 0.514134228
## [57,] 1.445851440 0.9718395121 -0.81841060 0.76717799 0.570210143
## [58,] 1.126286585 1.2021023145 -0.41665360 0.12073042 0.406295932
## [59,] 1.765416296 1.6426050669 -1.38087039 0.78464955 0.751378481
## [60,] -0.503494178 -1.4609370523 -0.65770780 -2.04574255 -1.340684477
## [61,] -0.391646479 -0.9403428904 2.15459116 -2.06321410 -0.771298270
## [62,] -0.439581207 -0.6199772522 1.35107717 -1.69631142 0.298457635
## [63,] -0.311755265 -0.2395430570 -0.33630220 -1.50412430 -0.542681081
## [64,] 1.925198724 1.0719537740 -1.38087039 0.48763309 -0.262301509
## [65,] -0.647298363 -0.2795887618 0.70826598 -0.97997762 -0.909331290
## [66,] 0.199548504 0.6214395954 0.06545479 0.85453577 -0.197598531
## [67,] 1.094330099 1.1520451835 -0.81841060 1.20396690 0.104348700
## [68,] -0.295777022 -0.0293031070 -0.73805920 -0.96250606 -0.163090276
## [69,] 0.375309174 -0.7301029403 1.51177997 -2.04574255 -0.814433589
## [70,] -0.711211334 -0.7501257927 -1.78262739 1.58834113 -0.952466609
## [71,] -1.909579543 -1.0104228737 0.06545479 -0.22870071 -0.866195971
## [72,] 1.046395371 0.8316795454 -1.22016759 0.48763309 -0.723849419
## [73,] -0.663276606 -0.1894859260 -0.73805920 -0.97997762 -0.568562272
## [74,] 1.605633868 0.8617138240 -1.22016759 0.64487710 -0.736790015
## [75,] 1.733459810 0.1108568597 -1.86297878 0.10325886 -0.797179461
## [76,] -1.094689161 -0.4597944332 -0.17559941 -0.77031895 -0.542681081
## [77,] -0.551428907 0.0007311716 -0.97911340 -0.22870071 -0.197598531
## [78,] -0.918928490 -0.7100800880 0.54756319 -1.11975007 -1.038737246
## [79,] -0.631320120 -0.1794744999 -0.09524801 2.04260159 -0.715222356
## [80,] 0.854656458 0.5213253335 0.54756319 0.62740554 -1.073245501
## [81,] 0.199548504 0.2309939740 -0.49700500 -0.28111538 -1.103440224
## [82,] -0.151972837 0.5013024811 -0.81841060 0.31291753 -0.499545762
## [83,] -0.471537693 -0.4497830070 0.30650899 -0.33353004 -1.232846180
## [84,] -1.030776190 -0.4397715808 1.99388837 0.05084419 -0.111327893
## [85,] -0.151972837 0.1809368430 -1.13981619 1.32626779 -0.866195971
## [86,] -0.151972837 -0.0893716641 -0.49700500 -0.22870071 -1.051677842
## [87,] -0.823059034 -0.3396573189 0.54756319 -0.05398515 -1.125007884
## [88,] -0.599363635 -0.4197487284 0.30650899 -0.43835938 -1.060304905
## [89,] -0.551428907 -0.3396573189 0.94932018 -0.42088782 -0.974034268
## [90,] -0.151972837 -0.4397715808 0.46721179 -0.36847316 -1.431268647
## [91,] -1.110667404 -0.5298744165 1.27072578 0.08578730 -1.146575543
## [92,] -1.350341045 -0.7801600713 1.11002298 0.06831575 -0.628951718
## [93,] -1.462188745 -0.5699201213 1.75283417 0.05084419 -0.866195971
## [94,] 0.247483232 0.2209825478 -0.89876200 0.69729177 -1.254413840
## [95,] 1.158243070 0.2309939740 -1.54157319 -0.42088782 -0.779925334
## [96,] 0.327374446 0.2410054002 -0.33630220 2.95112251 -1.060304905
## [97,] -1.110667404 -1.0404571523 -1.78262739 -0.05398515 -1.103440224
## [98,] 0.407265660 0.4712682025 -0.57735640 0.31291753 -0.930898949
## [99,] 1.957155209 1.7226964764 -0.97911340 0.62740554 -0.240733849
## [100,] 0.886612943 0.9618280859 0.70826598 2.12995937 -1.189710862
## [101,] -0.104038109 0.1408911382 -0.81841060 -0.33353004 -0.758357674
## [102,] -1.350341045 -0.6700343832 -0.57735640 -0.42088782 -1.125007884
## [103,] 0.423243903 0.0808225811 -0.17559941 -0.49077405 -0.974034268
## [104,] 0.327374446 -0.3897144499 0.06545479 -0.29858693 -1.293235627
## [105,] -0.151972837 -0.1093945165 -0.33630220 -0.19375759 -0.913644822
## [106,] -0.982841462 -0.1894859260 2.39564536 -0.29858693 -1.017169587
## [107,] -1.030776190 0.0007311716 0.06545479 0.06831575 -0.715222356
## [108,] -1.462188745 -0.2695773356 0.94932018 0.06831575 -0.758357674
## [109,] 0.103679047 0.0107425978 0.22615759 0.85453577 -1.017169587
## [110,] 0.710852273 0.8917481025 -0.57735640 1.57086958 -1.038737246
## [111,] 1.413894955 0.5513596121 -0.97911340 3.47526919 -0.930898949
## [112,] 0.407265660 0.2410054002 -0.81841060 -0.64801805 -1.319116818
## [113,] -0.870993762 0.0007311716 1.91353697 -0.94503451 -0.542681081
## [114,] 0.295417961 -0.0192916808 0.46721179 -0.26364382 -0.853255375
## [115,] 0.423243903 0.2610282525 0.54756319 -0.96250606 -0.930898949
## [116,] 0.263461475 0.1408911382 1.27072578 0.73223488 -1.362252137
## [117,] -0.503494178 -0.4297601546 -0.49700500 -0.10639981 -1.340684477
## [118,] -0.471537693 0.0607997287 -0.17559941 0.03337264 -1.293235627
## [119,] -1.062732675 -0.7801600713 0.54756319 -1.32940874 -0.715222356
## [120,] -0.471537693 -0.3897144499 0.06545479 0.48763309 -1.629691113
## [121,] 0.966504157 0.7615995621 -0.33630220 0.41774687 -0.779925334
## [122,] 1.413894955 3.0542161597 0.86896878 0.48763309 0.406295932
## [123,] -0.151972837 0.1008454335 0.54756319 0.20808820 -1.284608563
## [124,] 0.519113359 0.6214395954 -0.49700500 0.73223488 -1.060304905
## [125,] 0.902591186 1.0018737906 -1.22016759 2.30467493 -0.974034268
## [126,] 0.487156874 0.6214395954 0.06545479 -0.42088782 -0.991288395
## [127,] 0.710852273 1.1220109049 0.22615759 0.31291753 -0.482291634
## [128,] -0.263820537 0.2109711216 1.75283417 0.29544598 -0.887763630
## [129,] -0.120016352 0.4212110716 0.30650899 0.54004776 -1.267354435
## [130,] -0.311755265 -0.2795887618 0.46721179 -0.42088782 -1.060304905
## [131,] -1.254471589 -0.7801600713 -1.22016759 -1.13722163 -0.413275124
## [132,] -1.590014687 -0.8101943499 -0.97911340 -1.32940874 0.147484019
## [133,] -1.829688329 -0.9403428904 -0.73805920 -1.32940874 0.276889975
## [134,] -0.950884976 -0.8302172023 -1.54157319 -1.31193719 -0.025057256
## [135,] -0.471537693 -1.4509256261 1.91353697 -0.59560339 0.169051679
## [136,] -1.078710918 -1.3708342166 2.15459116 -1.13722163 0.880784438
## [137,] -1.462188745 -1.5610513142 1.35107717 -1.38182341 -0.521113421
## [138,] -0.807080791 -1.4309027737 2.15459116 -0.85767673 -0.025057256
## [139,] -1.078710918 -1.5510398880 1.75283417 -1.24205096 0.276889975
## [140,] 0.039766076 -1.4309027737 1.35107717 -1.36435186 -0.059565511
## [141,] -1.206536860 -1.5310170356 1.35107717 -1.46918119 -0.197598531
## [142,] -1.430232259 -1.5310170356 0.06545479 -1.66136831 0.233754657
## [143,] -1.190558618 -1.5109941832 1.11002298 -1.81861232 -0.305436828
## [144,] -0.471537693 -1.2306742499 0.86896878 -0.99744918 -0.283869168
## [145,] -1.462188745 -1.2506971023 -0.57735640 -0.78779050 1.359586476
## [146,] -1.270449832 -1.4809599046 0.54756319 -0.50824560 -0.456410443
## [147,] -2.101318456 -1.6911998547 0.30650899 -1.59148209 -0.068192574
## [148,] -0.950884976 -1.3808456427 0.86896878 -1.27699407 1.118028691
## [149,] -0.583385392 -1.2707199546 0.70826598 -0.59560339 1.450170645
## [150,] -1.414254017 -0.6400001046 -0.17559941 -0.78779050 1.872896769
## [151,] -1.430232259 -0.4597944332 -1.13981619 -0.59560339 1.527814219
## [152,] -1.302406317 -0.6700343832 -0.97911340 -0.57813183 2.476791231
## [153,] -0.151972837 -0.7501257927 -0.81841060 -0.05398515 0.880784438
## [154,] -0.791102548 -1.2006399713 1.99388837 0.48763309 2.356012338
## [155,] -1.302406317 -1.4509256261 1.35107717 -0.33353004 1.096461031
## [156,] -0.886972005 -1.4008684951 1.99388837 -0.07145670 1.225866988
## [157,] -0.791102548 -1.2006399713 0.94932018 -0.05398515 1.704669026
## [158,] -0.631320120 -1.4509256261 2.15459116 -0.78779050 1.053325713
## [159,] 0.806721729 -0.7200915142 1.35107717 1.93777225 3.425768243
## [160,] 0.487156874 -0.9303314642 1.27072578 1.22143845 2.886576759
## [161,] 0.007809591 -1.1105371356 1.11002298 -0.96250606 1.118028691
## [162,] -0.743167820 -1.4709484785 1.11002298 -1.38182341 0.354533549
## [163,] -1.030776190 -1.4309027737 1.91353697 -1.10227851 0.225127593
## [164,] -1.446210502 -1.3307885118 0.30650899 -1.13722163 0.095721637
## [165,] -1.510123473 -1.3508113642 0.38686039 -0.97997762 1.950540342
## [166,] -1.621971173 -1.5610513142 1.27072578 -0.77031895 0.673734908
## [167,] -0.950884976 -1.1105371356 0.54756319 -0.22870071 2.425028848
## [168,] -1.302406317 -1.3708342166 0.30650899 -1.08480696 2.243860510
## [169,] -1.190558618 -1.1906285451 0.22615759 -0.08892826 1.553695410
## [170,] -0.503494178 -1.0704914308 -0.73805920 -0.84020517 1.484678900
## [171,] -1.669905901 -1.5410284618 0.30650899 -1.50412430 0.190619338
## [172,] -1.446210502 -1.5210056094 0.94932018 -1.66136831 2.088572931
## [173,] -0.982841462 -1.3307885118 0.62791458 -0.61307494 2.002302725
## [174,] -0.982841462 -1.4208913475 1.27072578 -0.92756295 1.139596350
## [175,] -0.791102548 -1.2807313808 0.54756319 -0.31605849 0.967055075
## [176,] -1.126645647 -1.3407999380 0.54756319 -0.42088782 2.217979318
## [177,] -1.030776190 -1.3508113642 1.35107717 -0.22870071 1.829761450
## [178,] -0.391646479 -1.2707199546 1.59213137 -0.42088782 1.786626131
## Hue Dilution Proline
## [1,] 0.36115849 1.84272147 1.010159388
## [2,] 0.40490846 1.11031723 0.962526349
## [3,] 0.31740852 0.78636920 1.391223700
## [4,] -0.42634104 1.18074072 2.328006800
## [5,] 0.36115849 0.44833648 -0.037767469
## [6,] 0.40490846 0.33565890 2.232740722
## [7,] 0.27365854 1.36384178 1.724654973
## [8,] 0.44865844 1.36384178 1.740532653
## [9,] 0.53615839 0.33565890 0.946648670
## [10,] 0.22990857 1.32158768 0.946648670
## [11,] 1.27990794 0.78636920 2.423272878
## [12,] 0.92990815 0.29340481 1.692899614
## [13,] 0.84240820 0.40608239 1.819921051
## [14,] 1.27990794 0.16664254 1.280079943
## [15,] 1.06115807 0.54692935 2.540767708
## [16,] 1.41115786 0.37791299 1.788165692
## [17,] 0.49240841 0.05396496 1.692899614
## [18,] 0.75490825 -0.05871261 1.216569224
## [19,] 1.19240799 0.29340481 2.963113987
## [20,] 0.01115870 1.05397844 0.311541483
## [21,] 0.57990836 1.54694284 0.105131647
## [22,] 0.31740852 1.27933359 0.073376288
## [23,] 0.66740831 1.95539905 0.914893310
## [24,] 0.57990836 1.43426526 0.851382592
## [25,] 0.71115828 1.70187450 0.311541483
## [26,] 0.75490825 0.82862329 0.263908444
## [27,] -0.16384119 0.85679269 1.422979059
## [28,] 0.27365854 0.22298133 1.708777293
## [29,] 1.27990794 1.11031723 0.533828998
## [30,] 0.36115849 1.37792647 0.914893310
## [31,] 1.01740810 0.13847314 1.708777293
## [32,] 0.57990836 0.37791299 2.439150558
## [33,] 1.19240799 0.36382829 0.771994193
## [34,] 1.27990794 0.54692935 1.550000497
## [35,] 0.62365833 0.36382829 1.105425466
## [36,] 0.36115849 1.20891011 0.549706678
## [37,] 0.57990836 0.23706602 0.422685241
## [38,] 0.71115828 -0.14322079 1.137180826
## [39,] 0.97365812 0.11030375 0.867260271
## [40,] -0.29509111 1.29341829 0.041620929
## [41,] -0.03259127 1.08214784 0.152764686
## [42,] -0.20759117 0.54692935 0.914893310
## [43,] -0.33884109 1.33567238 1.105425466
## [44,] -0.60134093 0.54692935 -0.212421946
## [45,] -0.33884109 1.03989375 0.438562920
## [46,] -0.38259106 1.01172435 1.057792427
## [47,] 0.36115849 1.16665602 1.010159388
## [48,] -0.20759117 1.01172435 0.756116514
## [49,] 0.49240841 0.19481193 0.994281709
## [50,] 0.71115828 0.68777632 1.629388895
## [51,] 0.71115828 0.42016708 1.280079943
## [52,] 1.23615797 1.06806314 1.645266575
## [53,] 0.22990857 0.91313147 1.407101380
## [54,] 0.75490825 0.44833648 1.994575527
## [55,] -0.16384119 0.82862329 0.994281709
## [56,] 0.09865865 0.58918345 1.184813865
## [57,] -0.07634125 0.98355496 0.708483475
## [58,] 0.49240841 0.32157420 1.661144254
## [59,] -0.29509111 0.36382829 1.708777293
## [60,] 0.40490846 -1.11506488 -0.720507695
## [61,] 1.27990794 -1.32633534 -0.212421946
## [62,] 0.09865865 -1.43901291 -0.942795210
## [63,] 1.19240799 -0.21364428 -0.371198742
## [64,] 1.14865802 0.36382829 -1.038061288
## [65,] 2.15490741 -0.53759231 -1.244471124
## [66,] 1.01740810 -0.43899943 -0.218773018
## [67,] 0.71115828 0.80045390 -0.777667342
## [68,] 0.71115828 1.22299481 -0.752263054
## [69,] 0.27365854 -0.96013322 0.009865569
## [70,] 1.41115786 0.64552223 -0.091751580
## [71,] -0.22509116 -1.11506488 0.390929881
## [72,] 1.76115765 0.77228450 -1.069816648
## [73,] 0.09865865 0.23706602 -0.872933420
## [74,] 1.54240778 1.25116420 0.756116514
## [75,] 0.14240862 0.73003041 0.441738456
## [76,] 1.19240799 -0.66435458 -1.012657001
## [77,] 1.01740810 -0.18547489 -1.126976294
## [78,] 0.01115870 -0.12913610 -0.784018414
## [79,] 0.44865844 -0.42491473 0.009865569
## [80,] 1.01740810 0.73003041 -0.901513243
## [81,] 1.84865760 0.71594572 -1.488987391
## [82,] 0.88615818 0.74411511 -0.104453724
## [83,] 1.54240778 0.15255784 -0.371198742
## [84,] -0.51384098 -0.84745564 -0.736385375
## [85,] -0.73259085 0.65960693 -0.720507695
## [86,] 1.19240799 0.77228450 -0.942795210
## [87,] 1.62990773 -0.49533822 -0.799896093
## [88,] 1.76115765 0.84270799 -0.587135186
## [89,] 0.18615860 0.19481193 -0.212421946
## [90,] 0.49240841 0.84270799 -0.387076422
## [91,] 0.53615839 -0.48125352 -0.847529132
## [92,] 0.40490846 0.05396496 -0.942795210
## [93,] 0.01115870 -0.77703216 -0.799896093
## [94,] 0.84240820 0.96947026 -1.450880959
## [95,] 0.88615818 0.49059057 -1.276226483
## [96,] 0.88615818 0.02579557 0.603690789
## [97,] -0.03259127 -0.49533822 -0.387076422
## [98,] 1.19240799 0.18072723 -1.012657001
## [99,] 0.36115849 0.22298133 -0.275932664
## [100,] 2.02365749 0.30748951 -1.082518791
## [101,] 1.36740789 0.49059057 -0.117155868
## [102,] 0.36115849 0.22298133 -0.587135186
## [103,] -0.68884088 1.08214784 -0.980901641
## [104,] -0.07634125 -0.24181367 -1.053938968
## [105,] 0.36115849 1.34975708 -0.237826233
## [106,] -0.42634104 0.96947026 -1.371492561
## [107,] 0.18615860 0.78636920 -0.752263054
## [108,] -0.33884109 -0.26998307 -0.822124845
## [109,] -0.42634104 0.57509875 -1.381019169
## [110,] 0.01115870 0.91313147 -0.212421946
## [111,] -0.90759075 0.27932011 -0.587135186
## [112,] -0.25134114 0.23706602 -1.339737202
## [113,] 1.19240799 -0.15730549 -0.444236069
## [114,] 0.62365833 -0.42491473 -0.993603785
## [115,] -0.12009122 0.81453860 -1.149205046
## [116,] 3.29240673 0.36382829 -1.079343255
## [117,] -0.03259127 1.01172435 -0.799896093
## [118,] 0.44865844 0.49059057 -1.276226483
## [119,] -1.12634062 -0.69252397 -1.190487013
## [120,] -0.12009122 0.61735284 -0.580784114
## [121,] -0.68884088 1.09623253 -0.387076422
## [122,] -0.12009122 1.51877344 -0.895162171
## [123,] -0.16384119 0.71594572 -1.212715765
## [124,] -0.99509069 0.68777632 -1.165082726
## [125,] -0.90759075 1.44834996 -1.165082726
## [126,] -0.42634104 0.94130087 -1.171433797
## [127,] -1.17009059 0.32157420 -1.253997732
## [128,] 0.05490867 -0.24181367 -0.891986635
## [129,] -0.29509111 0.23706602 -1.285753091
## [130,] -0.73259085 -0.05871261 -0.529975539
## [131,] -0.86384077 -1.86155382 -0.371198742
## [132,] -0.95134072 -1.67845276 -0.688752336
## [133,] -1.30134051 -1.76296094 -0.593486258
## [134,] -0.77634083 -1.86155382 -0.466464820
## [135,] -0.90759075 -1.55169049 -0.307688024
## [136,] -0.99509069 -1.45309761 -0.164788907
## [137,] -0.90759075 -1.88972321 -0.085400508
## [138,] -0.60134093 -1.29816594 -0.736385375
## [139,] -0.64509090 -1.11506488 -0.529975539
## [140,] -0.29509111 -0.65026988 -0.498220180
## [141,] -0.82009080 -0.42491473 -0.466464820
## [142,] -1.12634062 -0.19955958 0.105131647
## [143,] -0.29509111 -0.77703216 -0.720507695
## [144,] -0.20759117 -0.79111685 -0.625241617
## [145,] -1.34509048 -0.86154034 0.343296842
## [146,] -1.56384035 -1.31225064 0.263908444
## [147,] -1.65134030 -1.80521503 -1.053938968
## [148,] -1.82634020 -1.05872609 -0.387076422
## [149,] -1.78259022 -1.39675882 -0.307688024
## [150,] -1.69509027 -1.80521503 -0.625241617
## [151,] -1.60759033 -1.84746912 -0.784018414
## [152,] -2.08884004 -1.60802927 -0.847529132
## [153,] -1.52009038 -1.80521503 -1.022183609
## [154,] -1.73884025 -1.55169049 -0.228299625
## [155,] -1.65134030 -1.49535170 -0.339443383
## [156,] -1.56384035 -1.59394458 -0.069522829
## [157,] -1.69509027 -1.36858943 -0.847529132
## [158,] -1.25759054 -1.24182715 0.422685241
## [159,] -1.69509027 -0.91787912 -0.275932664
## [160,] -1.69509027 -1.17140367 -0.402954102
## [161,] -1.73884025 -1.45309761 -0.720507695
## [162,] 0.01115870 -1.11506488 -0.212421946
## [163,] -0.38259106 -0.70660867 -0.561730898
## [164,] -1.21384056 -1.21365776 -0.228299625
## [165,] -1.12634062 -1.31225064 -0.418831781
## [166,] -0.77634083 -1.21365776 -0.720507695
## [167,] -0.47009101 -1.48126700 -0.164788907
## [168,] -1.03884067 -1.21365776 -0.196544266
## [169,] -0.95134072 -1.14323428 0.009865569
## [170,] -1.25759054 -0.97421791 -0.371198742
## [171,] -1.30134051 -1.10098018 -0.752263054
## [172,] -1.69509027 -1.38267412 -0.879284492
## [173,] -1.47634041 -1.26999655 -0.275932664
## [174,] -1.38884046 -1.22774246 -0.021889790
## [175,] -1.12634062 -1.48126700 0.009865569
## [176,] -1.60759033 -1.48126700 0.279786124
## [177,] -1.56384035 -1.39675882 0.295663803
## [178,] -1.52009038 -1.42492821 -0.593486258
## attr(,"scaled:center")
## Type Alcohol Malic Ash Alcalinity
## 1.6685393 13.0006180 2.3363483 2.3665169 19.4949438
## Magnesium Phenols Flavanoids Nonflavanoids Proanthocyanins
## 99.7415730 2.2951124 2.0292697 0.3618539 1.5908989
## Color Hue Dilution Proline
## 5.0580899 0.9574494 2.6116854 746.8932584
## attr(,"scaled:scale")
## Type Alcohol Malic Ash Alcalinity
## 0.4720661 0.8118265 1.1171461 0.2743440 3.3395638
## Magnesium Phenols Flavanoids Nonflavanoids Proanthocyanins
## 14.2824835 0.6258510 0.9988587 0.1244533 0.5723589
## Color Hue Dilution Proline
## 2.3182859 0.2285716 0.7099904 314.9074743
pca=princomp(normaliseddata)
pca
## Call:
## princomp(x = normaliseddata)
##
## Standard deviations:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## 2.3019918 1.6259831 1.2024403 0.9631974 0.9382944 0.8251982 0.7405132 0.5895891
## Comp.9 Comp.10 Comp.11 Comp.12 Comp.13 Comp.14
## 0.5493292 0.5083931 0.4741669 0.4097027 0.3411693 0.2794854
##
## 14 variables and 178 observations.
#weights of pca
loadings(pca)
##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8 Comp.9
## Type 0.360 0.227 0.162 0.167 0.220 0.234
## Alcohol -0.183 -0.449 -0.187 -0.197 0.444 0.473
## Malic 0.206 -0.261 0.443 -0.253 -0.563 -0.399
## Ash -0.300 0.629 -0.265 0.157 -0.176 -0.230
## Alcalinity 0.234 0.606 0.279 0.420
## Magnesium -0.149 -0.247 0.159 0.806 -0.144 -0.324 -0.142 0.247
## Phenols -0.367 0.165 0.174 -0.162 0.153 -0.364 0.427
## Flavanoids -0.392 0.164 0.125 -0.131 -0.174 0.110
## Nonflavanoids 0.271 0.151 -0.363 -0.364 0.318 -0.602 -0.229 0.143
## Proanthocyanins -0.282 0.176 0.479 0.448 -0.397 0.330 -0.317
## Color -0.516 -0.108 0.118 0.461 0.214 0.103
## Hue -0.254 0.315 -0.455 -0.219 0.471 0.211
## Dilution -0.339 0.220 0.165 0.110 -0.191 -0.234
## Proline -0.307 -0.312 -0.109 -0.238 0.108 -0.473
## Comp.10 Comp.11 Comp.12 Comp.13 Comp.14
## Type 0.156 0.466 0.640
## Alcohol -0.314 -0.215 0.270 0.164
## Malic 0.339 -0.123
## Ash 0.132 -0.483 0.246
## Alcalinity -0.142 0.466 -0.228 -0.137
## Magnesium -0.140
## Phenols 0.267 0.282 0.303 0.321 -0.312
## Flavanoids 0.143 -0.631 0.555
## Nonflavanoids -0.256 0.125
## Proanthocyanins -0.111 -0.228
## Color 0.244 -0.608
## Hue 0.473 -0.263
## Dilution -0.491 -0.592 0.291
## Proline 0.106 0.575 0.228 0.311
##
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8 Comp.9
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
## Cumulative Var 0.071 0.143 0.214 0.286 0.357 0.429 0.500 0.571 0.643
## Comp.10 Comp.11 Comp.12 Comp.13 Comp.14
## SS loadings 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.071 0.071 0.071 0.071 0.071
## Cumulative Var 0.714 0.786 0.857 0.929 1.000
summary(pca)
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 2.3019918 1.6259831 1.2024403 0.9631974 0.93829437
## Proportion of Variance 0.3806504 0.1899113 0.1038594 0.0666422 0.06324074
## Cumulative Proportion 0.3806504 0.5705617 0.6744210 0.7410632 0.80430398
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## Standard deviation 0.82519823 0.74051318 0.58958909 0.54932917 0.50839313
## Proportion of Variance 0.04891424 0.03938985 0.02496994 0.02167624 0.01856599
## Cumulative Proportion 0.85321821 0.89260806 0.91757800 0.93925425 0.95782023
## Comp.11 Comp.12 Comp.13 Comp.14
## Standard deviation 0.47416689 0.40970274 0.341169349 0.279485438
## Proportion of Variance 0.01615032 0.01205748 0.008361009 0.005610959
## Cumulative Proportion 0.97397055 0.98602803 0.994389041 1.000000000
pca$scores
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## [1,] -3.70511401 -1.10766542 -0.07690375 0.116550349 0.762488597
## [2,] -2.56988231 0.31461351 -2.07573265 -0.489453460 -0.281681816
## [3,] -2.91596582 -0.83139130 1.01692551 0.589212601 -0.481986166
## [4,] -4.22760773 -2.28480194 -0.01578513 0.650952749 -0.256198797
## [5,] -1.50225325 -0.93538871 1.98225015 -0.481778607 0.200816531
## [6,] -3.53573804 -1.83505847 -0.53825846 -0.528505411 -0.200835616
## [7,] -2.91782484 -1.06982551 -0.96611694 -0.439329170 -0.932229649
## [8,] -2.58354795 -1.53054168 0.15520773 -1.192068255 0.362883712
## [9,] -2.94456914 -0.80691313 -1.74612951 -0.193168038 -0.758684873
## [10,] -3.13865831 -0.60684887 -0.94662247 0.230536499 -0.478024796
## [11,] -3.85588651 -0.96467254 -0.34800944 0.005467436 -0.220181576
## [12,] -2.22474263 -0.65611871 -1.22640103 -1.146145323 -0.407041978
## [13,] -2.55843654 -0.64553460 -0.88720901 -0.776603500 -0.978927349
## [14,] -3.84047401 -0.83968110 -1.15208665 -0.355610701 -1.650305708
## [15,] -4.70169763 -1.58747675 -1.11591685 0.248541864 -0.692983412
## [16,] -2.80584729 -1.52451816 0.24325243 -1.471256357 0.137604885
## [17,] -2.72025457 -2.14868386 0.89774147 -0.782151530 0.402101302
## [18,] -2.40669942 -1.53360721 0.81777891 -1.103460133 0.075157406
## [19,] -4.02866660 -2.13071962 -0.36970005 -0.983248052 -0.416704723
## [20,] -2.53837484 -0.97210761 -0.14201274 0.597546574 0.404946334
## [21,] -3.46011166 -0.50192962 -0.29729056 0.365523707 0.919518356
## [22,] -1.53563825 -0.35016410 0.87474104 0.743191089 -0.461770485
## [23,] -2.87570222 0.17638274 -0.35280118 -0.353329449 -0.552540367
## [24,] -2.00928852 0.43342506 0.04940933 -0.753065665 -0.442506986
## [25,] -2.12619127 0.28030818 0.80349916 -0.550100405 -0.726181261
## [26,] -1.48068630 -0.98158065 3.75369058 -1.413395717 0.386853547
## [27,] -2.24431182 -0.70784220 -0.13128822 -0.736981011 -1.072554746
## [28,] -1.68008459 -0.07456014 -1.46220976 -0.751995099 -0.333896070
## [29,] -2.60416034 -0.59637292 1.35983807 -1.121687826 -0.563336204
## [30,] -2.63745238 -0.14170877 -1.11009809 0.034555599 -0.614164415
## [31,] -2.91942323 -1.03514846 1.41397201 -0.502935552 -0.348186357
## [32,] -3.12149918 -1.25939465 -0.27208917 -0.261294512 0.146834148
## [33,] -2.03983135 -0.11008299 -0.22936664 -1.020687757 -0.397158768
## [34,] -2.42213153 -1.55046297 1.17186416 -2.252208935 0.683463407
## [35,] -1.88869546 -0.75262915 0.43550742 -1.108254541 0.303484880
## [36,] -2.28538578 -0.14508317 0.41983985 0.088343291 -0.377050740
## [37,] -1.86643136 -0.72743638 0.40438327 -1.414093226 0.127240868
## [38,] -1.57753179 -0.25947527 -0.11900427 -1.176794176 -0.132915803
## [39,] -1.86251766 0.62929056 -1.51669389 -0.918788846 -0.040683681
## [40,] -3.00813067 -1.59093125 -0.25628451 1.451297736 0.565392222
## [41,] -2.95615250 -0.57908208 -0.06722618 0.652283315 0.263536351
## [42,] -1.16761771 -0.40385549 -0.86172992 0.786333941 -1.164882554
## [43,] -3.47018007 -0.90443737 -0.26481373 0.384838808 -0.519047501
## [44,] -0.97031857 -0.56011137 -0.26484994 1.130009418 -0.620188428
## [45,] -2.44083744 0.13022005 -0.65875500 0.819815459 0.090629934
## [46,] -1.73720648 -1.84611762 0.02640264 0.390913656 -0.594135777
## [47,] -3.15352240 -0.99947612 -0.49642624 1.054678391 -1.052269010
## [48,] -3.17892272 -0.44329155 -1.10343316 0.980862066 -0.308463574
## [49,] -2.47472856 -1.14872573 -0.02568692 0.132344378 -0.367791321
## [50,] -3.17059333 -1.51934161 -0.56153750 -0.078884855 -0.202265795
## [51,] -3.50014056 0.08236477 -1.91069539 1.210401648 -0.221013996
## [52,] -3.23904536 -0.55045025 0.01561789 -0.466513701 -0.605443397
## [53,] -3.90403828 -1.25345139 -0.42756787 0.055822431 -0.406850218
## [54,] -2.74931188 -1.73986513 0.37109597 -1.286177286 -0.036960682
## [55,] -2.59105279 -0.92179330 -0.92030144 0.071503366 0.845710061
## [56,] -2.88331241 -1.10498179 0.58707584 0.622906204 0.794774557
## [57,] -3.16770812 -1.20038591 -0.53186159 0.439062251 0.405198112
## [58,] -2.64338916 -1.11434803 0.26612954 -0.736398105 -0.466524199
## [59,] -3.56248532 -1.41050030 -0.18543613 0.390433910 0.136404217
## [60,] 1.32815820 2.82570230 -4.68038351 -0.831208540 0.770726307
## [61,] 1.76062948 1.13548183 -0.98462863 -3.023298413 0.210711845
## [62,] 2.00829716 0.58902575 -1.65325842 -1.354778821 0.392656102
## [63,] 0.30095151 1.30899458 -1.80215501 -1.176593176 0.170996828
## [64,] -1.45545054 2.39468656 0.05136334 0.861054383 -0.092721225
## [65,] 0.97588162 1.86333665 0.59163659 -2.070170790 0.706686080
## [66,] -0.50182324 1.06982577 0.62018517 -0.466750207 0.370638909
## [67,] -1.66505020 2.34697217 -1.95067410 1.386422772 -0.805886066
## [68,] 0.27782435 2.47852960 -1.12445468 -0.065036133 -0.517502339
## [69,] 0.99095737 0.16874398 -0.73152367 -2.424675957 0.494854353
## [70,] -1.41133969 1.91113913 -1.09632473 0.636985710 4.416553133
## [71,] 1.78133863 0.71613959 -0.66436676 -0.762796980 1.289214106
## [72,] -1.18189240 1.40168779 1.99239458 -0.029058409 -0.644758709
## [73,] 1.01213723 1.03862133 0.04735584 -0.175239696 -0.180169590
## [74,] -2.08193383 0.47535984 3.53208078 -0.018194898 2.339068950
## [75,] -1.30924432 1.75222327 0.53459829 0.654853672 0.984314671
## [76,] 1.25874940 2.31447271 -1.63650924 -0.560015792 0.907424706
## [77,] 0.08529669 2.24908424 -2.45309748 0.072636297 0.304240171
## [78,] 1.71501059 1.20972857 -0.29214291 -0.437733142 1.025496710
## [79,] -0.81601011 1.16562431 -1.05506054 0.383498172 3.040287602
## [80,] 0.01146323 1.24301062 1.79697147 0.791273011 -0.564431211
## [81,] -0.15972117 3.51340649 -0.43157270 -0.397820972 0.008380108
## [82,] -0.58709106 1.71446760 -0.34580128 0.252023113 -0.297115248
## [83,] 0.91234648 2.34181218 1.21999559 -1.424532290 -0.623897088
## [84,] 2.60658026 -0.21365198 0.41454876 0.226651920 -1.367346768
## [85,] -0.36646360 1.75947834 0.64801895 0.951022850 0.702872048
## [86,] -0.30601978 2.22437353 -0.27291171 -0.620293336 0.575081273
## [87,] 1.19761667 2.15667500 0.67704814 -1.106070825 0.068815596
## [88,] 0.98325812 2.34826659 2.18879754 -1.297745490 -0.205514956
## [89,] 1.43454534 1.67568738 0.85857422 -0.689962932 -0.651447575
## [90,] 0.98664243 2.58388972 0.72376144 -0.606996815 -1.325854982
## [91,] 1.67162465 1.91871735 -0.16106487 -0.826431975 -0.690377603
## [92,] 1.86500462 1.65706797 0.67704403 -0.819646406 -0.292529955
## [93,] 2.16492195 1.28374102 -0.19624588 -0.930341744 -0.864533153
## [94,] -0.23128682 2.51130924 0.09452985 1.177898731 -0.312972809
## [95,] -0.42443689 2.47757994 0.14327145 0.612888987 0.713226294
## [96,] -2.04987019 0.55806833 1.00971478 0.735540640 4.136100746
## [97,] 0.82633732 0.48164962 1.35253340 -0.086004326 3.375665648
## [98,] -0.48355759 2.77859389 -1.10292277 0.268622936 -0.164085163
## [99,] -1.68885851 1.95415202 -0.14095786 1.055603554 -0.239650440
## [100,] -0.84915767 2.50484934 0.75166933 0.937677629 -0.982660879
## [101,] -0.28942040 2.54697473 -1.57856497 0.218874409 0.593554514
## [102,] 0.94320328 2.21674569 -1.56288900 -0.217197017 0.354965454
## [103,] 0.51113210 1.26096304 0.98833974 0.621604333 -0.087759975
## [104,] 1.10054576 2.60223175 -0.83943166 0.436162783 -0.085350007
## [105,] 0.06080245 2.21392547 -0.50722403 0.277866972 -0.458149389
## [106,] 2.03639462 1.47849126 0.82871479 -0.282928937 -1.162024009
## [107,] 0.76929929 2.14647194 -0.54600968 0.160969471 -0.606169959
## [108,] 1.86984654 1.16473795 0.21036394 -0.276475488 -0.536110019
## [109,] 0.39545217 2.40186939 -0.48123456 1.008735434 0.062111717
## [110,] -1.05147342 1.89197126 1.82286941 0.771875017 0.154427495
## [111,] -0.86876740 1.87617500 0.27175531 4.117747105 0.876924790
## [112,] 0.68253690 1.95982857 0.03690507 0.838416763 -0.240057353
## [113,] 1.51332416 0.64750919 1.90922663 -1.993887395 -0.153233801
## [114,] 0.88771183 2.27081693 0.98390391 -0.884666377 0.059948520
## [115,] 0.87970488 1.93035036 1.23995472 -0.451250011 -0.824788798
## [116,] 0.15401587 3.96270155 1.21304870 -1.205935972 -0.508790334
## [117,] 0.73408095 2.81038403 -0.37810839 0.452412130 0.059802697
## [118,] 0.54096921 2.01801836 0.66282773 0.077249774 1.019257403
## [119,] 2.58015150 0.86536267 -1.99701245 0.463369704 -0.946824006
## [120,] 0.95055560 2.17444762 -0.42005158 1.170251296 -0.502385524
## [121,] -0.28799757 1.67636885 1.14652297 1.265305741 -0.063912414
## [122,] -0.93604765 0.29018869 5.43290438 0.413514147 0.265636012
## [123,] 1.42657852 0.64104286 2.96579296 0.933053973 -0.426708556
## [124,] 0.74456068 0.68774826 0.50185813 3.169390581 -1.450722706
## [125,] -0.48711711 1.78568659 1.53168561 3.621442952 -1.040659057
## [126,] 0.53048837 2.16646598 0.38416636 0.786607113 -0.753256664
## [127,] 0.35026917 1.41414814 0.69664475 1.138995157 -0.680543806
## [128,] 1.87095458 1.09757215 3.27186028 -0.539524794 -0.573044401
## [129,] 0.89082981 1.97056391 1.24753614 0.573486467 -0.331760939
## [130,] 2.00582110 0.93389525 0.69799447 0.939481412 -1.281944631
## [131,] 1.47395125 -0.23359776 -1.13222650 -0.508742458 2.690246957
## [132,] 2.42793215 -0.62518079 -0.72155664 0.116514486 1.225445993
## [133,] 2.95946812 -0.59960537 -0.18969380 -0.061312452 1.058304120
## [134,] 2.21763126 -0.56139142 -0.43590916 0.560084655 1.408438071
## [135,] 2.47210831 0.14658086 -1.15783555 -1.058758459 -0.489499905
## [136,] 3.04187807 -0.75569963 -1.14359216 -0.888890409 -0.308090097
## [137,] 3.84221608 -0.71695585 0.11129294 -0.419400025 -0.634965262
## [138,] 3.84280913 -1.15765647 1.62333156 0.045981794 -0.976043061
## [139,] 3.05782248 -0.77520668 -1.08872021 -0.507045299 -0.999185128
## [140,] 2.42631261 -0.53584132 1.19320975 -0.929461556 -0.185400408
## [141,] 2.78021425 -0.63645533 0.53625653 -1.157675282 -0.330644853
## [142,] 2.30557663 -0.65580174 -1.00418902 -0.535478657 -0.257836573
## [143,] 2.95511854 -0.86393648 0.86803314 -1.351902598 -0.346045693
## [144,] 2.38535498 -0.76221506 -0.28949686 0.237798497 -1.012738450
## [145,] 2.20296259 -1.33829456 -1.18113020 0.914005048 1.401342879
## [146,] 2.62691305 -0.86044622 -0.86026194 0.417693256 0.396645146
## [147,] 4.12566664 -1.28034286 -1.53728673 0.658188311 -1.048597146
## [148,] 3.44925410 -1.70813373 -0.13646746 0.670668258 -0.995656696
## [149,] 2.72086930 -1.83392434 -0.43378332 0.589816840 -0.354454958
## [150,] 2.78347623 -2.27158795 -0.41151409 1.027026683 1.196483141
## [151,] 2.23778907 -2.43770512 0.56054725 0.853640453 2.136827748
## [152,] 2.47748320 -2.18492123 -0.19641598 1.194596329 1.715891230
## [153,] 1.85493299 -1.52886110 1.46247026 0.601015289 1.824758022
## [154,] 2.63448042 -2.36157220 -0.88197855 0.722773212 -0.365686112
## [155,] 2.76445350 -0.70622033 -1.17924636 -0.269531018 0.883623666
## [156,] 3.43522642 -2.20099033 -0.08387299 0.949655151 -1.030601500
## [157,] 2.76264473 -2.19489867 -0.72852725 1.134449214 -0.890049543
## [158,] 3.29422655 -1.66694618 1.57474801 -0.680505457 -0.394005692
## [159,] 0.97681632 -3.29070122 1.37454659 1.141133886 -0.476352515
## [160,] 1.57595123 -2.36125919 0.68509242 0.801383802 -0.644400518
## [161,] 3.10619463 -1.09423653 -0.10681170 0.747462323 -0.741936503
## [162,] 2.20528243 -1.39237438 -0.10265497 -1.178048848 0.178475156
## [163,] 2.83576004 -0.88244053 0.75432829 -1.011495877 0.013138867
## [164,] 2.58405655 -0.99217560 -0.88871734 -0.052427344 0.702126427
## [165,] 2.84476867 -1.86184230 -0.95366463 0.009191466 -0.195545539
## [166,] 3.43083210 -1.33466797 -0.50802250 0.207201506 -0.923273510
## [167,] 2.27893429 -2.70662104 0.53009245 0.176007041 0.675516751
## [168,] 2.84719410 -1.59567197 -1.19320398 0.265649537 -0.255729358
## [169,] 2.11349017 -2.17605160 0.84159335 -0.077228699 0.643703173
## [170,] 2.25887978 -2.68696581 1.51067558 0.926009780 0.752628486
## [171,] 3.23753645 -0.19162834 -0.91377266 -0.133457831 0.465469167
## [172,] 3.57651416 -1.32439692 -1.36554217 -0.221700462 -0.303730527
## [173,] 2.33869625 -2.38917229 -0.84859848 -0.016649641 -0.402398499
## [174,] 3.16224501 -2.58549842 -0.32415717 0.699018708 -1.018511328
## [175,] 2.51923685 -1.96479997 0.25528128 0.458386653 0.141928371
## [176,] 2.50741302 -2.93411717 -0.81788188 0.905114739 1.191268533
## [177,] 2.27936963 -2.43729582 -0.44925286 -0.106878675 1.256146468
## [178,] 2.99529460 -3.03248855 1.06820824 0.330357543 -0.920488315
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## [1,] -0.272815952 -0.5843068745 -0.046557443 0.392188874 -1.1301598945
## [2,] -0.895148406 -0.0211829101 -1.026923679 -0.211021257 -0.0253970866
## [3,] 0.425678205 -0.4574129761 0.229330316 -1.275199133 0.1506097852
## [4,] 0.392939771 0.3992646524 -0.588044752 0.258513512 -0.0593330640
## [5,] -0.640986934 -0.4464494642 -0.438588132 0.163496931 -0.1612913113
## [6,] 0.427538293 -0.3833371540 -0.352188506 0.079128645 0.2636206981
## [7,] -0.353097766 -0.0161132261 0.350738482 -0.558599874 -0.7445121154
## [8,] -1.294071556 0.0324264579 -0.191441843 0.139682346 -0.6013802385
## [9,] 0.128647389 -0.1034070848 0.545274395 0.524349364 -0.3481980545
## [10,] 0.286768302 0.8686457345 -0.149944730 0.151136897 -0.2542878411
## [11,] 0.014552930 -0.2244413663 1.211149329 -0.396716153 0.4293444981
## [12,] -0.351788309 0.4607301057 0.954419099 -0.543629975 -0.0771857583
## [13,] 0.040512553 0.2592781449 0.423762095 -0.782073487 0.3669808547
## [14,] 1.214770723 -1.4677241282 0.419208248 0.107492787 0.2561776053
## [15,] 1.185686480 -0.9968056596 0.417583055 -0.525501745 0.7043010849
## [16,] -0.147889268 0.2133216117 -0.045536209 -0.062332874 0.9344238298
## [17,] 0.049816604 -0.0982115751 0.411061933 0.051962393 -0.0289446022
## [18,] 0.498264148 -0.0988733986 -0.089954903 0.400423703 0.2240089643
## [19,] 0.839404362 0.0589624726 0.103754738 0.027380338 1.0422315621
## [20,] -1.571678707 0.1451508526 -0.558484725 0.135657714 0.1009108236
## [21,] -0.256207529 -0.2641903669 -0.134135602 1.072041585 -0.7941716862
## [22,] -1.529984482 -0.2754782242 0.041386534 -0.663694351 0.1314028387
## [23,] -0.949989005 0.1658997819 0.072271762 -0.063017553 -0.7882371379
## [24,] -0.846291163 0.6804129019 -0.272863835 -0.827363293 -0.2911884194
## [25,] -0.910577711 0.6457881325 0.305548277 -0.186402745 -0.7323989311
## [26,] -0.483296598 -0.4914885297 -0.155680228 -0.208110601 -0.6161027998
## [27,] -0.389554705 0.4793055948 -0.947555927 -0.679408326 -0.1477151064
## [28,] -0.626161384 0.3744287610 0.166058780 -0.825946747 -0.0840725034
## [29,] -0.420613947 -0.0857019490 0.115531253 0.443595801 -0.1271150004
## [30,] -0.293174816 0.1685486434 0.442743020 -0.132334505 -0.8244673779
## [31,] 0.693365182 0.3943869482 1.006602072 -0.584841328 0.3936270534
## [32,] 0.261372462 0.5296351384 0.491288281 -0.694187555 0.4698994489
## [33,] -0.032518234 -0.9787342382 0.472936314 -0.068242794 -0.2926582107
## [34,] -0.154012288 -0.9550742687 -0.443413582 0.756032814 -0.2363698895
## [35,] -0.762573499 0.2465856863 0.181899712 -0.499629585 -0.1289122635
## [36,] -0.270574357 0.6489416350 0.312027783 -0.072416261 -0.4859901914
## [37,] -0.606694304 0.0876458944 -0.975959151 -0.222816955 0.2229681351
## [38,] -0.442572954 0.4104795545 -0.041883802 -0.837460479 0.4620079177
## [39,] -0.493580545 0.0302375389 -0.015160672 -0.328723575 0.2538524945
## [40,] -1.769032282 -0.9081587000 -0.689167841 0.797377891 -0.2149252430
## [41,] 0.525253272 -0.5881849316 -0.715375200 0.546264450 -0.6593237457
## [42,] -1.469804055 0.0079740225 0.294122658 -0.347463004 0.1009908270
## [43,] -0.657317956 1.0450445876 -0.910090071 -0.074014407 -0.0722407970
## [44,] -1.383176050 -0.5571411816 -0.587366051 0.143740550 -0.1422516068
## [45,] 0.065759750 -0.0596555409 -0.682700274 -0.006707462 -0.6111253140
## [46,] -1.885320601 -0.0953678654 -0.181302617 0.623765072 -0.2492576255
## [47,] -0.895394356 -0.6857825968 0.316668796 0.555642306 0.0407509347
## [48,] 0.245811838 0.4559338750 -0.152184633 0.231631120 -0.4141927613
## [49,] 0.533908491 -0.2496910384 0.770315068 -0.073913532 -0.1128750568
## [50,] 0.906553020 -0.0243982715 0.264150899 0.199127100 0.2232485414
## [51,] 1.082763775 -0.3202303216 0.352889420 -1.229500344 0.7814393758
## [52,] -0.007626502 0.3665190233 1.013018370 -0.996905861 0.1654870360
## [53,] 0.449719423 -0.1387251970 -1.334986751 0.724195585 0.4019315533
## [54,] -0.008741353 -0.4397304673 -0.376278414 -0.116288207 0.2635832276
## [55,] -0.519896069 0.4128581980 -0.304788486 0.100015348 -0.5488264662
## [56,] 0.307018424 0.3185185298 0.468314328 -0.378360830 -0.2148729057
## [57,] 0.082519518 0.0349985897 -0.312999998 0.774017993 -0.6188435974
## [58,] -0.091777981 0.2330589103 -0.629201127 -0.576539952 0.7133061308
## [59,] 0.423184990 0.8291077879 -0.640427041 -0.275020017 0.3439168254
## [60,] -0.393303229 0.1081027625 -0.625113824 0.542948136 0.3257623560
## [61,] 0.378904946 -1.0341700312 -0.990609308 0.619769721 0.5730967477
## [62,] 0.812386142 -0.2706379274 -0.912768747 1.017339613 0.2610538110
## [63,] -0.207381145 0.6251604959 0.766992794 1.369117821 0.0587121095
## [64,] 0.946947289 1.0612175663 -0.197222231 0.998890191 1.1892830214
## [65,] -0.068604577 -0.4829850998 0.052738647 0.583233309 0.8642443794
## [66,] 1.172160266 -0.2182545362 -0.092791612 -0.320734501 0.8361770736
## [67,] 1.585238114 0.3186304747 0.255841405 0.909863758 0.1649983006
## [68,] 0.106520470 1.3616131527 0.258026514 0.381391233 -0.1781589196
## [69,] 0.113187885 -0.3210760518 -1.103066108 1.270168057 -0.2035124076
## [70,] -0.163818232 -1.4912871442 1.025338235 0.124532227 -0.5279866383
## [71,] 0.035980748 -0.1783134843 0.599569060 -1.307935032 -0.3551309658
## [72,] 0.147260246 1.5362632369 1.678537645 1.337671728 0.3934003893
## [73,] -0.382753504 1.6243839200 1.104093087 0.712039349 -0.6185704786
## [74,] -0.291389358 0.4807299143 1.264757894 1.251798408 -0.0003572660
## [75,] 0.076236747 1.3726899588 -0.507329340 -0.144473638 0.5293587519
## [76,] -0.063213407 -0.4356145405 -0.072191338 -0.067012882 0.8729318148
## [77,] 0.659324939 0.6348111701 0.790833801 0.752879106 0.1623657094
## [78,] -1.075117295 -0.9129277008 -0.848144189 0.020697729 -0.0253601990
## [79,] 1.133251333 -2.0840378811 0.107002860 -0.393070192 -0.5468959586
## [80,] -0.606434356 -1.1488640182 0.447960625 1.018419632 0.4047276177
## [81,] 0.300874399 0.4141084288 0.292891007 0.727590683 0.3856069506
## [82,] 0.102381529 0.4780743599 0.631215285 -0.133241324 0.2686526272
## [83,] 0.307469172 0.6459579826 0.915684679 -0.525607468 0.2735647093
## [84,] 0.238865754 -1.1564421223 0.499382206 0.078201189 -0.2367410999
## [85,] 0.623392111 0.7753133850 -0.694557183 -1.383876252 -0.4866444615
## [86,] -0.057850008 0.2858738597 0.200143356 0.529149320 -0.2372533729
## [87,] 0.354460475 -0.2703195547 1.039264732 -0.113646676 0.3949714010
## [88,] -0.184273557 0.4977909584 0.836864840 -0.428714085 0.2394194768
## [89,] 0.076421441 -0.0957509962 -0.379283506 -0.890567759 0.0027403823
## [90,] 0.202955281 0.7582007898 0.389241437 -0.508464961 -0.5074492697
## [91,] 0.507608307 -0.7781672739 0.052617173 -0.718904260 -0.0703877078
## [92,] 0.651594786 -0.1784138172 0.346951188 -0.730089417 -0.5514056965
## [93,] 0.964051085 -0.5759152589 0.471590094 -0.484484871 -0.7581501770
## [94,] -0.599417411 -0.1880517171 0.231710314 0.229228158 0.3550814725
## [95,] -0.483951168 0.7692553324 -0.833701258 0.521217034 1.2128131488
## [96,] 0.788836418 -2.6983707653 0.515775751 -0.003072899 -0.5124306289
## [97,] -1.298842453 0.3462364761 0.032800240 -1.003763190 0.1986789349
## [98,] 0.490415754 -0.0193445529 0.008667405 0.377055415 0.6391280289
## [99,] 1.253023946 0.8477578704 -0.686459449 0.616024601 0.9194345791
## [100,] 0.688594880 -2.0925521052 0.649916775 0.421857510 1.0972387756
## [101,] -0.306315781 -0.2632894088 0.432411303 0.332185251 0.6250117442
## [102,] -0.224058486 0.4099082930 0.760599635 -0.298676687 -0.6417809609
## [103,] -0.720292326 0.5185110867 -0.931319276 0.320257547 -0.5764446585
## [104,] 0.269383478 0.0161077765 -0.461555385 0.153012095 -0.0171281881
## [105,] -0.157893814 0.4673003523 0.409969285 0.061583422 -0.6577842114
## [106,] 0.071359391 -1.0866832039 -0.429480493 0.322763188 -1.5977668351
## [107,] 0.193093299 0.2272508746 0.230818470 -0.529522516 -0.5396643017
## [108,] 0.539191714 0.0455803720 0.610476929 -0.465849283 -0.9528332883
## [109,] 0.869590900 -0.2687689189 -0.348143981 0.174198593 -1.0170242087
## [110,] 0.702389806 0.2422002581 -0.703348201 -1.183090980 0.1140844374
## [111,] 0.715650843 -1.7679822549 -0.130194767 -0.656626205 0.2608978888
## [112,] -0.746120010 0.8677651091 -0.238109060 0.636813542 0.0066221243
## [113,] -0.312201308 -1.1004606771 -0.825550105 -0.342540379 0.7522412627
## [114,] 0.973317880 0.4555398963 -0.788562763 -0.350795651 0.5313726103
## [115,] 0.094201439 0.9816600193 -0.940311596 0.343549232 -0.4188685118
## [116,] 1.012845286 -1.4319588304 0.683413198 0.077673274 1.2145615686
## [117,] -0.166854410 0.5460182667 0.072942129 -0.454139059 -0.7795448468
## [118,] -0.204509681 -0.0007244976 0.365460278 0.526009745 -0.7350647791
## [119,] -0.854325740 -0.2137287107 -0.622577580 0.140512520 -0.1925287013
## [120,] -0.804380867 -0.9542415709 0.150753930 -0.565117297 -0.2729425083
## [121,] -0.052588681 0.1900418515 -1.423677232 -0.491848349 0.0803523665
## [122,] 0.803206857 0.5700407934 -1.735610379 0.594750430 0.1629057983
## [123,] -1.377322581 -0.5739756835 0.275568713 0.243558611 -0.2336714048
## [124,] -1.663829199 -0.7016148269 0.330989420 0.622902707 0.1617775975
## [125,] -0.464176122 -0.1943734189 -0.157562717 -0.753093975 0.2063090576
## [126,] -0.140955474 0.5313566330 -0.822377252 0.401988145 -0.3788241563
## [127,] 0.939368548 0.7707187407 -0.991126107 0.349787938 -0.6060673838
## [128,] 0.756841922 -0.1860029894 0.037288772 -0.406824430 -0.2794331703
## [129,] 0.521909867 0.3685421394 0.252328790 0.043559941 -0.8015942423
## [130,] -1.082836144 -0.2876883908 -0.275488324 -0.576471570 0.3439363072
## [131,] -0.440489155 0.8144964921 -0.296608985 -0.177733158 0.0461577727
## [132,] -0.922136929 0.9424003464 0.127552586 -0.269042955 0.5048643720
## [133,] -0.334321746 1.5812706759 0.500855127 -0.534268767 -0.0119999242
## [134,] -1.290320797 1.0324750305 0.297894149 -0.154965380 1.1056540605
## [135,] 1.546206985 -0.3936425678 -0.906238102 -0.404334292 -0.2750893646
## [136,] 0.916727645 -0.7456182729 -0.772655228 -0.124384656 -0.1469707825
## [137,] -1.208596561 -0.8602823931 -0.243188019 -0.947013643 0.8078899843
## [138,] -0.973178939 -1.4309605991 0.087742081 0.094766939 0.5850203199
## [139,] -0.183267437 -0.7412034346 0.202357652 0.537284599 -0.2336602299
## [140,] -0.297674906 -0.0477924477 -0.266969338 0.643087194 0.0003665579
## [141,] -0.612684899 0.0217487910 -0.435033428 -0.185443583 -0.5842286470
## [142,] -0.731029852 1.0047649941 0.150536936 -0.293073265 -0.6830491964
## [143,] -1.016160972 0.2908556570 0.386332927 0.522434679 -0.3334460041
## [144,] -1.366617918 -0.8885609256 0.496645639 0.812440859 0.4534939577
## [145,] -0.640657886 -0.0123033156 -0.336382982 -0.831666171 0.5328664043
## [146,] -0.626246845 -0.5670851268 0.359195598 -0.477753980 -0.5790021549
## [147,] -1.623988396 0.1356211275 0.788226802 0.080519512 -0.0269979102
## [148,] -0.578889010 0.2091583395 -0.424005258 -0.272506768 0.3130992970
## [149,] 0.598363840 0.4284809234 -0.128431226 0.030585420 -0.0291368819
## [150,] -0.079729013 0.3734950896 -0.047907300 0.136223620 0.4761154230
## [151,] -0.232755515 1.2525585058 0.464286503 0.234858714 0.2060115497
## [152,] 0.634580931 1.5618925816 -0.329961030 -0.232928048 0.3094628268
## [153,] 0.679153674 1.4825054491 0.051375240 0.215730378 0.0481377246
## [154,] 1.819888306 -1.0817147695 -0.404595523 -0.094173074 -0.1248855553
## [155,] 1.664569191 -0.1148497837 -0.498446301 -0.420336618 -0.9051460598
## [156,] 0.170084273 -1.4197781461 0.195355940 -0.117460735 0.2452951198
## [157,] 0.524409236 -0.2251858787 0.164691983 0.353732933 0.0166748461
## [158,] 0.830966407 -0.1306285227 -0.165995008 -0.515610090 -0.1484072190
## [159,] 3.566657994 0.5353280347 0.525134059 0.660417969 -0.6566480132
## [160,] 3.117422113 0.6065202555 -0.178377938 0.033615552 -0.1971378916
## [161,] 0.340984769 0.0514625460 -1.096671167 0.025380041 0.6237926301
## [162,] -0.533088999 -0.4831825971 0.241305031 0.787457062 0.1935741364
## [163,] -0.247248297 -0.8502001123 -0.224286520 0.300843360 -0.2974480998
## [164,] -0.841012987 -0.2495319879 -0.267721635 -0.286392804 -0.0690821929
## [165,] 0.644651173 0.9722913882 0.793911606 0.242229866 -0.1474261105
## [166,] -0.380955804 -0.4963920685 1.106249756 0.376364780 -0.1983612048
## [167,] 0.624349214 -0.0465942015 0.713441127 0.335436497 0.7563076848
## [168,] 0.457132400 0.6302396460 -0.015905212 -0.330912755 0.7073325677
## [169,] 0.671989422 0.7305776719 0.900220152 -0.233704432 -0.1916975495
## [170,] -1.045420931 0.9684201441 0.352263634 0.269581218 0.7294852100
## [171,] -0.630778204 0.2856394377 -0.646497063 -0.639250200 -0.0183574460
## [172,] 0.889292218 0.9828875578 -0.713513884 -0.067480018 -0.0585356934
## [173,] 0.972101612 0.8187679520 0.321895238 0.279434720 -0.3260090318
## [174,] -0.953447377 -0.8964826957 0.220091006 0.258660488 0.4218836884
## [175,] -0.035755824 -0.1418419130 0.562512296 -0.033486082 0.2507418309
## [176,] 0.112482620 -0.6881925453 -0.029621304 0.109396250 0.2776838029
## [177,] 1.088635565 -0.6784950773 -0.415044443 -0.056797887 -0.4608397311
## [178,] 0.532251973 0.0008458878 0.359918446 0.761826037 -0.0786600437
## Comp.11 Comp.12 Comp.13 Comp.14
## [1,] -0.3923602364 -0.5288542268 0.237153851 0.156301068
## [2,] -0.1190107961 -0.3825531919 0.051132797 0.018692249
## [3,] -0.2618658173 0.0015107308 -0.051244065 -0.086738303
## [4,] 0.7970817902 0.2556052076 0.620594056 0.212676884
## [5,] -0.5599983320 0.2015489738 -0.366552846 -0.637303086
## [6,] 0.4195597889 0.3854731081 0.101861096 0.375609308
## [7,] -0.3439279967 -0.1178197576 0.633339160 0.301990543
## [8,] 0.3557876777 -0.3643420085 0.372021623 0.253333744
## [9,] -0.5067190214 0.6329861176 -0.124041788 0.067634922
## [10,] 0.0137792494 -0.5505847645 -0.031944696 -0.130802269
## [11,] 0.7363368829 0.0846329012 0.035970049 0.252550666
## [12,] 0.0652712433 0.1648953881 -0.082533704 0.084073631
## [13,] 0.0725657381 0.0946647349 0.086923216 0.067472891
## [14,] -1.2243997564 0.7775948722 0.025367594 0.404326691
## [15,] -0.2896406730 0.1589532462 0.493570669 0.492712852
## [16,] 0.0709645906 -0.4966905137 0.083754519 0.006300858
## [17,] 0.0780499094 0.4975334710 -0.275378636 0.191278884
## [18,] 0.2594232409 0.2476187233 -0.717679931 -0.002824205
## [19,] 0.8982130961 -0.1608461235 -0.137257953 0.701881143
## [20,] -0.8412091251 -0.2875769821 -0.088374112 -0.051574757
## [21,] -0.4781717361 -0.4804841696 -0.192785046 -0.298817736
## [22,] -0.6657208890 -0.6858057993 -0.014534321 -0.585239473
## [23,] -0.0350150394 -0.4726008633 0.146105060 0.052305493
## [24,] 0.0045737457 -0.4792015849 0.191830617 -0.395239321
## [25,] -0.3492459779 -0.3130014437 0.048465653 -0.377806463
## [26,] -0.4351202864 0.1002788309 -0.291024885 -0.533642594
## [27,] 0.0219785541 0.2189712620 0.165075764 0.149983776
## [28,] 0.8861847913 0.3734943297 -0.151442985 -0.237020141
## [29,] -0.5468525216 -0.0513981810 0.059481618 -0.265215460
## [30,] -0.0773405062 -0.1297869523 0.340059864 -0.343393548
## [31,] 0.3526182143 0.5993550737 -0.270021853 -0.210707487
## [32,] 1.0709237564 -0.0052176600 -0.227395210 0.143279087
## [33,] -0.2296974879 0.1943172260 -0.446727582 -0.213312876
## [34,] 0.6143757071 -0.1125751821 -0.120006823 -0.067501767
## [35,] -0.1621142856 0.2170841987 -0.198349605 -0.133824969
## [36,] 0.1903471497 -0.2434133650 -0.416188506 -0.360492038
## [37,] -1.1025264654 0.1462353620 -0.048671457 -0.211192256
## [38,] -0.0120668944 0.3933941469 -0.260844102 -0.372643931
## [39,] 0.2483366536 0.1636661869 -0.621541625 -0.314295581
## [40,] -1.1911733553 -0.1642594548 0.196629769 -0.053581576
## [41,] -0.3014129643 -0.2084152421 -0.389144964 -0.395793840
## [42,] 0.8054862647 0.0594987316 -0.659716109 -0.194071250
## [43,] -0.4020363435 0.1979397585 0.265755277 0.273693006
## [44,] -0.1102727823 0.0309173597 -0.648521680 -0.550852558
## [45,] 0.4593754277 -0.0706497683 -0.475512032 -0.520279979
## [46,] 0.5980112301 -0.0474345468 -0.065999618 -0.003735725
## [47,] 0.0417146228 0.2040089189 0.149839401 -0.049329477
## [48,] 0.1156470592 0.0772261208 -0.338741903 -0.142446245
## [49,] -0.1260363214 0.3065584141 -0.368713911 -0.277176275
## [50,] 0.5116171340 -0.7493426763 -0.559933793 0.181828181
## [51,] -0.3944638535 -0.4171196478 -0.259857394 -0.229707024
## [52,] -0.5113479993 -0.3051636833 0.227664086 0.160294668
## [53,] 0.2712748702 0.0908366455 0.176143452 0.042476972
## [54,] 0.3240560606 0.0067315002 0.266177954 0.068439846
## [55,] 0.1828555185 -0.1829737140 -0.359408164 -0.016066936
## [56,] 0.3217479839 0.1607607424 -0.102753561 -0.545184030
## [57,] -0.0475713505 0.0493887950 -0.012540934 -0.282844627
## [58,] 0.0800406273 0.1268948791 -0.047996692 0.097643297
## [59,] 0.2587802554 0.5563348093 -0.104713651 0.132581923
## [60,] 0.3323846104 0.5962841138 0.259128647 -0.433168313
## [61,] 0.1205541067 0.3022151069 0.136439758 0.043951564
## [62,] 0.0847916743 0.0686475927 -0.499323143 -0.078511341
## [63,] 0.2233010306 0.1403752967 0.010606649 0.352430311
## [64,] -0.0875407667 0.2206026373 0.190077013 -0.270671579
## [65,] -0.9501335873 -0.2981958454 -0.132394541 -0.078898934
## [66,] -0.8194127241 0.2101908748 0.133406511 0.416008322
## [67,] -0.1860268017 -0.1793581073 0.031071321 0.313234697
## [68,] 0.4772079160 -1.0959828675 0.073216358 0.083928582
## [69,] 0.2512166051 1.0100623739 0.539381660 0.279408277
## [70,] 0.2439218173 -0.7174352124 0.444127195 -0.207151338
## [71,] 0.2887064505 0.4603428471 -0.163856971 0.362340311
## [72,] -0.7844829081 0.4647484525 0.420543477 0.088442602
## [73,] 0.1014514941 0.1748543522 -0.175560953 0.222190087
## [74,] 1.7587990280 0.1097229116 0.401983225 0.225385581
## [75,] 1.0879522901 0.4772310417 1.075910461 -0.217601103
## [76,] -0.2411881167 -0.6120286712 -0.462442052 -0.128880921
## [77,] -0.4368726782 -0.2313262170 -0.323678365 0.045247199
## [78,] 0.0700640870 -0.3425526829 -0.055991399 0.107196188
## [79,] -0.3451306940 0.1934883338 0.066649930 0.279276692
## [80,] 0.2196879587 -0.0164295385 0.080185175 0.063823704
## [81,] -0.1883488907 -0.4965802990 -0.107784987 -0.319963827
## [82,] -0.1120291369 -0.3481348646 0.232911466 0.585314449
## [83,] 0.1306732394 0.0446329207 0.275860393 -0.159821180
## [84,] 0.0329221107 0.1902304499 -0.528426460 0.276339862
## [85,] -1.1639405760 0.2340667927 0.635338950 0.223745702
## [86,] -0.5884797407 -0.2602549018 0.418011129 0.103035107
## [87,] -0.0659852221 0.0779241871 -0.342514902 -0.174630612
## [88,] 0.3117385720 -0.7888393692 0.213310526 -0.237055346
## [89,] 0.3625863834 -0.1436049753 0.145384118 0.164280327
## [90,] 0.6690218338 0.0823176048 0.409268704 -0.111731033
## [91,] -0.6455573581 0.1830118056 -0.071733570 0.088244167
## [92,] -0.3748731792 -0.4420455207 -0.046793104 -0.118422484
## [93,] -0.3975713310 0.4581408968 -0.428706870 0.229476892
## [94,] -0.8115400837 -0.2521346375 0.368649145 -0.092649875
## [95,] -0.2462719412 -0.2206106171 0.439525436 -0.466855986
## [96,] 0.2752915389 0.4642064162 0.334464199 0.302855618
## [97,] -0.6446513578 0.2255570127 0.518481514 -0.149544840
## [98,] -0.4377459258 0.0631840983 0.015385058 0.025455874
## [99,] 0.4438302384 0.5794509742 -0.144749570 0.391558503
## [100,] -0.6892368880 0.0756930101 -0.025659665 0.022166527
## [101,] 0.9290154084 -0.6441528612 -0.122726509 0.178027497
## [102,] 0.0094959553 -0.1170490739 -0.005218259 0.174770207
## [103,] 0.0216583088 -0.0361879688 0.416514332 0.161576149
## [104,] 0.6444916603 0.5547720201 -0.115629335 -0.501870518
## [105,] 0.7717867381 -0.4997231486 0.350838683 0.238930673
## [106,] 0.0759516253 -0.5479026261 -0.401205241 0.340326882
## [107,] -0.2285655942 -0.5972638422 -0.092889547 0.402840716
## [108,] -0.2142608245 0.2281271470 -0.532467667 0.366356982
## [109,] -0.0416099257 0.1770253771 -0.099510448 -0.196537995
## [110,] -0.5277104541 0.2535764865 0.581330683 0.400699575
## [111,] 0.7219903336 0.6135680951 0.062278293 -0.472053902
## [112,] 0.0646558007 0.5876704566 -0.137755961 -0.037187056
## [113,] -0.6827016139 -0.6991101573 -0.018350619 0.581266030
## [114,] -0.1902361712 0.3199546770 -0.031817837 -0.359307520
## [115,] 0.1287523650 -0.0158143787 0.066072168 0.059368636
## [116,] 0.1888810580 -0.7407722731 -0.191231088 -0.634678110
## [117,] 0.5187997968 -0.2891466473 0.152300204 -0.142127563
## [118,] -0.0005459698 0.0024477964 -0.380201561 0.016482736
## [119,] -0.3132161800 0.3030199922 -0.213778240 0.210114821
## [120,] 0.3556464998 0.0236670163 0.203450045 0.074539048
## [121,] 0.4207493507 -0.1287831585 0.316886279 0.298700435
## [122,] 0.1217298468 -0.8529086612 -1.069311513 1.159394876
## [123,] -0.0212799352 0.0015004218 -0.091526569 0.118383309
## [124,] 0.1861591829 0.3572640505 -0.156702970 0.350156240
## [125,] -0.4284931326 -0.0198961891 0.308694941 0.129196785
## [126,] 0.3943755285 -0.0516798842 -0.231227685 0.192840698
## [127,] -0.0102614466 0.5619150763 -0.546334012 0.363170616
## [128,] 0.3448040230 0.3527124110 -0.616044100 -0.038123460
## [129,] 0.0678189580 0.6023727709 -0.547136401 0.043288010
## [130,] 0.4345302487 0.2620956440 0.004533386 0.162705637
## [131,] -0.5361333173 1.0227397626 -0.228581801 0.273781104
## [132,] -0.5734347463 0.3888172323 -0.410479524 0.246783226
## [133,] -0.0185262475 0.5090573282 -0.689965769 0.104088896
## [134,] -0.0016666816 0.6777185969 -0.305066233 -0.042462131
## [135,] 0.0118681478 0.6705787797 0.362098398 -0.318548622
## [136,] 0.4094176528 -0.1681552386 -0.085267572 -0.001338617
## [137,] 0.1974291298 0.5784908325 0.010642785 0.034878841
## [138,] 0.3977117912 0.0616466430 -0.078222704 -0.355850466
## [139,] 0.1300067967 0.0857950504 0.151062768 -0.027931066
## [140,] 0.5320106549 0.2213209065 0.570265389 -0.477045194
## [141,] -0.3462844124 -0.0350058168 0.613573091 0.113366400
## [142,] 0.1666313600 -0.2155848987 0.657325711 0.341453832
## [143,] -0.3306090040 0.2535450507 0.365288363 0.013785196
## [144,] -0.0968664717 0.2854459866 0.445752718 -0.020359650
## [145,] 0.5087906138 -0.9857443461 0.121313948 0.205259857
## [146,] 0.6976436752 0.8715275797 0.122304600 0.180469052
## [147,] -0.5958770234 0.6571848549 -0.241312709 0.149141296
## [148,] 0.2277645464 -0.2765879990 0.191926913 -0.018548701
## [149,] 0.1780555240 0.1584960712 0.175700368 -0.144069147
## [150,] -0.1314586743 -0.3660145239 -0.779435922 0.246416325
## [151,] -0.6279354798 0.1645770533 -0.739572717 0.287193225
## [152,] -0.4584938866 -0.6039798538 -0.601680497 -0.004461530
## [153,] -0.5034379959 0.9870659331 -0.125705185 -0.483056669
## [154,] -0.1196294858 -0.4427245441 0.041346981 -0.034299050
## [155,] 0.3862936703 0.0068672545 -0.256241999 -0.218182275
## [156,] 0.5667679055 0.0007123485 -0.042471821 -0.058812594
## [157,] -0.6721046834 -0.0412890163 0.162830993 -0.058792463
## [158,] 1.3340662317 -0.0220304777 0.095915310 -0.238352751
## [159,] -0.2830942574 -0.0855504017 0.648155958 -0.433443305
## [160,] -0.3700171802 -0.0835129290 0.600264521 -0.517746839
## [161,] 0.4221397746 0.1039952391 0.027711613 -0.461813951
## [162,] -0.2243430946 0.1107663323 0.565513354 0.050954084
## [163,] 0.0207716972 -0.3120684054 0.233688269 -0.080056352
## [164,] -0.1787567565 0.1772009686 0.147522642 0.265710126
## [165,] -0.0866592675 -0.4797507204 -0.118185431 0.027987748
## [166,] -0.0200993595 -0.1246242124 -0.148375660 -0.052042095
## [167,] -0.1560325465 -0.8036648167 0.013182588 -0.076083269
## [168,] 0.0478987525 -1.0783069141 0.080824704 -0.070287732
## [169,] -0.2063817520 -0.1470596578 0.235479077 0.068746095
## [170,] -0.1826809596 -0.2481407482 0.404556333 -0.081142019
## [171,] -0.1815037877 -0.2436657017 -0.019659014 -0.105413693
## [172,] -0.1453005905 -0.8091700252 -0.193549860 -0.221321811
## [173,] -0.5831397063 -0.0882803994 0.424509069 0.137293300
## [174,] 0.1425089155 -0.1618409779 0.330418057 0.257175748
## [175,] 0.2504522260 0.2798174325 0.183533295 -0.044095738
## [176,] 0.4976789763 -0.6973940189 0.003264478 0.148993386
## [177,] 0.3296455708 -0.3337118214 0.138084160 0.142713380
## [178,] -0.2462407821 0.1887256194 0.271362034 -0.140367036
#components will be ploted in descending order
windows()
plot(pca)
#combining first first 10 components with wine dataset
winepca=cbind(wine,pca$scores[,1:10])
winepca
## Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 70 2 12.21 1.19 1.75 16.8 151 1.85 1.28
## 71 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 72 2 13.86 1.51 2.67 25.0 86 2.95 2.86
## 73 2 13.49 1.66 2.24 24.0 87 1.88 1.84
## 74 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 122 2 11.56 2.05 3.23 28.5 119 3.18 5.08
## 123 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 159 2 14.34 1.68 2.70 25.0 98 2.80 1.31
## 160 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline Comp.1
## 1 0.28 2.29 5.640000 1.040 3.92 1065 -3.70511401
## 2 0.26 1.28 4.380000 1.050 3.40 1050 -2.56988231
## 3 0.30 2.81 5.680000 1.030 3.17 1185 -2.91596582
## 4 0.24 2.18 7.800000 0.860 3.45 1480 -4.22760773
## 5 0.39 1.82 4.320000 1.040 2.93 735 -1.50225325
## 6 0.34 1.97 6.750000 1.050 2.85 1450 -3.53573804
## 7 0.30 1.98 5.250000 1.020 3.58 1290 -2.91782484
## 8 0.31 1.25 5.050000 1.060 3.58 1295 -2.58354795
## 9 0.29 1.98 5.200000 1.080 2.85 1045 -2.94456914
## 10 0.22 1.85 7.220000 1.010 3.55 1045 -3.13865831
## 11 0.22 2.38 5.750000 1.250 3.17 1510 -3.85588651
## 12 0.26 1.57 5.000000 1.170 2.82 1280 -2.22474263
## 13 0.29 1.81 5.600000 1.150 2.90 1320 -2.55843654
## 14 0.43 2.81 5.400000 1.250 2.73 1150 -3.84047401
## 15 0.29 2.96 7.500000 1.200 3.00 1547 -4.70169763
## 16 0.30 1.46 7.300000 1.280 2.88 1310 -2.80584729
## 17 0.33 1.97 6.200000 1.070 2.65 1280 -2.72025457
## 18 0.40 1.72 6.600000 1.130 2.57 1130 -2.40669942
## 19 0.32 1.86 8.700000 1.230 2.82 1680 -4.02866660
## 20 0.17 1.66 5.100000 0.960 3.36 845 -2.53837484
## 21 0.24 2.10 5.650000 1.090 3.71 780 -3.46011166
## 22 0.25 1.98 4.500000 1.030 3.52 770 -1.53563825
## 23 0.27 1.69 3.800000 1.110 4.00 1035 -2.87570222
## 24 0.26 1.46 3.930000 1.090 3.63 1015 -2.00928852
## 25 0.28 1.66 3.520000 1.120 3.82 845 -2.12619127
## 26 0.47 1.92 3.580000 1.130 3.20 830 -1.48068630
## 27 0.34 1.45 4.800000 0.920 3.22 1195 -2.24431182
## 28 0.27 1.35 3.950000 1.020 2.77 1285 -1.68008459
## 29 0.37 1.76 4.500000 1.250 3.40 915 -2.60416034
## 30 0.26 1.98 4.700000 1.040 3.59 1035 -2.63745238
## 31 0.29 2.38 5.700000 1.190 2.71 1285 -2.91942323
## 32 0.22 1.95 6.900000 1.090 2.88 1515 -3.12149918
## 33 0.42 1.97 3.840000 1.230 2.87 990 -2.03983135
## 34 0.50 1.35 5.400000 1.250 3.00 1235 -2.42213153
## 35 0.29 1.54 4.200000 1.100 2.87 1095 -1.88869546
## 36 0.26 1.86 5.100000 1.040 3.47 920 -2.28538578
## 37 0.34 1.36 4.600000 1.090 2.78 880 -1.86643136
## 38 0.29 1.44 4.250000 1.120 2.51 1105 -1.57753179
## 39 0.28 1.37 3.700000 1.180 2.69 1020 -1.86251766
## 40 0.20 2.08 5.100000 0.890 3.53 760 -3.00813067
## 41 0.34 2.34 6.130000 0.950 3.38 795 -2.95615250
## 42 0.27 1.48 4.280000 0.910 3.00 1035 -1.16761771
## 43 0.17 1.70 5.430000 0.880 3.56 1095 -3.47018007
## 44 0.32 1.66 4.360000 0.820 3.00 680 -0.97031857
## 45 0.28 2.03 5.040000 0.880 3.35 885 -2.44083744
## 46 0.30 1.25 5.240000 0.870 3.33 1080 -1.73720648
## 47 0.27 2.19 4.900000 1.040 3.44 1065 -3.15352240
## 48 0.21 2.14 6.100000 0.910 3.33 985 -3.17892272
## 49 0.32 2.38 6.200000 1.070 2.75 1060 -2.47472856
## 50 0.32 2.08 8.900000 1.120 3.10 1260 -3.17059333
## 51 0.17 2.91 7.200000 1.120 2.91 1150 -3.50014056
## 52 0.22 2.29 5.600000 1.240 3.37 1265 -3.23904536
## 53 0.32 1.87 7.050000 1.010 3.26 1190 -3.90403828
## 54 0.39 1.68 6.300000 1.130 2.93 1375 -2.74931188
## 55 0.21 1.62 5.850000 0.920 3.20 1060 -2.59105279
## 56 0.20 2.45 6.250000 0.980 3.03 1120 -2.88331241
## 57 0.26 2.03 6.380000 0.940 3.31 970 -3.16770812
## 58 0.31 1.66 6.000000 1.070 2.84 1270 -2.64338916
## 59 0.19 2.04 6.800000 0.890 2.87 1285 -3.56248532
## 60 0.28 0.42 1.950000 1.050 1.82 520 1.32815820
## 61 0.63 0.41 3.270000 1.250 1.67 680 1.76062948
## 62 0.53 0.62 5.750000 0.980 1.59 450 2.00829716
## 63 0.32 0.73 3.800000 1.230 2.46 630 0.30095151
## 64 0.19 1.87 4.450000 1.220 2.87 420 -1.45545054
## 65 0.45 1.03 2.950000 1.450 2.23 355 0.97588162
## 66 0.37 2.08 4.600000 1.190 2.30 678 -0.50182324
## 67 0.26 2.28 5.300000 1.120 3.18 502 -1.66505020
## 68 0.27 1.04 4.680000 1.120 3.48 510 0.27782435
## 69 0.55 0.42 3.170000 1.020 1.93 750 0.99095737
## 70 0.14 2.50 2.850000 1.280 3.07 718 -1.41133969
## 71 0.37 1.46 3.050000 0.906 1.82 870 1.78133863
## 72 0.21 1.87 3.380000 1.360 3.16 410 -1.18189240
## 73 0.27 1.03 3.740000 0.980 2.78 472 1.01213723
## 74 0.21 1.96 3.350000 1.310 3.50 985 -2.08193383
## 75 0.13 1.65 3.210000 0.990 3.13 886 -1.30924432
## 76 0.34 1.15 3.800000 1.230 2.14 428 1.25874940
## 77 0.24 1.46 4.600000 1.190 2.48 392 0.08529669
## 78 0.43 0.95 2.650000 0.960 2.52 500 1.71501059
## 79 0.35 2.76 3.400000 1.060 2.31 750 -0.81601011
## 80 0.43 1.95 2.570000 1.190 3.13 463 0.01146323
## 81 0.30 1.43 2.500000 1.380 3.12 278 -0.15972117
## 82 0.26 1.77 3.900000 1.160 3.14 714 -0.58709106
## 83 0.40 1.40 2.200000 1.310 2.72 630 0.91234648
## 84 0.61 1.62 4.800000 0.840 2.01 515 2.60658026
## 85 0.22 2.35 3.050000 0.790 3.08 520 -0.36646360
## 86 0.30 1.46 2.620000 1.230 3.16 450 -0.30601978
## 87 0.43 1.56 2.450000 1.330 2.26 495 1.19761667
## 88 0.40 1.34 2.600000 1.360 3.21 562 0.98325812
## 89 0.48 1.35 2.800000 1.000 2.75 680 1.43454534
## 90 0.42 1.38 1.740000 1.070 3.21 625 0.98664243
## 91 0.52 1.64 2.400000 1.080 2.27 480 1.67162465
## 92 0.50 1.63 3.600000 1.050 2.65 450 1.86500462
## 93 0.58 1.62 3.050000 0.960 2.06 495 2.16492195
## 94 0.25 1.99 2.150000 1.150 3.30 290 -0.23128682
## 95 0.17 1.35 3.250000 1.160 2.96 345 -0.42443689
## 96 0.32 3.28 2.600000 1.160 2.63 937 -2.04987019
## 97 0.14 1.56 2.500000 0.950 2.26 625 0.82633732
## 98 0.29 1.77 2.900000 1.230 2.74 428 -0.48355759
## 99 0.24 1.95 4.500000 1.040 2.77 660 -1.68885851
## 100 0.45 2.81 2.300000 1.420 2.83 406 -0.84915767
## 101 0.26 1.40 3.300000 1.270 2.96 710 -0.28942040
## 102 0.29 1.35 2.450000 1.040 2.77 562 0.94320328
## 103 0.34 1.31 2.800000 0.800 3.38 438 0.51113210
## 104 0.37 1.42 2.060000 0.940 2.44 415 1.10054576
## 105 0.32 1.48 2.940000 1.040 3.57 672 0.06080245
## 106 0.66 1.42 2.700000 0.860 3.30 315 2.03639462
## 107 0.37 1.63 3.400000 1.000 3.17 510 0.76929929
## 108 0.48 1.63 3.300000 0.880 2.42 488 1.86984654
## 109 0.39 2.08 2.700000 0.860 3.02 312 0.39545217
## 110 0.29 2.49 2.650000 0.960 3.26 680 -1.05147342
## 111 0.24 3.58 2.900000 0.750 2.81 562 -0.86876740
## 112 0.26 1.22 2.000000 0.900 2.78 325 0.68253690
## 113 0.60 1.05 3.800000 1.230 2.50 607 1.51332416
## 114 0.42 1.44 3.080000 1.100 2.31 434 0.88771183
## 115 0.43 1.04 2.900000 0.930 3.19 385 0.87970488
## 116 0.52 2.01 1.900000 1.710 2.87 407 0.15401587
## 117 0.30 1.53 1.950000 0.950 3.33 495 0.73408095
## 118 0.34 1.61 2.060000 1.060 2.96 345 0.54096921
## 119 0.43 0.83 3.400000 0.700 2.12 372 2.58015150
## 120 0.37 1.87 1.280000 0.930 3.05 564 0.95055560
## 121 0.32 1.83 3.250000 0.800 3.39 625 -0.28799757
## 122 0.47 1.87 6.000000 0.930 3.69 465 -0.93604765
## 123 0.43 1.71 2.080000 0.920 3.12 365 1.42657852
## 124 0.30 2.01 2.600000 0.730 3.10 380 0.74456068
## 125 0.21 2.91 2.800000 0.750 3.64 380 -0.48711711
## 126 0.37 1.35 2.760000 0.860 3.28 378 0.53048837
## 127 0.39 1.77 3.940000 0.690 2.84 352 0.35026917
## 128 0.58 1.76 3.000000 0.970 2.44 466 1.87095458
## 129 0.40 1.90 2.120000 0.890 2.78 342 0.89082981
## 130 0.42 1.35 2.600000 0.790 2.57 580 2.00582110
## 131 0.21 0.94 4.100000 0.760 1.29 630 1.47395125
## 132 0.24 0.83 5.400000 0.740 1.42 530 2.42793215
## 133 0.27 0.83 5.700000 0.660 1.36 560 2.95946812
## 134 0.17 0.84 5.000000 0.780 1.29 600 2.21763126
## 135 0.60 1.25 5.450000 0.750 1.51 650 2.47210831
## 136 0.63 0.94 7.100000 0.730 1.58 695 3.04187807
## 137 0.53 0.80 3.850000 0.750 1.27 720 3.84221608
## 138 0.63 1.10 5.000000 0.820 1.69 515 3.84280913
## 139 0.58 0.88 5.700000 0.810 1.82 580 3.05782248
## 140 0.53 0.81 4.920000 0.890 2.15 590 2.42631261
## 141 0.53 0.75 4.600000 0.770 2.31 600 2.78021425
## 142 0.37 0.64 5.600000 0.700 2.47 780 2.30557663
## 143 0.50 0.55 4.350000 0.890 2.06 520 2.95511854
## 144 0.47 1.02 4.400000 0.910 2.05 550 2.38535498
## 145 0.29 1.14 8.210000 0.650 2.00 855 2.20296259
## 146 0.43 1.30 4.000000 0.600 1.68 830 2.62691305
## 147 0.40 0.68 4.900000 0.580 1.33 415 4.12566664
## 148 0.47 0.86 7.650000 0.540 1.86 625 3.44925410
## 149 0.45 1.25 8.420000 0.550 1.62 650 2.72086930
## 150 0.34 1.14 9.400000 0.570 1.33 550 2.78347623
## 151 0.22 1.25 8.600000 0.590 1.30 500 2.23778907
## 152 0.24 1.26 10.800000 0.480 1.47 480 2.47748320
## 153 0.26 1.56 7.100000 0.610 1.33 425 1.85493299
## 154 0.61 1.87 10.520000 0.560 1.51 675 2.63448042
## 155 0.53 1.40 7.600000 0.580 1.55 640 2.76445350
## 156 0.61 1.55 7.900000 0.600 1.48 725 3.43522642
## 157 0.48 1.56 9.010000 0.570 1.64 480 2.76264473
## 158 0.63 1.14 7.500000 0.670 1.73 880 3.29422655
## 159 0.53 2.70 13.000000 0.570 1.96 660 0.97681632
## 160 0.52 2.29 11.750000 0.570 1.78 620 1.57595123
## 161 0.50 1.04 7.650000 0.560 1.58 520 3.10619463
## 162 0.50 0.80 5.880000 0.960 1.82 680 2.20528243
## 163 0.60 0.96 5.580000 0.870 2.11 570 2.83576004
## 164 0.40 0.94 5.280000 0.680 1.75 675 2.58405655
## 165 0.41 1.03 9.580000 0.700 1.68 615 2.84476867
## 166 0.52 1.15 6.620000 0.780 1.75 520 3.43083210
## 167 0.43 1.46 10.680000 0.850 1.56 695 2.27893429
## 168 0.40 0.97 10.260000 0.720 1.75 685 2.84719410
## 169 0.39 1.54 8.660000 0.740 1.80 750 2.11349017
## 170 0.27 1.11 8.500000 0.670 1.92 630 2.25887978
## 171 0.40 0.73 5.500000 0.660 1.83 510 3.23753645
## 172 0.48 0.64 9.899999 0.570 1.63 470 3.57651416
## 173 0.44 1.24 9.700000 0.620 1.71 660 2.33869625
## 174 0.52 1.06 7.700000 0.640 1.74 740 3.16224501
## 175 0.43 1.41 7.300000 0.700 1.56 750 2.51923685
## 176 0.43 1.35 10.200000 0.590 1.56 835 2.50741302
## 177 0.53 1.46 9.300000 0.600 1.62 840 2.27936963
## 178 0.56 1.35 9.200000 0.610 1.60 560 2.99529460
## Comp.2 Comp.3 Comp.4 Comp.5 Comp.6
## 1 -1.10766542 -0.07690375 0.116550349 0.762488597 -0.272815952
## 2 0.31461351 -2.07573265 -0.489453460 -0.281681816 -0.895148406
## 3 -0.83139130 1.01692551 0.589212601 -0.481986166 0.425678205
## 4 -2.28480194 -0.01578513 0.650952749 -0.256198797 0.392939771
## 5 -0.93538871 1.98225015 -0.481778607 0.200816531 -0.640986934
## 6 -1.83505847 -0.53825846 -0.528505411 -0.200835616 0.427538293
## 7 -1.06982551 -0.96611694 -0.439329170 -0.932229649 -0.353097766
## 8 -1.53054168 0.15520773 -1.192068255 0.362883712 -1.294071556
## 9 -0.80691313 -1.74612951 -0.193168038 -0.758684873 0.128647389
## 10 -0.60684887 -0.94662247 0.230536499 -0.478024796 0.286768302
## 11 -0.96467254 -0.34800944 0.005467436 -0.220181576 0.014552930
## 12 -0.65611871 -1.22640103 -1.146145323 -0.407041978 -0.351788309
## 13 -0.64553460 -0.88720901 -0.776603500 -0.978927349 0.040512553
## 14 -0.83968110 -1.15208665 -0.355610701 -1.650305708 1.214770723
## 15 -1.58747675 -1.11591685 0.248541864 -0.692983412 1.185686480
## 16 -1.52451816 0.24325243 -1.471256357 0.137604885 -0.147889268
## 17 -2.14868386 0.89774147 -0.782151530 0.402101302 0.049816604
## 18 -1.53360721 0.81777891 -1.103460133 0.075157406 0.498264148
## 19 -2.13071962 -0.36970005 -0.983248052 -0.416704723 0.839404362
## 20 -0.97210761 -0.14201274 0.597546574 0.404946334 -1.571678707
## 21 -0.50192962 -0.29729056 0.365523707 0.919518356 -0.256207529
## 22 -0.35016410 0.87474104 0.743191089 -0.461770485 -1.529984482
## 23 0.17638274 -0.35280118 -0.353329449 -0.552540367 -0.949989005
## 24 0.43342506 0.04940933 -0.753065665 -0.442506986 -0.846291163
## 25 0.28030818 0.80349916 -0.550100405 -0.726181261 -0.910577711
## 26 -0.98158065 3.75369058 -1.413395717 0.386853547 -0.483296598
## 27 -0.70784220 -0.13128822 -0.736981011 -1.072554746 -0.389554705
## 28 -0.07456014 -1.46220976 -0.751995099 -0.333896070 -0.626161384
## 29 -0.59637292 1.35983807 -1.121687826 -0.563336204 -0.420613947
## 30 -0.14170877 -1.11009809 0.034555599 -0.614164415 -0.293174816
## 31 -1.03514846 1.41397201 -0.502935552 -0.348186357 0.693365182
## 32 -1.25939465 -0.27208917 -0.261294512 0.146834148 0.261372462
## 33 -0.11008299 -0.22936664 -1.020687757 -0.397158768 -0.032518234
## 34 -1.55046297 1.17186416 -2.252208935 0.683463407 -0.154012288
## 35 -0.75262915 0.43550742 -1.108254541 0.303484880 -0.762573499
## 36 -0.14508317 0.41983985 0.088343291 -0.377050740 -0.270574357
## 37 -0.72743638 0.40438327 -1.414093226 0.127240868 -0.606694304
## 38 -0.25947527 -0.11900427 -1.176794176 -0.132915803 -0.442572954
## 39 0.62929056 -1.51669389 -0.918788846 -0.040683681 -0.493580545
## 40 -1.59093125 -0.25628451 1.451297736 0.565392222 -1.769032282
## 41 -0.57908208 -0.06722618 0.652283315 0.263536351 0.525253272
## 42 -0.40385549 -0.86172992 0.786333941 -1.164882554 -1.469804055
## 43 -0.90443737 -0.26481373 0.384838808 -0.519047501 -0.657317956
## 44 -0.56011137 -0.26484994 1.130009418 -0.620188428 -1.383176050
## 45 0.13022005 -0.65875500 0.819815459 0.090629934 0.065759750
## 46 -1.84611762 0.02640264 0.390913656 -0.594135777 -1.885320601
## 47 -0.99947612 -0.49642624 1.054678391 -1.052269010 -0.895394356
## 48 -0.44329155 -1.10343316 0.980862066 -0.308463574 0.245811838
## 49 -1.14872573 -0.02568692 0.132344378 -0.367791321 0.533908491
## 50 -1.51934161 -0.56153750 -0.078884855 -0.202265795 0.906553020
## 51 0.08236477 -1.91069539 1.210401648 -0.221013996 1.082763775
## 52 -0.55045025 0.01561789 -0.466513701 -0.605443397 -0.007626502
## 53 -1.25345139 -0.42756787 0.055822431 -0.406850218 0.449719423
## 54 -1.73986513 0.37109597 -1.286177286 -0.036960682 -0.008741353
## 55 -0.92179330 -0.92030144 0.071503366 0.845710061 -0.519896069
## 56 -1.10498179 0.58707584 0.622906204 0.794774557 0.307018424
## 57 -1.20038591 -0.53186159 0.439062251 0.405198112 0.082519518
## 58 -1.11434803 0.26612954 -0.736398105 -0.466524199 -0.091777981
## 59 -1.41050030 -0.18543613 0.390433910 0.136404217 0.423184990
## 60 2.82570230 -4.68038351 -0.831208540 0.770726307 -0.393303229
## 61 1.13548183 -0.98462863 -3.023298413 0.210711845 0.378904946
## 62 0.58902575 -1.65325842 -1.354778821 0.392656102 0.812386142
## 63 1.30899458 -1.80215501 -1.176593176 0.170996828 -0.207381145
## 64 2.39468656 0.05136334 0.861054383 -0.092721225 0.946947289
## 65 1.86333665 0.59163659 -2.070170790 0.706686080 -0.068604577
## 66 1.06982577 0.62018517 -0.466750207 0.370638909 1.172160266
## 67 2.34697217 -1.95067410 1.386422772 -0.805886066 1.585238114
## 68 2.47852960 -1.12445468 -0.065036133 -0.517502339 0.106520470
## 69 0.16874398 -0.73152367 -2.424675957 0.494854353 0.113187885
## 70 1.91113913 -1.09632473 0.636985710 4.416553133 -0.163818232
## 71 0.71613959 -0.66436676 -0.762796980 1.289214106 0.035980748
## 72 1.40168779 1.99239458 -0.029058409 -0.644758709 0.147260246
## 73 1.03862133 0.04735584 -0.175239696 -0.180169590 -0.382753504
## 74 0.47535984 3.53208078 -0.018194898 2.339068950 -0.291389358
## 75 1.75222327 0.53459829 0.654853672 0.984314671 0.076236747
## 76 2.31447271 -1.63650924 -0.560015792 0.907424706 -0.063213407
## 77 2.24908424 -2.45309748 0.072636297 0.304240171 0.659324939
## 78 1.20972857 -0.29214291 -0.437733142 1.025496710 -1.075117295
## 79 1.16562431 -1.05506054 0.383498172 3.040287602 1.133251333
## 80 1.24301062 1.79697147 0.791273011 -0.564431211 -0.606434356
## 81 3.51340649 -0.43157270 -0.397820972 0.008380108 0.300874399
## 82 1.71446760 -0.34580128 0.252023113 -0.297115248 0.102381529
## 83 2.34181218 1.21999559 -1.424532290 -0.623897088 0.307469172
## 84 -0.21365198 0.41454876 0.226651920 -1.367346768 0.238865754
## 85 1.75947834 0.64801895 0.951022850 0.702872048 0.623392111
## 86 2.22437353 -0.27291171 -0.620293336 0.575081273 -0.057850008
## 87 2.15667500 0.67704814 -1.106070825 0.068815596 0.354460475
## 88 2.34826659 2.18879754 -1.297745490 -0.205514956 -0.184273557
## 89 1.67568738 0.85857422 -0.689962932 -0.651447575 0.076421441
## 90 2.58388972 0.72376144 -0.606996815 -1.325854982 0.202955281
## 91 1.91871735 -0.16106487 -0.826431975 -0.690377603 0.507608307
## 92 1.65706797 0.67704403 -0.819646406 -0.292529955 0.651594786
## 93 1.28374102 -0.19624588 -0.930341744 -0.864533153 0.964051085
## 94 2.51130924 0.09452985 1.177898731 -0.312972809 -0.599417411
## 95 2.47757994 0.14327145 0.612888987 0.713226294 -0.483951168
## 96 0.55806833 1.00971478 0.735540640 4.136100746 0.788836418
## 97 0.48164962 1.35253340 -0.086004326 3.375665648 -1.298842453
## 98 2.77859389 -1.10292277 0.268622936 -0.164085163 0.490415754
## 99 1.95415202 -0.14095786 1.055603554 -0.239650440 1.253023946
## 100 2.50484934 0.75166933 0.937677629 -0.982660879 0.688594880
## 101 2.54697473 -1.57856497 0.218874409 0.593554514 -0.306315781
## 102 2.21674569 -1.56288900 -0.217197017 0.354965454 -0.224058486
## 103 1.26096304 0.98833974 0.621604333 -0.087759975 -0.720292326
## 104 2.60223175 -0.83943166 0.436162783 -0.085350007 0.269383478
## 105 2.21392547 -0.50722403 0.277866972 -0.458149389 -0.157893814
## 106 1.47849126 0.82871479 -0.282928937 -1.162024009 0.071359391
## 107 2.14647194 -0.54600968 0.160969471 -0.606169959 0.193093299
## 108 1.16473795 0.21036394 -0.276475488 -0.536110019 0.539191714
## 109 2.40186939 -0.48123456 1.008735434 0.062111717 0.869590900
## 110 1.89197126 1.82286941 0.771875017 0.154427495 0.702389806
## 111 1.87617500 0.27175531 4.117747105 0.876924790 0.715650843
## 112 1.95982857 0.03690507 0.838416763 -0.240057353 -0.746120010
## 113 0.64750919 1.90922663 -1.993887395 -0.153233801 -0.312201308
## 114 2.27081693 0.98390391 -0.884666377 0.059948520 0.973317880
## 115 1.93035036 1.23995472 -0.451250011 -0.824788798 0.094201439
## 116 3.96270155 1.21304870 -1.205935972 -0.508790334 1.012845286
## 117 2.81038403 -0.37810839 0.452412130 0.059802697 -0.166854410
## 118 2.01801836 0.66282773 0.077249774 1.019257403 -0.204509681
## 119 0.86536267 -1.99701245 0.463369704 -0.946824006 -0.854325740
## 120 2.17444762 -0.42005158 1.170251296 -0.502385524 -0.804380867
## 121 1.67636885 1.14652297 1.265305741 -0.063912414 -0.052588681
## 122 0.29018869 5.43290438 0.413514147 0.265636012 0.803206857
## 123 0.64104286 2.96579296 0.933053973 -0.426708556 -1.377322581
## 124 0.68774826 0.50185813 3.169390581 -1.450722706 -1.663829199
## 125 1.78568659 1.53168561 3.621442952 -1.040659057 -0.464176122
## 126 2.16646598 0.38416636 0.786607113 -0.753256664 -0.140955474
## 127 1.41414814 0.69664475 1.138995157 -0.680543806 0.939368548
## 128 1.09757215 3.27186028 -0.539524794 -0.573044401 0.756841922
## 129 1.97056391 1.24753614 0.573486467 -0.331760939 0.521909867
## 130 0.93389525 0.69799447 0.939481412 -1.281944631 -1.082836144
## 131 -0.23359776 -1.13222650 -0.508742458 2.690246957 -0.440489155
## 132 -0.62518079 -0.72155664 0.116514486 1.225445993 -0.922136929
## 133 -0.59960537 -0.18969380 -0.061312452 1.058304120 -0.334321746
## 134 -0.56139142 -0.43590916 0.560084655 1.408438071 -1.290320797
## 135 0.14658086 -1.15783555 -1.058758459 -0.489499905 1.546206985
## 136 -0.75569963 -1.14359216 -0.888890409 -0.308090097 0.916727645
## 137 -0.71695585 0.11129294 -0.419400025 -0.634965262 -1.208596561
## 138 -1.15765647 1.62333156 0.045981794 -0.976043061 -0.973178939
## 139 -0.77520668 -1.08872021 -0.507045299 -0.999185128 -0.183267437
## 140 -0.53584132 1.19320975 -0.929461556 -0.185400408 -0.297674906
## 141 -0.63645533 0.53625653 -1.157675282 -0.330644853 -0.612684899
## 142 -0.65580174 -1.00418902 -0.535478657 -0.257836573 -0.731029852
## 143 -0.86393648 0.86803314 -1.351902598 -0.346045693 -1.016160972
## 144 -0.76221506 -0.28949686 0.237798497 -1.012738450 -1.366617918
## 145 -1.33829456 -1.18113020 0.914005048 1.401342879 -0.640657886
## 146 -0.86044622 -0.86026194 0.417693256 0.396645146 -0.626246845
## 147 -1.28034286 -1.53728673 0.658188311 -1.048597146 -1.623988396
## 148 -1.70813373 -0.13646746 0.670668258 -0.995656696 -0.578889010
## 149 -1.83392434 -0.43378332 0.589816840 -0.354454958 0.598363840
## 150 -2.27158795 -0.41151409 1.027026683 1.196483141 -0.079729013
## 151 -2.43770512 0.56054725 0.853640453 2.136827748 -0.232755515
## 152 -2.18492123 -0.19641598 1.194596329 1.715891230 0.634580931
## 153 -1.52886110 1.46247026 0.601015289 1.824758022 0.679153674
## 154 -2.36157220 -0.88197855 0.722773212 -0.365686112 1.819888306
## 155 -0.70622033 -1.17924636 -0.269531018 0.883623666 1.664569191
## 156 -2.20099033 -0.08387299 0.949655151 -1.030601500 0.170084273
## 157 -2.19489867 -0.72852725 1.134449214 -0.890049543 0.524409236
## 158 -1.66694618 1.57474801 -0.680505457 -0.394005692 0.830966407
## 159 -3.29070122 1.37454659 1.141133886 -0.476352515 3.566657994
## 160 -2.36125919 0.68509242 0.801383802 -0.644400518 3.117422113
## 161 -1.09423653 -0.10681170 0.747462323 -0.741936503 0.340984769
## 162 -1.39237438 -0.10265497 -1.178048848 0.178475156 -0.533088999
## 163 -0.88244053 0.75432829 -1.011495877 0.013138867 -0.247248297
## 164 -0.99217560 -0.88871734 -0.052427344 0.702126427 -0.841012987
## 165 -1.86184230 -0.95366463 0.009191466 -0.195545539 0.644651173
## 166 -1.33466797 -0.50802250 0.207201506 -0.923273510 -0.380955804
## 167 -2.70662104 0.53009245 0.176007041 0.675516751 0.624349214
## 168 -1.59567197 -1.19320398 0.265649537 -0.255729358 0.457132400
## 169 -2.17605160 0.84159335 -0.077228699 0.643703173 0.671989422
## 170 -2.68696581 1.51067558 0.926009780 0.752628486 -1.045420931
## 171 -0.19162834 -0.91377266 -0.133457831 0.465469167 -0.630778204
## 172 -1.32439692 -1.36554217 -0.221700462 -0.303730527 0.889292218
## 173 -2.38917229 -0.84859848 -0.016649641 -0.402398499 0.972101612
## 174 -2.58549842 -0.32415717 0.699018708 -1.018511328 -0.953447377
## 175 -1.96479997 0.25528128 0.458386653 0.141928371 -0.035755824
## 176 -2.93411717 -0.81788188 0.905114739 1.191268533 0.112482620
## 177 -2.43729582 -0.44925286 -0.106878675 1.256146468 1.088635565
## 178 -3.03248855 1.06820824 0.330357543 -0.920488315 0.532251973
## Comp.7 Comp.8 Comp.9 Comp.10
## 1 -0.5843068745 -0.046557443 0.392188874 -1.1301598945
## 2 -0.0211829101 -1.026923679 -0.211021257 -0.0253970866
## 3 -0.4574129761 0.229330316 -1.275199133 0.1506097852
## 4 0.3992646524 -0.588044752 0.258513512 -0.0593330640
## 5 -0.4464494642 -0.438588132 0.163496931 -0.1612913113
## 6 -0.3833371540 -0.352188506 0.079128645 0.2636206981
## 7 -0.0161132261 0.350738482 -0.558599874 -0.7445121154
## 8 0.0324264579 -0.191441843 0.139682346 -0.6013802385
## 9 -0.1034070848 0.545274395 0.524349364 -0.3481980545
## 10 0.8686457345 -0.149944730 0.151136897 -0.2542878411
## 11 -0.2244413663 1.211149329 -0.396716153 0.4293444981
## 12 0.4607301057 0.954419099 -0.543629975 -0.0771857583
## 13 0.2592781449 0.423762095 -0.782073487 0.3669808547
## 14 -1.4677241282 0.419208248 0.107492787 0.2561776053
## 15 -0.9968056596 0.417583055 -0.525501745 0.7043010849
## 16 0.2133216117 -0.045536209 -0.062332874 0.9344238298
## 17 -0.0982115751 0.411061933 0.051962393 -0.0289446022
## 18 -0.0988733986 -0.089954903 0.400423703 0.2240089643
## 19 0.0589624726 0.103754738 0.027380338 1.0422315621
## 20 0.1451508526 -0.558484725 0.135657714 0.1009108236
## 21 -0.2641903669 -0.134135602 1.072041585 -0.7941716862
## 22 -0.2754782242 0.041386534 -0.663694351 0.1314028387
## 23 0.1658997819 0.072271762 -0.063017553 -0.7882371379
## 24 0.6804129019 -0.272863835 -0.827363293 -0.2911884194
## 25 0.6457881325 0.305548277 -0.186402745 -0.7323989311
## 26 -0.4914885297 -0.155680228 -0.208110601 -0.6161027998
## 27 0.4793055948 -0.947555927 -0.679408326 -0.1477151064
## 28 0.3744287610 0.166058780 -0.825946747 -0.0840725034
## 29 -0.0857019490 0.115531253 0.443595801 -0.1271150004
## 30 0.1685486434 0.442743020 -0.132334505 -0.8244673779
## 31 0.3943869482 1.006602072 -0.584841328 0.3936270534
## 32 0.5296351384 0.491288281 -0.694187555 0.4698994489
## 33 -0.9787342382 0.472936314 -0.068242794 -0.2926582107
## 34 -0.9550742687 -0.443413582 0.756032814 -0.2363698895
## 35 0.2465856863 0.181899712 -0.499629585 -0.1289122635
## 36 0.6489416350 0.312027783 -0.072416261 -0.4859901914
## 37 0.0876458944 -0.975959151 -0.222816955 0.2229681351
## 38 0.4104795545 -0.041883802 -0.837460479 0.4620079177
## 39 0.0302375389 -0.015160672 -0.328723575 0.2538524945
## 40 -0.9081587000 -0.689167841 0.797377891 -0.2149252430
## 41 -0.5881849316 -0.715375200 0.546264450 -0.6593237457
## 42 0.0079740225 0.294122658 -0.347463004 0.1009908270
## 43 1.0450445876 -0.910090071 -0.074014407 -0.0722407970
## 44 -0.5571411816 -0.587366051 0.143740550 -0.1422516068
## 45 -0.0596555409 -0.682700274 -0.006707462 -0.6111253140
## 46 -0.0953678654 -0.181302617 0.623765072 -0.2492576255
## 47 -0.6857825968 0.316668796 0.555642306 0.0407509347
## 48 0.4559338750 -0.152184633 0.231631120 -0.4141927613
## 49 -0.2496910384 0.770315068 -0.073913532 -0.1128750568
## 50 -0.0243982715 0.264150899 0.199127100 0.2232485414
## 51 -0.3202303216 0.352889420 -1.229500344 0.7814393758
## 52 0.3665190233 1.013018370 -0.996905861 0.1654870360
## 53 -0.1387251970 -1.334986751 0.724195585 0.4019315533
## 54 -0.4397304673 -0.376278414 -0.116288207 0.2635832276
## 55 0.4128581980 -0.304788486 0.100015348 -0.5488264662
## 56 0.3185185298 0.468314328 -0.378360830 -0.2148729057
## 57 0.0349985897 -0.312999998 0.774017993 -0.6188435974
## 58 0.2330589103 -0.629201127 -0.576539952 0.7133061308
## 59 0.8291077879 -0.640427041 -0.275020017 0.3439168254
## 60 0.1081027625 -0.625113824 0.542948136 0.3257623560
## 61 -1.0341700312 -0.990609308 0.619769721 0.5730967477
## 62 -0.2706379274 -0.912768747 1.017339613 0.2610538110
## 63 0.6251604959 0.766992794 1.369117821 0.0587121095
## 64 1.0612175663 -0.197222231 0.998890191 1.1892830214
## 65 -0.4829850998 0.052738647 0.583233309 0.8642443794
## 66 -0.2182545362 -0.092791612 -0.320734501 0.8361770736
## 67 0.3186304747 0.255841405 0.909863758 0.1649983006
## 68 1.3616131527 0.258026514 0.381391233 -0.1781589196
## 69 -0.3210760518 -1.103066108 1.270168057 -0.2035124076
## 70 -1.4912871442 1.025338235 0.124532227 -0.5279866383
## 71 -0.1783134843 0.599569060 -1.307935032 -0.3551309658
## 72 1.5362632369 1.678537645 1.337671728 0.3934003893
## 73 1.6243839200 1.104093087 0.712039349 -0.6185704786
## 74 0.4807299143 1.264757894 1.251798408 -0.0003572660
## 75 1.3726899588 -0.507329340 -0.144473638 0.5293587519
## 76 -0.4356145405 -0.072191338 -0.067012882 0.8729318148
## 77 0.6348111701 0.790833801 0.752879106 0.1623657094
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## 79 -2.0840378811 0.107002860 -0.393070192 -0.5468959586
## 80 -1.1488640182 0.447960625 1.018419632 0.4047276177
## 81 0.4141084288 0.292891007 0.727590683 0.3856069506
## 82 0.4780743599 0.631215285 -0.133241324 0.2686526272
## 83 0.6459579826 0.915684679 -0.525607468 0.2735647093
## 84 -1.1564421223 0.499382206 0.078201189 -0.2367410999
## 85 0.7753133850 -0.694557183 -1.383876252 -0.4866444615
## 86 0.2858738597 0.200143356 0.529149320 -0.2372533729
## 87 -0.2703195547 1.039264732 -0.113646676 0.3949714010
## 88 0.4977909584 0.836864840 -0.428714085 0.2394194768
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## 90 0.7582007898 0.389241437 -0.508464961 -0.5074492697
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## 93 -0.5759152589 0.471590094 -0.484484871 -0.7581501770
## 94 -0.1880517171 0.231710314 0.229228158 0.3550814725
## 95 0.7692553324 -0.833701258 0.521217034 1.2128131488
## 96 -2.6983707653 0.515775751 -0.003072899 -0.5124306289
## 97 0.3462364761 0.032800240 -1.003763190 0.1986789349
## 98 -0.0193445529 0.008667405 0.377055415 0.6391280289
## 99 0.8477578704 -0.686459449 0.616024601 0.9194345791
## 100 -2.0925521052 0.649916775 0.421857510 1.0972387756
## 101 -0.2632894088 0.432411303 0.332185251 0.6250117442
## 102 0.4099082930 0.760599635 -0.298676687 -0.6417809609
## 103 0.5185110867 -0.931319276 0.320257547 -0.5764446585
## 104 0.0161077765 -0.461555385 0.153012095 -0.0171281881
## 105 0.4673003523 0.409969285 0.061583422 -0.6577842114
## 106 -1.0866832039 -0.429480493 0.322763188 -1.5977668351
## 107 0.2272508746 0.230818470 -0.529522516 -0.5396643017
## 108 0.0455803720 0.610476929 -0.465849283 -0.9528332883
## 109 -0.2687689189 -0.348143981 0.174198593 -1.0170242087
## 110 0.2422002581 -0.703348201 -1.183090980 0.1140844374
## 111 -1.7679822549 -0.130194767 -0.656626205 0.2608978888
## 112 0.8677651091 -0.238109060 0.636813542 0.0066221243
## 113 -1.1004606771 -0.825550105 -0.342540379 0.7522412627
## 114 0.4555398963 -0.788562763 -0.350795651 0.5313726103
## 115 0.9816600193 -0.940311596 0.343549232 -0.4188685118
## 116 -1.4319588304 0.683413198 0.077673274 1.2145615686
## 117 0.5460182667 0.072942129 -0.454139059 -0.7795448468
## 118 -0.0007244976 0.365460278 0.526009745 -0.7350647791
## 119 -0.2137287107 -0.622577580 0.140512520 -0.1925287013
## 120 -0.9542415709 0.150753930 -0.565117297 -0.2729425083
## 121 0.1900418515 -1.423677232 -0.491848349 0.0803523665
## 122 0.5700407934 -1.735610379 0.594750430 0.1629057983
## 123 -0.5739756835 0.275568713 0.243558611 -0.2336714048
## 124 -0.7016148269 0.330989420 0.622902707 0.1617775975
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## 128 -0.1860029894 0.037288772 -0.406824430 -0.2794331703
## 129 0.3685421394 0.252328790 0.043559941 -0.8015942423
## 130 -0.2876883908 -0.275488324 -0.576471570 0.3439363072
## 131 0.8144964921 -0.296608985 -0.177733158 0.0461577727
## 132 0.9424003464 0.127552586 -0.269042955 0.5048643720
## 133 1.5812706759 0.500855127 -0.534268767 -0.0119999242
## 134 1.0324750305 0.297894149 -0.154965380 1.1056540605
## 135 -0.3936425678 -0.906238102 -0.404334292 -0.2750893646
## 136 -0.7456182729 -0.772655228 -0.124384656 -0.1469707825
## 137 -0.8602823931 -0.243188019 -0.947013643 0.8078899843
## 138 -1.4309605991 0.087742081 0.094766939 0.5850203199
## 139 -0.7412034346 0.202357652 0.537284599 -0.2336602299
## 140 -0.0477924477 -0.266969338 0.643087194 0.0003665579
## 141 0.0217487910 -0.435033428 -0.185443583 -0.5842286470
## 142 1.0047649941 0.150536936 -0.293073265 -0.6830491964
## 143 0.2908556570 0.386332927 0.522434679 -0.3334460041
## 144 -0.8885609256 0.496645639 0.812440859 0.4534939577
## 145 -0.0123033156 -0.336382982 -0.831666171 0.5328664043
## 146 -0.5670851268 0.359195598 -0.477753980 -0.5790021549
## 147 0.1356211275 0.788226802 0.080519512 -0.0269979102
## 148 0.2091583395 -0.424005258 -0.272506768 0.3130992970
## 149 0.4284809234 -0.128431226 0.030585420 -0.0291368819
## 150 0.3734950896 -0.047907300 0.136223620 0.4761154230
## 151 1.2525585058 0.464286503 0.234858714 0.2060115497
## 152 1.5618925816 -0.329961030 -0.232928048 0.3094628268
## 153 1.4825054491 0.051375240 0.215730378 0.0481377246
## 154 -1.0817147695 -0.404595523 -0.094173074 -0.1248855553
## 155 -0.1148497837 -0.498446301 -0.420336618 -0.9051460598
## 156 -1.4197781461 0.195355940 -0.117460735 0.2452951198
## 157 -0.2251858787 0.164691983 0.353732933 0.0166748461
## 158 -0.1306285227 -0.165995008 -0.515610090 -0.1484072190
## 159 0.5353280347 0.525134059 0.660417969 -0.6566480132
## 160 0.6065202555 -0.178377938 0.033615552 -0.1971378916
## 161 0.0514625460 -1.096671167 0.025380041 0.6237926301
## 162 -0.4831825971 0.241305031 0.787457062 0.1935741364
## 163 -0.8502001123 -0.224286520 0.300843360 -0.2974480998
## 164 -0.2495319879 -0.267721635 -0.286392804 -0.0690821929
## 165 0.9722913882 0.793911606 0.242229866 -0.1474261105
## 166 -0.4963920685 1.106249756 0.376364780 -0.1983612048
## 167 -0.0465942015 0.713441127 0.335436497 0.7563076848
## 168 0.6302396460 -0.015905212 -0.330912755 0.7073325677
## 169 0.7305776719 0.900220152 -0.233704432 -0.1916975495
## 170 0.9684201441 0.352263634 0.269581218 0.7294852100
## 171 0.2856394377 -0.646497063 -0.639250200 -0.0183574460
## 172 0.9828875578 -0.713513884 -0.067480018 -0.0585356934
## 173 0.8187679520 0.321895238 0.279434720 -0.3260090318
## 174 -0.8964826957 0.220091006 0.258660488 0.4218836884
## 175 -0.1418419130 0.562512296 -0.033486082 0.2507418309
## 176 -0.6881925453 -0.029621304 0.109396250 0.2776838029
## 177 -0.6784950773 -0.415044443 -0.056797887 -0.4608397311
## 178 0.0008458878 0.359918446 0.761826037 -0.0786600437
#CLUSTERING
#considering the 10components
newdata1=winepca[,15:24]
#finding the distance b/w components with help of EUCLIDEAN method
distance=dist(newdata1,method = "euclidean")
distance
## 1 2 3 4 5 6
## 2 3.4661745
## 3 2.9442037 4.1082581
## 4 2.4195220 4.1592969 2.9586333
## 5 3.3309325 4.4891809 2.8819491 4.0692210
## 6 2.1862419 3.2294731 2.7072185 1.7759186 3.5779603
## 7 2.4764662 2.5542988 2.7167378 2.9134398 3.7085114 2.0867996
## 8 2.2694623 3.2566555 3.3422368 3.2445148 2.5106642 2.4805079
## 9 2.6901157 2.4482368 3.4821149 3.0903916 4.3410464 2.1988276
## 10 2.4779263 2.4790701 2.8642887 2.3594092 3.8748670 2.0946372
## 11 2.4378255 3.5557348 2.2825985 2.6166117 3.9049389 2.0187831
## 12 3.2808146 2.6069669 3.3344245 3.8682463 3.8807837 2.7453868
## 13 3.2659785 2.5380860 2.6249370 3.3503854 3.7136731 2.2530038
## 14 3.5360896 3.8088371 3.3792736 3.4327974 4.9135675 2.4459812
## 15 3.3405061 4.2186855 3.2004238 2.6571776 5.2143240 2.1688516
## 16 3.0195151 3.5320517 2.9428509 3.0062051 2.8527407 1.8693311
## 17 2.4123370 4.3036140 2.5586987 2.6494030 2.3691456 2.0362203
## 18 2.7008421 3.9472660 2.6488734 2.8931541 2.1630991 1.9674022
## 19 3.2191462 4.0951818 3.2048817 2.2238568 4.2642918 1.3394984
## 20 2.4094927 2.8088929 3.0427603 2.9997529 2.8450095 2.8070963
## 21 1.1169900 3.2089887 3.3440420 2.7532025 3.4571392 2.5552986
## 22 3.5309435 3.6887936 2.5394025 4.1556317 2.3085905 3.8019567
## 23 2.3921808 2.2412248 2.9057200 3.4675175 3.2147644 2.8594300
## 24 3.4125900 2.5404170 2.9532485 4.1553446 2.9482506 3.4380649
## 25 3.2236582 3.3779135 2.8699233 4.0669139 2.5275797 3.5893174
## 26 4.7758460 6.2966711 4.1279469 5.5139697 2.1201409 5.1222310
## 27 3.2346368 2.5230511 2.6950716 3.2652510 2.9404146 2.5334188
## 28 3.5652405 1.8506504 3.4822852 4.2691930 3.8756301 3.2182709
## 29 2.8520619 3.8841583 2.6650629 3.4707683 1.8097833 2.7929273
## 30 2.4935024 2.1756313 2.9348959 3.3394232 3.7703152 2.6783956
## 31 3.2771402 4.6122991 1.8294499 3.1947932 2.8437889 2.7987244
## 32 2.5454721 3.2703627 2.1248929 2.3921227 3.4097212 1.7260522
## 33 2.7975472 2.8580348 2.7630436 3.9676723 2.8398529 2.6772417
## 34 3.2029863 4.5637332 3.9406649 4.1175233 2.4700591 3.0627387
## 35 2.8599123 3.2061229 2.7363006 3.7364078 2.0734117 2.8302885
## 36 2.6016524 3.1187167 2.2482473 3.2366336 2.5297373 2.8858153
## 37 3.1842338 2.9855207 3.1305395 3.7612164 2.1005363 2.7508654
## 38 3.5759991 2.7620902 2.9186810 4.1183512 2.7917212 3.0464275
## 39 3.6145233 1.5600382 3.7656976 4.5323368 3.9890847 3.3626654
## 40 2.5159950 3.7861420 3.7867410 3.1702166 3.6784879 3.2989401
## 41 1.6450146 3.1613699 2.5872086 2.5000834 3.0955653 2.2357613
## 42 3.9592947 2.9111606 3.4570003 4.3880758 3.7035321 3.8468608
## 43 2.5944121 2.7613036 2.8669727 2.1013215 3.5642246 2.3548417
## 44 3.6492384 3.1934988 3.4440812 4.2541574 3.0546917 3.8394345
## 45 2.3745248 2.3107177 2.7655522 3.2075731 3.4114029 2.8453484
## 46 3.1672313 3.6196347 3.5858819 3.5139998 2.8391752 3.2518939
## 47 2.5676780 3.2216309 2.8435652 2.7545238 3.7003477 2.5774361
## 48 2.3593699 2.5874628 2.9156192 2.4752638 4.0896017 2.4359020
## 49 2.3405368 3.4782307 1.8612467 2.6541085 2.9432537 1.9438316
## 50 2.3084500 3.3667438 2.4805489 1.9466720 3.6243625 1.0908283
## 51 3.9160879 3.3813429 3.3267159 3.8519558 5.4467130 3.3906712
## 52 2.9073789 3.3806260 1.9682930 3.1158420 3.5078624 2.4485705
## 53 2.5284410 3.2004482 3.1845099 1.7306144 3.8800386 1.5269270
## 54 2.5536492 3.5229856 2.6262067 2.7545211 2.4827829 1.5125023
## 55 1.8818447 2.3814415 3.1960258 2.8429971 3.3552454 2.3498981
## 56 2.0546446 3.9319694 1.8716575 2.4954913 2.8387595 2.4820638
## 57 1.3130466 3.0267576 2.9755020 1.9828063 3.3775076 1.8436250
## 58 2.9765933 3.0289130 2.1821733 2.7361873 2.6271150 1.8533882
## 59 2.4584008 3.3517701 2.4637966 1.4468145 3.6306796 1.7171548
## 60 8.1158281 5.5344963 8.5141111 9.1064358 8.2328301 8.0487087
## 61 7.0967852 5.5659293 6.9905586 8.0598743 5.7126642 6.6850450
## 62 6.6828864 5.1960457 6.6855579 7.4618564 5.6514716 6.3439736
## 63 5.6021554 4.0737253 5.9400462 6.6054279 5.2331533 5.5803033
## 64 5.3474997 4.4883652 4.7653594 5.7151459 4.9075519 5.3471402
## 65 6.3282191 5.3894147 5.9425051 7.4393821 4.5260332 6.2884619
## 66 4.7519562 4.2989274 3.6798561 5.4362577 3.4050853 4.5223989
## 67 5.4757921 4.2384495 5.2854630 5.9347875 6.1203841 5.4698613
## 68 6.0351471 4.3443628 5.6951388 6.8228674 5.4337536 6.1331726
## 69 5.7969230 4.7110479 6.1526377 6.7598665 4.5731409 5.5611413
## 70 5.6084354 5.9553046 6.5359728 7.4340040 6.3412237 6.7557894
## 71 6.2443565 5.3364638 5.7336749 7.3711216 5.0584900 6.3623073
## 72 5.4599864 5.7799058 4.7320663 5.9475069 4.1479739 5.6882228
## 73 5.8674201 5.1659615 5.5530075 6.6840714 4.6310594 6.1152664
## 74 5.0535921 6.8418300 5.0922908 6.0737837 3.8221482 6.0044647
## 75 4.6731211 4.1049452 4.1327532 5.3122084 3.9575568 5.0133356
## 76 6.5993961 4.7825563 6.3188987 7.6711760 5.7772406 6.5845040
## 77 6.0291191 4.3254044 6.0908980 6.9330800 6.1216912 6.0775191
## 78 6.1582145 4.9967364 5.9986700 7.3778867 4.6281629 6.4253505
## 79 4.9937777 5.1575433 5.4374572 6.5896214 5.4320794 5.6996413
## 80 5.3374730 5.4286414 4.5216705 6.2512027 3.4072236 5.7080653
## 81 6.2236955 4.8216931 5.8849427 7.2603360 5.4995287 6.4481992
## 82 4.7813677 3.6769559 4.0458774 5.5996004 4.1097701 4.8794625
## 83 6.6923666 5.8259931 5.5786404 7.5398749 4.8281724 6.6597432
## 84 6.8709958 6.3245975 5.8937671 7.5024064 4.9993101 6.6936320
## 85 5.2184950 4.6952110 4.2087565 5.9833968 4.2772160 5.6195434
## 86 4.9953109 3.9582021 4.9585009 6.2471539 4.2525149 5.3882148
## 87 6.4412796 5.6344498 5.5899886 7.5016943 4.7490100 6.4985012
## 88 6.8193698 6.3223263 5.7186083 7.7597300 4.5904214 6.9837783
## 89 6.4100107 5.3391546 5.2626486 7.2233843 4.3879365 6.3580191
## 90 6.6770857 5.5569241 5.6300346 7.4883360 5.0921707 6.7591887
## 91 6.6399966 5.3363095 5.7046778 7.5913247 5.1170031 6.5385575
## 92 6.6329885 5.8316478 5.6673705 7.6024050 4.8405304 6.6957593
## 93 6.8292685 5.8348738 6.0025019 7.7422494 5.3527739 6.7311658
## 94 5.4818371 4.4523733 4.7995386 6.4374402 4.5679139 5.8821534
## 95 5.6494741 4.3944156 5.2121911 6.3847059 4.6181800 5.8625390
## 96 4.9909980 6.5977714 5.5966655 6.6648163 5.3499393 6.1310848
## 97 6.1328966 6.2412987 5.9087540 7.3288304 4.5649300 6.7671897
## 98 5.6081352 3.9671761 5.1826229 6.4834496 5.2340006 5.6615926
## 99 4.9365606 4.0815366 4.2750961 5.1604302 4.7059828 4.8440627
## 100 5.8531577 5.4361528 4.7476802 6.6893258 4.9502029 5.9399945
## 101 5.5439306 3.8667802 5.4558308 6.6820252 5.3360380 5.7771839
## 102 6.1239146 4.5739898 5.9353755 7.3055665 5.6006865 6.4178136
## 103 5.2925324 4.6867598 4.7924004 6.1406973 3.5416688 5.7322455
## 104 6.3547526 4.7894411 5.8602760 7.2949998 5.4073904 6.5192107
## 105 5.3456701 4.1144960 4.9218299 6.3836904 4.6492323 5.7046716
## 106 6.7139817 6.0835440 6.1388758 7.7790385 4.9580855 7.0023379
## 107 5.9038899 4.5352015 5.1619573 6.8440304 4.9330898 6.0670475
## 108 6.3578955 5.6069760 5.5294858 7.2783151 4.8233233 6.4695757
## 109 5.6689871 4.7773526 5.3071870 6.7408340 5.1090307 6.1399478
## 110 5.1520016 5.0462299 3.6642468 5.7740082 3.7462644 5.4461142
## 111 6.2058524 6.3357924 5.3572512 6.9232656 6.1137234 6.8470587
## 112 5.8242148 4.6548565 5.3707946 6.6295893 4.5725127 6.1423647
## 113 6.6714317 6.0918268 5.7170800 7.4893876 3.9739924 6.4418997
## 114 6.4518929 5.4332997 5.4523172 7.1748181 4.6321564 6.3549585
## 115 6.2225492 5.3155284 5.4568923 6.9033468 4.2919082 6.3314846
## 116 7.3574137 6.5027685 6.3350460 8.3822177 5.9346226 7.3666874
## 117 6.1560704 4.8703566 5.6360883 7.2559091 5.2660291 6.6058746
## 118 5.3947011 5.0552221 5.2310385 6.7545765 4.1372592 6.0845616
## 119 7.2025015 5.3419473 6.8518271 7.9164907 6.1716025 7.0937684
## 120 6.1143331 4.8835950 5.3700700 7.1921741 5.0850095 6.4802091
## 121 5.2648190 4.6446629 4.2240628 5.8736592 3.7849865 5.5695521
## 122 6.8826633 8.0365085 5.8159040 7.0113256 4.4303151 7.1606403
## 123 6.5483364 6.7841267 5.5376849 7.3747084 3.9377924 7.0130946
## 124 6.4334882 6.0125520 5.6220306 6.9328502 5.2869573 6.8008763
## 125 6.3363218 6.1895073 4.8791731 6.6903129 5.3070235 6.7956271
## 126 5.8350578 4.7286478 5.1842277 6.5847367 4.5037873 6.1098162
## 127 5.5682992 4.9878653 4.7570838 6.0391461 4.3041257 5.7468017
## 128 7.2091572 7.2807874 5.8448098 7.8940662 4.5126701 7.3019480
## 129 5.9679854 5.5999005 5.0750814 6.8727865 4.3619622 6.3697309
## 130 6.7932266 5.7443348 5.5936948 7.3802350 4.7663956 6.7794255
## 131 6.0467748 5.2745355 6.2750383 7.0100988 5.2017377 6.2191514
## 132 6.6610999 5.7341405 6.2996147 7.2912756 5.2173074 6.5955948
## 133 7.2047497 6.5012831 6.6489873 7.7782984 5.5898601 7.1595578
## 134 6.7220810 5.8854605 6.2807764 7.2810985 5.2179081 6.6821212
## 135 7.0212742 5.7334945 6.3970318 7.5911482 5.7425145 6.5461382
## 136 7.2209707 6.1287191 6.7175586 7.7847812 5.7954890 6.7598231
## 137 8.1197534 7.0529831 7.1514435 8.6810795 5.9597092 7.7828107
## 138 8.1943630 7.8386384 7.1891982 8.7228236 5.6859290 7.9913635
## 139 7.1612384 6.1227245 6.7436758 7.7952595 5.7047001 6.8414198
## 140 6.5730727 6.1838077 5.9743147 7.2269820 4.1385770 6.4363140
## 141 6.8367761 6.1273469 6.2663194 7.5536659 4.6668761 6.7035110
## 142 6.4886126 5.3635673 6.1511885 7.1126236 5.1625275 6.3473263
## 143 7.1311845 6.6385609 6.6639719 7.8423577 4.8676755 7.0276773
## 144 6.6852891 5.8771266 6.1757888 7.3053701 4.9689619 6.5028602
## 145 6.4832026 5.6879947 6.0780190 7.0187619 5.3813141 6.3577948
## 146 6.5072485 5.8152496 6.1117335 7.3409117 5.2172616 6.5539701
## 147 8.4505619 7.3147106 7.9605689 8.9327153 7.0622424 8.2457818
## 148 7.6379164 6.8244303 6.7673942 7.8266656 5.7630064 7.2479390
## 149 6.8230511 6.3065710 6.1302371 6.9985640 5.3262381 6.4231344
## 150 6.9416215 6.6897264 6.5366627 7.2374912 5.5405632 6.7440631
## 151 6.7358967 7.0589852 6.4787274 7.0867853 5.2731453 6.7886312
## 152 7.0316125 6.8939316 6.5678226 7.1442118 5.7708732 6.8533037
## 153 6.4367225 6.8711162 5.9042553 6.7649412 4.6317383 6.5044207
## 154 7.0748365 6.7864539 6.4025202 7.2286517 5.9708111 6.5322214
## 155 6.9486860 6.2741707 6.6132899 7.6122656 5.9234240 6.7719922
## 156 7.6937260 7.3250118 6.7969149 7.9765947 6.0055017 7.2998266
## 157 7.0236361 6.5843038 6.3525891 7.1417034 5.7240833 6.5964913
## 158 7.5650946 7.4518476 6.5030337 7.9081784 5.1867916 7.2101774
## 159 6.9278754 7.9976679 6.0804249 6.4936978 5.9366844 6.4542215
## 160 6.8131039 7.1464898 5.7512531 6.4849716 5.5562769 6.1909668
## 161 7.3587320 6.4681259 6.4521874 7.5072646 5.5052440 6.9032258
## 162 6.2530720 5.7699906 6.0441051 6.9561515 4.4471653 5.9751538
## 163 6.7943663 6.4116993 6.2816300 7.5795084 4.5876084 6.6713512
## 164 6.5060308 5.6105000 6.2162835 7.2517581 5.0693339 6.4191672
## 165 7.0800563 6.5164600 6.5842054 7.3349918 5.8278473 6.6758719
## 166 7.4984011 6.8919498 6.8899836 8.0463422 5.9108211 7.2761836
## 167 6.6316405 6.8583044 5.9711519 6.8207084 4.9153952 6.2106257
## 168 7.1682744 6.1781921 6.4252961 7.3063334 5.8092162 6.5854455
## 169 6.3783478 6.6661508 5.6541640 6.7051389 4.6188909 6.1664587
## 170 6.9194936 7.2088112 6.2479890 7.0398213 4.8289230 6.8023961
## 171 7.3099546 6.0423255 6.8037260 7.9952626 5.7307260 7.1811494
## 172 7.8480574 6.7344938 7.3103724 8.0697782 6.4806928 7.3464034
## 173 6.6673599 6.2841819 6.2025458 6.7600919 5.5029115 6.1480676
## 174 7.4816748 7.0026130 6.8294310 7.7301513 5.8106912 7.0853799
## 175 6.5422125 6.4026186 5.8127381 6.9190422 4.7719741 6.2867471
## 176 6.7459382 6.6842449 6.5001728 7.0918338 5.6397325 6.4881719
## 177 6.3766768 6.4187393 6.1634201 6.8810985 5.1872080 6.1284658
## 178 7.4288539 7.6190138 6.6700973 7.4685295 5.4733105 7.0123745
## 7 8 9 10 11 12
## 2
## 3
## 4
## 5
## 6
## 7
## 8 2.3484327
## 9 1.5415439 3.0532239
## 10 1.7622354 2.9029228 1.6051569
## 11 2.0738733 3.0103481 2.2502354 2.2376203
## 12 1.5912371 2.5540416 1.9425039 2.2636414 2.4158372
## 13 1.3974272 2.8003532 1.9167902 1.9039130 2.0664749 1.1917835
## 14 2.7343387 4.2629613 2.3609190 3.0352941 2.5953212 3.4373014
## 15 3.0720105 4.3614761 2.9043264 3.0768000 2.1600057 3.7985968
## 16 2.6848035 1.9882533 3.0730845 2.7805870 2.4977038 2.4518801
## 17 2.7626882 1.9087180 3.2991472 3.0200094 2.5138966 2.9830295
## 18 2.8103669 2.1331158 3.1301551 2.8051112 2.7784975 2.8852248
## 19 2.8812006 3.2755320 2.9103638 2.7651048 2.2245624 3.1736871
## 20 2.6889023 2.0795292 3.0444531 2.5151672 2.9487784 3.0730522
## 21 2.8474829 2.6157190 2.5924617 2.2858808 2.7093950 3.3618630
## 22 3.1245959 2.9700963 3.8345314 3.4168596 3.4315426 3.3730640
## 23 1.6724206 2.2539427 2.2314733 1.9456202 2.5447197 2.1187840
## 24 2.4186272 2.5880358 3.1804416 2.5713127 3.2579253 2.2231298
## 25 2.5544919 2.5299399 3.2912590 2.7530599 3.2030680 2.6055063
## 26 5.2609171 3.9459599 6.0702049 5.5799402 5.3069193 5.3592808
## 27 1.9217120 2.3680932 2.7978546 2.1704208 3.1175882 2.3356677
## 28 1.9983176 2.8499574 2.3544714 2.4132872 3.1086568 1.2787353
## 29 2.7900903 2.0917631 3.3540467 3.0041136 2.9038267 2.9741136
## 30 1.2331759 2.7455902 1.3908884 1.4609719 2.3195315 1.7215224
## 31 3.0001637 3.1550661 3.5865815 3.0079978 2.2767540 3.0557864
## 32 1.9858293 2.5365792 2.4101521 1.8108632 1.4407281 2.0213211
## 33 2.0851913 2.5024322 2.3604740 2.7373512 2.6214663 2.0051185
## 34 3.8056685 2.2667631 4.1843585 4.1686292 3.9616056 3.8360247
## 35 2.3971549 1.5088979 3.1604388 2.8168199 2.8724020 2.0509671
## 36 2.1252012 2.4504699 2.6351062 1.8748111 2.5208711 2.3116347
## 37 2.8385814 1.7966929 3.4416267 2.9979365 3.4721441 2.6969848
## 38 2.4961978 2.4341046 3.1018075 2.7543334 3.0860181 1.8052902
## 39 2.5561456 3.1369182 2.4774024 2.6100355 3.2601914 1.8316518
## 40 3.5499392 3.0531241 3.6277786 3.4834304 3.5955041 4.3037339
## 41 2.6711653 2.9399597 2.5902325 2.0867014 2.8050715 3.4282641
## 42 2.6616325 3.3991875 2.9696721 3.0186787 3.5377872 2.7539245
## 43 2.2736126 2.6252506 2.7130338 1.5076112 2.7038766 3.0042659
## 44 3.1928624 3.2866806 3.4473731 3.3201633 3.9798865 3.5619272
## 45 2.4416173 3.1118016 2.4344941 1.7692864 2.9847295 2.9662453
## 46 2.8399850 2.2312613 3.2636616 3.2183091 3.5723004 3.3112098
## 47 2.2648304 3.0984440 2.2086549 2.3765893 2.2822564 3.1642322
## 48 2.1103622 3.2998073 1.7562246 0.9212837 2.3961255 2.7930411
## 49 1.8394670 2.6662035 2.0508143 1.9579651 1.7164374 2.2198883
## 50 2.0487571 2.8555440 1.8458854 1.6544539 1.7205543 2.4899800
## 51 3.2740079 4.8661303 2.9550104 2.8000141 2.7966153 3.5306527
## 52 1.7801258 2.8233012 2.5279873 2.1509940 1.3690585 1.8651958
## 53 2.8772704 3.1679501 2.6993917 2.1245244 2.8400956 3.6523659
## 54 2.4130124 1.7347873 2.9787019 2.8029921 2.5917938 2.6751179
## 55 2.1601927 2.0293704 2.2570675 1.7745740 2.6950067 2.3671500
## 56 2.7203459 2.7269955 3.1087103 2.3252433 2.1444898 3.0388512
## 57 2.2919285 2.4284069 2.0801201 1.6226140 2.4507820 2.9742602
## 58 2.2620947 2.2368338 2.9145852 2.2696730 2.4902293 2.4571468
## 59 2.5565820 2.9146520 2.7935490 1.6149873 2.3052154 3.1028959
## 60 7.3062400 7.7450115 6.7044523 7.0794910 8.1384976 6.4904941
## 61 6.4211370 6.0696271 6.2918058 6.5834700 7.2394985 5.6022265
## 62 6.0496556 5.9530595 5.6919823 5.9045692 6.9216847 5.3161910
## 63 4.8420998 4.9648457 4.2915191 4.6217140 5.5079563 3.8298096
## 64 5.1854391 5.5802344 4.7349648 4.0819271 4.9986170 4.7975454
## 65 5.9846692 5.4258196 5.9611101 5.9604017 6.3213152 5.0922545
## 66 4.4439728 4.5023623 4.4793939 4.0994848 4.4844201 3.8971252
## 67 4.9421084 6.1709840 4.1132554 4.0314930 5.1026462 4.7813106
## 68 5.1441691 5.6666460 4.8905680 4.6704624 5.8349315 4.4331380
## 69 5.3765121 4.7286773 5.2309190 5.4135942 6.3161821 4.6989974
## 70 6.6423742 6.2967128 6.3298876 6.3794685 6.2899622 6.1819397
## 71 5.5995566 5.5144591 5.8066283 5.8314690 6.2764929 4.7558363
## 72 5.2382787 5.1542557 5.2140227 4.7150877 4.9753785 4.7621485
## 73 5.1422421 5.1226124 5.1264523 4.9211142 5.8151822 4.3833064
## 74 6.2542980 5.0878986 6.4467077 5.8400834 5.5065424 6.0072463
## 75 4.7241555 4.6340890 4.7633379 3.8147174 4.7010478 4.3124986
## 76 6.0035184 6.1170469 5.7186323 5.8343417 6.4936024 5.1253502
## 77 5.3123224 5.9931031 4.6280944 4.8032086 5.7702375 4.4822267
## 78 5.8789574 5.3771495 5.9615097 5.9648303 6.6179492 5.3301427
## 79 5.7001856 5.6794658 5.4469559 5.5527211 5.6510428 5.4036210
## 80 5.3271712 5.0967812 5.3809419 5.2541958 5.3845199 5.2068060
## 81 5.7734678 6.0548373 5.4515896 5.2812821 6.0444684 5.0704548
## 82 4.0234961 4.5765518 3.9301846 3.6666435 4.3430790 3.4121916
## 83 5.8639310 5.8951822 6.1108363 5.8721549 6.2695284 5.0529279
## 84 6.0106067 6.1743531 6.1414229 6.3511097 6.8094555 5.7114131
## 85 5.0146370 5.2447171 5.3502204 4.5354108 5.3991368 4.8035941
## 86 4.7010740 4.6767355 4.5387387 4.3647018 5.1371786 3.9989179
## 87 5.8334832 5.7999832 5.8832571 5.8625844 6.1545902 4.9923696
## 88 6.2955691 5.9810234 6.6476111 6.3148119 6.5776281 5.5858281
## 89 5.5986133 5.6175638 5.9468880 5.6954726 6.3294055 5.0834258
## 90 5.7098331 6.0602107 5.9505940 5.6761333 6.4308152 5.1624315
## 91 5.7220140 6.0273345 5.8413104 5.9067139 6.4854342 5.1231181
## 92 5.8879285 5.9724360 6.1333588 6.0230162 6.6005067 5.2786016
## 93 5.8549561 6.2040065 5.9621223 6.1116325 6.7534683 5.2778501
## 94 5.1088230 5.4387452 5.0056243 4.7549426 5.3417342 4.7906226
## 95 5.5570181 5.3996415 5.3851838 4.7952680 5.6550238 5.0392856
## 96 6.5775235 5.9711252 6.5234552 6.4361644 5.9312169 6.5300018
## 97 6.5344747 5.4319793 6.9081777 6.4422595 6.6110739 5.8935991
## 98 5.0462259 5.6387181 4.6168551 4.5099456 5.3276770 4.4832815
## 99 4.7539790 5.3276291 4.3482290 3.5864994 4.6809994 4.5727821
## 100 5.6344243 6.1736438 5.4136381 5.4802582 5.3956447 5.5205234
## 101 5.0857786 5.4710597 4.6407267 4.7318749 5.3435760 4.3649363
## 102 5.3118438 5.7245108 5.1700561 5.2498915 6.0686277 4.5034752
## 103 5.0708870 4.7646919 5.3095065 4.7685123 5.7805800 4.8972312
## 104 5.7632342 6.1116992 5.5634573 5.4182550 6.4153319 5.2448799
## 105 4.6122008 5.1125566 4.5542203 4.3854485 5.3049164 4.1286741
## 106 6.1462807 6.1808910 6.3526338 6.3871265 7.1489951 5.9836457
## 107 4.9997357 5.5590520 5.0461807 4.9137093 5.7825170 4.4854238
## 108 5.5138064 5.7655083 5.7001250 5.6578022 6.3587460 4.9775251
## 109 5.3860637 5.8862568 5.2071814 4.9911146 6.0078155 5.1725025
## 110 5.1088989 5.2245574 5.5233472 4.6637822 5.1516525 5.0511541
## 111 6.6266802 7.1888796 6.4943303 6.1483808 6.3451618 6.8747966
## 112 5.3418034 5.3821393 5.2710284 4.8950411 5.9254636 4.8991363
## 113 6.2228205 5.4980511 6.6324230 6.5094689 6.7567810 5.7116894
## 114 5.9647491 5.8799069 6.0913667 5.6277598 6.4037406 5.3504833
## 115 5.6641928 5.5291927 5.8761011 5.3562547 6.4233964 5.2945097
## 116 6.9643513 7.1471787 6.8849844 6.8650159 6.9224873 6.3662709
## 117 5.5639478 5.9092773 5.6081329 5.3234462 6.2437691 5.0580630
## 118 5.4245416 5.1303083 5.4286310 5.1884241 5.8148464 4.9049791
## 119 6.1548022 6.4883756 6.0301139 6.2410283 7.2815842 5.7055561
## 120 5.4689609 5.9001715 5.5395218 5.5439631 6.1030138 5.1972351
## 121 5.1523578 5.1677356 5.4234120 4.6568572 5.5497416 5.1575882
## 122 7.5547250 6.6583806 8.0355956 7.0839324 7.4102757 7.7280909
## 123 6.4552403 5.8800201 6.8875531 6.5758774 6.7934866 6.3356175
## 124 6.0294615 6.3398075 6.0472628 5.9442402 6.4087504 6.1807608
## 125 6.1682500 6.6796430 6.3975399 5.7823421 6.2028225 6.4438114
## 126 5.3385436 5.5383624 5.3644337 4.9129616 6.0412293 5.1185183
## 127 5.2061793 5.5055630 5.2360141 4.5967332 5.8535156 5.1514758
## 128 6.8795304 6.5171671 7.3268201 6.9339134 7.2806205 6.5595838
## 129 5.5969254 5.7252910 5.7494918 5.3489725 6.1045246 5.2748229
## 130 5.9357681 6.0199665 6.2396615 6.0670576 6.6720300 5.6595107
## 131 5.9184921 5.2495484 5.8946819 5.7259218 6.4843056 5.0709362
## 132 6.0610489 5.6230515 6.1407462 6.0207552 6.7289251 5.2742513
## 133 6.5255898 6.1703920 6.7029929 6.4846923 7.2351168 5.7222436
## 134 6.2415415 5.7221990 6.2951674 6.1055570 6.6820947 5.4556994
## 135 6.0598279 6.3247832 6.0403428 6.1494634 7.1058805 5.5296316
## 136 6.3397266 6.3703859 6.3341994 6.5589536 7.3817823 5.8359121
## 137 7.1714930 6.8935387 7.4879406 7.6078330 8.0216752 6.6363210
## 138 7.5701111 7.1168792 7.8670466 7.9731293 8.2295473 7.2453051
## 139 6.1528700 6.2087204 6.1035408 6.5074377 7.2034163 5.6505942
## 140 6.0572398 5.3995943 6.2777806 6.2037119 6.8175743 5.5466206
## 141 6.0532391 5.5521561 6.4195589 6.4040132 7.1083409 5.5443350
## 142 5.4055736 5.3294154 5.6043358 5.6397302 6.5744615 4.7417529
## 143 6.3989939 5.7318033 6.6819056 6.7437308 7.2919068 5.7707880
## 144 5.8536986 5.6839465 5.8619536 6.1995536 6.6333611 5.4410280
## 145 5.9899037 5.7382380 6.0813427 6.0314622 6.6383113 5.4785917
## 146 5.8061812 5.7194332 5.9509621 6.1456281 6.7177039 5.3430381
## 147 7.3452225 7.4006138 7.3859928 7.6945737 8.3522969 6.8282580
## 148 6.6913313 6.5901223 6.9062766 6.8914603 7.6321210 6.3542864
## 149 6.0205075 6.0288464 6.0789543 6.0500958 6.8797222 5.6479467
## 150 6.5800018 6.1698548 6.5955581 6.5185401 7.1471374 6.1241028
## 151 6.7114091 5.9388864 6.8325431 6.5397976 7.0464410 6.1902727
## 152 6.7656021 6.3827356 6.8227416 6.4370908 7.2648199 6.2909538
## 153 6.4961654 5.7657818 6.6686495 6.1397724 6.7798899 6.0152848
## 154 6.4189384 6.6675967 6.3588509 6.5546482 7.2042003 6.2674027
## 155 6.3748599 6.4388687 6.3465428 6.3837389 7.3020113 5.8770409
## 156 6.9137952 6.9603398 7.0291870 7.2811755 7.6748656 6.7215257
## 157 6.1910121 6.3807944 6.1475747 6.3125328 7.0196172 5.9665823
## 158 6.9129810 6.5264175 7.2926178 7.1729283 7.6638676 6.5233441
## 159 6.7437099 6.9337288 6.7444141 6.4886809 7.0035860 6.8207011
## 160 6.2907085 6.5746839 6.3236234 6.0349595 6.7943216 6.2083250
## 161 6.5777732 6.5285465 6.6502270 6.5292984 7.4224668 6.2635272
## 162 5.6417733 5.0136279 5.6965137 5.9632462 6.4269624 5.0051298
## 163 6.2686480 5.6830540 6.5022552 6.6118191 7.1150617 5.8015812
## 164 5.8573776 5.5002803 5.9872132 6.0939263 6.7675900 5.2992136
## 165 6.1437361 6.1959948 6.1008600 6.2092390 6.9867968 5.5236303
## 166 6.5557761 6.5786807 6.5892137 6.9296572 7.4180092 6.0713363
## 167 6.2471738 5.7899772 6.3088143 6.3266106 6.6005288 5.7644355
## 168 6.1552044 6.2619595 6.1434963 6.1790424 6.9732624 5.5596581
## 169 5.8942181 5.4884876 6.1523023 6.0017076 6.4126761 5.3746397
## 170 6.6751767 5.8552092 6.9674024 6.6719969 7.0301716 6.3064219
## 171 6.5119895 6.2936010 6.6635654 6.6302901 7.4906940 5.8839460
## 172 6.8723424 6.9259034 6.8499848 6.8409514 7.9207010 6.3093426
## 173 5.7598905 5.8355270 5.7491124 5.8284583 6.6715840 5.3166979
## 174 6.6453622 6.4846592 6.7757889 7.0551407 7.4699795 6.4008366
## 175 5.9364786 5.6522654 6.0937561 6.1366507 6.5526018 5.5021455
## 176 6.4460662 6.1005534 6.4308591 6.5807146 7.0310702 6.1292747
## 177 6.1223779 5.7534472 6.1823539 6.2663349 6.8501606 5.7915568
## 178 6.8204957 6.5175513 6.9852052 7.0179394 7.5139770 6.6072317
## 13 14 15 16 17 18
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14 2.7467257
## 15 3.1200384 1.8460196
## 16 2.2223457 3.6490160 3.5802137
## 17 2.8912595 3.8576695 3.6778061 1.6296789
## 18 2.6376250 3.5619292 3.7485321 1.3654457 1.1535580
## 19 2.6241000 2.7249784 2.1567292 1.9556133 2.4331397 2.3751354
## 20 2.9926214 4.3831802 4.2421027 2.8116595 2.8380338 2.9841231
## 21 3.3984592 3.7504008 3.7042795 3.2052354 2.8838763 2.8938809
## 22 3.1278110 4.6891455 4.9193238 3.4376578 3.3035123 3.3412719
## 23 2.0946820 3.5216863 3.9854202 2.9336560 3.1405533 2.9840018
## 24 2.1249878 4.3068989 4.7178262 2.8640818 3.3653590 3.0380515
## 25 2.5785841 4.3554456 4.8712450 3.0518084 3.1027981 2.8761761
## 26 5.2490904 6.3207400 6.6027925 4.1816567 3.5533466 3.4889906
## 27 1.7531811 3.6196072 4.0212980 2.3708237 2.9085262 2.4945430
## 28 1.6044655 3.8823506 4.3135994 2.9896294 3.6069432 3.3613654
## 29 2.7420026 3.8213060 4.3055312 2.0820606 2.0385899 1.6220728
## 30 1.7499839 3.0560041 3.5271544 3.1567120 3.2592424 3.1372557
## 31 2.6218422 3.7109285 3.6318438 2.2824482 1.9448852 1.9723001
## 32 1.6582721 3.2090596 2.7486626 1.7522413 1.9768051 2.1297757
## 33 1.9676261 2.9611781 3.8004051 2.5512050 2.7303626 2.3123118
## 34 3.8745967 4.5282356 4.8626265 2.3413783 2.1924304 1.8540342
## 35 2.2346062 4.2594833 4.4657490 1.8400573 2.0287468 1.9478579
## 36 2.1531474 3.8041009 4.1067614 2.6930414 2.5868538 2.4011592
## 37 2.5543791 4.2901875 4.6022563 1.7807547 2.4485915 1.9081558
## 38 1.7499714 4.1138748 4.4566700 2.0856497 2.8441455 2.4439911
## 39 2.0383679 3.8278584 4.3849090 3.1066489 3.9006951 3.4655609
## 40 4.1894854 4.6234662 4.3812539 3.9216554 3.5363343 3.8458554
## 41 3.0804193 3.2050689 3.3371200 3.1611323 2.8113966 2.5587543
## 42 2.6629760 4.3115457 4.7895027 3.8255403 3.9971306 3.9176684
## 43 2.5345496 3.8056714 3.5905121 2.7699269 3.0401834 2.9826769
## 44 3.3930624 4.5959862 5.0450062 3.9386636 3.8627837 3.7218462
## 45 2.6916206 3.5830005 3.8149673 3.4429902 3.4493338 3.1704917
## 46 3.3194138 4.5688973 4.7981730 3.2093280 2.9422589 3.1332031
## 47 2.7690297 2.9318733 3.1547250 3.3791578 3.2322383 3.3179201
## 48 2.4619566 3.1007225 3.0749045 3.3858643 3.4029390 3.2831304
## 49 1.8858533 2.7114666 2.9049734 2.3647325 1.9368014 1.9209842
## 50 2.0429730 2.3758231 2.1926703 2.1617957 2.1058259 1.9877443
## 51 2.9641015 3.0722579 2.6430682 4.2856873 4.6097922 4.4997062
## 52 1.4038538 3.0581328 3.0271851 2.3191132 2.5369202 2.6108999
## 53 3.0167540 2.8715746 2.7098509 2.7209984 3.0271495 2.6717411
## 54 2.3557070 3.3206283 3.4001269 1.0671503 1.3213628 1.0626306
## 55 2.5714352 3.9688737 3.8359779 2.6676949 2.6689964 2.7268497
## 56 2.8588206 3.9271074 3.4877389 2.6496078 1.9502914 2.2986673
## 57 2.8613187 3.3331993 3.2157731 2.7975483 2.4590743 2.4678918
## 58 1.7636528 3.3825864 3.4109900 1.3257635 2.0950379 1.7050677
## 59 2.5598809 3.5021888 2.8513696 2.3850189 2.4947926 2.4966608
## 60 6.9047895 8.0647670 8.8280895 7.8874050 8.6062418 8.0557595
## 61 5.8390353 7.0084739 8.0423364 5.9306756 6.5651056 5.7717998
## 62 5.5761616 6.7727001 7.6689319 5.9030487 6.3300608 5.6084680
## 63 4.3990351 5.8597170 6.7353030 5.0598322 5.5713865 5.0012555
## 64 4.5283651 5.4787447 5.9768883 5.0838010 5.5500590 4.8641350
## 65 5.3197074 6.7369445 7.5907513 5.2445615 5.7422733 5.0297261
## 66 3.6837705 4.9371281 5.5030278 3.9053820 4.2276494 3.5073328
## 67 4.5732008 4.8249151 5.5653168 5.8993648 6.2392930 5.6557435
## 68 4.6343797 6.2339683 7.0576648 5.7202137 6.1755401 5.5745338
## 69 5.0382651 6.3109429 7.2224120 4.8797803 5.3259110 4.5746528
## 70 6.6405278 7.3584305 7.3281323 6.6725724 6.5512929 6.5314884
## 71 5.1867631 6.9664620 7.5001125 5.7037300 5.8049067 5.5079140
## 72 4.7706570 6.0314935 6.6119565 4.9003953 4.8940729 4.4721380
## 73 4.8132780 6.6649303 7.3772288 5.4171076 5.4715907 5.0797385
## 74 6.1429562 7.1377427 7.1221302 5.1679312 4.6031610 4.6240535
## 75 4.2160933 5.8560276 6.0200990 4.4807861 4.8064371 4.3482725
## 76 5.3857348 6.7911709 7.5227282 6.0537662 6.6081047 6.0268839
## 77 4.8212571 5.9950835 6.7419924 5.9219820 6.3844167 5.8413321
## 78 5.5880068 7.0861852 7.7879604 5.8101532 6.0323636 5.5688499
## 79 5.6228537 6.0914238 6.2850360 5.8304170 5.6937777 5.4711534
## 80 5.0646863 5.8853697 6.6881032 5.2326234 5.0835368 4.6413137
## 81 5.1734712 6.3689248 7.2448263 5.9404071 6.4539285 5.7590242
## 82 3.4347146 5.0085140 5.6851335 4.4675012 4.8047212 4.2996831
## 83 5.1472343 6.8170771 7.6890062 5.6814963 6.0190892 5.4084157
## 84 5.7332159 6.7918631 7.7636687 6.3169614 6.1407559 5.7216292
## 85 4.6590150 6.2214854 6.5113991 5.3088488 5.3438125 4.9482196
## 86 4.2744921 5.7306263 6.4933389 4.8251097 5.1820276 4.5802880
## 87 5.1787052 6.6220358 7.5047408 5.6446326 5.9054837 5.3148694
## 88 5.6795444 7.3383076 8.1160615 5.8963471 6.0938350 5.5610736
## 89 5.0409467 6.6468991 7.5090395 5.6254000 5.8756193 5.2661773
## 90 5.1823846 6.7565598 7.7323761 6.1048006 6.3628244 5.7531924
## 91 5.1681076 6.4820356 7.5005528 6.0026282 6.2885011 5.6562898
## 92 5.4042320 6.8941489 7.7938059 6.0280511 6.1072273 5.5464823
## 93 5.4271179 6.6839594 7.7478371 6.2653523 6.3527024 5.7693991
## 94 4.7199624 5.9108484 6.6200236 5.5697320 5.7921857 5.3230551
## 95 4.9693172 6.4359609 6.8805489 5.2758068 5.7995053 5.2048834
## 96 6.6672379 6.8421255 6.6728485 6.1742556 5.6204388 5.6856256
## 97 6.2621760 8.1318787 8.1368679 5.7989695 5.6882665 5.6695226
## 98 4.4387800 5.4746772 6.2897126 5.4392053 5.9684593 5.3020260
## 99 4.1573919 4.9721971 5.4224498 4.8228636 5.2468880 4.5509656
## 100 5.1435628 5.2348061 6.1797674 5.8431367 5.9917181 5.4171987
## 101 4.5808070 5.7945933 6.4759735 5.4795055 5.9824481 5.4778185
## 102 4.9457354 6.5664242 7.3347924 6.0140731 6.3093488 5.8788362
## 103 4.8899171 6.4481903 7.0939880 5.2327588 5.2376899 4.7514139
## 104 5.3032941 6.5865174 7.4377335 6.2038729 6.5377728 5.9052125
## 105 4.2905897 5.7661856 6.6111570 5.3845877 5.6002426 5.0964765
## 106 6.0387976 7.0523109 8.1897796 6.6599610 6.5346136 5.9679161
## 107 4.5772105 6.0731320 6.9483870 5.7168326 5.9475841 5.4132465
## 108 5.1680534 6.6560448 7.5571514 5.9692396 5.9226564 5.4447176
## 109 5.1807444 6.1209102 6.9365363 6.1293656 6.1569768 5.5958696
## 110 4.6551262 5.8950321 6.2341896 5.0361612 5.0767493 4.5998315
## 111 6.5464120 6.7717859 6.8832216 7.2516628 6.9544483 6.7931836
## 112 4.9870083 6.5724586 7.2754117 5.6570466 5.8796154 5.3698653
## 113 5.6666121 7.0453007 7.8694685 5.3832421 5.6544090 5.0191923
## 114 5.2501857 6.7305260 7.4871801 5.5730741 5.9798975 5.2040748
## 115 5.2326322 6.7808932 7.6518414 5.6502351 5.8788995 5.1655997
## 116 6.2241759 6.9043501 7.9290624 6.7069214 7.1446937 6.4031069
## 117 5.2252297 6.7748093 7.5217565 6.2154160 6.4179233 5.9336399
## 118 5.1847733 6.5801514 7.2605222 5.5184464 5.4745974 5.0258061
## 119 5.8942039 7.2905783 8.1873888 6.8544609 7.1318394 6.6643549
## 120 5.2171331 6.4316301 7.2429343 6.2580567 6.3640701 5.9767956
## 121 4.8251135 6.1252719 6.5881884 5.2681441 5.3652181 4.8491052
## 122 7.3277098 8.1576973 8.3859757 6.4965939 6.0910772 5.6935085
## 123 6.3046300 7.6056556 8.2438521 6.3092738 5.9367121 5.7050486
## 124 6.0218910 6.9074009 7.5092370 6.7799903 6.5516482 6.3889544
## 125 6.0186360 6.8589257 7.1864170 6.8267138 6.6061706 6.4072478
## 126 5.0177487 6.3621907 7.1887002 5.7715534 5.9536979 5.3357194
## 127 4.9263943 6.0919501 6.8016936 5.5870470 5.5641259 4.9354802
## 128 6.4495084 7.7258502 8.5008833 6.4707362 6.2597224 5.7426371
## 129 5.2782974 6.6064689 7.3947030 5.9057009 5.7939436 5.2754854
## 130 5.5650267 7.0844962 7.8564955 6.2466428 6.3247244 5.9268245
## 131 5.6170442 7.4873872 7.6799121 5.5344291 5.6853043 5.4652065
## 132 5.6843602 7.6603455 8.0002538 5.8501924 5.9521805 5.7494454
## 133 6.1397886 8.1751286 8.5537862 6.3592785 6.3333925 6.1261941
## 134 5.8164869 7.7985317 8.0291160 5.8734641 5.9927047 5.8447889
## 135 5.5985248 6.7991065 7.7099167 6.2237378 6.4541669 5.7963619
## 136 5.9841214 7.1907528 8.0333765 6.4033622 6.5147733 5.9836905
## 137 6.7599174 8.3526484 9.0602470 7.0487620 7.1576607 6.8454584
## 138 7.2822703 8.5123114 9.2830449 7.3031058 7.1044753 6.8167282
## 139 5.9054547 7.1411194 8.0950801 6.4527528 6.4843428 6.0639545
## 140 5.7177103 7.2434411 8.0201364 5.5823831 5.5204965 5.0367668
## 141 5.7943419 7.4960040 8.2762525 5.9263890 5.9063082 5.5063736
## 142 5.1785994 7.1284692 7.7792415 5.7570676 5.8345896 5.5515631
## 143 6.1294917 7.8451141 8.6284680 6.0958572 6.0289317 5.6953557
## 144 5.6298247 6.9145148 7.7509948 6.0039650 5.9908670 5.6951994
## 145 5.7364291 7.4018530 7.5872321 5.9640312 5.9355856 5.8387075
## 146 5.6896762 7.2072763 7.7870847 6.1865624 6.0037279 5.8416598
## 147 7.1682825 8.7199863 9.4183128 7.8129535 7.7928489 7.6252215
## 148 6.4224134 7.9558432 8.5542438 6.7775772 6.6933012 6.4307788
## 149 5.7626447 7.1757611 7.7054071 6.0939309 5.8993520 5.6116646
## 150 6.3637265 7.8628638 8.0841680 6.3142529 6.0528179 5.9567089
## 151 6.5421911 8.2312081 8.2440348 6.1433650 5.6974061 5.7646543
## 152 6.5021350 8.1589927 8.1909540 6.4087643 6.1393192 6.0434988
## 153 6.2191372 7.8689756 7.9763289 5.7894059 5.3506458 5.2117171
## 154 6.2370787 6.9646972 7.5342201 6.5903246 6.2878054 5.9745867
## 155 6.1258066 7.3874068 7.9828435 6.5446212 6.4340461 6.0198491
## 156 6.7317258 7.6949537 8.3602341 7.0742656 6.7690091 6.5594977
## 157 6.0289622 7.1146846 7.7072452 6.4769968 6.2005877 5.9679981
## 158 6.5704515 7.9710308 8.6068098 6.5100628 6.2280945 5.8809554
## 159 6.6475210 7.0646911 7.3129451 6.5719397 5.7634517 5.5880814
## 160 6.0037536 6.7726808 7.1653244 6.1640969 5.6950380 5.3280028
## 161 6.2000373 7.5476296 8.1787153 6.5138697 6.5210621 6.0741067
## 162 5.3641500 6.8191677 7.5365452 5.2271361 5.2103475 4.8606169
## 163 6.0195835 7.3947540 8.1894813 5.9624135 5.8213887 5.4169999
## 164 5.6449752 7.3100013 7.8304532 5.8948126 5.8890146 5.6582917
## 165 5.8509659 7.3909558 7.9361216 6.2410383 6.0958584 5.8521768
## 166 6.3511455 7.6562268 8.4518303 6.8410228 6.6461596 6.4132463
## 167 5.9346753 7.2257377 7.5245305 5.6362554 5.2490320 5.1344909
## 168 5.7140546 7.2931102 7.7837744 6.1531582 6.2267595 5.9112168
## 169 5.6339083 7.2267442 7.5423169 5.5057756 5.0344452 4.9492785
## 170 6.4765453 8.1498198 8.2815016 6.0349311 5.6090265 5.6697397
## 171 6.1697344 7.9592657 8.5510396 6.5859836 6.7259655 6.3735244
## 172 6.5053998 8.0403716 8.6666648 6.9440003 7.0297091 6.5985803
## 173 5.5436348 6.9290872 7.4496061 5.8544876 5.6367665 5.3842519
## 174 6.5143745 7.7071571 8.3122232 6.7401290 6.5135141 6.3849591
## 175 5.6894544 7.1364848 7.5892851 5.7663460 5.4427156 5.3021441
## 176 6.3525037 7.5154920 7.7386777 6.2803368 5.9162451 5.8866574
## 177 6.0119512 7.1333051 7.4972402 5.8900320 5.5114433 5.3138901
## 178 6.6699929 7.7868701 8.3580174 6.5841367 6.1005034 5.9138607
## 19 20 21 22 23 24
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20 3.7344792
## 21 3.5229549 2.2736492
## 22 4.5775279 2.0921040 3.5600268
## 23 3.6933353 2.2165369 2.3421654 2.5552285
## 24 4.0939266 2.6095690 3.3655286 2.3332323 1.5415222
## 25 4.2112700 2.7315472 3.1916694 2.1840280 1.5109843 1.2933746
## 26 5.5291208 4.7669631 5.0775112 4.0010572 4.7863379 4.3743718
## 27 3.2348006 2.5508818 3.3837407 2.6707028 1.9722433 1.5919593
## 28 3.9045555 2.8430197 3.5027834 3.0228577 2.0408465 1.7438032
## 29 3.2503424 2.8764145 2.9764800 2.7369517 2.2877200 2.4172924
## 30 3.5262553 2.5608270 2.4293547 2.9675577 1.2085009 2.1370838
## 31 2.7553677 3.5489958 3.5579776 3.2617773 3.1544009 3.0879962
## 32 1.9961315 2.5842681 2.7722974 3.1955209 2.5263690 2.6880747
## 33 3.4386550 3.0255168 2.8829646 2.8467431 1.9553994 2.2349961
## 34 3.5489436 3.7423384 3.4982722 4.1641224 3.7117745 3.8176825
## 35 3.4522787 2.3223595 3.0249973 2.3385713 2.1072160 1.6699609
## 36 3.5670661 2.2420250 2.4934624 2.1193901 1.4555128 1.5946175
## 37 3.4229770 2.4871519 3.2471965 2.7741446 2.5033981 1.9464171
## 38 3.5444762 2.7493054 3.5838034 2.5673777 2.2972277 1.3516254
## 39 4.0387084 3.0197035 3.3328731 3.3200341 2.1351731 1.9648830
## 40 4.3334266 1.7534020 2.4735733 3.1287773 3.3361497 4.1542931
## 41 3.3376702 2.4624515 1.4742859 3.2366071 2.4676315 3.1808013
## 42 4.6366658 2.4918713 3.8278129 1.9745001 2.5304219 2.5841296
## 43 3.0334071 1.9053514 2.5582676 3.0462733 2.1004024 2.5521948
## 44 4.8530603 2.1370127 3.4650658 1.7493173 2.8268576 2.9371409
## 45 3.8975489 2.2148823 2.0263891 2.7951821 1.9395685 2.4209903
## 46 4.1184109 1.7704078 3.2178304 2.2694829 2.8027984 3.2248854
## 47 3.3926779 2.2205678 2.5489944 2.7398544 2.3602342 3.3969839
## 48 3.2734723 2.4717690 2.0592606 3.3952008 2.1610634 2.9806774
## 49 2.5926335 2.7031545 2.5287418 2.8127383 2.3689390 2.8236071
## 50 1.6577534 2.9270354 2.4515181 3.6943712 2.7956443 3.3501272
## 51 3.7835147 4.0438329 3.8436355 4.4440331 3.6949534 4.0642968
## 52 2.6511347 3.0163635 3.1849597 2.9916258 2.0992101 2.2984327
## 53 2.2415826 2.8609077 2.4782603 4.0532091 3.0601772 3.6993504
## 54 2.0975409 2.7475301 2.9680111 3.2847312 2.8126733 2.9331362
## 55 3.3487578 1.6576304 1.7244318 3.0795120 2.0534604 2.5613219
## 56 3.0911896 2.4080338 2.2403690 2.8588637 2.7353269 3.0102700
## 57 2.8974695 2.0879629 1.1198653 3.4148544 2.3492415 3.2313407
## 58 2.3080830 2.4128403 3.1630008 2.7374526 2.4512464 2.1940422
## 59 2.2050361 2.4575572 2.5466463 3.5404419 2.8645798 3.1603144
## 60 8.7240564 7.3318625 7.5232388 7.5180989 6.9142233 6.6049770
## 61 7.2314078 6.5284951 6.7970557 6.1883210 6.0976396 5.3992863
## 62 7.0011080 5.9991769 6.2477235 5.8483912 5.8434775 5.2817541
## 63 6.1347962 4.9593740 5.0049071 4.9600556 4.3231000 4.0653910
## 64 5.7320656 4.7016403 4.5769534 4.4978721 4.2776535 3.9717069
## 65 6.7695647 5.6520907 5.9285650 4.9838204 5.2394920 4.4378401
## 66 4.9938478 4.3195348 4.4384132 3.6392306 3.9533335 3.1919001
## 67 6.0081468 5.3293087 4.7875268 5.3279646 4.4900794 4.6945464
## 68 6.7146455 5.2147946 5.4382886 4.7472579 4.3674411 3.7944558
## 69 6.2248184 5.2895806 5.4664960 5.2959804 5.0349036 4.5138073
## 70 7.5122975 5.8440318 5.1758166 6.1799856 5.9795278 6.1013239
## 71 7.0419930 5.5441538 6.0818696 4.8236041 5.3611776 4.5242903
## 72 5.8654301 4.9949735 4.9830160 4.2335628 4.3593696 4.0799548
## 73 6.6715140 4.9840038 5.4102866 4.3054998 4.5091396 3.9213368
## 74 6.3025098 5.1239072 4.7808387 4.8738971 5.3469499 5.2471709
## 75 5.5597475 3.7704947 4.0802202 3.5653054 3.7001367 3.0012782
## 76 7.2375139 5.7036871 6.0825321 5.2805462 5.4236336 4.7699710
## 77 6.6497514 5.5053663 5.3636416 5.4484365 4.8255367 4.6140167
## 78 7.2929994 5.0803827 5.8022254 4.4570870 5.2210280 4.5338828
## 79 6.5464851 5.3655330 4.7278427 5.4621194 5.3605898 5.3442109
## 80 6.3738733 4.5426845 4.9548288 3.2373373 4.4705307 4.2434979
## 81 6.9803664 5.6342494 5.5596499 5.0932164 4.7447874 4.2486405
## 82 5.4582021 4.0134956 4.3022906 3.2865031 3.2671839 2.7211682
## 83 7.0260470 6.0261257 6.4058266 4.8075807 5.1506378 4.1457128
## 84 7.3700070 6.0698247 6.7368101 4.8245099 5.9552615 5.4446701
## 85 6.3326304 4.5721742 4.9256899 3.8015788 4.2839318 3.4243460
## 86 6.0584138 4.4594061 4.4193483 4.0568149 3.6915604 3.1795751
## 87 6.9785312 5.8324202 6.0968002 4.7343679 5.1726467 4.3682273
## 88 7.3824517 6.0957529 6.5520350 4.7636911 5.4361396 4.4379453
## 89 6.9819605 5.5171454 6.1889989 4.2277730 5.0053022 3.9574154
## 90 7.2944354 5.9561198 6.3589461 4.7103948 4.9591312 4.0682070
## 91 7.1862806 5.9680644 6.3905511 4.8447502 5.2872709 4.4713858
## 92 7.3133274 6.0423974 6.4195537 4.8411006 5.4104079 4.5134125
## 93 7.3695187 6.3476212 6.6392107 5.2718788 5.6250121 4.9155345
## 94 6.5974135 4.4854319 4.9118204 3.5307744 4.0881732 3.7188915
## 95 6.4592582 4.4248301 4.9326772 4.0851493 4.4534919 3.7993548
## 96 6.8500643 5.7492803 4.8968295 5.8797400 6.1120409 6.2896060
## 97 7.4150686 5.1704074 5.9229911 4.7405497 5.8500854 5.0443671
## 98 6.2657403 4.9592616 4.9628097 4.5398924 4.2353779 3.8663583
## 99 5.3085558 4.3931433 4.2400077 4.2786869 3.9960033 3.7308346
## 100 6.4787497 5.5166530 5.4547440 4.4330665 4.9507127 4.8646960
## 101 6.4483624 4.7694372 4.8993346 4.4988489 4.2817852 3.9946171
## 102 7.1311799 5.4168038 5.6743710 4.8670977 4.7107140 4.1654389
## 103 6.5621961 4.1597214 4.8669993 3.2640401 4.1216724 3.4363569
## 104 7.2690564 5.4954768 5.8012507 4.8067893 5.0208786 4.4118631
## 105 6.4309466 4.6377380 4.8582765 3.8689269 3.7510859 3.2769732
## 106 7.8445584 6.1855510 6.4986962 5.0055961 5.5914780 5.0818249
## 107 6.7798068 5.1613348 5.5262768 4.2012195 4.3688614 3.6826174
## 108 7.1465649 5.7512210 6.1358221 4.6154135 5.1508811 4.4176516
## 109 6.9929618 5.2744079 5.1622817 4.6278640 4.6570299 4.3218683
## 110 6.0241342 4.6161455 4.9181052 3.5520762 4.2634491 3.4551773
## 111 7.6571132 5.7805518 5.8380333 5.1245813 6.1114116 6.1388987
## 112 6.8681754 4.5872637 5.2215479 3.8370586 4.3890317 3.7985047
## 113 6.9621501 5.8426160 6.5738559 4.7278144 5.7202178 4.7563530
## 114 6.8548444 5.7346766 6.0642015 4.8398142 5.2289966 4.1764691
## 115 6.9538832 5.3444994 5.8154317 4.3847380 4.7836092 3.8794071
## 116 7.7336238 7.0340525 6.9607375 5.9422208 6.1242551 5.5334043
## 117 7.3612485 5.3729068 5.6879355 4.5248898 4.6801884 4.0051641
## 118 6.8494947 4.8284991 4.8986723 4.0872942 4.4465669 3.9407037
## 119 7.9172554 5.9662004 6.8238345 5.3507600 5.8990931 5.3888583
## 120 7.3339016 5.1218428 5.7542370 3.9481307 4.7708028 4.3171024
## 121 6.3487485 4.2257632 4.8774873 3.2781335 4.2467636 3.5176667
## 122 7.5001826 6.5356459 6.7668439 5.7519822 6.8080730 6.2544399
## 123 7.6979779 5.4918058 6.3631381 3.9103235 5.7080735 5.1481332
## 124 7.6043943 5.0757292 6.0595048 3.9012450 5.4787432 5.4320065
## 125 7.4985512 5.3058122 6.0200581 3.9884817 5.4559624 5.1975426
## 126 6.8751276 4.8465915 5.3128556 3.9562990 4.4065598 3.7912773
## 127 6.4798128 4.8623888 5.1116167 4.0908445 4.5336074 3.9726905
## 128 7.7920643 6.6298757 7.0907078 5.1552986 6.3220263 5.4348970
## 129 7.0488818 5.3671553 5.5903806 4.1831119 4.8089675 4.1527198
## 130 7.4969101 5.3873268 6.5437914 3.9097924 5.4406283 4.6713082
## 131 6.9094942 5.0959355 5.7013973 5.2282309 5.6356554 4.9565131
## 132 7.2280662 5.2801672 6.3618909 4.8711876 5.8830565 5.1110022
## 133 7.7146584 6.0336990 6.9599310 5.4299751 6.3834704 5.5118028
## 134 7.2632535 5.1552806 6.3709243 4.7352516 5.9737750 5.2242290
## 135 7.1919781 6.4418236 6.8320553 5.8562240 6.1344137 5.4015102
## 136 7.4405342 6.4859621 7.0712541 5.9260049 6.5040643 5.8561625
## 137 8.4089528 6.7728086 8.0303886 5.6643176 7.1206416 6.2804349
## 138 8.6006104 7.0411438 8.1196395 5.7722663 7.4581118 6.8118322
## 139 7.5314363 6.2457658 6.9694716 5.5335078 6.2427937 5.7753063
## 140 7.0438509 5.5959289 6.3758960 4.7007935 5.7604025 5.0097964
## 141 7.3853355 5.8313514 6.7425759 4.9346950 5.8809225 5.0507292
## 142 7.0262801 5.3644229 6.3053265 4.8109528 5.3762691 4.6618421
## 143 7.6003416 6.0938885 6.9904393 5.2115676 6.1870167 5.4594351
## 144 7.1935215 5.4087365 6.4522877 4.5112026 5.7357471 5.3602568
## 145 7.1000861 5.1817287 6.3024885 4.8859772 6.0685736 5.4571462
## 146 7.3664129 5.5066123 6.3791593 4.7939869 5.8349740 5.3178996
## 147 8.9085301 7.0995474 8.2522590 6.3560703 7.4418636 6.9550582
## 148 7.8839781 6.2912587 7.5118042 5.4358216 6.8184238 6.1432046
## 149 7.0372745 5.8366528 6.6746317 5.2563046 6.2761366 5.7040278
## 150 7.3735700 5.7942977 6.7510022 5.4883983 6.7409161 6.2132788
## 151 7.3191015 5.7100193 6.5597037 5.5199383 6.7402610 6.1967315
## 152 7.3991549 5.9844853 6.8195767 5.8293457 6.9031824 6.2599315
## 153 6.9963182 5.6068940 6.2192424 5.2182728 6.3489774 5.6596991
## 154 7.1780368 6.5560326 7.0415361 6.0821023 6.9407088 6.5745167
## 155 7.4898447 6.4894745 6.7862575 6.1096785 6.5364168 5.9261954
## 156 7.9503748 6.7467144 7.6644177 5.8270829 7.2341964 6.8044539
## 157 7.2322493 6.0838865 6.8930552 5.4837802 6.5604423 6.1990142
## 158 7.7158367 6.7978058 7.5789742 5.7724625 7.0174234 6.2026676
## 159 6.7148116 7.0486036 6.9774750 6.6790002 7.3053311 7.1140768
## 160 6.5512664 6.5672260 6.7820482 6.0677826 6.7701854 6.3246274
## 161 7.5508531 6.1202454 7.1343304 5.3630286 6.6146403 5.9089583
## 162 6.5852327 5.3320774 6.0976580 4.8294601 5.6449508 5.1229449
## 163 7.3560915 5.9563267 6.6932424 5.0864478 6.1407116 5.4730417
## 164 7.1973896 5.3187659 6.3304972 4.8202663 5.8304002 5.1979948
## 165 7.1764288 6.2155995 6.9072873 5.7599081 6.4587751 5.9236067
## 166 7.9015371 6.5239271 7.3546520 5.6339020 6.7010396 6.2566752
## 167 6.6385012 5.8192946 6.5623941 5.3265113 6.5520217 6.0585828
## 168 7.1101964 6.0229602 6.9798177 5.5246796 6.4483411 5.7732468
## 169 6.6215490 5.6829373 6.3581314 5.0432114 6.1139156 5.4878943
## 170 7.2793527 5.5777920 6.8144133 4.9878898 6.6724105 6.0906066
## 171 7.9182772 6.0523902 7.0728713 5.4087922 6.3611411 5.5233717
## 172 7.9257865 6.8582280 7.6299154 6.4386256 7.0843970 6.3658690
## 173 6.6597358 5.9350468 6.5667517 5.5994658 6.2183313 5.7556937
## 174 7.7258883 6.2738621 7.4307846 5.5227882 6.9374757 6.5473312
## 175 6.8797092 5.5281442 6.4555500 4.7761817 6.1198184 5.5736382
## 176 7.1703451 5.8584684 6.6757099 5.6691223 6.8211881 6.4780044
## 177 6.8263837 5.8992740 6.3632863 5.6819203 6.4777441 6.0347836
## 178 7.4936843 6.6237915 7.4075394 5.8863717 7.1329116 6.6956650
## 25 26 27 28 29 30
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26 3.7946660
## 27 2.1150606 4.5120207
## 28 2.5799919 5.5284274 2.0902718
## 29 1.7984113 3.0058344 2.3419206 3.3390999
## 30 2.2571835 5.4477148 2.2437913 1.7324435 2.9417414
## 31 2.7260639 3.6875502 2.9716789 3.6780072 2.0780487 3.2617527
## 32 2.9135206 4.8777825 2.3842940 2.5713050 2.6927603 2.2986420
## 33 2.2807449 4.3203864 2.3687723 2.1498928 2.1174464 1.9916097
## 34 3.6454894 3.1854762 3.5006838 4.2238304 2.2494891 4.1657720
## 35 1.8136687 3.5197072 1.9956705 2.1866638 1.8065674 2.5266616
## 36 1.1689158 4.1110248 1.9746813 2.3609229 1.9192805 1.7000941
## 37 2.3827111 3.6368097 1.6956849 2.5379186 1.9645366 3.0170073
## 38 2.1056368 4.2709811 1.7165864 1.5640780 2.4088105 2.5072836
## 39 2.7980416 5.6576052 2.5133508 1.0843246 3.3791292 2.0170127
## 40 4.0562311 5.5050821 3.8640029 4.1851481 3.8643956 3.4956746
## 41 3.1272262 4.8095092 2.8349479 3.3765335 2.8500435 2.3672495
## 42 2.7529252 5.5623021 2.6864728 2.2168099 3.5857723 2.3440061
## 43 2.7236003 5.2384002 1.9721667 2.9711787 2.9005893 2.3284523
## 44 2.9904302 5.0416865 2.8673780 2.9579256 3.4809087 2.8611859
## 45 2.6977925 5.2448955 2.4558135 2.5007087 3.1840048 1.7142089
## 46 2.9675032 4.6769228 2.8181564 3.2844196 2.9430226 3.0051696
## 47 3.1601484 5.5199747 3.0046519 3.2989305 3.0906854 2.2229782
## 48 3.1057002 5.8859757 2.7131580 2.7586862 3.4414639 1.5495056
## 49 2.6355711 4.5255320 2.4928255 2.7016459 2.3424616 1.9398050
## 50 3.3917687 5.2048644 2.6839190 3.0419969 2.8375957 2.3198287
## 51 4.5756894 7.0912720 3.9432614 3.4281132 4.8489060 2.9825278
## 52 2.3297780 4.7637698 2.3512839 2.4874762 2.4462928 2.0544596
## 53 3.8432953 5.5235271 2.7785831 3.7917351 3.1543928 3.0649341
## 54 3.0210312 3.8575873 2.1791816 3.1005953 1.9008812 3.0238825
## 55 2.8609439 5.1418915 2.5149312 2.2844738 3.0733042 1.8918678
## 56 2.8546752 4.2641542 3.0048620 3.3250713 2.7060038 2.6486823
## 57 3.1616568 5.1262543 2.8248689 3.1628688 2.9046982 2.1290695
## 58 2.5613003 4.1862528 1.3610002 2.5787808 2.0335213 2.6855324
## 59 3.3767044 5.2036413 2.4998711 3.3059978 3.0990059 2.7420372
## 60 7.3402148 9.8002088 7.1630595 5.6424373 8.1439509 6.5482086
## 61 5.8779127 6.6254921 5.6683361 5.0833427 5.9199840 6.1231155
## 62 5.7317488 6.9606222 5.4466313 4.7051512 5.9848714 5.5775076
## 63 4.3231257 6.6714648 4.7234184 3.4391208 4.9474113 4.0812275
## 64 4.1051634 6.2995752 4.5920855 4.3736054 4.6320126 4.2677396
## 65 4.6611172 5.2624752 5.2052135 4.6682166 4.8226094 5.4897747
## 66 3.4967117 4.5631840 3.6972654 3.5165833 3.6269008 3.9522916
## 67 4.9164436 7.7381591 5.0551874 4.3445120 5.6003123 3.9193214
## 68 4.0970762 6.7815402 4.6759296 3.7360016 5.2393279 4.2050998
## 69 4.8434239 5.6764144 4.6499725 4.2733193 4.8182982 5.0823013
## 70 6.3575268 7.4130096 7.0085464 5.8462484 6.6908345 5.8867524
## 71 4.9781681 6.0411649 5.2480075 4.1370867 5.6731508 5.1550441
## 72 3.3508317 4.8098126 4.8410907 4.9118149 3.7526308 4.6224567
## 73 3.7588061 5.7277905 4.7409661 4.0342200 4.7678797 4.4277504
## 74 4.5933509 3.7149931 5.9714052 6.2245147 4.2554844 5.8593275
## 75 3.3227555 5.2657644 3.9358703 3.7366896 4.1186844 3.9138341
## 76 5.3702460 7.1306154 5.5452448 4.2981413 6.0330782 5.2656962
## 77 5.0204402 7.6569165 5.3297523 3.9050004 5.8624464 4.3337149
## 78 4.9224543 5.8439340 5.1762792 4.4832515 5.4652547 5.3348213
## 79 5.7234804 6.6108512 5.9006204 4.9668481 5.8880967 5.0865675
## 80 3.7930213 4.4863941 4.7999516 4.8677822 3.9954919 4.7570201
## 81 4.4737986 6.6450077 5.2746383 4.4722420 5.2981991 4.8138683
## 82 2.9562202 5.5502368 3.6668241 2.8307547 3.9525162 3.1407068
## 83 4.1730085 5.3077422 5.0942403 4.6920814 4.8907327 5.3385412
## 84 5.3601642 5.9858987 5.5529197 5.2902333 5.7035593 5.7328361
## 85 3.8037762 5.3487901 4.2440123 4.0563065 4.7874707 4.3150396
## 86 3.4020968 5.4895298 4.2469435 3.4092369 4.2127899 3.8063520
## 87 4.4474416 5.4674602 5.2746791 4.5825984 4.9970035 5.2351657
## 88 4.3045452 4.7755512 5.4447573 5.2469580 4.9192067 5.7990984
## 89 4.2051669 5.1876177 4.6165523 4.3907646 4.9201279 5.1407641
## 90 4.0962603 5.8306117 4.9458305 4.5963936 5.1464426 5.0678157
## 91 4.7896249 6.0700277 5.0776319 4.4352152 5.4519872 5.2022779
## 92 4.6423670 5.5091967 5.2063255 4.7273137 5.3339990 5.3841179
## 93 5.0702686 6.1980175 5.3724267 4.7582939 5.6896070 5.4025574
## 94 3.7921383 5.9787451 4.6549361 4.0696144 4.7512538 4.1790862
## 95 4.1670169 6.0212100 4.6844304 4.2777808 4.8740355 4.6935783
## 96 6.2942639 5.9909071 6.8160587 6.4240357 6.0077907 6.1558372
## 97 5.2867562 5.1597750 5.9402646 5.4130685 5.7170417 6.1156731
## 98 4.2722682 6.7058677 4.6592621 3.7641142 5.0479964 4.0821771
## 99 3.9722156 6.2004680 4.1256360 4.0873249 4.4588464 3.8913859
## 100 4.7700476 6.0734990 5.3806591 5.1499662 4.9524920 4.9738634
## 101 4.4539763 6.8754150 4.9277517 3.6120191 5.2660699 4.1179879
## 102 4.5612833 6.8942447 5.1390656 3.7427094 5.6760344 4.4515304
## 103 3.4051540 4.7925587 4.1026986 4.1626527 4.2808739 4.4006303
## 104 4.7843318 6.7567748 5.1567328 4.3641268 5.6889456 4.8894497
## 105 3.4166567 5.9780293 4.2549901 3.4146967 4.6200230 3.6675067
## 106 4.9536628 5.7128478 5.5027664 5.3819324 5.5589840 5.6483810
## 107 3.9700574 6.1670018 4.5158002 3.6975653 5.0781642 4.2070956
## 108 4.4603907 5.7125393 5.0220908 4.4441529 5.2770256 4.9732081
## 109 4.4950413 6.4107914 5.0084745 4.4097545 5.3929787 4.4463422
## 110 3.5786902 4.5526780 4.1729117 4.5077713 4.2025426 4.5478481
## 111 6.2159419 7.4522918 6.5732725 6.2670998 6.7362916 5.8783041
## 112 3.8803899 5.9694822 4.6285791 4.1322263 4.9222504 4.4699524
## 113 4.8920027 4.2881264 5.0975880 5.2774068 4.8010484 6.0864342
## 114 4.4960757 5.3853252 4.8664589 4.7256022 5.0117838 5.3870041
## 115 3.8757899 5.1211332 4.5110172 4.6687066 4.6549000 5.0578620
## 116 5.6057325 6.4558705 6.3733534 5.9813944 5.8777559 6.3334343
## 117 4.2769766 6.4234120 5.0548953 4.2193564 5.5075647 4.6526877
## 118 3.8756849 5.1384162 4.9642795 4.3538820 4.6526918 4.5895357
## 119 5.7803379 7.6815944 5.6713486 4.8101574 6.6171834 5.6025414
## 120 4.5288813 6.4353635 5.1012696 4.3230640 5.5389354 4.7027197
## 121 3.7239547 5.0484178 4.0843660 4.3566548 4.4745245 4.4972239
## 122 5.7689758 3.8230402 6.3682150 7.5976420 5.3538698 7.3771189
## 123 4.6751917 4.3835954 5.7038014 5.9380623 5.0821707 6.0687211
## 124 5.1668019 6.7573481 5.7558216 5.6003198 5.9065051 5.4261278
## 125 5.0304655 6.4831829 5.6817288 5.8324702 5.8772667 5.5076889
## 126 3.8636441 5.7866220 4.4668937 4.3235235 4.8469193 4.5189271
## 127 3.9632975 5.5423772 4.3261200 4.5052289 4.7308555 4.4781220
## 128 5.1535770 4.3925987 5.9062077 6.2413717 5.3888719 6.5695822
## 129 3.9703845 5.2056194 4.9399626 4.7421710 4.8448250 4.8591345
## 130 4.7527746 5.9123328 5.1062631 4.9108653 5.5399606 5.4918968
## 131 5.4648071 6.4383513 5.4855245 4.4906651 5.9440034 5.4655760
## 132 5.4586092 6.4857643 5.5174808 4.6885043 6.0501067 5.6844798
## 133 5.7387492 6.5506499 5.9536792 5.2516359 6.4041645 6.1653209
## 134 5.5295310 6.5185789 5.6899366 4.8986678 6.0917829 5.8358490
## 135 5.8450908 6.8381851 5.3921016 4.9166810 6.1981193 5.7705122
## 136 6.2166831 6.9194251 5.7553271 5.2814910 6.4517816 6.1494030
## 137 6.5368317 6.8517135 6.4298792 6.0354892 6.9126777 7.0505745
## 138 6.7056299 6.2938529 6.8668941 6.8502936 6.7989927 7.4708604
## 139 5.9059992 6.9148110 5.7822419 5.1868736 6.2583466 5.9139210
## 140 4.9385326 4.8917616 5.1906742 5.1787020 5.0730444 5.8350318
## 141 5.1535296 5.4374797 5.2326244 5.0512101 5.5392260 5.8960012
## 142 4.9196656 6.3774067 4.9198451 4.1877290 5.6809409 5.1169471
## 143 5.3596478 5.5101291 5.7139618 5.4759671 5.6513584 6.2382926
## 144 5.3236447 6.2909519 5.4693756 5.0042422 5.6436819 5.5933558
## 145 5.9080829 6.8184265 5.5936080 4.8294474 6.3591909 5.7266124
## 146 5.5246706 6.4725511 5.5552293 4.7667591 6.0860858 5.5045179
## 147 7.0806492 8.2995559 7.0763858 6.3190530 7.7231222 7.0971247
## 148 6.2784803 6.9036066 6.0137795 5.8343753 6.6804113 6.5687180
## 149 5.8297994 6.5494638 5.5187255 5.2581436 6.1335003 5.8528719
## 150 6.3821010 6.7853871 6.1671478 5.7397909 6.5952059 6.3848457
## 151 6.2104059 6.2214394 6.3219708 5.9943767 6.3850652 6.5150136
## 152 6.4805065 6.9021827 6.2448701 5.9231911 6.7825744 6.5300902
## 153 5.6082029 5.3584191 5.8471056 5.8054218 5.7610586 6.2209893
## 154 6.7495274 7.1712759 6.1390365 5.9434698 6.7526109 6.3675380
## 155 6.2796529 6.9990976 5.9704319 5.3586562 6.6466844 6.0603835
## 156 6.8280855 7.0806298 6.5598476 6.3587275 6.9448268 6.8647824
## 157 6.2393520 7.0423982 5.9022320 5.6325034 6.4699103 6.0541454
## 158 6.1808151 5.5977752 6.1211784 6.2530243 6.2269458 6.8997873
## 159 6.8160435 6.5557919 6.5631440 7.0232318 6.4799808 6.7891312
## 160 6.2710746 6.4060011 5.8277017 6.1554544 6.1647753 6.2547331
## 161 6.1277873 6.7342912 5.7377368 5.6621708 6.4295997 6.3510574
## 162 5.1788414 5.5255954 5.1629893 4.7492239 5.1830731 5.5258654
## 163 5.4881824 5.3374687 5.5830358 5.4089910 5.5825672 6.1170937
## 164 5.5264863 6.3663370 5.3799285 4.6724240 5.9801069 5.5991665
## 165 6.0225424 6.9818095 5.8674885 5.2950408 6.3885830 5.9549548
## 166 6.2168480 6.9908322 6.3200683 5.7487622 6.5963608 6.3463340
## 167 6.0319111 5.8711805 5.8900126 5.7049680 5.8692516 6.2291426
## 168 6.0988011 7.1232231 5.6543788 5.1056405 6.4691319 5.9796710
## 169 5.4101924 5.3665931 5.5025691 5.3140718 5.5232930 5.8293404
## 170 5.9471778 5.6810685 6.0842032 6.1318612 6.0240321 6.6161794
## 171 5.9467852 6.9083316 5.8192658 5.1211702 6.5909573 6.1620835
## 172 6.7042426 7.6482683 6.2424652 5.7880725 7.1306929 6.6504574
## 173 5.8426883 6.6864617 5.4630918 5.1465077 6.0528489 5.6908105
## 174 6.5586553 7.0012219 6.2958119 6.0646423 6.6973023 6.6451036
## 175 5.5797285 5.8641956 5.5400303 5.2307647 5.7495489 5.8200921
## 176 6.6537373 6.9244773 6.2521075 5.8239407 6.6682883 6.3847395
## 177 6.2329905 6.2453768 5.8026280 5.5091462 6.1744264 6.0745580
## 178 6.4741369 6.2427124 6.3504842 6.5243561 6.3787447 6.8616953
## 31 32 33 34 35 36
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
## 12
## 13
## 14
## 15
## 16
## 17
## 18
## 19
## 20
## 21
## 22
## 23
## 24
## 25
## 26
## 27
## 28
## 29
## 30
## 31
## 32 1.9301791
## 33 2.8346931 2.5885405
## 34 3.3959096 3.5725450 2.8993621
## 35 2.4480076 2.1540478 1.9257035 2.5903503
## 36 2.2462589 2.1085312 2.1172225 3.6149676 1.7755558
## 37 3.0255524 2.6514135 2.2579861 2.3091023 1.3104735 2.3745957
## 38 2.7769073 2.2667395 1.9663999 3.3174560 1.2187317 2.0396972
## 39 3.9261022 2.9025423 2.0513771 4.1571380 2.4918950 2.6093548
## 40 4.5471642 3.6753510 3.9108498 4.3344664 3.7214438 3.5097255
## 41 3.2340454 2.6399688 2.5901794 3.5027680 3.0098316 2.2882499
## 42 4.0563048 3.3585251 2.8993018 4.9201005 2.9522371 2.5171748
## 43 3.2179905 2.2046641 3.3340590 4.1433498 2.8188461 2.1280063
## 44 4.2614279 3.7103434 3.0359019 4.5127919 3.0448276 2.6797280
## 45 3.5529012 2.6684861 2.5146339 4.1945851 2.8367956 1.9083479
## 46 3.8748860 3.3210697 3.2131347 3.7828375 2.6879674 2.7263481
## 47 3.4956753 2.8072457 2.8625430 4.3458976 3.3306257 2.5606131
## 48 3.4386444 2.2735862 2.9694830 4.5776022 3.2643545 2.1508116
## 49 1.9237780 1.5475503 1.9007569 3.3966923 2.2710361 1.7457499
## 50 2.4118413 1.3937565 2.5443655 3.4765926 2.8317933 2.4722173
## 51 4.1529281 2.9545974 3.7681945 5.8037206 4.4234763 3.7362853
## 52 1.7532954 1.3276694 2.2840475 3.8701139 2.2108035 1.8752625
## 53 3.5020424 2.6225173 3.3612465 3.6868010 3.5518426 3.1374282
## 54 2.3792857 2.0022649 2.2459528 1.8810808 1.8758632 2.6565419
## 55 3.4458982 2.0835128 2.6552908 3.5748000 2.2147874 2.1260661
## 56 2.0301471 1.6236440 2.8966124 3.6034626 2.3723409 1.8974052
## 57 3.2319348 2.2124359 2.7930987 3.4786924 2.8359804 2.2713809
## 58 2.2111333 1.6378327 2.3792794 2.9677172 1.8120608 2.1360623
## 59 2.6867464 1.4959575 3.3839274 3.9243056 2.9307873 2.4706767
## 60 8.7550461 7.7484511 6.6668351 8.4304907 7.1916979 7.2306245
## 61 6.8296575 6.6410486 4.9479806 5.6072995 5.3515679 6.0467127
## 62 6.6579069 6.2276484 4.9253952 5.9174118 5.2742624 5.5867356
## 63 5.6378007 5.1205880 3.8977952 5.5030955 4.2889992 4.2693603
## 64 4.7737670 4.7074799 4.3854997 5.9563992 4.6892474 3.7173683
## 65 5.6272504 5.8296992 4.2625491 5.0287577 4.3989556 4.9168169
## 66 3.6745975 3.8961613 3.0105483 4.3448736 3.2700195 3.2204946
## 67 5.6359055 5.1074401 4.5404055 6.8038411 5.5137518 4.3621514
## 68 5.6862275 5.3927073 4.4226014 6.4103313 4.7024494 4.1030728
## 69 5.9028990 5.6181943 4.1254425 4.4121375 4.2603946 4.9200670
## 70 6.8485139 6.2377804 5.6417462 6.5849192 5.8542438 5.9759308
## 71 5.8516315 5.5921419 4.5371479 5.8961860 4.4299398 4.9356836
## 72 3.9184101 4.8189273 4.3886953 5.4007730 4.2435666 3.4292168
## 73 5.2103565 5.2664365 4.4141571 5.8369905 4.1808429 3.8400761
## 74 4.4156578 5.3236232 5.2570825 4.7772277 4.5825041 4.5196072
## 75 4.2536701 4.0735157 4.0601674 5.2883575 3.6329265 3.0152288
## 76 6.5180772 6.0331447 4.7544715 6.4506661 5.1460662 5.3030850
## 77 6.1216168 5.4711774 4.5583614 6.6546553 5.1809657 4.7186853
## 78 6.3354911 6.0588441 4.5961312 5.6468122 4.5959253 5.0242488
## 79 5.9747902 5.4277574 4.5254265 5.6629454 5.0975672 5.2350869
## 80 4.7541857 5.3368427 3.9347210 5.1432773 4.2941753 3.8697182
## 81 5.8511448 5.8049833 4.5204839 6.3433562 5.0471920 4.5601066
## 82 4.1696854 4.0169364 3.0931592 5.2804832 3.4493733 2.7937214
## 83 5.2237630 5.8031717 4.5302680 5.9322136 4.5828470 4.5695695
## 84 6.1226878 6.3910979 4.9640827 6.2882691 5.3375810 5.3455336
## 85 4.7529174 4.7241505 4.3360581 5.8327084 4.1172398 3.5805612
## 86 4.9022030 4.7558961 3.4055089 5.0501915 3.7080684 3.4690316
## 87 5.3850031 5.7651021 4.2558782 5.7325753 4.5580980 4.6543905
## 88 5.3655158 6.1287218 4.8879654 5.9087269 4.7116767 4.7895323
## 89 5.4340483 5.7368694 4.3473223 5.7590684 4.4173180 4.4819358
## 90 5.6008580 5.9986228 4.6560100 6.4098348 4.8753850 4.4790943
## 91 5.9210040 6.0301737 4.3589805 6.1162983 4.8955855 4.9487186
## 92 5.6977552 6.0411439 4.5686867 6.0085043 4.7784018 4.8315813
## 93 6.0751595 6.2576749 4.6255540 6.2555033 5.1489299 5.1764470
## 94 5.2579449 5.2132465 4.0744458 6.0898938 4.4840355 3.7664764
## 95 5.4183306 5.1859712 4.5745332 5.9053666 4.4742087 4.0611412
## 96 6.0062560 5.9282343 5.4132047 5.5640515 5.6344400 5.8360188
## 97 5.9589495 5.8787448 5.5538068 5.7595176 4.5716831 5.2556562
## 98 5.4438754 5.1083087 3.9651151 6.0952248 4.6855418 4.0959479
## 99 4.5180318 4.3209409 4.1228801 5.7429776 4.4942178 3.4407302
## 100 5.2492645 5.6406651 4.1665264 6.0940228 5.2707545 4.6458605
## 101 5.7243127 5.1650833 4.0066429 6.0997628 4.5976280 4.2929886
## 102 6.0818462 5.6596425 4.4187045 6.4683770 4.7520566 4.5714791
## 103 5.1072526 5.2041306 4.1929726 5.3320869 3.9309441 3.5236731
## 104 6.2137744 5.9771803 4.6786149 6.5614286 5.1306012 4.7291879
## 105 5.1342209 4.9932082 3.7204460 5.8541233 4.1294291 3.4747974
## 106 6.4314823 6.7698650 4.9072419 6.2099992 5.3896587 5.2255474
## 107 5.4619022 5.3636621 4.0449017 6.1650496 4.4673457 4.0229584
## 108 5.6072580 5.8216287 4.4346572 6.0586796 4.6742979 4.5459245
## 109 5.8068097 5.6669885 4.3828010 6.3077799 5.0001799 4.2949496
## 110 4.1815601 4.6628708 4.1877221 5.4493398 4.0783205 3.4823959
## 111 6.5443619 6.3896909 5.9827746 7.7030430 6.4911663 5.6419532
## 112 5.5802293 5.4713983 4.5009688 6.1190560 4.4816212 3.9101901
## 113 5.6370769 6.1556123 4.6610320 4.8995707 4.5312629 5.2559357
## 114 5.4128936 5.7255479 4.6214456 5.7485517 4.6601083 4.6118868
## 115 5.4317657 5.7964709 4.6254802 5.7274781 4.5324378 4.1808003
## 116 6.2960164 6.8649019 5.2118500 6.7062254 6.0033537 5.8460169
## 117 5.9544114 5.8253054 4.6382717 6.5851825 4.8593061 4.3729251
## 118 5.2866028 5.4184772 4.0918888 5.4019900 4.1683129 3.9402501
## 119 7.2851416 6.7744819 5.5171752 7.2378140 5.8155171 5.7524627
## 120 6.0584189 5.9065864 4.4672797 6.5898737 4.9670776 4.5730176
## 121 4.9159938 5.0108380 4.3327111 5.6426154 4.2267697 3.6174656
## 122 5.6626928 6.8704978 6.6751793 6.0109082 6.0664782 5.8204814
## 123 5.7457255 6.4699433 5.3590292 6.0525305 5.0654857 4.9477070
## 124 6.3759788 6.3825000 5.5707388 7.2494595 5.7850473 5.0194748
## 125 5.8721643 6.1234344 5.7434056 7.4636477 5.8618406 4.7992489
## 126 5.5380734 5.5876639 4.4449155 6.0787714 4.6297789 3.9315174
## 127 5.1065527 5.2676142 4.4787832 5.9023116 4.6142195 3.7443496
## 128 5.7240733 6.7262859 5.5524620 6.1131868 5.4076618 5.4192899
## 129 5.2116624 5.6637876 4.4819085 5.9928532 4.6314154 4.0385740
## 130 6.0717932 6.2142459 5.0741209 6.5955825 5.0610319 4.9014651
## 131 6.2535117 5.5750569 5.2031090 5.7858471 4.5694773 5.1995363
## 132 6.3227999 5.8814899 5.4472374 6.3234120 4.8276082 5.2803951
## 133 6.5102808 6.3253242 5.9341734 6.7625837 5.2598676 5.6139279
## 134 6.3077560 5.8889399 5.6348750 6.4766668 4.9208410 5.3217119
## 135 6.5494466 6.3392407 5.1132769 6.3110473 5.4726645 5.7063878
## 136 6.8794210 6.6302185 5.4436191 6.3853024 5.6641942 6.0667379
## 137 7.3934848 7.3743510 6.2764954 7.1631773 6.0817340 6.6482344
## 138 7.3439911 7.7218157 6.5301507 7.0664578 6.4128746 6.8142513
## 139 6.8439635 6.6608431 5.3212518 6.4907270 5.5900023 5.8610393
## 140 5.7918467 6.1020774 4.9275627 5.2901456 4.6193254 5.0589969
## 141 6.2356122 6.3366541 5.1361458 5.7185877 4.7944320 5.3442451
## 142 6.1383974 5.7800768 4.9764094 6.1275526 4.6090912 4.9215063
## 143 6.3742436 6.6060247 5.4563630 5.8648959 5.0336632 5.5966549
## 144 6.3413571 6.2528790 5.0094664 6.1468461 5.1137805 5.3283372
## 145 6.4778697 5.8269079 5.5332114 6.4624271 5.0883903 5.5304343
## 146 6.4350022 6.1014695 5.1208632 6.3219066 5.0332591 5.3636331
## 147 8.1453379 7.8129485 6.9500507 8.1929304 6.8381530 7.0393541
## 148 7.0012143 6.8860226 6.2317029 7.1041228 5.9359418 6.1538010
## 149 6.2382095 6.0619602 5.5760519 6.4352175 5.3630130 5.4874783
## 150 6.6594198 6.3083537 6.1185993 6.6302997 5.6139383 5.9560636
## 151 6.3169061 6.1406105 6.2955062 6.3879121 5.3960399 5.7967698
## 152 6.5930121 6.2378104 6.4821875 6.8900781 5.7462766 5.9626570
## 153 5.6425098 5.8040548 5.8779198 5.9224394 5.0073961 5.2237942
## 154 6.7326312 6.5185077 5.8843726 6.7116193 6.1258402 6.2629780
## 155 6.7744274 6.4533668 5.6225032 6.5543541 5.6916387 5.9474338
## 156 7.1430802 7.1445514 6.2655610 7.1570010 6.3764656 6.5877972
## 157 6.5833205 6.3858468 5.8132366 6.8148916 5.8440517 5.8491614
## 158 6.4059538 6.8420237 6.0283189 6.3115365 5.6981851 6.1427502
## 159 5.8438328 6.3260674 6.5100992 6.6836256 6.4629946 6.1575493
## 160 5.6871734 5.9613505 5.9361479 6.4576454 5.8992957 5.6821754
## 161 6.7404564 6.6290520 5.9349400 6.8113108 5.7990672 5.8967426
## 162 5.8486535 5.7665866 4.6428305 5.0489844 4.4530203 5.1443178
## 163 6.2594435 6.4435113 5.1175198 5.5256994 4.9835016 5.5636392
## 164 6.4493914 6.0176596 5.1546751 6.0476649 4.8573290 5.3864792
## 165 6.4155262 6.1892345 5.7479957 6.6631176 5.5222948 5.7078457
## 166 6.9409284 6.9134032 5.8524902 6.9688604 5.9233447 6.1239342
## 167 5.7767236 5.8334106 5.5834331 5.8031624 5.1727071 5.6282921
## 168 6.5026567 6.1254056 5.7297590 6.7619956 5.5130913 5.7640209
## 169 5.3586627 5.5490888 5.3176113 5.6670144 4.7191261 5.1064522
## 170 6.1180259 6.2335519 6.2649404 6.3024765 5.3290327 5.7076891
## 171 7.0361377 6.6707213 5.7851494 6.8240051 5.4887934 5.8960055
## 172 7.3418846 6.9993642 6.4121815 7.2936778 6.2336326 6.4601108
## 173 6.0688800 5.8294803 5.4902095 6.2340623 5.2810787 5.4553870
## 174 7.0721019 6.9296686 6.1707355 6.9184208 6.0568380 6.3849187
## 175 5.8558497 5.8429770 5.2861283 5.9680269 4.9595972 5.3025116
## 176 6.7430633 6.3006273 5.9954664 6.4340047 5.7199622 6.1705725
## 177 6.2875395 6.0067098 5.4637247 5.7255191 5.2772488 5.8043990
## 178 6.5383724 6.8290409 6.3009500 6.5462166 6.0317154 6.2390465
## 37 38 39 40 41 42
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## 10
## 11
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## 13
## 14
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## 30
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## 32
## 33
## 34
## 35
## 36
## 37
## 38 1.4625178
## 39 2.5992653 1.8302386
## 40 3.8138535 4.2756225 4.2737094
## 41 2.9826644 3.3268321 3.2906291 2.7238188
## 42 3.3320233 2.7129116 2.6876390 3.4504187 3.5567850
## 43 2.7816925 2.9458430 3.2343680 2.9795272 2.4344044 3.1269069
## 44 3.1220869 3.0798699 3.1867135 2.7274813 3.0134672 1.4962429
## 45 2.9137221 2.8207717 2.4449959 2.9933800 1.4057651 2.7321957
## 46 2.9032752 3.1988160 3.6995675 2.2787275 3.2275408 2.2695287
## 47 3.6082921 3.5569743 3.4482116 2.2695746 2.4240950 2.4794556
## 48 3.4865507 3.2638060 2.8708003 3.1011796 1.7948473 2.9699459
## 49 2.8228008 2.5171312 2.9869063 3.4322700 2.0571959 2.9075724
## 50 3.0283151 2.9606747 3.2081911 3.5290172 2.0611040 3.6033731
## 51 4.6696252 4.0002585 3.3963277 4.5957367 3.3809828 3.9643281
## 52 2.9148699 2.2379622 2.8317428 4.1530313 3.0559771 3.1896560
## 53 3.1291528 3.6472622 3.7112713 3.1868989 2.0094406 4.1359006
## 54 1.6903287 2.3255841 3.2756083 3.5803740 2.6726697 3.7733947
## 55 2.5108744 2.5689829 2.4734120 2.6638333 2.0320117 2.9830812
## 56 2.9991548 2.9184946 3.5679635 3.1997941 2.0775927 3.5757227
## 57 2.9874122 3.2772394 3.2344957 2.4345850 1.2296254 3.4473619
## 58 1.5350511 1.7178876 2.8098469 3.6540893 2.6766170 3.1608128
## 59 2.9475103 3.0677964 3.5283020 3.3080169 2.2053006 3.7751152
## 60 7.0855407 6.4854947 5.1800357 8.1499264 7.4829273 6.3609206
## 61 4.9208263 4.8128960 4.6910478 7.4983731 6.4313621 5.8887692
## 62 4.9739355 4.7453043 4.4491642 6.8678447 5.8191028 5.2287634
## 63 4.4518785 3.8342504 3.0501982 6.0102128 5.0927330 4.0938101
## 64 4.6540593 4.1859785 3.8367245 5.7167752 4.2507680 4.4824116
## 65 4.2809389 4.0201448 4.1906486 6.7658786 5.7223159 5.2173586
## 66 3.2433124 2.7641619 3.1885688 5.4482546 3.7960543 4.0572414
## 67 5.6048223 4.9527430 3.8855361 5.9893820 4.3771674 4.5282998
## 68 4.8610085 4.0651419 3.4654092 6.4284366 5.2185400 4.0666936
## 69 3.8114094 3.9952671 3.9957698 6.2149460 5.2177243 5.0344123
## 70 6.2773707 6.0349573 5.3510685 6.1173083 5.6044695 6.4617966
## 71 4.7733078 4.0744714 4.2232916 6.6149713 5.7619020 4.6838044
## 72 4.7133123 4.2736785 4.7826591 6.0760822 4.9723479 4.7046745
## 73 4.6349023 3.9728409 4.1352617 6.1718978 5.3215252 3.9552013
## 74 5.0611735 5.2812665 6.0399457 5.7417116 5.1235651 6.2419315
## 75 3.7321042 3.3235015 3.4323189 5.0576287 3.8741485 4.0465445
## 76 5.1338134 4.4786605 3.8054393 6.7059835 5.8302779 4.7924902
## 77 5.3902889 4.5645295 3.4523936 6.4592813 5.2705968 4.4939267
## 78 4.4924933 4.3235450 4.2573418 5.9227662 5.4955725 4.4714481
## 79 5.2983319 5.0925567 4.5344545 5.6810684 4.5344407 5.6638561
## 80 4.4520457 4.3195774 4.6392363 5.1198272 4.5398690 3.9492908
## 81 5.1101206 4.4821100 3.8308633 6.7298426 5.3912300 4.8848332
## 82 3.7903494 2.8784124 2.5736807 5.2196197 3.9845788 3.0015644
## 83 4.8157449 4.0901420 4.5436111 7.3479537 6.0419065 5.0391168
## 84 5.4716589 5.0819593 5.4864256 6.7179441 6.0356286 4.5690997
## 85 4.2820470 3.7750775 4.0220123 5.7166505 4.3120348 4.2993102
## 86 3.8650320 3.3465792 2.8741839 5.6006242 4.3315106 3.9956543
## 87 4.7993452 4.1248830 4.3063195 6.9639195 5.7600196 4.8706688
## 88 4.9562819 4.4460063 5.0995287 7.3556161 6.2490907 5.3835654
## 89 4.3999040 3.8900145 4.3456818 6.6914159 5.5603826 4.4337263
## 90 5.0550824 4.3461836 4.5273846 7.1958652 5.8787723 4.6706163
## 91 4.9229036 4.2847385 4.2824070 7.0044313 5.7735946 4.6396750
## 92 4.9471755 4.3640172 4.7044780 7.1395481 5.8503663 4.9256562
## 93 5.2829014 4.6709790 4.7800071 7.3219169 6.0135841 4.9484166
## 94 4.6827040 4.0889082 3.7027753 5.3750212 4.5893031 3.5164522
## 95 4.3479843 3.9969901 3.7433148 5.5419698 4.7309102 4.2704318
## 96 5.9387076 6.0979547 6.0555988 5.6859613 4.9638080 6.8028491
## 97 4.9093752 4.7784038 5.3905938 6.1301686 5.9646882 5.6296271
## 98 4.7021896 4.0061370 3.1201367 5.9499597 4.6210471 4.0820250
## 99 4.3660863 3.9637874 3.6222970 5.3536714 3.6789091 4.2377699
## 100 5.3497941 4.9128246 4.6523816 6.0175979 4.8487029 4.6907352
## 101 4.7635495 4.0290803 2.9578063 5.7023654 4.8243566 3.9483573
## 102 5.0927674 4.2343594 3.5587421 6.5004942 5.5202703 4.1972463
## 103 3.9079877 3.7993849 4.1137780 5.1705725 4.4189522 3.6645330
## 104 5.1128755 4.5313924 4.0069810 6.4632352 5.3295793 4.3965839
## 105 4.4187378 3.6776402 3.2098888 5.7285345 4.5650391 3.4545689
## 106 5.3823916 5.2040241 5.3550520 6.9037079 5.8596564 5.0241318
## 107 4.6818292 3.8861673 3.5912408 6.2618042 5.0375423 3.7841299
## 108 4.9583390 4.3193613 4.5597324 6.7728492 5.5839518 4.4297965
## 109 5.0954033 4.6270017 4.1188753 6.0453083 4.5913173 4.4157654
## 110 4.1306947 3.8175273 4.3588536 5.6898562 4.2002937 4.5495993
## 111 6.7120711 6.3589394 6.0635096 5.8008159 5.1913794 5.4837361
## 112 4.5848228 4.1049601 3.9493220 5.6407294 4.9397237 3.6331211
## 113 4.2199542 4.2896430 5.1496374 6.8514300 6.0267251 5.3824317
## 114 4.4692154 4.0773407 4.4193868 6.9718188 5.4702567 5.1578752
## 115 4.3773523 4.1566205 4.5449056 6.5314159 5.2841026 4.6227870
## 116 5.9950464 5.4940162 5.3772271 7.9796179 6.5289241 6.2711339
## 117 5.0933114 4.3956960 4.0187486 6.4646318 5.3559818 4.3146094
## 118 4.4572667 4.1073277 4.0631411 5.7694879 4.7393632 4.4102567
## 119 5.7737305 5.2642493 4.8716782 6.7313104 6.3558176 4.3231920
## 120 5.1834828 4.5492601 4.1841955 5.8815929 5.2782829 3.6731568
## 121 4.0800624 3.9186357 4.2070965 5.1878589 4.1507041 3.9483479
## 122 5.8323341 6.3884328 7.5454081 7.1726009 6.1873212 7.2689088
## 123 5.3025831 5.2426726 6.0237115 6.1470218 5.9435922 4.8833281
## 124 6.0411413 5.6912922 5.7022126 5.3040749 5.6105628 3.7357579
## 125 6.1041634 5.6917256 5.8642301 5.7722587 5.3520543 4.5244633
## 126 4.5747761 4.2166188 4.1328046 5.8441820 4.7705888 3.9102493
## 127 4.5418767 4.2821059 4.4507522 5.7849708 4.3304335 4.1737813
## 128 5.4793663 5.3260925 6.2784682 7.5910668 6.4200067 5.9909713
## 129 4.8719383 4.4076947 4.6692933 6.3561209 5.0511283 4.4866147
## 130 5.1345533 4.6652899 5.0538237 6.2710834 5.9248339 3.8734059
## 131 4.7119645 4.4262478 4.5181374 6.0795665 5.6757136 5.0705064
## 132 5.0396447 4.5743754 4.9387727 6.2754627 6.1481035 4.5308986
## 133 5.5672042 5.0360701 5.5924920 7.1145356 6.6829683 5.1998880
## 134 5.1690001 4.6998349 5.1003423 6.1258628 6.2273599 4.5240970
## 135 5.2617949 4.8851406 4.9791285 7.3503967 6.0699798 5.3237136
## 136 5.4915298 5.2293556 5.4359942 7.2407144 6.3844887 5.3829605
## 137 6.0753142 5.7302251 6.2972039 7.5743578 7.4773212 5.4633154
## 138 6.4357815 6.3247159 7.0763050 7.5928166 7.5283186 5.9347721
## 139 5.6224962 5.2648807 5.4018652 6.9168269 6.4604364 4.7815991
## 140 4.5645442 4.5364951 5.3134526 6.4909673 5.9059147 4.8726797
## 141 4.7793656 4.6319809 5.3316303 6.7839870 6.2601069 4.8817269
## 142 4.8235329 4.3042967 4.6253446 6.4143865 5.9852133 4.1102852
## 143 5.1612603 4.9969358 5.7427085 7.0208545 6.6900317 5.1655622
## 144 5.2357038 4.9310316 5.1942036 5.9796425 6.0714849 3.9659298
## 145 5.2323303 4.8599649 5.1388834 5.8715734 5.9119701 4.5215283
## 146 5.3061310 4.8758727 5.1002982 6.1667494 5.9571477 4.3251691
## 147 7.0683809 6.5595723 6.7222718 7.7268941 7.9086942 5.4550129
## 148 5.9538821 5.6631623 6.2637815 6.9950539 6.8884299 4.9985187
## 149 5.4435521 5.1293579 5.6740514 6.5443368 6.0307465 4.7787580
## 150 5.7608814 5.5549976 6.0905094 6.3585094 6.3349011 5.2434543
## 151 5.7232858 5.5912683 6.3662274 6.3705130 6.3699033 5.6674859
## 152 5.9010975 5.6706077 6.3071836 6.7217530 6.3915775 5.7145684
## 153 5.2373612 5.1559690 6.0802728 6.4483448 5.8598414 5.6521517
## 154 6.0919803 5.8973198 6.2697815 6.9293953 6.1813574 5.6164624
## 155 5.7074409 5.3852187 5.5539264 7.2411594 6.1462368 5.6964746
## 156 6.4579041 6.2107105 6.7255183 7.1113031 6.9390057 5.4659696
## 157 5.9538673 5.6452346 6.0483451 6.5432564 6.2222503 4.8390129
## 158 5.7174184 5.5950486 6.6032670 7.6098497 6.8664914 5.9833671
## 159 6.6267269 6.5833516 7.4202761 7.4061944 6.1441490 6.7690933
## 160 5.9260946 5.7538857 6.5322700 7.1690748 5.8343923 5.9900457
## 161 5.6291120 5.4160906 5.9197486 6.8335237 6.3675142 5.0119739
## 162 4.4912067 4.3920168 4.9324748 6.0866068 5.7872637 4.5838089
## 163 4.9548983 4.9203496 5.5774589 6.6957710 6.1839998 5.1542755
## 164 4.9490601 4.6519594 4.9463850 6.0810672 5.9541460 4.4069448
## 165 5.7698244 5.2881800 5.7350733 7.0248907 6.4643655 5.0830162
## 166 6.1853521 5.7432635 6.0983730 7.1309568 6.8959923 5.0243502
## 167 5.3786352 5.2101697 6.0548234 6.4069701 6.0892553 5.3233696
## 168 5.5755464 5.0782346 5.4913691 6.8660055 6.4042862 4.8281495
## 169 5.0915481 4.8016623 5.7715861 6.5080793 5.9120298 5.1380714
## 170 5.5839464 5.5317045 6.5639146 6.2190068 6.5175824 5.3065837
## 171 5.4963187 5.0945421 5.3454722 6.9817812 6.6187397 4.9721632
## 172 6.1590483 5.7974067 6.1197504 7.7219889 7.0243090 5.7446226
## 173 5.4325858 5.0982428 5.6340099 6.6683593 6.0208596 4.9657274
## 174 6.1513749 5.9549789 6.4867238 6.6580620 6.8978812 5.0384338
## 175 5.2034536 4.9099850 5.6266357 6.1793071 5.9470815 4.6221685
## 176 5.8423303 5.7325869 6.1808590 6.1620019 6.2132367 5.3673629
## 177 5.3003881 5.2851362 5.8129102 6.3796966 5.7784107 5.5466981
## 178 6.1384816 6.0853235 6.9654039 7.1119930 6.7912140 5.7885456
## 43 44 45 46 47 48
## 2
## 3
## 4
## 5
## 6
## 7
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## 36
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## 38
## 39
## 40
## 41
## 42
## 43
## 44 3.1911934
## 45 2.2217110 2.4482851
## 46 2.7997026 1.9354182 3.1798022
## 47 2.4212753 2.5456488 2.4955226 2.3047423
## 48 1.8297060 3.1088906 1.3899358 3.2833097 2.0915994
## 49 2.6674309 3.0638584 2.3107776 2.9049121 2.2096743 2.1200537
## 50 2.4497872 3.7247622 2.5494607 3.3590073 2.4758579 1.9580517
## 51 3.6062273 4.4099260 2.9241321 5.0032478 3.4335578 2.4927824
## 52 2.5453335 3.8049011 2.8879888 3.5544007 2.7912621 2.5933998
## 53 2.0314357 3.8781281 2.6607858 3.5523622 2.6537197 2.2819336
## 54 2.7697297 3.6495078 3.1820556 2.9608063 3.1309150 3.2788327
## 55 2.0508357 2.8965013 1.7470462 2.6752268 2.7130152 1.8477130
## 56 2.5226784 3.4579391 2.3726342 3.2504125 2.8759760 2.3553712
## 57 2.0123524 3.1681465 1.8205471 2.8003310 2.2136151 1.5062037
## 58 2.0486942 3.2311036 2.7147375 2.9315137 2.9197399 2.8111136
## 59 1.4835744 3.7639557 2.4384308 3.4138379 2.8317057 1.9267513
## 60 7.8195499 6.6201898 6.5003798 7.7158469 7.8072740 7.0456009
## 61 7.1056240 5.7467360 6.0407297 6.4645902 7.1352634 6.8756913
## 62 6.5743892 5.0254022 5.3177705 5.9211388 6.5773358 6.0599275
## 63 5.4488068 4.4244701 4.3809990 5.0377824 5.3384546 4.8113577
## 64 4.6126492 4.4857297 3.6276185 5.4869555 4.8875346 4.0544714
## 65 6.3724812 5.0740155 5.3137148 5.8255018 6.3846246 6.2109557
## 66 4.6374359 3.9055219 3.4354831 4.8465684 4.7918173 4.2624780
## 67 5.0693352 4.7798354 3.6173086 5.9323389 4.7965461 3.7392472
## 68 5.3572520 4.4319373 4.1856967 5.5360810 5.5751418 4.7655274
## 69 5.8748547 4.7231448 4.9515628 5.1483007 6.0689642 5.7264533
## 70 6.9246636 6.1411892 5.3116712 6.8808652 6.6441564 6.0400516
## 71 6.3882834 4.7230914 5.0526505 5.6878162 6.3988135 5.9261588
## 72 5.0631899 4.8891621 4.7367733 5.1064626 5.0796581 4.9510769
## 73 5.4568243 4.2013826 4.5887605 4.8357654 5.5456639 5.1038771
## 74 5.7899920 5.8092696 5.4532391 5.6558737 5.9426688 5.9204531
## 75 3.9842328 3.9109782 3.0924967 4.8224755 4.7888417 3.8475650
## 76 6.4555452 4.8374274 4.9720978 6.1151223 6.3391144 5.8376098
## 77 5.8037701 4.8706030 4.3446147 5.9403731 5.6670825 4.7562887
## 78 6.2001698 3.9784997 4.8401588 5.1817628 6.0745826 5.9524610
## 79 6.2435566 5.2135058 4.3329819 6.2104823 5.9180287 5.2401650
## 80 5.4067196 3.4166823 4.3257428 4.4296127 4.6124553 5.1466036
## 81 5.9169755 5.0181168 4.5776234 6.1713479 5.9462399 5.3209134
## 82 4.3172046 3.3483453 3.0534864 4.4752487 4.2620206 3.7031128
## 83 6.3230694 5.2803287 5.4199090 6.1184927 6.4632907 6.1648767
## 84 6.8041825 4.3513847 5.6570126 5.3579937 6.1038907 6.3716943
## 85 4.7982616 4.0775547 3.4608641 5.3538536 5.4115170 4.4729462
## 86 4.9566317 3.9914713 3.5695115 4.9735281 5.0736968 4.4462585
## 87 6.4333471 4.9543170 5.1918503 5.9359213 6.2471371 6.0261454
## 88 6.5696917 5.4234231 5.7365791 6.1887733 6.7057603 6.5716200
## 89 5.9951672 4.3399246 4.8775995 5.5291540 6.0923890 5.8609481
## 90 6.1263705 4.8954457 5.0814336 5.9854381 6.2478734 5.8611913
## 91 6.4760713 4.6637575 5.0725406 5.9499787 6.2660515 6.0051919
## 92 6.5471357 4.8824467 5.2378318 5.9894986 6.5088740 6.1664272
## 93 6.7971029 4.9944165 5.4211306 6.0954350 6.5405126 6.2389922
## 94 5.1049428 3.4469784 3.7006176 4.9306799 4.7248230 4.5563666
## 95 4.9567375 4.0428740 3.9073256 5.2416650 5.3144970 4.7621851
## 96 6.7757241 6.1234121 5.3314533 6.6493248 6.3622672 6.1084066
## 97 6.4120475 5.1976451 5.5356947 5.7593368 6.7915045 6.4787675
## 98 5.2278491 4.2256466 3.7122986 5.5651552 5.1016213 4.4289836
## 99 4.1335071 4.1577465 3.0476899 5.2344672 4.5172239 3.5049222
## 100 5.9791293 4.5171483 4.5525912 5.8184181 4.9899712 5.2604152
## 101 5.4138024 4.1300024 3.8724251 5.3999015 5.1272727 4.6005287
## 102 5.9823279 4.5126831 4.4990924 5.6916732 5.9081789 5.2481805
## 103 4.8003742 3.0915816 3.7281108 4.2941548 5.0335309 4.7594939
## 104 5.9901940 4.2985637 4.3974413 5.8189724 5.9266343 5.3346781
## 105 4.9952934 3.6589121 3.5702002 4.9158884 4.9222579 4.3584484
## 106 6.7710215 4.6101713 5.3909318 5.7875150 6.4049860 6.3912330
## 107 5.5260874 3.9687140 4.0637491 5.3490333 5.4613156 4.9156658
## 108 6.2555941 4.4469070 4.9231436 5.5467125 6.0963848 5.7486816
## 109 5.6547479 4.1409205 3.7778603 5.6659248 5.5139817 4.7661021
## 110 4.7363176 4.2348945 3.6885737 5.3717581 5.2131926 4.6517874
## 111 6.4441617 4.9279819 4.7654008 6.4952380 5.7156037 5.5013510
## 112 5.1793869 3.4965803 4.0260685 4.7917012 5.2168055 4.8490590
## 113 6.5760006 4.9865536 5.8044804 5.6610545 6.5962783 6.7848199
## 114 6.0034867 4.9864542 4.8774908 6.1003538 6.4260744 5.8347544
## 115 5.5568510 4.3844305 4.6514859 5.3950871 5.9817464 5.5541608
## 116 7.3947074 6.2721297 6.1134693 7.3931726 7.0590376 6.9452722
## 117 5.8248507 4.3698489 4.3241866 5.7669351 5.9196260 5.2604022
## 118 5.6282004 4.0855482 4.1339563 5.1581671 5.5584867 5.1442763
## 119 6.6854210 4.3116926 5.4603909 5.6324051 6.3481195 6.1879525
## 120 5.9236232 3.5727060 4.3462776 5.2568503 5.3573498 5.3182389
## 121 4.6172997 3.3569055 3.4417400 4.8109854 4.9695948 4.5384862
## 122 6.6687545 6.4924914 6.5271621 6.7404140 7.2509307 7.2276905
## 123 6.4641297 4.2970294 5.6662203 5.0988357 6.0399384 6.5476922
## 124 5.9710341 3.3465974 5.0125679 4.7018470 4.9273971 5.5721887
## 125 5.7261701 4.1754673 4.7206563 5.6380496 5.2878189 5.3803817
## 126 5.1896063 3.6262002 3.9253712 5.0463548 5.2990115 4.8635174
## 127 4.9584993 3.7613663 3.6942381 5.0586925 5.2277790 4.5435358
## 128 7.1040645 5.6167774 6.2086538 6.4174244 7.1204411 7.1088124
## 129 5.7781604 4.2643298 4.4344584 5.4687013 5.7503278 5.3400456
## 130 6.1618443 3.6750395 5.1895648 5.0444085 5.8109620 6.0443365
## 131 6.1029686 4.8447219 5.0829077 5.4322263 6.4982143 5.8228137
## 132 6.3022246 4.4447611 5.4783894 5.1235306 6.4026963 6.1229125
## 133 6.8355047 5.1981540 6.0431385 5.8029041 7.0711764 6.6536560
## 134 6.2847537 4.4269750 5.5674030 5.0834837 6.3318469 6.1693761
## 135 6.8098004 5.1944829 5.5566396 6.2170437 6.8370702 6.3153062
## 136 7.1119103 5.1490633 5.9658037 6.0258989 6.9400410 6.6910793
## 137 7.7603914 5.2972452 6.9430198 6.1402142 7.4178844 7.7235276
## 138 8.0696475 5.5053599 7.2857315 6.1716789 7.4573931 8.0430701
## 139 7.0277321 4.6941550 5.9947011 5.4609572 6.4824852 6.6005532
## 140 6.4129380 4.4614103 5.6391433 4.9916446 6.3250984 6.4241519
## 141 6.6140121 4.6137961 5.8244390 5.2021727 6.6263178 6.6347149
## 142 6.0362352 4.2526500 5.2700266 4.8451967 6.1232500 5.8421973
## 143 6.9582977 5.0001685 6.3353102 5.2947205 6.8264474 7.0095792
## 144 6.4696616 3.7867402 5.6316210 4.5117738 5.6549974 6.2203162
## 145 6.2903040 4.2386879 5.3227444 5.0800241 6.1989752 5.9804841
## 146 6.5575481 4.1197285 5.3855630 5.0207194 6.1327467 6.1118058
## 147 8.0302075 5.5642151 7.2532934 6.2307809 7.4809317 7.7171048
## 148 7.0695719 4.7812568 6.4052609 5.4920282 6.8255981 6.9738121
## 149 6.4708093 4.5576967 5.6543745 5.1989985 6.3137411 6.1367064
## 150 6.7990537 4.8570616 6.0169246 5.3555555 6.6495738 6.5241103
## 151 6.7209779 5.2924621 6.1653237 5.4250654 6.8418528 6.6114488
## 152 6.7166442 5.3821275 6.0433028 5.8373609 7.0278621 6.4915299
## 153 6.3459269 5.1985131 5.7042396 5.5078930 6.7120708 6.2684939
## 154 7.1293122 5.2417941 6.0562648 5.9705136 6.6772697 6.5337601
## 155 7.0612644 5.4238940 5.7211745 6.3135468 7.1040086 6.4426559
## 156 7.6199610 5.1305811 6.7040807 5.8574289 6.8717221 7.2525884
## 157 6.7663859 4.6129608 5.9184358 5.2600037 6.2296913 6.3020032
## 158 7.4313445 5.6410412 6.7026702 6.1335817 7.3795504 7.3928864
## 159 7.0550630 6.4357945 6.5160092 6.5295596 6.9347622 6.5808732
## 160 6.6091503 5.7035513 5.9052842 6.1415269 6.6479916 6.1633714
## 161 6.7826128 4.6144062 5.9209308 5.5791355 6.6502882 6.5838227
## 162 6.3161555 4.3255486 5.5572627 4.6048617 5.9817306 6.1734730
## 163 6.8890247 4.7088016 5.9456313 5.2978871 6.6161030 6.7724566
## 164 6.3953598 4.1276205 5.3943935 4.9091228 6.2155623 6.1423086
## 165 6.7989105 5.1506617 6.0489109 5.5594511 6.6514363 6.3771892
## 166 7.4026987 4.9906278 6.4773583 5.6163527 6.7241608 6.9832240
## 167 6.6878243 5.0212673 6.0615338 5.1939813 6.3775465 6.4591995
## 168 6.6497995 4.8433298 5.8797844 5.5285193 6.5581056 6.3112850
## 169 6.3849001 4.9638643 5.7573848 5.1461577 6.3682010 6.2009718
## 170 6.6009679 4.9122343 6.3573745 4.9177284 6.5391693 6.7867586
## 171 6.9375707 4.7902222 5.9007604 5.7750352 6.9828546 6.7132562
## 172 7.3411756 5.6568494 6.4914832 6.3689493 7.4681164 7.0107026
## 173 6.3934661 4.9312736 5.7389490 5.2205898 6.3049081 6.0160887
## 174 7.2564513 4.7761352 6.6195184 5.2157690 6.5461628 7.0778478
## 175 6.4637325 4.3530071 5.6807849 4.8361568 6.0782597 6.2101354
## 176 6.9196089 4.9103047 6.0618944 5.3172675 6.5068580 6.5353315
## 177 6.7267684 5.0462672 5.7148531 5.4888055 6.5850111 6.3229651
## 178 7.2862236 5.4414189 6.7809351 5.5852102 6.8919846 7.1612673
## 49 50 51 52 53 54
## 2
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## 49
## 50 1.2704682
## 51 3.1495560 2.9386898
## 52 1.7378750 2.1383468 3.1094988
## 53 2.7525414 1.9424781 3.5718851 3.2312189
## 54 2.1196009 2.0254191 4.3130482 2.4781500 2.4680158
## 55 2.2950556 2.2578924 3.5108888 2.7465808 2.6916753 2.5854387
## 56 1.6447432 2.0259063 3.4851525 2.1984861 2.9893680 2.5474789
## 57 1.9657198 1.6718805 3.4913052 2.8629366 1.9016065 2.5024796
## 58 2.0970532 2.0813447 3.7197035 2.0065569 2.3322563 1.3556858
## 59 2.2390727 1.6314381 3.1391569 2.4198852 1.7403035 2.4121516
## 60 7.5932051 7.7603135 7.0943084 7.8506605 8.0987350 8.0495562
## 61 6.2498176 6.5996956 7.3502573 6.7043651 6.9952685 5.9196894
## 62 5.7269119 6.0469293 6.6797569 6.5005183 6.5509337 5.8840162
## 63 4.7255588 5.1230953 5.6410096 5.1163736 5.8273200 5.3015894
## 64 4.4585930 4.7432443 4.5691678 4.6659940 4.8946837 5.3650095
## 65 5.4483816 6.0432883 6.7695031 5.7314735 6.5477579 5.3959298
## 66 3.5000854 4.0721889 4.5364202 3.9114733 4.7222648 3.9672180
## 67 4.5916986 4.7689745 3.8075689 4.9960956 5.1327983 5.9649543
## 68 5.0254510 5.5719355 5.4455389 5.1577926 6.1064450 5.9178099
## 69 5.1994087 5.4865041 6.7507393 5.8527276 5.8229628 4.8088236
## 70 6.0901205 6.4375391 6.0936088 6.5030014 7.0199513 6.6771696
## 71 5.2354910 5.9767616 6.2046773 5.6378952 6.9587065 5.6999166
## 72 4.3317819 5.0543161 6.0732895 4.4136928 5.7214236 5.2140716
## 73 4.7344640 5.5205949 6.2652924 5.1118379 6.3674919 5.5932334
## 74 5.1018315 5.6774414 7.0698253 5.3729844 6.1371867 5.3065242
## 75 4.1328424 4.5567360 4.6031777 4.1557775 4.7819121 4.7419941
## 76 5.7188889 6.2170141 5.9143291 6.0542832 6.7636027 6.1984716
## 77 5.0994307 5.4536943 5.0010915 5.4524613 6.1652958 6.1330566
## 78 5.5783803 6.2508433 6.6349637 6.1407489 6.6176688 5.7100631
## 79 5.0298620 5.3839245 5.1056922 5.7424769 6.0208862 5.6076430
## 80 4.4011817 5.3383979 6.0384581 5.0628310 5.6990427 5.0983854
## 81 5.4125614 5.9516789 5.7357081 5.4970000 6.3323861 6.1431315
## 82 3.5731125 4.2945875 4.2027884 3.7190831 4.9987900 4.6287543
## 83 5.3782218 6.2049862 6.6397518 5.3280907 6.9538822 5.8538549
## 84 5.3774537 6.2843415 7.0176860 6.2822390 7.0993353 6.0584892
## 85 4.4981178 5.1580522 4.9234901 4.6652609 5.5938580 5.2630144
## 86 4.3518901 4.9551283 5.2230674 4.5786088 5.4522821 4.9443108
## 87 5.1956112 6.0291333 6.3966134 5.4482855 6.8423509 5.7515347
## 88 5.7000875 6.5915007 7.1955457 5.6755422 7.2426334 6.0379758
## 89 5.1993422 6.0292360 6.3777547 5.4550726 6.5705323 5.5618785
## 90 5.4364334 6.2825337 6.4786068 5.4771338 6.8875366 6.1411145
## 91 5.3717763 6.1583973 6.2583175 5.7454770 6.8354781 5.9068783
## 92 5.3789021 6.2527511 6.6572531 5.7745010 7.0461125 5.9393596
## 93 5.4602222 6.2771799 6.6701886 6.0112757 7.1436137 6.1064327
## 94 4.6291174 5.4057305 5.0781075 4.9014691 5.7452440 5.6166645
## 95 5.0537754 5.4937999 5.3801749 5.2165436 5.5285765 5.5332794
## 96 5.5771920 5.9442921 6.2462002 6.2674384 6.4298390 5.9014996
## 97 5.8936845 6.5533917 7.1240806 6.1647021 7.1466063 5.9170366
## 98 4.6918063 5.1527478 4.5905642 4.9172520 5.5240821 5.5780729
## 99 4.0636127 4.2624971 3.9798300 4.3623744 4.3155474 4.9869687
## 100 4.7714490 5.4988320 5.1817220 5.2198549 5.8605589 5.7331195
## 101 4.8276921 5.3224027 4.7478863 5.0540801 5.8116374 5.6566235
## 102 5.2303100 5.9096077 5.6646932 5.4659355 6.6905857 6.1024380
## 103 4.6364845 5.4051660 6.0081224 5.1322567 5.5970485 5.1271324
## 104 5.4226670 6.0481689 5.7678924 5.8581086 6.4537621 6.2091158
## 105 4.4085555 5.1735978 5.1010203 4.6448370 5.7571112 5.4099885
## 106 5.7880942 6.6808534 7.3153900 6.4808110 7.1440327 6.3109174
## 107 4.7681063 5.5559231 5.3797871 5.0434694 6.2108235 5.6933025
## 108 5.0448525 5.9533014 6.3956062 5.5873256 6.8408969 5.8462921
## 109 4.9242367 5.5970282 5.3351957 5.5308497 6.0382805 5.9642466
## 110 4.3696885 5.0631412 5.0564396 4.4306729 5.3152191 4.9689914
## 111 5.7340019 6.3454277 5.2560797 6.4262160 6.6141572 7.0214795
## 112 4.9571887 5.6718856 5.8429822 5.3454025 6.0023287 5.7478435
## 113 5.6788110 6.3884738 7.4195041 6.0449024 6.7611636 5.2697548
## 114 5.3710403 5.9734355 6.2961014 5.5957172 6.3697924 5.6499806
## 115 5.2714258 5.9693237 6.6264689 5.5685167 6.2120245 5.6337562
## 116 6.3088892 6.9846216 6.8800818 6.3648357 7.4237433 6.7808265
## 117 5.3460322 6.1093452 5.8138722 5.5364190 6.6347617 6.2316061
## 118 4.8001952 5.6191352 6.0550447 5.2880035 6.1930953 5.4953023
## 119 6.1530729 6.7650580 6.7982415 6.7860254 7.2362054 6.7666707
## 120 5.1927942 6.0772869 5.6608814 5.5998787 6.5674768 6.1279910
## 121 4.5908522 5.2514714 5.2890676 4.9468969 5.2600626 5.1488834
## 122 6.5009099 7.0132417 8.3881535 6.9049187 6.8541083 6.3288118
## 123 5.6687870 6.7116845 7.6030780 6.2357421 7.1446364 6.1326030
## 124 5.4954011 6.3791648 6.4077530 6.2085307 6.6822811 6.6206687
## 125 5.4805747 6.3161549 5.7915199 5.8467356 6.5046929 6.6865847
## 126 4.9664680 5.6763132 5.8250003 5.3838472 5.8692325 5.7155044
## 127 4.5730655 5.2169254 5.5722731 5.2226023 5.4834818 5.4472472
## 128 6.0023183 6.9303614 7.8708610 6.4672609 7.5278712 6.3133219
## 129 4.9002809 5.8109121 6.1777038 5.3816710 6.4154863 5.8156269
## 130 5.5311617 6.4449325 6.6894356 6.0054094 6.9074604 6.1462077
## 131 5.5383115 5.9252113 6.5234146 6.1059069 6.6399957 5.6765946
## 132 5.6309007 6.2322641 6.8563230 6.2412100 7.0306500 5.9901131
## 133 6.0275312 6.7021164 7.4273824 6.5945871 7.6453064 6.4896233
## 134 5.7057658 6.3101077 6.8618120 6.2675291 7.0595542 6.0978164
## 135 5.7320246 6.2081738 6.7128663 6.4857811 6.8978822 6.0406982
## 136 5.9716477 6.4823604 7.2154013 6.8732488 7.1994758 6.1893365
## 137 6.8213802 7.5937208 8.2123660 7.4246097 8.2632289 6.9492157
## 138 6.9033456 7.7711843 8.7860709 7.7390710 8.4084159 7.0919322
## 139 5.8440404 6.5170297 7.3435547 6.7457710 7.3052734 6.2807591
## 140 5.4200928 6.1705032 7.4966828 6.2036253 6.7904648 5.4732892
## 141 5.7388143 6.4943057 7.6245893 6.3926150 7.1576242 5.7643685
## 142 5.3329935 5.9965861 6.7992999 5.8999545 6.8367664 5.7483913
## 143 5.9844108 6.7723260 8.1216070 6.6345070 7.5326952 6.0455946
## 144 5.4284366 6.2185421 7.0833361 6.2832453 6.8879401 5.8938534
## 145 5.5357493 6.0631852 6.4463924 6.3347272 6.8203019 5.9306905
## 146 5.4284652 6.2043965 6.7779493 6.2900166 7.0985858 6.0053031
## 147 7.1724481 7.8920696 8.4399481 7.9094213 8.7157851 7.7679905
## 148 6.2609059 6.9422736 7.7665517 7.1066760 7.6221628 6.6486427
## 149 5.3971738 5.9867557 6.9447146 6.4277731 6.8542536 5.9574130
## 150 5.8421980 6.3651563 7.2984320 6.8850859 7.1988957 6.2659702
## 151 5.8430776 6.3768565 7.6000299 6.7655742 7.2886449 6.2004368
## 152 5.9836106 6.3965241 7.2793293 6.9132023 7.2324759 6.4423965
## 153 5.4571332 6.0268055 7.3032687 6.3380509 6.8613330 5.8283715
## 154 5.6906798 6.1470986 6.9807421 6.9571616 7.0151728 6.2445261
## 155 5.8614943 6.3485705 6.9582480 6.8221150 7.2318102 6.3350968
## 156 6.2536198 6.9762895 7.8079841 7.3577974 7.8014695 6.7804122
## 157 5.5554157 6.1559418 7.0503199 6.7172564 7.0261109 6.2681654
## 158 6.1601667 6.9013848 8.1682391 7.0087254 7.7388342 6.2965735
## 159 5.4954697 5.8391167 7.4064022 6.7966913 6.8671565 6.2751736
## 160 5.2186109 5.6079322 6.8305705 6.3997598 6.5538832 5.9212294
## 161 5.9867101 6.5671709 7.2908792 6.9276132 7.1066590 6.3715959
## 162 5.1275777 5.7541677 7.1360838 6.0218540 6.5521283 5.1411277
## 163 5.6981276 6.4546756 7.6848796 6.5731294 7.1532470 5.7350030
## 164 5.5276121 6.1667105 6.8823955 6.3306290 6.9049483 5.7913396
## 165 5.5963172 6.1599789 7.1751734 6.5222825 7.2511231 6.2333195
## 166 6.0562184 6.8568388 7.7326131 6.9887274 7.8333851 6.7039308
## 167 5.2344384 5.8067924 7.2022226 6.3403119 6.8524218 5.5748044
## 168 5.6615501 6.1615256 6.8378936 6.5065958 7.0630856 6.1627471
## 169 4.9954961 5.6944153 7.0785044 5.9163806 6.8458151 5.4467294
## 170 5.8308909 6.4902328 7.8746352 6.6789625 7.2468560 6.0621097
## 171 6.2512916 6.8883894 7.3506859 6.8925307 7.5511540 6.5429783
## 172 6.5133212 6.9541218 7.7033489 7.3612987 7.7205825 6.8890533
## 173 5.2070458 5.6799561 6.9051406 6.2446166 6.7161581 5.7515093
## 174 6.1646828 6.8435624 7.8587057 7.1779627 7.5949783 6.5323668
## 175 5.1540189 5.8900380 6.9893803 6.1666252 6.8649193 5.6457892
## 176 5.7324246 6.1956226 7.1931507 6.9251964 7.0620117 6.0853186
## 177 5.3994182 5.8430190 7.0314345 6.5903980 6.7326596 5.5947266
## 178 5.9951509 6.6486743 8.1940193 7.1326141 7.5148977 6.3614568
## 55 56 57 58 59 60
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## 55
## 56 2.0805153
## 57 1.3620253 1.9390660
## 58 2.4887066 2.4229968 2.6132221
## 59 2.1072103 1.8615359 1.8099397 1.9019933
## 60 6.7479828 8.1190717 7.5269166 7.6690903 8.1129076
## 61 6.1689236 6.9478499 6.7164119 5.9261214 7.1808732 4.8911257
## 62 5.5065898 6.3697660 6.0239393 5.7654940 6.5886117 4.1176415
## 63 4.4047621 5.3739106 5.0019368 5.0744734 5.7093710 3.8874760
## 64 4.5988453 4.5486639 4.6643519 4.5958858 4.7022572 6.1460815
## 65 5.5440343 5.8318178 6.0717365 5.2510197 6.4613996 5.6204497
## 66 4.0769475 3.7721452 4.3617909 3.5249567 4.3772791 6.2183507
## 67 4.7938433 5.1447265 4.7448950 5.3466514 5.1541287 5.3794879
## 68 4.8515134 5.4506926 5.4127335 5.2575451 5.7692140 4.3584400
## 69 4.8450921 5.7777523 5.3468228 4.9446086 5.9916388 5.1826650
## 70 5.2954450 5.6011879 5.8160679 6.7828310 6.6553988 6.5477524
## 71 5.1239705 5.4797369 5.9744593 5.4999964 6.3423446 5.1684697
## 72 5.1146856 4.4652309 5.0964909 4.7776754 5.2594471 7.9859879
## 73 4.7672700 5.0582251 5.3192476 5.1867141 5.7987745 5.7610136
## 74 5.3311193 4.2814437 5.2811174 5.4255334 5.5945112 9.5941530
## 75 3.7161232 3.6614223 4.2047930 3.9588032 4.1075827 6.3171043
## 76 5.4075720 6.1224065 6.1361081 5.7935892 6.5730731 3.3174288
## 77 4.8406822 5.6212691 5.3701169 5.6757522 5.9331175 3.3665510
## 78 5.1393889 5.8145213 5.8570795 5.5004067 6.4615674 4.9183901
## 79 4.6711728 4.8909700 5.0484686 5.7330994 5.8073337 6.0359101
## 80 5.1103261 4.7492475 5.1115255 4.8235049 5.6771270 7.3225000
## 81 5.3889253 5.7505702 5.8056269 5.5907985 6.2118608 4.7920811
## 82 3.8242238 3.9761434 4.2915992 3.9612252 4.5519434 5.3316733
## 83 5.9329437 5.7844832 6.4198128 5.3767069 6.5182458 6.4666449
## 84 6.1646863 6.1794003 6.4134920 5.8974080 6.9192027 6.8056153
## 85 4.3803884 4.1719810 4.9000794 4.5503228 4.8537010 6.4372138
## 86 4.1056643 4.5924524 4.6570288 4.5625881 5.2207316 4.8665246
## 87 5.6874310 5.6510007 6.1724818 5.4403054 6.5141968 5.8002894
## 88 6.1999611 5.8947892 6.6637555 5.6299706 6.7890843 7.2102543
## 89 5.5536803 5.6140751 6.0791268 5.0599974 6.2379404 6.0446981
## 90 5.8706158 5.9097942 6.3193817 5.5419724 6.5193935 6.1182181
## 91 5.7864317 6.0256773 6.2922520 5.5263644 6.6395764 5.2254494
## 92 5.8295851 5.8364448 6.3322728 5.6134014 6.6566245 5.9996208
## 93 6.0087063 6.2055030 6.4480294 5.8681442 6.8971158 5.6225212
## 94 4.7371110 4.8699852 5.0901956 4.9633631 5.5202571 5.6129353
## 95 4.6239210 4.9453108 5.1170204 4.7948807 5.2637992 5.4612571
## 96 5.4362903 4.9377663 5.4770402 6.2899880 6.1991306 8.6189901
## 97 5.2670412 5.2306560 6.1143615 5.7712511 6.3349106 7.2939398
## 98 4.6925542 5.1381942 5.0723823 4.9517764 5.4436464 4.4148454
## 99 4.2117651 4.1660886 4.2009828 4.1724822 4.1513238 6.2183864
## 100 5.7555946 5.3673032 5.6406232 5.3310716 6.0371117 6.9859216
## 101 4.5084953 5.1850790 5.1034302 5.1612644 5.6460594 3.8532352
## 102 4.9465813 5.6357853 5.7106008 5.6695100 6.2691460 3.8042164
## 103 4.4382425 4.6618634 4.8628954 4.5975884 5.2822878 6.2714205
## 104 5.3050450 5.8084387 5.8153410 5.6430367 6.2733594 4.2352977
## 105 4.4086930 4.8167131 4.9121492 4.8418118 5.4242959 4.9589131
## 106 6.1768892 6.3895204 6.4437161 6.1308298 7.1293464 6.4909951
## 107 4.9181655 5.2516178 5.4637258 5.1143615 5.8455302 4.8720446
## 108 5.4899773 5.5827458 5.9690881 5.5264234 6.4113877 5.8343645
## 109 4.9267674 5.2107596 5.2295770 5.5040483 5.8496789 5.1305607
## 110 4.7485496 4.0727783 4.9705667 4.2449162 4.7638643 7.4849960
## 111 6.0108435 5.5179928 5.9713570 6.5250536 6.3207495 7.8225832
## 112 4.7500173 5.1495436 5.2446602 5.1040980 5.6786455 5.3094923
## 113 6.0886512 6.0748385 6.5077752 5.1655871 6.6802186 7.2719083
## 114 5.5935544 5.5845295 6.0373355 5.1025245 6.0712815 5.9958519
## 115 5.3937153 5.5325068 5.7569989 5.0656237 5.9786539 6.3590530
## 116 7.0178788 6.7972380 7.2203884 6.4121370 7.4631897 6.8006790
## 117 5.1660184 5.5383828 5.7844467 5.6352755 6.2092358 4.8951043
## 118 4.6823512 4.8265255 5.1639770 5.2296181 5.8387008 5.7326569
## 119 5.9325675 6.8234600 6.5497241 6.3334364 7.1100178 4.2406974
## 120 5.2991020 5.6074896 5.7977264 5.5980970 6.3299679 5.2753756
## 121 4.5656275 4.4452295 4.8636774 4.3957205 4.9188821 6.6984546
## 122 7.0426208 5.9833636 6.8024579 6.1037050 6.6010398 10.8878800
## 123 6.1816365 5.7383019 6.3989187 5.8664076 6.8039265 8.3928699
## 124 5.8603075 5.8307471 5.9563302 6.0839894 6.4922313 7.4782342
## 125 5.9683522 5.3774885 5.9972552 5.9003212 6.0632068 8.2512420
## 126 4.9595053 5.2314880 5.2977405 5.0529115 5.6780920 5.6972304
## 127 4.7943447 4.7617785 4.9300493 4.8151523 5.1942084 6.4112190
## 128 6.8105034 6.2074298 7.0133777 6.0589376 7.1512760 8.4573330
## 129 5.3190190 5.1018088 5.6075811 5.3437827 6.0001897 6.5151413
## 130 5.8768356 5.9741001 6.3359555 5.5664502 6.5829499 6.5055120
## 131 4.6239184 5.3919161 5.5847455 5.5565335 5.9950245 5.1928055
## 132 5.2287201 5.7567438 6.0689681 5.6944421 6.3630776 5.6682437
## 133 5.8521703 6.1324422 6.6335643 6.1908781 6.8471452 6.3207300
## 134 5.3090836 5.7119271 6.1261963 5.7350875 6.3476677 6.0189587
## 135 5.9585226 6.4579772 6.4220223 5.8351912 6.7457498 5.2806678
## 136 6.1561079 6.6962814 6.6294419 6.1177247 7.0571369 5.7074460
## 137 7.0684099 7.3690251 7.6861036 6.7165253 7.9366802 6.9409946
## 138 7.5023040 7.4494325 7.8224788 7.0223440 8.2044493 8.3204160
## 139 6.1392923 6.7068691 6.5771306 6.2110528 7.1889088 5.8188597
## 140 5.7196604 5.8638033 6.1226063 5.4093053 6.5395785 6.9430882
## 141 5.8488853 6.2175781 6.4302295 5.6659520 6.8265013 6.6391482
## 142 5.1396301 5.8295991 5.9013421 5.4811022 6.3032130 5.5652808
## 143 6.1944741 6.4814689 6.7260840 6.0294454 7.1879487 7.1023246
## 144 5.7649477 6.1793010 6.1561487 5.7546454 6.7670544 6.3939182
## 145 5.1455864 5.6500899 5.9104124 5.6911737 6.1958809 5.9903154
## 146 5.4132471 5.8760056 6.0569623 5.8965187 6.6391157 5.9082074
## 147 7.2332147 7.8217115 7.8318798 7.5319123 8.3309617 6.6290356
## 148 6.5121839 6.7881969 6.9755441 6.3582498 7.2146968 7.1991568
## 149 5.7053478 5.9124446 6.0861786 5.7653639 6.3787223 6.8331495
## 150 5.7719616 5.9963882 6.2743352 6.1681922 6.6023490 7.1167290
## 151 5.6616538 5.6190627 6.1863750 6.1757757 6.4482582 7.9583162
## 152 5.7731582 5.8549246 6.3048334 6.2240811 6.3955871 7.4424390
## 153 5.4891087 5.1524374 5.8901719 5.7066085 6.0226464 7.9885884
## 154 6.2616290 6.3749573 6.4095804 6.2640055 6.7871024 7.3293919
## 155 5.8650073 6.2788630 6.3759722 6.2775780 6.8221139 5.8195580
## 156 6.9069814 6.9576475 7.1447052 6.7323060 7.5585992 7.8114757
## 157 6.0468684 6.2386302 6.2793091 6.1345107 6.6930621 7.1562384
## 158 6.7969295 6.5929679 7.1272651 6.2630710 7.2951688 8.2260135
## 159 6.6504941 5.8422692 6.2894580 6.3883536 6.3808634 9.8897505
## 160 6.1788422 5.6697015 6.0700303 5.8114062 6.0624890 8.5865170
## 161 6.2455648 6.4900542 6.6144266 6.0236207 6.8164996 6.7339955
## 162 5.2939988 5.7446831 5.7768071 5.2848977 6.3483630 6.4175754
## 163 5.9918236 6.2200048 6.4251238 5.8113641 6.9473625 6.9074645
## 164 5.2674851 5.8957266 5.9954859 5.6682958 6.4835956 5.6957173
## 165 5.8803640 6.1767404 6.3431694 6.1091032 6.6886595 6.6297596
## 166 6.5412169 6.8087553 6.9443731 6.6339802 7.5063727 6.8375498
## 167 5.7759759 5.5837281 6.0532543 5.6743547 6.3113959 7.9223034
## 168 5.8483251 6.2198839 6.3876520 5.8695759 6.5474528 6.2088149
## 169 5.4850326 5.2157472 5.8782621 5.4644255 6.0883012 7.8377968
## 170 5.9971286 5.7851596 6.3910960 5.9526332 6.5320689 8.6620725
## 171 5.9720502 6.5925799 6.7500195 6.2364946 7.0929052 5.3964606
## 172 6.5232380 7.0575157 7.0615844 6.6386609 7.3065102 6.1425549
## 173 5.5580307 5.8293229 5.9019503 5.6924044 6.2178174 6.9784565
## 174 6.5755700 6.8412506 6.9063947 6.4888630 7.3454122 7.7001315
## 175 5.5840247 5.5824926 5.9862321 5.5898624 6.3372649 7.2612315
## 176 5.7653924 6.0329249 6.1627456 6.1943880 6.6231926 7.3560554
## 177 5.5011673 5.7268630 5.8716750 5.8119124 6.3414559 7.1487168
## 178 6.7216515 6.5585424 6.8276555 6.4266264 7.1609918 8.7409040
## 61 62 63 64 65 66
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## 62 2.1578831
## 63 3.6405222 2.8922494
## 64 5.8351107 5.1453965 3.9734557
## 65 2.5423224 3.2627338 3.2561341 4.4128841
## 66 4.1611001 3.9262261 3.7318736 2.9207457 2.8189849
## 67 6.3011898 5.2871511 4.0347119 2.6571001 5.6499865 4.1179188
## 68 4.6149672 3.8035258 2.3385615 2.9473566 3.7326421 3.4442322
## 69 1.9099791 2.0059201 3.0263718 5.3041330 2.7929022 3.8053825
## 70 6.9128491 6.4443662 5.6167368 5.9071114 5.8105539 5.3650684
## 71 3.8089743 3.2992293 3.6510172 5.3908314 3.3252236 3.4763576
## 72 6.4515174 6.1240967 4.5263800 3.3252630 4.5146239 3.7270516
## 73 4.8335532 3.9699051 2.6756134 4.0173089 3.6352935 3.6657974
## 74 7.5974651 7.4735155 6.4158028 5.3259186 5.5172540 4.8011812
## 75 5.7396806 5.1345039 4.1280607 2.1364165 4.1424784 2.6055159
## 76 3.2525101 2.7361619 2.7301975 4.2136389 2.8301611 3.4172815
## 77 4.6926433 3.6005562 2.0185799 3.4354755 4.2203650 3.8540830
## 78 3.2714472 2.9359997 3.6219182 5.0351881 2.7637701 3.6274172
## 79 5.6048144 5.0766056 5.0534868 5.3065263 4.9830448 4.0255420
## 80 5.4037994 5.1475473 4.5941402 3.8835996 3.7230012 3.2305710
## 81 4.5144173 4.2534532 2.9375388 2.5601826 3.0971865 3.1527877
## 82 4.7847791 4.1883360 2.7876959 2.3782598 3.4495810 2.1975483
## 83 4.2604352 4.5151275 3.8975632 4.1789451 2.5601096 2.9587380
## 84 4.5551848 3.8876882 4.6991880 5.8522158 4.3354615 4.2738018
## 85 5.6724056 5.0220036 4.7102676 3.3921266 4.3884539 2.6731535
## 86 3.9857880 3.6470207 2.2955626 2.8495685 2.5435678 2.4416697
## 87 3.6181441 3.7455278 3.3448134 4.1114685 1.8390703 2.6005465
## 88 4.7445716 5.0994764 4.5734302 4.5604780 2.6869099 3.3026660
## 89 3.7330409 3.7302993 4.0540993 4.3984006 2.7089197 2.7540807
## 90 4.6263508 4.4977510 3.9006944 4.0333400 3.4073069 3.3737460
## 91 3.2115985 3.1570594 3.6298260 4.6294101 2.7460173 3.0110871
## 92 3.7196517 3.5612154 3.9236506 4.7712755 2.7981277 3.0121746
## 93 3.4677972 3.1173093 3.7672451 5.2276290 3.3408208 3.5528675
## 94 5.3213407 4.7558222 3.6868452 2.6621635 3.8077873 3.0623824
## 95 5.0756984 4.5394864 3.7260011 2.1344761 3.5199164 2.9352613
## 96 7.4257239 7.1776473 6.9054834 6.4118060 6.2260037 5.1982886
## 97 5.8267596 5.5472647 5.4616989 5.8382818 4.3282539 4.3743181
## 98 4.5641576 3.9775085 2.8746247 2.2109229 3.5623004 2.7850315
## 99 5.8855283 5.1107772 4.2295780 0.9710717 4.7307414 2.8000448
## 100 5.7476654 5.6210715 5.0253544 3.5693293 4.3897574 3.3044059
## 101 4.5144437 3.9113109 2.5226993 3.0671121 3.5213397 3.2428400
## 102 4.2310575 3.4600735 2.3594310 4.1837088 3.5627987 3.6727375
## 103 4.8864830 4.2388046 3.9744259 3.6441069 3.6268195 3.1347241
## 104 4.0773615 3.2218632 3.0818161 3.3678557 3.3329009 3.1667014
## 105 4.6857510 4.0161172 2.7281028 3.0577209 3.5588226 3.0012986
## 106 4.2531181 3.9880184 4.5624535 5.4541405 3.8420348 4.1777207
## 107 4.3221274 3.6681114 3.0758357 3.5908279 3.4543418 2.9464250
## 108 4.0994672 3.4666012 3.6264026 4.7613558 3.3995121 3.2934235
## 109 4.8955717 3.9526216 3.6773908 3.3317967 4.0578806 3.1469722
## 110 6.0038350 5.7363046 5.3627978 3.2445407 4.4027005 2.4649516
## 111 7.9748399 7.0348397 6.7858674 4.8859882 6.7842130 5.0234865
## 112 4.8756413 4.0116618 3.1747243 3.0360962 3.5868964 3.3311942
## 113 3.3664847 4.2068542 5.0389051 5.6670811 2.5159519 3.4689280
## 114 3.7522915 3.7261220 4.0190984 3.5239122 2.4101476 2.2018414
## 115 4.3876827 4.0918427 3.9882312 3.6933297 3.2034425 3.1303382
## 116 4.8262270 5.4405258 5.0348457 4.3231005 3.2464415 3.5878950
## 117 4.8207067 4.1720928 3.4135400 3.5927846 3.6776008 3.3952858
## 118 4.4961188 3.9971388 3.2896828 3.6123706 2.7994935 2.8360636
## 119 4.2908676 3.0759321 3.7408962 5.6040716 4.6778564 4.9648013
## 120 4.9977783 4.3967837 4.0155021 4.2611696 4.0580899 3.6947540
## 121 5.5542510 4.9898992 4.8652407 3.1554382 4.2500335 2.8138983
## 122 8.0289133 7.9804308 8.0839016 6.1509121 6.4413102 5.4306849
## 123 6.1410626 5.8927709 5.8012883 5.5576014 4.5529292 4.4971959
## 124 7.1240044 6.1763429 5.6610859 5.1506398 6.0593722 5.2965711
## 125 7.8520560 7.0684743 6.5245683 4.4298164 6.4015950 4.8285217
## 126 4.8577159 4.1316236 3.7339566 3.0362808 3.7421839 3.1583348
## 127 5.2959925 4.3158786 4.2723214 3.0692998 4.3267876 2.9837565
## 128 5.3492254 5.4189224 5.8824474 5.5759542 3.9509175 3.8730489
## 129 5.0420582 4.4432899 4.0940956 3.6047714 3.5631642 2.9019146
## 130 5.0549433 4.5011817 4.7370867 5.0094827 4.2117434 4.0561363
## 131 4.4647196 3.4394267 3.8224745 5.5855457 4.1450717 4.2905971
## 132 4.7060613 3.5571374 4.0149455 5.7252707 4.3240858 4.4968734
## 133 5.0812664 3.9749991 4.4688512 6.0732277 4.6173048 4.7629720
## 134 5.2216773 4.1497672 4.3085470 5.6036715 4.5100250 4.6025998
## 135 3.0679045 2.0939010 4.1351789 5.7338324 4.0631293 4.0028227
## 136 3.4000838 2.3602069 4.5064031 6.4289595 4.4506534 4.6315066
## 137 4.6989364 4.3762462 5.6288898 7.2081496 4.8480846 5.4618282
## 138 5.5361056 5.2420941 6.3521574 7.4677972 5.2682492 5.7672963
## 139 3.9525123 2.9780313 4.1514593 6.4292020 4.5588443 4.9952120
## 140 3.8475203 3.4589685 4.3751004 5.7007367 3.3782655 3.9813474
## 141 3.8289258 3.4582348 4.5227168 6.2938993 3.8592728 4.4783529
## 142 4.3608993 3.3017529 3.6362118 5.8870273 4.4463685 4.6242310
## 143 4.2883029 3.9818407 4.5799181 6.5599960 4.0127400 4.9401315
## 144 4.6837734 3.9414032 4.3009914 6.0233464 4.4952544 4.8582393
## 145 5.2814599 4.0178590 4.8760239 6.2086495 5.2056392 4.8030817
## 146 4.7124304 3.6014732 4.3791793 6.2667306 4.7073462 4.6986393
## 147 6.0057805 4.9066739 5.4928872 7.6742208 6.2650629 6.6706298
## 148 5.5141387 4.4446546 5.5724357 6.8750158 5.6405733 5.5403586
## 149 5.2016886 3.7964253 4.9286677 6.2168319 5.3272648 4.8157481
## 150 5.8037448 4.4075454 5.4095186 6.6669777 5.6831433 5.3097923
## 151 6.4904836 5.2875314 5.7577725 6.7556429 5.8693593 5.4614895
## 152 6.3446355 4.8561850 5.7403376 6.5224096 6.0611699 5.3390599
## 153 6.0650697 4.9801128 5.5122034 5.8578993 5.1620533 4.5096261
## 154 5.5486779 4.2308235 5.8507739 6.9737584 6.1068944 5.2973425
## 155 4.2989278 2.8708915 4.6511145 6.2895768 4.8777417 4.5631949
## 156 5.8585559 4.8855298 6.1609000 7.4158649 6.0819343 5.7952809
## 157 5.7489413 4.3315132 5.3489027 6.6280403 5.9519314 5.3758529
## 158 5.1108399 4.6186299 5.9916334 7.0258254 5.0160710 4.9576517
## 159 7.7474007 6.5985849 7.2677562 7.1693274 7.4621336 5.9115855
## 160 6.4958896 5.2804443 6.2974176 6.3474344 6.4114821 4.9393419
## 161 4.9219998 3.6894875 5.2232710 6.0748580 5.0945485 4.7830843
## 162 3.6873738 3.1130358 3.9723549 6.1483439 3.7961584 4.3802889
## 163 3.7697477 3.4155929 4.7163968 6.3987384 3.7814661 4.4154486
## 164 4.2593037 3.1885857 4.2287617 6.1881910 4.4027369 4.6084658
## 165 5.2406127 3.8282742 4.5765860 6.4650763 5.4047279 5.1560407
## 166 5.1728355 4.1690045 4.9017290 6.8859062 5.2617499 5.4892703
## 167 5.6418190 4.6438399 5.5010967 6.6367080 5.3677497 4.8913068
## 168 4.9362250 3.5346277 4.6817481 6.2309652 5.2359500 4.8776783
## 169 5.6019155 4.6535288 5.2236196 6.3633203 5.1157515 4.5663468
## 170 6.7056752 5.7881393 6.1795080 6.8913896 5.9533334 5.6122568
## 171 4.1446707 3.0740275 4.3785207 6.1951398 4.3683485 4.7633967
## 172 4.7837441 3.2966660 4.9590322 6.7340158 5.4883249 5.4402000
## 173 5.3501254 3.9591492 4.8347242 6.4884262 5.6410516 5.0979413
## 174 5.9182986 4.9779382 5.9167159 7.4769510 6.1105382 6.0457227
## 175 5.2690138 4.2181478 5.0208866 6.3244732 4.9996319 4.6579683
## 176 5.9163313 4.6231171 5.7716874 7.2051138 6.0897700 5.6174034
## 177 5.0405517 3.8922866 5.4019045 6.8728011 5.4033445 4.9159764
## 178 6.2450622 5.2926881 6.2689230 7.3847693 6.1882898 5.8509170
## 67 68 69 70 71 72
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## 68 3.2149758
## 69 5.8472375 4.2503479
## 70 6.0699142 6.0830077 6.4099564
## 71 5.7580252 3.8350349 3.7304981 5.2511320
## 72 4.9511620 4.0390303 5.6787243 6.9226460 5.6801041
## 73 4.7594304 2.3322063 4.0330527 6.3124491 3.3964428 3.3166456
## 74 7.0930388 6.4933567 6.5849868 5.8472273 6.4739272 3.8186823
## 75 3.9511842 3.1522032 4.9887770 5.1259704 4.4647293 3.5229156
## 76 4.4968609 2.8636496 3.6325968 5.0654760 2.7450034 5.6436498
## 77 2.7481438 1.9801252 4.4255003 5.2486975 3.9617202 5.0254744
## 78 5.7262755 3.8515863 3.0742052 5.3390404 2.5111507 5.6913461
## 79 5.1885620 5.4285647 5.2178305 2.4526777 4.1753216 6.6071516
## 80 5.0546921 4.2965208 4.9003332 6.1637208 4.7630173 3.4001759
## 81 3.3945219 1.8719615 4.4845811 5.5371294 4.3159695 3.9392243
## 82 3.0244651 1.8632452 4.3196298 5.3342177 3.5297549 3.2429079
## 83 5.3738561 3.1287481 4.3919690 6.8171438 3.5926343 3.5637730
## 84 6.0794026 4.7284798 4.3898337 7.5631279 3.6998979 5.5382102
## 85 4.3558526 3.3652854 5.1447208 5.3888563 3.6955681 4.4716417
## 86 3.6907350 1.9610079 3.4679338 4.7364788 3.3298579 3.6408477
## 87 5.0684825 3.0872472 3.8499840 5.8839621 2.8486281 3.9310330
## 88 6.0837617 3.8865924 4.7585598 6.8345645 3.9560284 3.5306580
## 89 5.3296084 3.2411452 3.8218584 6.6866920 2.8983946 4.5457665
## 90 4.8031098 2.4834415 4.6071177 7.0738118 3.8106854 3.8727249
## 91 4.9541310 3.1301418 3.6721290 6.4364658 2.6351139 5.1244330
## 92 5.4131468 3.3332846 3.8332843 6.4668951 2.4519586 4.6865691
## 93 5.3176167 3.5129089 3.6937496 6.8687928 2.6891296 5.3006913
## 94 3.4758329 2.5575207 4.9997699 5.3982081 4.1939170 3.7626909
## 95 3.9708333 2.8143108 4.6431324 5.3294417 4.4577345 4.0053549
## 96 6.9322095 7.2960926 6.7912454 3.0664428 6.0421342 6.9416031
## 97 7.2306686 5.5406213 5.2248073 4.7015640 3.5529686 5.7612495
## 98 2.4176292 1.9212010 4.4484262 5.2711878 4.1425114 4.3120177
## 99 2.4070314 3.1895846 5.2818159 5.9659436 5.3858083 3.8133291
## 100 4.0132500 4.4793251 5.7866657 6.1060936 5.4195471 4.4462729
## 101 3.1441271 2.3100599 4.3719796 4.4652046 3.7049134 4.7451480
## 102 4.0666478 1.8528032 4.0687797 5.1924356 2.5441027 4.9853422
## 103 4.8286423 3.1029514 4.0584319 6.0804312 3.8151598 3.8991566
## 104 3.6488835 1.9089688 4.0371964 5.6650840 3.2932165 4.8659198
## 105 3.3031124 1.3580527 4.2381079 5.5437534 3.4383272 3.7629240
## 106 5.7690514 4.1057501 4.0568695 7.1600164 3.8991048 5.3266847
## 107 3.7411747 1.7322852 4.1630460 5.8913239 2.9146235 4.3602153
## 108 5.0831031 3.0738708 3.8931529 6.4769867 2.4315365 4.6042851
## 109 3.2348681 2.5053686 4.5152452 5.2605675 3.6981187 4.7343648
## 110 4.7128933 4.1249376 5.5626747 5.9750532 4.6680812 3.9566057
## 111 4.8794610 5.8867124 7.5934797 5.4981587 6.1286222 6.4267178
## 112 4.0388606 1.9978036 4.2926283 5.9535062 3.8038198 3.7532926
## 113 6.9597699 5.1707322 3.5300067 7.2419538 3.9315360 5.3223864
## 114 4.9243396 3.0939804 3.8134345 6.3843101 3.5167624 4.2533816
## 115 4.9962042 2.8524870 3.9073265 7.0334255 4.1147764 3.7581008
## 116 5.3015519 4.4521998 5.4805571 6.6476658 5.2018257 4.8131180
## 117 3.9966220 1.8194299 4.5993886 5.5134808 3.2101351 4.4996067
## 118 4.5961794 2.8553239 3.9112144 4.6513880 3.0700633 3.7468105
## 119 5.3681623 3.6560258 4.1816551 7.1812405 3.6539906 6.4673795
## 120 4.3659699 3.1107354 4.9221410 5.7087526 3.4483761 5.0921488
## 121 4.4716398 3.6265558 4.9940664 6.0335442 4.4181857 4.3039388
## 122 8.1310335 7.4398917 7.2178192 8.7332556 7.5936859 5.2709567
## 123 6.8677603 5.3292803 5.6078214 7.2587575 4.8796200 4.4316472
## 124 5.4639084 4.9972299 6.5453542 7.3223400 5.7127760 5.2906386
## 125 5.1265135 5.1320994 7.3715400 7.1376037 6.0999233 5.0469639
## 126 3.9253323 2.2752077 4.3557200 6.3546799 4.1013538 3.9496745
## 127 3.8860761 2.9526449 4.5802578 6.5767829 4.3522850 3.9632967
## 128 6.9298292 5.2439695 5.1874285 7.7889916 4.5627680 4.5653667
## 129 4.5394238 2.8920458 4.6029904 6.1608333 3.6217116 3.5037670
## 130 5.7379161 3.9869918 4.8948695 7.3248211 3.8099371 5.0719266
## 131 6.2328782 4.5323350 3.6676265 4.9780167 2.5878634 6.1666775
## 132 6.4057561 4.4305330 4.0915017 6.3476781 2.6857823 5.8753053
## 133 6.7968031 4.6033341 4.5106938 6.9599039 2.8016409 5.8402404
## 134 6.4971724 4.6448928 4.6236560 6.2998504 3.2277212 5.7298949
## 135 5.6960939 4.2869735 3.1807794 7.3039151 3.1167281 6.4637040
## 136 6.4546347 5.0238565 3.3342296 7.5338886 3.3131374 6.8861199
## 137 7.7823670 5.8512375 4.8619113 8.2843542 3.8639604 7.0772678
## 138 8.2276250 6.5849595 5.4349647 8.7536825 4.9478077 6.7986336
## 139 6.4008235 4.8249511 3.7022393 7.7023531 3.6439076 6.4086227
## 140 6.6883050 4.7389134 3.2151273 7.3422544 3.5282319 5.0559584
## 141 6.9786589 4.8198385 3.3314007 7.5633374 3.1452028 5.8274514
## 142 6.1388627 3.9735652 3.6515495 7.1521643 2.8363095 5.7435294
## 143 7.3820395 5.1442025 3.7128267 7.8594370 3.7372562 5.5784000
## 144 6.3652129 4.8839924 4.2520744 7.4414572 4.0771643 5.7157087
## 145 6.5431692 5.2625388 4.7034209 6.2534953 3.1411026 6.7761466
## 146 6.3597844 4.7928420 4.2169399 6.4907421 2.6107504 6.3285382
## 147 7.6675077 5.8993865 5.7194027 8.7175018 4.7595680 7.4904242
## 148 7.2812919 5.6801541 5.0587290 8.5421569 4.3940556 6.7506754
## 149 6.4652909 5.1870453 4.4960577 7.7562651 3.8835927 6.2158814
## 150 7.1547780 5.9222786 5.0057980 7.1921021 4.0890671 6.7331904
## 151 7.6192540 6.2512475 5.4546513 6.9725924 4.4519462 6.3207866
## 152 7.1618208 5.9415572 5.4372288 7.2760070 4.3567398 6.6978892
## 153 7.0222468 5.6242620 5.0444526 6.8272359 4.2038507 5.3757016
## 154 6.7806340 6.2654966 5.0616340 7.9941049 4.6611336 7.3445025
## 155 6.2299282 4.9683920 3.8822767 6.7525321 2.9351068 6.8567109
## 156 7.5175275 6.5126835 5.5448981 8.5237976 4.8369772 7.2658511
## 157 6.5998465 5.6999630 5.0975354 8.1234869 4.5955645 6.6301487
## 158 7.7881519 6.1400569 4.7378812 8.4717804 4.2086151 6.3632017
## 159 7.4007769 7.3829272 6.7786269 9.0354791 6.6743695 6.6365466
## 160 6.5958407 6.2527904 5.7206038 8.5278962 5.4827275 6.2727874
## 161 6.5467948 5.1852678 4.5250828 8.0941960 4.1843882 6.4308289
## 162 6.7133501 5.0578627 2.9331383 6.9974035 3.4035480 5.7110597
## 163 7.0685012 5.2741787 3.3280210 7.3101407 3.3424634 5.9425132
## 164 6.5304214 4.8099459 3.6926015 6.5390970 2.6672238 6.3901138
## 165 6.5924756 5.1298154 4.5412758 7.8083838 3.8521861 6.2118966
## 166 6.9769694 5.4323493 4.8120636 8.0151131 4.0224694 6.4158282
## 167 7.2700336 6.2002490 4.8729639 7.5029618 4.3543153 6.1302259
## 168 6.4276418 5.0406082 4.4912661 7.7533490 3.6739732 6.5018999
## 169 7.0448124 5.6353870 4.7390580 7.3158674 3.7591704 5.5667202
## 170 7.9649322 6.5171320 5.7513932 7.9874963 5.0882719 6.0341203
## 171 6.6061183 4.5267734 3.9078062 7.0203484 2.6180981 6.5887993
## 172 6.8559422 5.2333374 4.3671641 8.3035967 4.0169344 7.0894686
## 173 6.5632310 5.3957064 4.4766891 7.9657166 4.2277686 6.2903383
## 174 7.6946796 6.4837188 5.3988748 8.5920554 5.0082604 7.1573274
## 175 6.8232282 5.4871677 4.5861051 7.2997594 3.6584681 5.9077161
## 176 7.3973301 6.5413410 5.1354982 7.2019853 4.4427064 7.3444387
## 177 7.0852615 6.1340473 4.2264113 6.9160532 3.8254423 7.0105612
## 178 7.8867834 6.7141952 5.4581379 8.9934927 5.4131001 6.5550789
## 73 74 75 76 77 78
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## 74 5.5154969
## 75 3.6197492 4.4499319
## 76 3.7968113 6.9843454 4.0876697
## 77 3.4128373 7.0172449 3.9279804 2.5302126
## 78 3.7039846 6.3260853 4.2802073 2.4358470 4.2246899
## 79 5.7903681 6.0602217 4.6988113 4.2077366 4.6286024 4.3963346
## 80 3.8076944 4.5506375 3.8883265 4.5778418 5.0380757 3.8002038
## 81 3.3780255 5.9945731 3.1317858 2.7554883 2.5553062 3.9372633
## 82 2.5767733 5.3270571 2.2951618 3.0446598 2.5940629 3.6609308
## 83 2.9390257 5.6827844 3.9345027 3.7716510 4.3673313 3.9682850
## 84 3.8534138 7.1381990 5.7445057 4.5164515 5.2486240 3.6245132
## 85 3.7693316 5.3359077 2.0804692 4.0498363 4.2667963 3.9364560
## 86 2.6282584 5.0960100 2.5329938 2.5715297 2.5797710 3.0372564
## 87 2.9079223 5.5788688 3.9490595 2.8373149 3.7772048 3.1111616
## 88 3.3135964 5.0888329 4.0472926 4.3286648 5.1609892 4.0170725
## 89 3.1707867 6.1732277 3.8897490 3.2827044 4.4249737 2.7460033
## 90 2.7297175 6.3222335 3.9156931 3.8100582 4.0694568 3.9342206
## 91 3.4577446 6.8719487 4.4957228 2.6270792 3.8028135 2.7387279
## 92 2.9852500 6.2522973 4.3459679 3.2985975 4.2467663 2.9723206
## 93 3.3156119 7.1130469 5.1060131 3.3823449 4.0940391 3.2920578
## 94 3.2923823 5.5346211 2.7380693 3.2499618 3.3387802 3.4841801
## 95 3.6673917 5.2736354 1.7978124 3.1797674 3.5543902 3.5409895
## 96 7.1358437 4.8825305 5.6012437 6.4227965 6.8382369 6.0088652
## 97 4.6832230 4.6867453 4.1467374 4.7200327 5.9324560 3.6308581
## 98 3.6253643 6.2693038 2.9230576 2.4715819 2.0301396 3.7971693
## 99 4.3066486 5.5868400 2.1732316 4.3825173 3.6075955 5.0781343
## 100 5.1176911 5.9304748 4.3748772 4.4855130 4.6964188 4.8408502
## 101 3.6163340 6.2617712 3.2283342 1.9296816 1.8323715 3.3543220
## 102 2.6294402 6.7229448 3.8555704 2.0783694 2.0494829 3.0441816
## 103 2.7321147 5.1301470 2.8096373 3.9084709 4.3671412 2.8334408
## 104 3.1239756 6.6756453 3.4462198 2.0069967 2.5570840 2.7297704
## 105 2.2742818 5.8685162 2.9268011 2.9501930 2.5304381 3.3518912
## 106 3.7211636 6.8173649 5.2572344 4.3088577 5.0525959 3.2131977
## 107 2.5547582 6.4102622 3.4027450 2.6597002 2.7904331 3.0816982
## 108 2.4495915 6.3736805 4.3887543 3.4385205 3.9250020 3.0809694
## 109 3.4187828 6.2370353 3.3432959 3.1412326 2.9709362 3.4164839
## 110 4.4307154 4.7166330 2.3254465 4.8051322 5.1336085 4.5604221
## 111 6.3813521 6.7107919 4.7990528 5.7749224 5.8125990 5.7625208
## 112 2.2115589 5.6957278 2.7709449 3.1573708 3.2633036 2.9998301
## 113 4.6177339 5.9734755 5.0837255 4.4450927 6.0191033 3.2199602
## 114 3.4944402 5.7574403 3.2077391 3.2262502 4.1728785 3.3303091
## 115 2.7789500 5.7097887 3.3608151 4.0251773 4.4567242 3.4946301
## 116 5.2004303 6.3727490 4.8846239 4.1640293 4.9647430 4.8724368
## 117 2.7400098 6.2486746 3.1483228 2.7792454 2.9657125 3.1389112
## 118 2.5157313 4.6214379 2.9360500 3.1059008 3.5593819 2.6515750
## 119 3.8411319 8.3138500 5.4851827 3.2585015 3.9464752 3.0176947
## 120 3.5934739 6.6428385 4.0144785 3.0008153 3.7076618 2.8158039
## 121 3.9859422 5.3093536 2.3391888 4.2245598 4.7061012 3.6405949
## 122 6.7165171 4.4847146 5.4960998 8.1069217 8.5802070 6.9879692
## 123 4.1245883 5.0550296 4.8935256 5.5863116 6.4276482 4.0707134
## 124 4.6333726 6.8055053 5.1343868 5.5434262 5.6289763 4.8132048
## 125 5.2818246 6.2850953 4.2328734 5.9821485 5.9952329 5.5921598
## 126 2.8265016 5.9203784 2.9313892 3.5351615 3.6814065 3.2662524
## 127 3.1585329 5.7586597 2.9623635 4.2607304 4.1012649 3.9544200
## 128 4.3019351 5.5417771 5.0792787 5.5072808 6.4206884 4.4967239
## 129 2.5512066 5.2513234 3.2750214 3.9118255 4.1095762 3.5355668
## 130 3.5375525 6.7846331 4.6128107 4.0740735 5.0436330 3.0941787
## 131 3.9279154 6.3153691 4.4260261 3.5250039 4.3785562 3.0592327
## 132 3.3703280 6.7360404 4.8109779 3.7758949 4.6685463 3.0314077
## 133 3.2199667 6.8594358 5.1448499 4.3840826 5.0734411 3.7247010
## 134 3.5860586 6.4765651 4.6782740 3.9996333 4.8875097 3.3176506
## 135 4.2959340 7.9749012 5.5681396 3.6497444 4.4676628 3.5385281
## 136 4.5861979 8.1502355 6.1492764 4.1260923 5.1054878 3.5167347
## 137 4.9819610 8.2235227 6.6346099 4.8597869 6.3806046 3.6296939
## 138 5.3431031 7.7196427 7.0559405 5.9352917 7.2125210 4.4242407
## 139 4.0216875 7.9946353 6.2821297 4.3004324 5.0031709 3.5665779
## 140 3.3810865 6.0841250 5.1591783 4.5093779 5.5058798 3.0896564
## 141 3.5994024 6.9200522 5.5669091 4.5181692 5.6014605 3.0330988
## 142 2.8660963 7.2581748 5.1870091 4.0888999 4.5212554 3.3640440
## 143 3.5060508 6.7251226 5.9404310 4.9899766 5.8988965 3.6364761
## 144 3.8622864 7.1702823 5.8256540 4.4777439 5.2345991 3.4203597
## 145 4.5600080 7.2915183 5.2920040 4.2592348 5.1875444 3.4335395
## 146 3.8152175 7.2504876 5.5689521 4.0704495 4.9133865 2.9834363
## 147 4.8618049 9.0963545 7.3225603 5.5494224 6.1436014 4.8111346
## 148 4.5948155 8.1144900 6.3907232 5.4338906 6.2172548 4.3295621
## 149 4.0917195 7.4819847 5.7867816 5.0713666 5.4631405 4.2864644
## 150 4.7074259 7.2400822 5.9443658 5.3210812 5.9488106 4.3590223
## 151 4.6642521 6.2524899 5.7278105 5.9649825 6.4190279 4.9424315
## 152 4.7873774 7.1060639 5.6246337 5.6942454 6.0693370 4.9747431
## 153 4.1077901 5.3796506 4.8370200 5.6502750 6.0740981 4.6887181
## 154 5.5894781 8.3158893 6.7687241 5.7152510 6.1334179 5.0851811
## 155 4.4619707 7.7566586 5.7715168 4.2710635 4.8721591 3.8524274
## 156 5.4959056 8.3589573 7.1448636 5.9214230 6.6909669 4.8761222
## 157 4.6903501 7.9805763 6.4199318 5.5568503 5.8116683 4.8156537
## 158 4.8017141 7.2151387 6.4180003 5.8447431 6.7931847 4.6197001
## 159 6.2808823 7.3266476 7.0524712 7.9194022 7.5563425 7.3933894
## 160 5.3872959 7.3719621 6.2004412 6.6320003 6.5104179 6.1979527
## 161 4.4700220 7.7945400 5.7618735 4.8293897 5.6661302 3.9019335
## 162 3.7900130 6.5864717 5.6579708 4.4063196 5.2758964 3.2579061
## 163 4.0535544 6.7173653 5.8222514 4.6000970 5.7786267 3.0517927
## 164 3.8944924 7.1905461 5.4040593 3.8939308 4.9656899 2.6721823
## 165 3.8506124 7.6591255 6.0930608 5.1316711 5.2428393 4.7022522
## 166 4.1564948 7.9042020 6.6355515 5.1073830 5.6636808 4.2789828
## 167 4.7656453 6.6175589 6.0965469 5.7409666 6.2783410 4.8598737
## 168 4.2237319 7.9344737 5.8449225 4.6422621 5.1489517 4.2641007
## 169 3.9869630 6.1737167 5.5829178 5.5987810 5.9839856 4.6995786
## 170 4.8068931 6.2828205 5.9908082 6.4344179 7.0352574 5.1261576
## 171 3.8617143 7.7080115 5.4484770 3.6592050 4.9147305 2.6804414
## 172 4.5197559 8.5774870 6.3703402 4.9463648 5.4549332 4.5091807
## 173 4.2137893 7.6226453 6.1199771 5.5027621 5.5215209 4.9581359
## 174 5.3021119 8.2534569 7.1044614 6.0041261 6.7155386 4.8355235
## 175 4.0847441 6.7511646 5.7306734 5.0971710 5.7407306 4.0437327
## 176 5.4644463 7.6397683 6.5626114 5.6996578 6.3273916 4.7050041
## 177 5.1375268 7.2478004 6.1871900 5.3516197 6.0114095 4.3504763
## 178 5.1646469 7.5414675 7.0337703 6.7364240 7.1407979 5.5940196
## 79 80 81 82 83 84
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## 80 5.3758967
## 81 5.0227522 3.9073717
## 82 4.5438713 3.1720707 2.2032866
## 83 5.9767232 3.7338694 2.9543662 2.8838104
## 84 6.1123428 3.7072615 5.2786397 4.3184645 4.1689751
## 85 4.3936888 4.0555006 3.6076140 2.6036500 3.7052889 5.0102309
## 86 4.1313295 3.4222287 1.6309170 1.6760433 2.8213286 4.6745445
## 87 4.9815590 3.2898868 2.6746124 2.6854714 1.4259072 3.6107009
## 88 6.1704466 3.4604602 3.5046538 3.4518216 1.1896626 4.4196517
## 89 5.4428524 3.3704735 3.4104653 2.9235658 1.9683471 3.0679788
## 90 6.1243631 3.7275373 2.7927656 2.6576270 1.5435089 3.9165649
## 91 5.0368056 3.8024053 3.2348533 3.0050690 2.4482085 2.8978801
## 92 5.1980137 3.7465153 3.5387647 3.1706337 1.9976931 2.8759120
## 93 5.3944640 4.2511454 3.9630165 3.5437215 2.8607255 2.4194905
## 94 4.8127986 2.5246364 2.3018312 1.7457508 3.4691323 4.4365640
## 95 4.9348190 3.5142819 2.3937315 2.4276142 3.8188572 5.4117193
## 96 2.8802743 5.8028526 6.6349254 6.0334886 7.1966096 7.4794451
## 97 4.6957634 4.9753378 5.5178450 4.8069905 4.9957105 5.7729517
## 98 4.4363611 3.8189073 1.4356743 1.7080709 3.5861807 4.9707481
## 99 5.0829809 4.0602435 3.0625384 2.4787440 4.5043974 5.7875009
## 100 5.0408291 2.6581581 3.5804085 3.2840105 4.2835745 4.8060780
## 101 3.9831920 4.0308397 2.0124164 2.0483076 3.9746182 5.0726849
## 102 4.5317245 4.5244792 2.6331481 2.3885082 3.3806092 4.3346694
## 103 5.2520438 2.7028735 3.4974281 2.7224814 3.4320481 3.8254813
## 104 4.6491832 3.7706968 2.1236989 2.3574835 3.3070645 3.9762106
## 105 4.7859437 3.3746696 2.0436351 1.3171683 2.8925488 4.1270511
## 106 5.8234997 3.5116153 4.3427762 4.0765251 3.5838002 2.5435676
## 107 4.8312035 3.6259111 2.4334029 1.7922570 2.6477011 3.5919468
## 108 5.2300153 3.7322274 3.7239570 2.9942335 2.5811491 2.4051389
## 109 4.0866078 3.6662730 2.6460894 2.4517190 3.8028526 4.2082786
## 110 4.9658082 3.4602751 3.8475954 2.9575682 3.6401051 5.2671615
## 111 4.6845914 4.6836813 5.6450720 4.8045464 6.6605241 6.1990703
## 112 5.3635556 3.0050874 2.5823075 2.1106675 3.2832405 4.0244741
## 113 5.9957071 3.7726297 4.9260156 4.5567085 3.3137710 3.7139061
## 114 5.2166732 3.7647587 2.7734456 2.9263289 2.0740259 4.2771726
## 115 6.0412718 3.3525036 3.1237458 2.9848161 2.4487137 3.9727530
## 116 5.7556452 4.0060488 3.0170390 3.9526427 3.0630208 5.4496909
## 117 4.8084099 3.8719154 2.2494741 2.1692360 2.9757308 4.3806312
## 118 4.0956287 2.8658965 2.6271155 2.4457095 2.9350988 4.1262578
## 119 6.0667846 4.9596625 4.6764683 4.1471916 4.9086772 3.2499047
## 120 4.7800263 3.1534669 3.3112453 2.6554026 3.7615279 3.5279587
## 121 5.0123950 3.0272688 3.6544117 2.8093919 3.9097873 4.6136662
## 122 7.9121408 5.0798667 7.1110523 6.5214401 6.1718989 7.0292580
## 123 6.5504821 2.3942800 5.3553890 4.5245426 4.1698166 3.6116942
## 124 6.6586376 3.2421102 5.4492891 4.3095588 5.6958739 4.1551069
## 125 6.4196458 3.6504369 5.2521033 4.1508216 5.5236046 5.4024448
## 126 5.4247208 2.9667092 2.6612374 2.3153108 3.2096987 3.9410279
## 127 5.3716159 3.3321524 3.4764880 2.7213781 3.6900039 3.9699810
## 128 6.6087518 3.5887221 5.1377036 4.6701199 3.0738617 3.6473662
## 129 5.1899434 2.7794933 3.0483576 2.5300873 2.5018739 3.5196853
## 130 6.2603413 3.1395687 4.5282704 3.5888507 3.7017653 2.4781794
## 131 4.4232870 5.5837688 5.1377849 4.4141416 5.1510717 5.0799498
## 132 5.6313634 5.0571442 5.3351122 4.3168528 4.7963375 3.8455939
## 133 6.1882691 5.4321229 5.6106741 4.6429582 4.5889486 3.8541601
## 134 5.8028818 4.9164064 5.4171233 4.3723062 4.9857008 4.2235530
## 135 5.5252937 5.3796381 4.9832942 4.4507259 4.3941101 3.0893724
## 136 5.8529831 5.5042471 5.7613288 5.0511063 5.0595138 2.7519110
## 137 7.0712410 5.2704255 6.4647589 5.6153285 5.1529720 2.7753249
## 138 7.5434735 4.7357075 6.9812297 6.1239429 5.5139821 2.5408166
## 139 6.3556384 4.9598359 5.6745743 4.8537577 4.9691606 2.0254001
## 140 6.1885464 3.8194410 5.2042961 4.4541456 3.8337604 2.4404512
## 141 6.3460183 4.6063223 5.5485319 4.7136561 4.1104741 2.5281412
## 142 6.1508785 5.1200185 5.2436102 4.1442962 4.4226745 3.1907702
## 143 6.9093787 4.6522598 5.8228733 5.0380921 4.2756588 2.8590428
## 144 6.4252634 3.8999702 5.5458124 4.5229551 4.9146216 2.1532050
## 145 5.2307704 5.4370580 6.1042289 4.8384854 5.7970225 4.0389713
## 146 5.3343627 4.7898043 5.6661736 4.5019866 5.0337967 2.5949384
## 147 7.8049858 6.2072966 7.0296867 6.0484453 6.3270119 3.5791090
## 148 7.2727134 5.3615801 6.6978662 5.5122258 5.6606397 2.7192003
## 149 6.3687896 5.2254368 6.2388203 4.9598245 5.4033128 2.7561906
## 150 6.1530575 5.6297881 6.7964191 5.5413093 6.1969389 3.9263040
## 151 6.3280961 5.8218397 7.0382318 5.7625867 6.2684582 4.9013878
## 152 6.3018921 6.1835697 6.9048953 5.6527131 6.3139651 4.8319772
## 153 5.9925962 5.1423298 6.2519100 5.1210175 5.3116401 4.6023089
## 154 6.1723585 5.9355671 7.0631958 5.8411036 6.4454451 3.3029381
## 155 5.1060989 5.8623045 5.7833406 4.9981723 5.2824774 3.5957346
## 156 7.0230512 5.4239377 7.2606892 6.0332697 6.2830424 2.4408758
## 157 6.7024370 5.3660771 6.7170798 5.3825239 6.0523128 2.7402836
## 158 6.9939538 5.2562358 6.7566255 5.7378686 4.9700200 2.8119974
## 159 7.4830533 6.5807974 8.0794675 6.6919041 7.1705435 5.3970691
## 160 6.8192334 5.9459245 7.0461807 5.7256142 6.1179368 4.2962324
## 161 6.6340047 4.9453307 6.0407396 5.0403795 5.2859893 2.5921803
## 162 5.8742189 4.5150817 5.6523933 4.7024907 4.7155714 2.8257189
## 163 5.9995957 4.3408479 5.7353661 4.9487576 4.4433542 2.2273402
## 164 5.4354842 4.9443174 5.6508110 4.5970685 5.0689017 3.0665655
## 165 6.6183656 5.7509130 6.2928972 5.0877610 5.4194682 3.2990117
## 166 6.8449048 5.0798888 6.3289500 5.2676362 5.3337585 2.0647742
## 167 6.3030037 5.2585551 6.8643923 5.5218713 5.8030846 3.6041574
## 168 6.4309424 5.6423433 6.1338954 4.9265211 5.4018309 3.2177632
## 169 6.1820330 5.1507164 6.4442910 5.0512692 5.0853727 3.5244301
## 170 7.2526288 5.2613066 7.2680349 5.8724125 6.1398738 4.4248574
## 171 5.9012847 5.2832560 5.4385981 4.6753847 4.7728473 3.2192031
## 172 6.9009345 6.3183161 6.3934750 5.5342907 5.6744774 3.6331023
## 173 6.6062900 5.8091410 6.5492629 5.2180700 5.7060259 3.4510241
## 174 7.3583783 5.4874731 7.3497405 6.0512963 6.4404960 2.9763177
## 175 6.0957557 4.6955990 6.2851237 4.9194815 5.2246931 2.6057737
## 176 5.9616822 5.9506865 7.3265717 5.9921541 6.8095170 4.0886618
## 177 5.3594403 5.7964942 6.8300192 5.6523343 6.1367874 3.8271314
## 178 7.6598938 5.5658919 7.5425977 6.2585256 6.2425592 3.2667752
## 85 86 87 88 89 90
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## 86 2.9629804
## 87 3.7149909 2.3783576
## 88 3.8650543 3.2275217 1.8774177
## 89 3.0760660 2.9483396 1.9722757 2.2720848
## 90 3.3433371 2.8078176 2.2129095 2.2173081 1.8020829
## 91 3.6789540 2.9529756 1.8644157 3.0885996 1.4310981 2.2245043
## 92 3.3975929 3.0257050 1.6611105 2.4267174 1.2498561 1.9690211
## 93 4.1866097 3.5105944 2.3699811 3.5200060 2.0950400 2.5829929
## 94 2.9266365 2.2813977 3.0914539 3.6719509 3.1427973 2.9914038
## 95 2.9413239 2.3190467 3.5710799 3.9346244 3.5911591 3.7379792
## 96 5.6309503 5.6624256 6.3514159 6.9850363 6.8921035 7.5897364
## 97 4.0979882 4.3819740 4.5092120 4.5547213 4.5749063 5.5237934
## 98 3.2935272 1.8936026 3.1256129 4.2243291 3.4984274 3.2532176
## 99 3.1123637 3.1049534 4.4331699 4.9320815 4.4190436 4.2207779
## 100 4.4098060 3.8060521 3.7366165 4.4737823 4.1248957 4.2133244
## 101 3.6777046 1.9269616 3.2463618 4.5029139 3.8422148 3.8197416
## 102 3.5311629 2.1544500 2.8181149 4.0477554 3.1693968 2.9742503
## 103 2.5899330 2.6646134 3.3425008 3.3443705 2.4895476 2.9041085
## 104 3.0495427 2.1913586 2.7372575 3.8467187 2.5666825 2.6534608
## 105 2.7511226 1.5956951 2.6893686 3.4515380 2.7118386 2.1466476
## 106 4.3445431 3.8182198 3.2317612 3.7121021 2.4179853 2.9047743
## 107 2.6977365 2.1265646 2.3904235 3.3247658 2.0683099 1.8075381
## 108 3.4483314 3.0868081 2.2284953 3.0749403 1.8336497 2.1588355
## 109 2.5810702 2.3845891 3.2839776 4.2324441 3.1033136 3.0232761
## 110 1.7004909 3.4095377 3.8234056 3.5642218 3.2637970 3.5332842
## 111 4.2835756 5.4639451 6.0421925 6.6901687 5.8760693 6.2329559
## 112 2.9723313 2.2385142 3.0728614 3.4977144 2.7900459 2.6653574
## 113 4.7745551 4.2134371 3.0861272 3.0567731 2.5174137 3.9421917
## 114 2.8403348 2.6032125 2.1396222 2.4048134 1.7491620 2.3128604
## 115 3.0990720 2.7649008 2.8498679 2.5856338 1.9447018 1.8824390
## 116 4.8495054 3.6880530 2.7567319 3.2763454 3.6715239 3.5648634
## 117 2.4994024 2.0516253 2.7480695 3.4092866 2.5683589 2.1749510
## 118 2.8061978 1.6426331 2.2977129 2.8907115 2.7436290 2.8904673
## 119 5.0014776 4.2841364 4.3428098 5.4329499 3.6853081 4.2179593
## 120 3.3179365 3.0440822 3.1659035 4.0325323 2.7524872 3.0620631
## 121 1.8429896 3.1730963 3.8710361 3.8722792 2.9278699 3.4271873
## 122 5.5994284 6.5263007 6.4934992 5.4995765 5.9636784 6.4253620
## 123 4.5377719 4.6885098 4.0235295 3.5075817 3.5083686 4.1352764
## 124 4.9875371 5.1254492 5.3235619 5.6711026 4.8299809 5.0326024
## 125 3.7758027 5.1428927 5.4625545 5.4275978 4.8279543 4.8624713
## 126 2.6548334 2.4551233 3.1634538 3.4594322 2.4345453 2.2914770
## 127 2.4066917 3.0847605 3.6928044 3.9576072 2.8974370 2.9039827
## 128 4.3189700 4.6572268 3.2794576 2.5490243 2.7084457 3.3822679
## 129 2.5311827 2.6374343 2.4387541 2.5919987 2.1365591 1.9248418
## 130 3.9761820 4.1231079 3.4884339 3.7585820 2.3582993 3.1739385
## 131 4.4316732 3.9607238 4.4733713 5.3380727 4.5191342 5.3909712
## 132 4.6539078 4.3740980 4.2436819 4.9787161 3.9901055 4.8936024
## 133 4.7352855 4.7135625 4.2495049 4.7709832 3.9752467 4.6976348
## 134 4.7590508 4.5388337 4.4380894 5.0557163 4.2960630 5.1606113
## 135 4.7590044 4.3903915 3.8858063 5.0492325 3.2377696 4.1791433
## 136 5.4467591 5.0094759 4.4165718 5.5448865 3.8149615 4.9373655
## 137 5.9919456 5.7980410 4.6732702 5.2433845 3.8806287 5.1838110
## 138 6.4946339 6.3055023 5.0389391 5.3371067 4.4126971 5.5981097
## 139 5.8051207 4.9538168 4.3247979 5.3992416 3.9376703 4.7514175
## 140 4.8728876 4.2853640 3.4685707 3.7765848 2.9610754 4.0429187
## 141 4.9777703 4.5700266 3.8270697 4.2034795 2.9859506 4.1126230
## 142 4.7608332 4.2660026 4.1454463 4.8423406 3.5797135 4.1754174
## 143 5.6670946 4.8806263 4.0046170 4.2596102 3.6513453 4.4828367
## 144 5.6672426 4.8123225 4.2825724 5.0807846 3.9671559 4.7797857
## 145 4.8707244 5.1000564 5.1008334 6.0001777 4.6291595 5.7672556
## 146 4.8765817 4.6667978 4.3048937 5.2753406 3.8605184 4.8508751
## 147 6.8820788 6.3921089 5.8317146 6.6331226 5.3802918 6.0031596
## 148 5.8203947 5.9440374 5.3134233 5.8566208 4.4127005 5.4102171
## 149 5.2454081 5.3700015 4.9645057 5.7275840 4.3391176 5.2242627
## 150 5.6440463 5.7974684 5.5664307 6.3166452 5.1970561 6.2391809
## 151 5.6458472 5.9016998 5.7855634 6.1966029 5.6342038 6.5140983
## 152 5.3061435 5.9210851 5.8811709 6.4484781 5.4634426 6.3562243
## 153 4.6579633 5.1959828 5.0012134 5.1798503 4.7827157 5.5945210
## 154 6.0234515 6.2370137 5.7969272 6.8369800 5.2449300 6.2761062
## 155 4.8746369 4.9008979 4.6206236 5.7425099 4.2083503 5.1434430
## 156 6.4524539 6.5016646 5.6656616 6.4742245 5.0497748 6.1282156
## 157 5.9089815 5.9225585 5.5188631 6.3906253 4.9710583 5.7846004
## 158 5.6459167 5.8870779 4.7300194 4.9845151 3.9987960 5.1588894
## 159 6.6090365 7.2444464 6.9636910 7.3918677 6.6904907 7.1751818
## 160 5.5857477 6.2905902 5.9126754 6.4605787 5.4080027 6.0399217
## 161 5.1851909 5.4018691 4.8637507 5.5376659 3.9120604 5.0177338
## 162 5.5582360 4.5777952 4.0692294 4.8803807 3.9518250 4.9843114
## 163 5.2979263 4.7549488 3.8579628 4.4524433 3.3572161 4.6105611
## 164 4.9397821 4.6074776 4.3798783 5.2813044 3.8702038 5.0138604
## 165 5.7183607 5.4300827 4.9943814 5.8555459 4.7570459 5.3652642
## 166 6.1300618 5.5837400 4.7411636 5.6166683 4.4739084 5.1941270
## 167 5.8922353 5.8437818 5.2359904 5.8946324 5.1091973 6.1282329
## 168 5.4228180 5.3777324 4.9361634 5.8564697 4.4261339 5.3164056
## 169 5.1666630 5.3445370 4.7442574 5.1757079 4.5270224 5.3626088
## 170 5.9616713 6.2265552 5.8398544 5.9354391 5.4332825 6.3584045
## 171 4.8016746 4.6380709 4.2282976 5.0517399 3.4952336 4.5969685
## 172 5.7905650 5.6919638 5.2921355 6.1664486 4.6360074 5.4473961
## 173 5.7337717 5.6000384 5.3347733 6.1410823 4.9373687 5.6112823
## 174 6.7040031 6.4926545 5.8910185 6.5935428 5.3068793 6.3174432
## 175 5.3039865 5.2944166 4.6676859 5.3448823 4.2941355 5.3146842
## 176 6.1917355 6.2450735 6.0506618 6.9718571 5.7185485 6.8581390
## 177 5.6046910 5.6736371 5.4321019 6.3478617 5.0591697 6.2352094
## 178 6.6296277 6.6337488 5.9085997 6.3186110 5.4093258 6.2626168
## 91 92 93 94 95 96
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## 92 1.2904200
## 93 1.2812713 1.3059999
## 94 3.2989601 3.5741443 4.0599597
## 95 4.0234243 4.1860622 4.8602779 2.0733965
## 96 6.8916522 6.7530499 7.2357808 6.0881918 6.1257855
## 97 5.1800654 4.6611471 5.5565122 4.9379265 4.4198840 5.0017488
## 98 3.1670180 3.7351751 3.9296657 1.9458690 2.2728973 6.2889504
## 99 4.6418762 4.8337113 5.2072478 2.8855343 2.4894739 6.2707617
## 100 3.9383130 4.4110702 4.6529092 2.7145394 3.9143273 5.8913067
## 101 3.4133625 3.9786191 4.1557512 2.1819097 2.4978635 5.9256058
## 102 2.6456794 2.9052941 2.9566206 2.9421520 3.5379466 6.6621385
## 103 3.3247058 3.0514782 3.7194435 2.4527818 2.6610766 6.3036302
## 104 2.2200857 2.7019139 2.9015158 2.1628166 2.6262786 6.6555563
## 105 2.6741554 2.8131733 3.1101938 1.7541955 2.7689493 6.4628770
## 106 2.4000494 2.2574757 2.1997617 3.8884500 4.8680357 7.2093584
## 107 1.8422609 2.1034647 2.3279392 2.2003414 3.1647079 6.7069776
## 108 1.7045525 1.0852599 1.1942639 3.4777407 4.3201972 6.8726701
## 109 2.8536856 3.0162982 3.2182680 2.3004395 3.1442861 5.9343103
## 110 4.0645205 3.8127895 4.7005208 3.0386905 3.1158865 5.5873083
## 111 5.8918709 6.0708310 6.4188873 4.0062351 4.8529838 5.2964108
## 112 3.1942194 3.1971565 3.6853974 1.7051806 2.0894520 6.7719503
## 113 3.1534297 3.0104700 3.5759520 4.7343135 4.7172361 6.8294240
## 114 2.3579545 2.1599741 3.0311390 3.2848738 2.9307759 6.6103382
## 115 2.8728048 2.5030287 3.2156749 3.1040185 3.1281840 7.2671666
## 116 3.4514396 3.7832423 4.2891564 3.7867534 4.2509034 6.8194893
## 117 2.5886605 2.6196721 3.1425157 2.1013340 2.8408927 6.5845310
## 118 2.9845503 2.6048249 3.3477717 2.3736836 2.7743297 5.2657776
## 119 3.2276760 3.8024744 3.2992189 4.1235163 4.7173789 8.1715586
## 120 2.5497304 3.0292366 3.2368381 1.8633214 3.3938256 6.4382307
## 121 3.7257798 3.6712571 4.3990097 2.3779012 2.4238529 5.9746936
## 122 7.0766444 6.4304253 7.3210406 6.4366394 6.0732483 7.2474890
## 123 4.3854776 3.8574440 4.5767040 3.9580656 4.7085014 6.7954834
## 124 5.1001726 5.2396462 5.3875137 3.3619943 4.6844534 7.4901904
## 125 5.3718378 5.3513361 5.8825458 3.2116636 4.3082367 6.9800801
## 126 2.9187897 2.9545118 3.4349549 1.8807888 2.4432253 6.8420142
## 127 3.4209878 3.2068504 3.6188317 2.7860201 3.1056400 6.6645081
## 128 3.6261790 2.7365660 3.6062897 4.7132893 5.1227562 7.1653571
## 129 2.6750532 2.0739276 2.8532738 2.4872897 3.3072232 6.3497927
## 130 2.8909573 2.9748239 3.2667792 3.1627446 4.0535744 7.5555709
## 131 4.5834609 4.3874237 4.6590923 5.0380456 4.4598144 6.0103804
## 132 4.1785796 3.9713399 4.1323116 4.7677992 4.6142729 7.1233551
## 133 4.2613162 3.7233042 3.9408316 5.2293812 5.1654032 7.6216602
## 134 4.5961173 4.4042970 4.7046924 4.6634088 4.4165778 7.0679815
## 135 2.6750566 2.9516954 2.2315025 5.1226865 5.3204323 7.6194766
## 136 3.3696196 3.5640163 2.8669809 5.5845293 5.8266771 7.7663477
## 137 3.9704122 4.0387064 3.8991065 5.6839728 6.0944667 8.4749685
## 138 4.6815193 4.4937903 4.4523222 5.9911517 6.5799134 8.4119928
## 139 3.5131826 3.7142445 2.9606768 5.2202458 5.8265786 8.0887686
## 140 3.4406656 2.9831227 3.1676674 4.7611769 4.8994445 7.2258821
## 141 3.3413476 2.9632887 2.9536342 5.1157499 5.3674025 7.6695901
## 142 3.6458187 3.4656059 3.2366005 4.8383251 5.1178151 7.8543745
## 143 4.0038003 3.5335459 3.5623339 5.4343109 5.6996829 8.0035979
## 144 3.9104155 4.0845941 3.7828865 4.5368530 5.2589726 7.7058710
## 145 4.6656629 4.6652326 4.6599520 5.1858720 5.1920784 6.7644017
## 146 3.6872326 3.6243886 3.3516501 4.8025112 5.3885213 6.9472990
## 147 5.2003375 5.2727204 4.7888463 6.2021009 6.8424374 9.4372347
## 148 4.6236257 4.5196330 4.2633824 5.7418151 6.1202622 8.6597112
## 149 4.4087034 4.1943324 3.8672630 5.5094949 5.7899556 7.8239879
## 150 5.3445725 5.0884081 5.0316815 5.9337255 5.9318272 7.3225358
## 151 6.0384546 5.4744593 5.7306845 6.2609154 6.0484130 6.9857273
## 152 5.7778906 5.3352885 5.4614650 6.2216906 5.9276542 7.4270499
## 153 5.3801895 4.6226759 5.0961504 5.6570010 5.3214393 6.5755371
## 154 4.9688701 4.9888393 4.3897630 6.3649507 6.7887903 7.6807820
## 155 3.8440953 3.6731256 3.2323981 5.6701489 5.8090285 7.0678805
## 156 4.9361757 4.9406728 4.4600474 6.2040995 6.9003298 8.2669726
## 157 4.8781001 4.8315136 4.3265446 5.7899244 6.3287746 8.1178208
## 158 4.3853245 3.7991125 3.7943879 6.2091941 6.4703998 7.9882080
## 159 6.8882932 6.3731951 6.2111672 7.4809363 7.7633504 8.0112670
## 160 5.5730989 5.1636488 4.9495236 6.5242646 6.7260468 7.8459660
## 161 4.0855092 4.0703375 3.8457525 5.2315052 5.4110148 8.1247209
## 162 3.9591086 3.8390857 3.6260007 5.2379199 5.4113079 7.0940681
## 163 3.5088374 3.2000824 3.1110386 5.2403021 5.5497986 7.1579399
## 164 3.8420539 3.8216964 3.6722694 4.9465977 5.1360733 7.0311854
## 165 4.6692992 4.3966811 3.9704894 5.8760365 6.1484999 8.1684986
## 166 4.2564565 4.1655279 3.6229601 5.5781728 6.3286260 8.2830478
## 167 5.2812314 4.9153889 4.8455382 6.1335603 6.2495260 7.1230495
## 168 4.3504031 4.3346542 3.9588040 5.5788102 5.7180379 8.1270731
## 169 4.8559939 4.2092659 4.2909447 5.8256796 5.9960691 7.0547771
## 170 6.0559373 5.5403540 5.8282963 6.1741479 6.1563355 7.6996094
## 171 3.4948282 3.4665248 3.3694381 4.9569380 5.0421656 7.7049687
## 172 4.5134026 4.4226576 3.9347404 6.1678750 6.1950520 8.7608909
## 173 4.9106791 4.6635363 4.2109843 6.0746903 6.3110461 8.0696246
## 174 5.3240843 5.3432943 4.9445034 6.2472867 6.8208479 8.5270136
## 175 4.4553405 4.1466740 4.0300781 5.3722056 5.7425098 7.1862601
## 176 5.6742417 5.5666310 5.3201424 6.4162591 6.5795472 7.1019540
## 177 4.9890923 4.7532874 4.4924463 6.2814380 6.3647455 6.6248524
## 178 5.6624465 5.2569184 5.0057234 6.7070530 7.1016491 8.4989175
## 97 98 99 100 101 102
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## 98 5.5779003
## 99 5.9601049 2.3738570
## 100 6.3578949 3.1187096 3.6318506
## 101 5.0416021 1.3304611 3.2948466 3.6552158
## 102 4.8536761 2.5349159 4.3282467 4.7356705 2.1085921
## 103 4.1210582 3.4519461 3.6324480 4.2975417 3.6872863 3.4664893
## 104 5.0818761 1.8428979 3.4492706 3.8171665 2.1546736 1.9503702
## 105 5.0202819 1.9121376 3.1698864 3.7073986 2.1831160 1.7492766
## 106 5.7002657 4.4255148 5.4141674 4.5539583 4.7100146 3.8482305
## 107 5.0343480 2.2127822 3.6013093 3.8162882 2.5337406 1.6394453
## 108 4.8596447 3.7305357 4.7732833 4.5543139 3.9068193 2.6018967
## 109 5.2444911 2.2399328 3.1948459 3.6142527 2.7044125 2.5186017
## 110 4.6309515 3.6542624 3.0096731 3.7026367 4.2659369 4.5770241
## 111 6.2113156 4.8053354 4.5788681 4.0956170 4.9220094 5.7612551
## 112 4.6091041 2.5503369 3.2762795 4.0695776 2.7157762 2.6337873
## 113 4.6313413 5.0755011 5.7169083 4.9516828 5.2183670 5.0008099
## 114 4.6215759 3.0836657 3.6313278 4.1344471 3.6947090 3.4984868
## 115 5.0377946 3.4931160 3.7958578 4.4887754 4.1032175 3.6293279
## 116 6.3295449 3.5510460 4.6860490 2.9730565 4.1012919 4.6493760
## 117 4.7215893 2.3563110 3.7187491 4.1850974 2.5084254 1.6950397
## 118 3.6245773 2.9502696 3.8549500 3.9430751 2.8575561 2.5878618
## 119 5.9859312 4.1819804 5.5443678 5.6126696 3.9737624 3.1537564
## 120 5.0004997 2.8470421 4.2629809 3.4104582 2.7460810 2.5970382
## 121 4.5103440 3.2823913 2.8955460 3.7465885 3.7949939 4.1145655
## 122 6.3139837 7.2857048 6.0847350 6.5081005 7.8565646 8.0837999
## 123 4.5977664 5.4707888 5.6978983 4.7309128 5.5491242 5.3059793
## 124 6.2154615 4.9013856 5.1372359 4.4260199 4.9074409 5.1340005
## 125 6.1477571 4.7297892 4.2653282 4.0275187 5.1255547 5.5391815
## 126 5.1077651 2.5805502 3.0619492 3.7614214 3.1703993 3.0474931
## 127 5.3101562 3.1931647 2.8191736 4.0772246 3.9372901 3.7398977
## 128 5.1035730 5.4668490 5.6596012 4.9676508 5.9065464 5.3325994
## 129 4.6768848 3.2535036 3.7093197 3.7558924 3.7323121 3.1650903
## 130 5.0513684 4.2622892 5.0162643 4.4189656 4.3702420 3.9051585
## 131 3.0860423 4.8961188 5.5872574 6.6417865 4.2745773 3.7183324
## 132 3.7277805 5.0528893 5.7727398 6.4158674 4.5708398 3.7875044
## 133 4.0506905 5.5174836 6.1417708 6.8485833 5.2195881 4.0380255
## 134 3.5487896 5.1299417 5.7217244 6.3416021 4.6007683 4.1399336
## 135 5.9258613 4.5904809 5.5037536 5.7512346 4.7920513 3.8616132
## 136 5.8760034 5.3358439 6.2336971 6.2362790 5.3122114 4.4237102
## 137 5.4939540 6.2080189 7.1938961 6.5295208 5.9826982 5.1910298
## 138 5.9529892 6.8246949 7.4892252 6.3928126 6.7476077 6.1522117
## 139 6.0706718 5.3169544 6.3726723 6.0057476 5.1595060 4.2508488
## 140 4.5838963 5.2285344 5.7520603 5.6158541 5.2449624 4.5543194
## 141 4.7641245 5.5038298 6.2593203 6.1999217 5.4255100 4.3616177
## 142 4.9490310 4.9997542 5.8395641 6.4233403 4.7524077 3.4469335
## 143 4.9850861 5.9255434 6.6725038 6.4958070 5.7676075 4.7726021
## 144 5.5807648 5.1785197 6.0662298 5.3827961 4.9119026 4.4887099
## 145 4.1670213 5.4690124 6.0394434 6.5162807 4.9729104 4.4681798
## 146 4.6198031 5.2151252 6.1599956 5.9949091 4.7974409 3.8099741
## 147 6.6645722 6.6690929 7.6924812 7.4907066 6.2883355 5.2585352
## 148 5.9047948 6.2686504 6.7469998 6.8000391 6.1957150 5.3678774
## 149 5.5916477 5.7383313 6.0224083 6.4716604 5.7211340 4.8936998
## 150 4.8353162 6.2967751 6.5445243 7.0530901 5.9823067 5.4063225
## 151 4.1518792 6.7509402 6.7258752 7.5256394 6.4096410 5.8285436
## 152 4.7523592 6.4602059 6.3599690 7.5282749 6.2757721 5.6217483
## 153 3.8344891 6.1105012 5.8245410 6.8092280 6.0523518 5.4820835
## 154 6.6247309 6.3491627 6.6114401 6.6397988 6.3982490 5.8101011
## 155 5.3531899 5.3621053 6.0448167 6.5528136 5.2983157 4.2192093
## 156 6.5302823 6.7010876 7.2281452 6.5685784 6.6173392 5.9864634
## 157 6.3619125 6.0947659 6.4105612 6.5032870 6.0577351 5.3873926
## 158 5.5210454 6.6131715 6.9102948 6.7215776 6.7315103 5.8124921
## 159 7.6190549 7.6001758 6.8102045 7.4796997 7.9871553 7.5404622
## 160 6.8473704 6.5204561 5.9641280 6.7375071 6.9414014 6.3907833
## 161 5.7229063 5.5509999 5.8910149 6.1301629 5.6540172 5.0496494
## 162 4.8447809 5.4333558 6.1569216 6.0226390 5.1549705 4.5547275
## 163 4.7928109 5.6313636 6.3705882 5.9149405 5.5183191 4.7265611
## 164 4.3214650 5.2318299 6.0965867 6.2422940 4.7942068 3.9740189
## 165 5.8367689 5.9129147 6.3818526 6.9354363 5.7865696 4.7524001
## 166 6.0727379 6.0056935 6.8808990 6.3847244 5.7920855 4.8317038
## 167 5.1702641 6.4521347 6.5412441 6.6813908 6.2977001 5.8265613
## 168 5.6629083 5.5833869 6.0811684 6.6233718 5.4681402 4.6732364
## 169 4.6877065 6.1886965 6.2746319 6.6704876 6.0974797 5.2614405
## 170 4.7411349 6.9977832 6.8837762 7.2681282 6.7853785 6.3281787
## 171 4.5788890 5.1484990 6.1403174 6.4372279 4.8425321 3.7643376
## 172 6.2018231 6.0014221 6.5713886 7.3123323 5.9916712 4.9072758
## 173 6.0859142 6.0702029 6.2867791 6.9736533 6.0479274 5.1488118
## 174 6.3986300 6.8225470 7.3496232 6.9291421 6.6008006 6.0182110
## 175 4.8853614 5.8659123 6.2285418 6.1908123 5.6787026 5.0022790
## 176 5.4101047 6.6856763 6.9851416 7.1815492 6.3254370 5.8692108
## 177 5.1626714 6.3083002 6.5957147 6.9071343 6.1179222 5.4672751
## 178 6.5221246 7.2076114 7.2531792 7.2044429 7.2586424 6.5541181
## 103 104 105 106 107 108
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## 104 2.7046080
## 105 2.4071741 1.7523533
## 106 2.9782137 3.2219967 3.3410136
## 107 2.5843929 1.4209867 1.0582374 2.9104680
## 108 2.9008459 2.6368111 2.5041884 2.1261692 1.8479895
## 109 2.7111077 1.5715274 1.8074355 3.1780966 1.7710084 2.7808259
## 110 2.9166442 3.8069888 3.4006869 4.5800720 3.4539975 4.0845088
## 111 5.0534109 4.9340520 5.0520525 6.1493312 5.1305096 5.8901662
## 112 1.5926654 1.8926821 1.6756159 3.4635925 2.0362142 2.9303797
## 113 3.7519773 4.4733836 4.6707854 3.5136908 4.3029344 3.6605743
## 114 2.8324085 2.5681942 2.9716654 3.4834578 2.6050441 2.8357528
## 115 1.8013395 2.7473990 2.5995475 2.7898087 2.5295213 2.6758050
## 116 4.8658604 3.9138962 4.0974389 4.6210846 3.9655101 4.4775553
## 117 2.5148606 1.4555014 1.2349645 3.3478233 1.1480393 2.5097514
## 118 2.1181500 2.4132061 2.0750432 3.1804917 2.3578518 2.6247841
## 119 3.8654701 2.9429943 3.5911124 3.5949609 3.1341046 3.2646622
## 120 2.7761478 2.0358786 2.1554353 3.0715305 1.8837781 2.8007983
## 121 1.7714817 2.9836510 2.9287061 3.9063192 2.9836358 3.7378491
## 122 5.1528295 7.1695000 6.8569268 6.4907272 7.0028147 6.7268361
## 123 2.9239908 4.7385653 4.4309956 3.5192719 4.4114476 3.8376498
## 124 3.6847753 4.4787472 4.2176181 4.6180465 4.3739538 4.7124006
## 125 3.7962344 4.6275282 4.2922773 5.2711109 4.4222499 5.1200990
## 126 1.4313790 1.8269715 1.7550217 2.9256248 1.8821760 2.7998432
## 127 1.8912757 2.6204103 2.5116903 3.2590365 2.5181678 2.9442857
## 128 3.5926777 4.6754245 4.6098478 3.2130133 4.2415299 3.2147053
## 129 1.9673769 2.4905768 2.1091376 2.5787662 2.0083744 1.9907268
## 130 2.6105988 3.2046283 3.3610170 2.8976513 2.9226848 2.7504921
## 131 4.2257453 4.2597914 4.4901678 5.3694486 4.3944513 4.2228850
## 132 3.8721014 4.1337387 4.3498168 4.7986916 4.0921220 3.6024802
## 133 4.1233522 4.4606893 4.5701326 4.7522539 4.2127820 3.3274489
## 134 3.9571888 4.3662243 4.5490832 5.2461392 4.4001157 4.0929268
## 135 4.3890635 3.5754731 4.2473844 3.4821458 3.5170722 2.8028582
## 136 4.6938324 4.2581967 4.8799988 3.7739217 4.2344777 3.2817033
## 137 4.8265945 5.0361280 5.4997907 4.2445089 4.8758679 3.9251482
## 138 4.9775616 5.7422310 6.0373811 4.1569513 5.5681933 4.3589068
## 139 4.5139168 4.2940247 4.5906846 3.5165306 4.1207840 3.1560921
## 140 3.2758708 4.2679870 4.3697573 3.1004442 4.0696941 2.8869196
## 141 3.5970244 4.3610002 4.4577545 3.0903517 4.0037165 2.7627844
## 142 3.7451925 4.0078966 3.8773772 3.9292373 3.5455091 2.8233953
## 143 4.0545874 4.9313177 4.8472922 3.6776805 4.5646461 3.2876132
## 144 3.9976755 4.3865100 4.4410752 3.7548069 4.2243016 3.5846729
## 145 4.4528092 4.6276509 4.9758734 5.2485463 4.6384689 4.2563396
## 146 4.0199607 4.1330979 4.3012234 3.8274874 3.8711215 3.0181621
## 147 5.5772670 5.5548477 5.7522263 5.1816787 5.3562789 4.5969998
## 148 4.5886481 5.1499371 5.4257202 4.4863312 4.9434503 3.9954297
## 149 4.3966898 4.7926914 4.9833692 4.4337807 4.5629160 3.5651597
## 150 4.8753689 5.4245723 5.6883084 5.4840007 5.4076241 4.5890338
## 151 5.0190529 6.0383123 5.9986538 6.1031124 5.9014287 5.0562187
## 152 5.0102478 5.6428450 5.8523153 6.0348914 5.6000952 4.8816841
## 153 4.2102637 5.4036094 5.3670391 5.3947003 5.2505950 4.3624062
## 154 5.5572723 5.5533850 5.9320111 5.0077010 5.4233632 4.4727255
## 155 4.7239834 4.2835955 4.8132648 4.2472640 4.2289358 3.2823442
## 156 5.4191921 5.7354078 6.0331375 4.6868391 5.5248331 4.4300973
## 157 4.9520823 5.2420756 5.4085497 4.7367732 5.0290141 4.1189396
## 158 4.7693622 5.5764817 5.7474439 4.1405777 5.1974820 3.6689153
## 159 6.4904703 7.2852691 7.0480777 6.5896110 6.8748921 5.8979523
## 160 5.4970190 6.0182314 6.0220075 5.5383972 5.6740609 4.7246866
## 161 4.1016784 4.4258410 5.0015248 4.0882478 4.4715907 3.6747335
## 162 4.1993969 4.7148304 4.7557535 4.0423244 4.5271318 3.5388528
## 163 3.9249566 4.5796860 4.8059458 3.1656254 4.3822102 3.0654271
## 164 3.9554391 4.1855381 4.4893418 4.1411651 4.1042512 3.3956278
## 165 4.9589692 5.0827173 5.1031767 4.9175492 4.7494741 3.7036244
## 166 4.8799407 5.0020123 5.0935619 4.1006251 4.6757799 3.4997675
## 167 5.1446174 5.8512173 5.8776037 5.4301035 5.6172989 4.5298290
## 168 4.7791737 4.7144961 5.0390947 4.9322210 4.5564626 3.7990604
## 169 4.6063460 5.4941786 5.2865589 4.9378883 5.0174485 3.7754963
## 170 4.8348989 6.2969390 6.1496508 5.8731365 6.0489545 5.1560600
## 171 3.9259391 3.8145252 4.3975726 3.9727504 3.8294793 3.1475956
## 172 5.0647445 4.8722544 5.3749862 4.8309073 4.8196822 3.9193776
## 173 5.0133291 5.3493957 5.3056012 5.0137226 4.9864625 3.9841880
## 174 5.3666910 5.9468656 6.0754991 5.0684246 5.7227378 4.7840564
## 175 4.3589407 5.0392775 5.0718281 4.4833251 4.7354440 3.6360713
## 176 5.5044772 5.9394116 6.1788079 5.7651452 5.8890165 5.0615901
## 177 5.1317001 5.5163322 5.7659545 5.0539604 5.3953460 4.3710005
## 178 5.4163033 6.3879949 6.3526935 5.1263046 6.0475561 4.7404038
## 109 110 111 112 113 114
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## 110 3.3561835
## 111 4.1729687 4.3387420
## 112 2.4171894 3.5200385 5.0302664
## 113 4.9817085 4.4541288 7.1136663 4.4575587
## 114 3.0648985 2.8903122 5.9203284 2.9622233 3.0467155
## 115 3.0396393 3.1801142 6.1509771 2.2296795 3.4178316 1.8999743
## 116 4.2453172 4.2529377 6.2337296 4.5748652 4.3131311 3.2033152
## 117 1.7228769 3.4303734 5.0264065 1.8658274 4.7376202 2.7815726
## 118 2.2801824 3.2853924 5.0112304 2.1341847 3.9557055 2.7262904
## 119 3.8049811 5.8843648 6.3803308 3.3452841 5.0358220 4.5975513
## 120 2.3085812 3.8303678 4.2205083 2.3457933 4.5304304 3.6395196
## 121 2.7550513 1.7171231 4.0399167 2.4681937 4.2520144 2.8547306
## 122 6.7680874 4.4831334 7.2718139 6.3022494 5.5320150 5.5442713
## 123 4.7370502 4.1810792 5.7375516 3.7240115 3.7020726 4.3671164
## 124 4.4318576 5.0565870 4.3639696 3.5200354 5.9599083 5.6664019
## 125 4.1749260 3.4649111 3.0896580 3.8993357 6.2861835 5.2054180
## 126 1.9703361 3.0060555 4.8824754 1.2152950 4.2680179 2.5683222
## 127 2.1522281 2.7532121 4.7095090 2.2367158 4.5741963 2.7703588
## 128 4.6705783 3.8746002 6.6175740 4.3870873 2.8758825 3.1462409
## 129 2.1715756 2.7731675 4.9444606 2.1657660 3.9721656 2.3804242
## 130 3.7660892 4.2063353 5.4364672 2.7151597 3.6672573 3.6574485
## 131 4.6785803 5.5238806 6.7016551 4.2391703 4.9808019 4.5594593
## 132 4.7871998 5.5947257 6.6744066 3.7698630 4.6100029 4.5502594
## 133 4.9910197 5.7106974 7.1626011 4.1083131 4.7777727 4.5334492
## 134 5.0504573 5.5734801 6.4747868 3.7652347 4.8318824 4.7662501
## 135 4.0131611 5.4797706 6.9564224 4.4760465 4.0722989 3.6957203
## 136 4.7335531 6.1443620 7.2554706 4.8558416 4.1671723 4.5188043
## 137 5.8095632 6.4298252 7.5324562 5.0242346 3.8468148 5.1320775
## 138 6.2046511 6.5716401 7.5448977 5.4279503 3.8992776 5.5814273
## 139 4.8327277 6.4106441 7.2698178 4.4657821 4.3899877 4.9672469
## 140 4.6956407 5.1008117 7.0632163 3.8438007 2.6148986 3.7096133
## 141 4.8380921 5.4791932 7.4150817 4.1449271 3.0302354 4.0696133
## 142 4.5299905 5.6943127 7.2068456 3.7360326 4.5359471 4.5074805
## 143 5.4565879 6.0475378 7.9464962 4.4229160 3.4239631 4.6231359
## 144 4.9422436 6.0052348 6.6473793 3.9513960 4.1987432 5.0761406
## 145 5.0308028 5.8246952 6.1226869 4.5388870 5.1633801 5.2665929
## 146 4.4351757 5.7460181 6.2554921 4.1396871 4.5693974 4.9204524
## 147 6.2134311 7.6734611 8.0264672 5.3093124 6.0740213 6.5492891
## 148 5.6454315 6.4014695 7.2711522 4.8119515 4.8411247 5.4624969
## 149 5.0304400 5.9470186 6.8194788 4.6070841 4.9217813 5.0598176
## 150 5.6982996 6.4121544 6.8238262 5.0808173 5.4410190 5.7467633
## 151 6.1578114 6.3539847 7.1944222 5.3653909 5.7492239 5.9678800
## 152 5.7927848 6.2125316 6.9623401 5.2585709 5.9568658 5.6966500
## 153 5.3880434 5.2122866 6.7158507 4.7507550 4.9929723 4.8296017
## 154 5.5284783 6.6031565 6.8456599 5.8585250 5.5751383 5.8720157
## 155 4.3718094 5.8869970 6.8122767 4.9198621 4.9723319 4.5909393
## 156 5.9640584 6.8527623 7.0544589 5.6945330 5.1864042 6.1194327
## 157 5.4039118 6.5082223 6.8093941 5.0730552 5.5135900 5.8055671
## 158 5.7905854 5.9145133 7.6878756 5.4324497 3.7345250 4.8098708
## 159 6.7486576 6.7454400 7.6452570 7.0231769 6.9679685 6.8098484
## 160 5.7029044 5.8944721 7.0364310 5.9547578 5.8947134 5.5703471
## 161 4.9073948 5.7247949 6.6127277 4.3384636 4.4131445 4.6421847
## 162 5.1781491 5.9781391 7.3650967 4.4693090 3.5524961 4.6964360
## 163 4.9484042 5.6432411 7.1852954 4.4857160 2.8914189 4.2934403
## 164 4.6962751 5.7895435 6.6265226 4.1212221 4.2611092 4.7498760
## 165 5.3965733 6.5240485 7.5258211 4.9133393 5.4097812 5.4054695
## 166 5.4066091 6.7036514 7.3187072 4.8456598 4.9405117 5.5895928
## 167 6.0119744 6.2730927 7.1740865 5.4879027 4.8938281 5.6188726
## 168 5.2410629 6.2165835 7.0898881 4.7063680 5.0790780 5.0869745
## 169 5.5335484 5.6828497 7.1401330 5.0539959 4.6886785 5.0838099
## 170 6.5244034 6.2920345 7.3648804 5.3243117 5.2687893 6.0464458
## 171 4.5568180 5.7652699 6.8673244 3.9561096 4.2693161 4.3500382
## 172 5.3955227 6.7070412 7.8292089 5.0665682 5.3443493 5.1928751
## 173 5.5011992 6.4559252 7.5265003 5.1676819 5.4478257 5.5356558
## 174 6.3194381 7.1315144 7.5048552 5.5897837 5.3081520 6.4094192
## 175 5.2673897 5.8151042 6.6513356 4.6677633 4.4655827 5.1306593
## 176 6.0715113 6.8838927 6.9477750 5.7981026 5.7339826 6.3518259
## 177 5.4973661 6.2979886 7.0225252 5.6339426 5.0074500 5.5409916
## 178 6.4831763 6.8981243 7.9224497 5.9011098 5.2609943 6.1920887
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## 116 4.1679652
## 117 2.6578021 4.1479577
## 118 2.6510265 3.9811169 2.0392563
## 119 4.2281393 6.1173904 3.6134652 4.2968591
## 120 3.4851102 4.3111193 2.0534412 2.7557508 3.0342337
## 121 2.6059972 4.6420601 2.9071855 2.9298516 4.7021673 2.9868280
## 122 5.2164107 6.8543490 7.0109418 5.9303005 8.6199714 7.2478071
## 123 3.6225287 5.3895483 4.5144675 3.5847725 5.2653483 3.9048435
## 124 4.8542170 6.3904924 4.5666081 4.5754649 4.4025685 3.2301482
## 125 4.7443307 5.9131755 4.3810284 4.6444790 5.8322816 3.6576783
## 126 1.6506007 4.2641011 1.8724071 2.3633004 3.5934658 2.3609382
## 127 2.0464865 4.8351339 2.7118708 2.8653795 4.1944987 3.2382389
## 128 3.0358916 4.5106498 4.5360339 3.8056498 5.7273549 4.6509048
## 129 1.8742122 3.9300233 2.0801042 1.8579735 4.2862206 2.7166721
## 130 3.0927123 5.0867805 3.3565937 3.6063353 2.9860712 2.3764955
## 131 4.9232105 6.7172150 4.3893840 3.8160468 4.3411461 4.8274856
## 132 4.5502158 6.7106713 4.3216046 4.0172519 3.3568980 4.3025025
## 133 4.4748530 6.8720816 4.4446870 4.1992277 3.8851888 4.7516373
## 134 4.7794108 6.7699480 4.5383304 4.1423893 3.8109939 4.4031445
## 135 4.0656372 5.6498153 4.2828988 4.4751517 3.1523994 4.3500534
## 136 4.6915561 6.3869122 4.9628299 4.8767512 3.0529093 4.6721789
## 137 5.0835157 6.6847596 5.4323682 5.3229324 3.5055749 4.6032882
## 138 5.2744182 6.8172538 6.1135603 5.5257558 4.6449840 5.1539371
## 139 4.6843639 6.4307678 4.8742268 4.7378248 2.5014528 4.2777271
## 140 3.3235517 5.6490886 4.5603777 3.7132359 3.9291149 4.4071261
## 141 3.6636641 6.1524538 4.5266174 4.0939669 3.4826838 4.3801359
## 142 4.0537111 6.6625431 4.0648320 4.1299553 2.7154511 4.1523742
## 143 4.0992041 6.4091179 5.0442161 4.3575179 4.0571084 4.9124292
## 144 4.5873377 6.2458629 4.8472683 4.4546420 2.9149832 3.8334125
## 145 5.4125713 7.2975804 4.9593850 4.7336312 3.6083879 4.4775771
## 146 4.7755328 6.6481346 4.3563408 4.1219696 2.7842728 3.7303504
## 147 6.0594870 8.0967205 5.8742636 6.0079381 3.1603993 5.1545070
## 148 5.0254620 7.4823368 5.5467336 5.4714688 3.4066967 4.9045909
## 149 4.8099124 7.2105018 5.2104234 4.9757738 3.5947502 4.8920235
## 150 5.6850070 7.8645187 5.7988767 5.2404799 4.3622541 5.4234684
## 151 5.8664537 8.1744893 6.1042937 5.2102354 5.5780962 6.0926652
## 152 5.7078351 8.1816230 5.8643420 5.4021597 5.1018053 5.9488769
## 153 4.7859145 7.2254854 5.4163848 4.4338026 5.6279164 5.7163985
## 154 5.9491237 7.6197167 6.1847820 5.9077455 4.4806653 5.5945097
## 155 4.8981254 6.7416207 4.7397137 4.5907040 3.7752691 4.8786516
## 156 5.9221726 7.5686495 6.2521503 5.9376311 4.1795328 5.2341188
## 157 5.4780612 7.5887118 5.7468039 5.5317547 3.7511589 5.0840083
## 158 4.7235108 6.8287363 5.8152064 5.2309811 4.9781572 5.5799965
## 159 6.6712564 8.5488578 7.5177662 6.8415259 7.3349030 7.4969844
## 160 5.5514444 7.5936158 6.3744110 5.9810900 5.9561110 6.3741981
## 161 4.4160989 6.7876737 5.0740717 4.9945055 3.1962151 4.5494531
## 162 4.5434179 6.3340727 5.1270091 4.3076954 3.7784588 4.7671978
## 163 4.1220545 6.0227876 4.9323701 4.1470695 3.8413244 4.5294459
## 164 4.6722330 6.7223578 4.5328105 4.2108961 2.8264350 4.0808814
## 165 5.2016036 7.4327014 5.3964956 5.1702506 3.8780586 5.3384522
## 166 5.2264522 7.0009152 5.3595767 5.0881284 3.3459740 4.6660317
## 167 5.6623304 7.4243805 6.2027376 5.3440604 5.1853901 5.8241080
## 168 5.0886985 7.1863155 5.2256802 5.2229802 3.3351259 4.9430264
## 169 5.0009082 7.1539012 5.5401000 4.7666909 5.1017629 5.5169877
## 170 5.6545525 8.0779667 6.3754952 5.5186622 5.6017301 6.0170085
## 171 4.3230930 6.5455090 4.1819135 4.2602850 2.4519071 3.9977642
## 172 5.0952293 7.5343749 5.4158677 5.5207090 3.4074931 5.4470255
## 173 5.2838830 7.6424755 5.6958408 5.4088344 4.2222035 5.6036391
## 174 6.0079585 7.9503987 6.3961488 6.0308473 4.0845954 5.4072226
## 175 4.9719194 6.9685117 5.3259350 4.7148194 4.0716325 4.7905425
## 176 6.3725578 8.2053036 6.3929403 5.7642354 4.7256497 5.7723811
## 177 5.7026888 7.5609777 5.9370396 5.2301293 4.7662295 5.6596503
## 178 5.7350009 8.0053267 6.7199758 6.0457978 5.3021210 6.2393384
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## 122 4.8693203
## 123 3.6645519 4.7885212
## 124 3.9657565 7.0578652 3.6041424
## 125 2.9512210 6.0128334 4.1213967 2.8259585
## 126 1.9212763 5.8647935 3.7315931 3.7310952 3.6559456
## 127 1.9397196 5.2949056 3.9927123 4.0979650 3.6470882 1.4604119
## 128 4.0121629 4.4416943 2.8065137 5.5769860 5.3365998 3.9740394
## 129 2.5044249 5.4190983 3.1628884 4.1721028 3.8618662 1.7506591
## 130 3.2075574 6.4799164 2.7882057 3.0065263 3.9168811 2.7265426
## 131 4.9586598 7.7588859 5.7222271 6.2905353 6.8842007 4.8423683
## 132 4.8066222 7.6479415 4.7891152 5.1714362 6.2220064 4.4601853
## 133 5.1244412 7.5536601 4.8454027 5.6702073 6.4960665 4.6672176
## 134 4.7775734 7.5248936 4.6574054 4.9230707 5.9688820 4.5853526
## 135 4.9142119 7.8211523 5.7193435 6.1651472 6.7735153 4.2511911
## 136 5.4197241 8.0918359 5.5959343 6.0313328 7.0752041 4.8237223
## 137 5.6207011 8.0488548 4.5367388 5.3581968 6.7023349 5.2406718
## 138 5.8309240 7.2135810 3.6864328 5.0763710 6.5512383 5.5271993
## 139 5.5590478 8.2869557 5.0052752 5.1103133 6.7382163 4.6534854
## 140 4.4547029 5.9790585 3.3173818 5.0875273 6.1226826 3.9609197
## 141 4.7887876 6.8289388 3.9368519 5.4130912 6.4784355 4.2330995
## 142 4.9291115 7.8497196 4.8801609 5.1986790 6.3788807 4.1390270
## 143 5.4214997 6.9960247 3.8997299 5.5455977 6.8761067 4.7261733
## 144 5.0527024 7.6485762 3.9058782 3.8050825 5.8091066 4.3542516
## 145 4.9870488 8.0214936 5.2949013 5.1484144 6.1528721 5.0322700
## 146 4.9402215 7.9413520 4.5263868 4.6514304 5.9895924 4.4962630
## 147 6.6683966 9.5503093 5.7108063 5.2127389 7.2094220 5.8119411
## 148 5.4468979 7.7739617 4.6831502 4.8285662 6.2994434 5.0262287
## 149 5.1823437 7.4644963 4.9638157 5.0979453 6.2533860 4.7923544
## 150 5.6188437 7.7312711 5.2512646 5.4305599 6.6344603 5.5402794
## 151 5.8250320 7.1735314 5.2321368 6.0226173 6.8900166 5.9207674
## 152 5.5860141 7.4749933 5.7660703 6.1046999 6.7551271 5.6664252
## 153 4.8843859 5.7902510 4.5738347 5.9085720 6.2398905 5.0804167
## 154 5.9756509 8.1390073 6.0329502 5.9469840 6.9452857 5.7982265
## 155 5.3414327 8.0105099 5.9079773 6.3609551 6.9981532 4.9211439
## 156 6.0724009 8.1436729 5.0252633 5.0481489 6.5924924 5.7821751
## 157 5.6794269 8.0047059 5.2494026 4.8464461 6.3297330 5.2468979
## 158 5.5323380 6.5213641 4.3824941 6.1093596 6.8563663 5.3610666
## 159 6.7376540 6.8888954 6.6578665 7.1626639 7.3754156 6.8461137
## 160 5.7156067 6.7146885 6.0125062 6.4487177 6.6731759 5.7360291
## 161 4.7264586 7.1762768 4.6278136 4.7630336 5.8830671 4.3811003
## 162 5.3224551 7.2610810 4.4922213 5.4537132 6.8674799 4.8193336
## 163 4.9978569 6.7296376 3.8448254 5.4015527 6.5715664 4.5675187
## 164 4.9041694 7.7952682 4.7016852 5.0273685 6.3239572 4.5402455
## 165 5.9114814 8.1790123 5.5946620 5.7600364 6.9969407 5.2717576
## 166 5.9416047 8.3219214 4.7401455 4.8844895 6.6372411 5.1669375
## 167 5.8425924 7.0998877 5.0118934 5.7970050 6.8632438 5.8147202
## 168 5.4681370 8.1426296 5.5595668 5.4743106 6.6205611 5.0261913
## 169 5.4187386 6.6819605 4.6484208 5.8144529 6.5685226 5.3270380
## 170 5.6733098 6.5815498 4.3243488 5.3109425 6.4262147 5.8081002
## 171 4.8352175 7.9466567 4.8917841 5.3099590 6.3789848 4.2954076
## 172 5.8938673 8.4632601 6.1042026 6.2724073 7.3457180 5.2292219
## 173 5.8667669 7.9154086 5.7391429 5.8904975 7.0279600 5.3814643
## 174 6.2318930 8.3175239 5.0367272 4.9281263 6.8084796 5.8765931
## 175 5.1885435 7.1234446 4.2731882 4.8568199 6.1124121 4.9916279
## 176 6.1463303 8.2245825 5.7870535 5.7997380 7.1039363 6.1531234
## 177 5.7655706 7.6044430 5.7000053 6.3300901 7.2269395 5.7569593
## 178 6.3026471 7.1996474 4.9437063 5.7412669 7.0765426 6.0133598
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## 128 3.8156057
## 129 1.8332865 2.8288006
## 130 3.2947115 3.6427624 2.9390140
## 131 4.9489112 5.8889901 4.8331620 4.9746180
## 132 4.6398648 5.2559446 4.4549215 3.6619801 2.1013474
## 133 4.6639909 4.8532634 4.3021935 3.9130388 2.7309676 1.3624066
## 134 4.8226372 5.4296125 4.6300898 3.7176759 2.4853581 0.9522508
## 135 4.1017176 4.7666590 4.2133690 4.0787360 4.1818147 3.8318794
## 136 4.7300783 5.0582819 4.7771002 4.0634252 4.0507298 3.3795961
## 137 5.5698211 4.8016849 5.1598569 3.0666420 4.7982734 3.2359289
## 138 5.6661868 4.2120601 5.1730493 3.3848183 5.8005228 4.2908335
## 139 4.8235977 5.1211334 4.6479922 3.4942503 4.4430479 3.2362814
## 140 4.0076301 3.1628866 3.6111353 3.0914395 4.0364600 3.0612823
## 141 4.3701798 3.7472340 3.9810667 3.1227430 3.9082045 2.8643110
## 142 4.3070755 5.0465382 4.1613956 3.4423012 3.2316812 2.0429556
## 143 4.9372696 3.9839683 4.3571973 3.5682255 4.2694913 3.0523892
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## 143 2.8617544 3.4974933 3.8771657 3.2997633 2.7485650 2.8067516
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## 170 3.3025291 3.0433083 5.6830011 4.9783311 4.1585215 3.8087680
## 171 2.0539574 2.4815408 2.8137573 2.3095797 2.3605417 3.7884728
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## 175 2.5975510 2.8144739 3.7808392 2.9883904 2.8962055 2.9307014
## 176 3.6235762 3.4376089 4.4462968 3.4700095 3.9834577 4.2629540
## 177 3.5139558 3.9433124 3.4432661 2.6860185 4.1391133 4.4238372
## 178 4.0650224 4.5916344 4.6514798 3.8363244 3.9344951 3.1466340
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## 140 2.6989117
## 141 2.3291909 1.3418875
## 142 2.3195393 2.7984705 2.0822166
## 143 2.6058707 1.3714889 1.3054555 2.4654840
## 144 1.9242258 2.6391229 2.7575248 2.8842063 2.6221886
## 145 3.5115017 3.8509218 3.5698788 2.8999539 4.0640917 3.4847322
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## 149 2.3810188 2.8601782 2.7410942 2.4230144 3.1122264 2.9444706
## 150 3.4536798 3.4941649 3.5302145 3.1838528 3.6828972 3.4580810
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## 155 3.0604376 3.6344932 3.2523904 3.0160486 4.0355421 4.3513967
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## 157 2.4090801 3.5060713 3.4584574 3.1367421 3.6980025 2.7810394
## 158 3.3157941 2.2224629 2.2616300 3.5853648 2.5920474 3.7835225
## 159 5.9754138 5.5161299 5.9731958 6.0799769 6.1234300 6.3143485
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## 161 2.5092106 2.7317159 2.7166098 2.9902454 3.2942482 2.8254183
## 162 2.0863262 1.7937304 1.9595980 2.4831528 1.8140004 2.2091930
## 163 2.2349231 1.1749850 1.2278746 2.8357928 1.6090051 2.5534094
## 164 2.2390945 2.7072328 2.2165382 1.8698121 2.7390105 2.4951591
## 165 2.4945319 3.2649921 3.0779648 2.2201995 3.1150752 3.2960602
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## 167 3.5560486 3.1007095 3.5000353 3.6964837 3.3881692 3.5152351
## 168 2.4199316 3.3120328 3.0539831 2.3170106 3.4175148 3.0928451
## 169 3.6667241 2.8354167 3.0194313 3.1029589 2.9890142 3.8270543
## 170 4.5673183 3.4242093 3.8180198 4.0077462 3.5031431 3.8071902
## 171 2.4686156 2.8782131 2.1984657 1.8711178 2.9178471 3.0531073
## 172 2.5632916 3.4908297 3.0246507 2.4712054 3.5509239 3.8339255
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## 177 3.3810503 3.4833352 3.3917824 3.5394684 3.8920685 4.0748558
## 178 3.4089416 3.1312279 3.4246970 3.9665646 3.2417427 3.4767519
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## 146 1.9799237
## 147 3.6460586 2.7050381
## 148 3.0012762 2.4448660 2.3266355
## 149 2.6631490 2.2408733 3.1387119 1.6681793
## 150 1.8280629 2.4632464 3.5530973 2.5258883 1.8783725
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## 156 3.5911192 2.7514677 3.1023841 1.9878545 2.2706149 2.9930001
## 157 3.1426645 2.5516270 2.9684065 1.8755487 1.1948228 2.3449877
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## 159 6.1489036 5.9189175 7.1344802 5.6031435 4.3350409 5.0510060
## 160 4.9932783 4.8025812 6.0382505 4.3573229 3.0623050 4.1067466
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## 171 2.2261210 1.7917943 2.9778335 2.4561622 2.5764811 2.8603005
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## 173 3.3241783 2.8916035 3.6500478 2.6599448 1.2811656 2.4806579
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## 177 2.8001606 2.7448016 4.6372828 3.4478250 2.3196018 2.2569889
## 178 4.3661264 3.7103241 4.0716185 2.5784849 2.2623992 3.0264162
## 151 152 153 154 155 156
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## 152 1.6419807
## 153 1.7399678 2.0874313
## 154 4.3770575 3.6998008 4.4520557
## 155 4.1466594 3.3885582 3.9069732 2.6596696
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## 158 3.9532564 3.9063660 3.4517292 3.3227839 3.4607474 2.9430522
## 159 5.0764712 4.7817361 4.4298399 4.0339704 5.1531281 5.1564132
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## 178 3.6507471 3.7876940 3.7353431 2.9991061 4.2712358 2.3795769
## 157 158 159 160 161 162
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## 158 3.2251809
## 159 4.4153225 4.6280362
## 160 3.3595912 3.5440324 1.7741712
## 161 2.0162673 2.7165241 5.2048814 3.7577220
## 162 3.0407155 2.9352894 5.6362373 4.6862960 3.0101789
## 163 3.2536834 2.0363173 5.6390600 4.5852294 2.7144540 1.5356135
## 164 2.8136924 3.3916280 6.1413418 4.9435303 2.5242254 2.0232195
## 165 1.9495096 3.1456040 4.6418841 3.5515633 2.7156129 2.6697183
## 166 1.9805323 3.0910210 5.6338977 4.6445268 2.6687567 2.4282611
## 167 2.5179294 2.7288256 4.0176320 3.3478694 3.0831214 2.5471028
## 168 1.8584840 3.2075549 5.1569360 3.7713797 1.9020409 2.7778732
## 169 2.9278599 2.3699651 3.8898579 3.1637491 3.3084522 2.7373756
## 170 3.5624713 3.5208947 5.2102045 4.6773293 3.6152105 3.4605971
## 171 3.3103807 3.4617233 6.6040300 5.1948137 2.4026851 2.7942833
## 172 2.5604219 3.2883094 5.4598904 3.9833669 2.1861097 3.2412331
## 173 1.7979592 3.0937001 4.0079439 2.9389229 2.7352106 2.7837603
## 174 1.8689215 3.4065447 5.7050444 4.8124048 2.5992860 2.8327132
## 175 1.8126856 2.3850448 4.5804417 3.6365175 2.2744484 2.0923330
## 176 2.3566275 3.7940272 5.0025964 4.2183444 3.1426430 3.0568216
## 177 2.7881622 3.0836183 4.4001040 3.4821403 3.1727848 2.7867933
## 178 2.2127641 2.3514858 3.8670825 3.2854207 2.9244213 3.1025953
## 163 164 165 166 167 168
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## 164 2.2982068
## 165 3.1845769 2.5982333
## 166 2.5383356 2.5109642 2.1715935
## 167 2.9888584 3.0524457 2.4274203 3.0206345
## 168 3.1851341 2.1615307 1.4369048 2.4246045 2.6204130
## 169 2.8945606 3.0418232 2.2061735 3.1352705 1.5280171 2.7668264
## 170 3.7140780 3.5427981 3.5577788 3.8250022 2.3419381 3.6289842
## 171 2.6408173 1.3161579 2.8929943 2.8919149 3.8149728 2.2809744
## 172 3.3235667 2.6688360 1.8695112 2.9418271 3.5067540 1.5260223
## 173 3.2895189 2.8977812 0.9876992 2.6350453 2.3241749 1.7214339
## 174 3.0623259 2.8150047 2.9788878 1.8955556 2.8706801 2.7220010
## 175 2.2968934 2.0854878 1.9713284 1.9795566 1.3810542 2.0019375
## 176 3.5229810 2.5245475 2.8151254 3.2146053 2.0553740 2.6050292
## 177 2.9230488 2.6114524 2.7563698 3.4867387 2.2298979 2.7783853
## 178 3.0581820 3.7923985 2.7439259 2.7153415 2.1200652 3.1624892
## 169 170 171 172 173 174
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## 170 2.4812079
## 171 3.5776635 4.1579134
## 172 3.3787699 4.4623211 2.3089861
## 173 2.1827829 3.6182593 3.3373738 2.0694705
## 174 3.5160881 3.3136032 3.4973852 3.5130648 3.0172097
## 175 1.6442588 2.3182548 2.8141780 2.9431160 2.0928913 2.0451237
## 176 2.8769988 3.1935247 3.4926166 3.3980616 2.6912069 2.6466446
## 177 2.4760349 3.8214066 3.3581710 3.0427111 2.4194862 3.4843010
## 178 2.4541920 2.8865733 4.3135471 3.5771478 2.4628742 2.4181907
## 175 176 177
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## 177 2.3136390 1.7713327
## 178 2.0730713 3.1544050 3.2072179
#Hierarical cluster with methods complete and single linkages
complt=hclust(distance,method = "complete")
singl=hclust(distance,method = "single")
#A Tree like structure => DENDOGRAM
windows()
plot(complt,hang = -5)
#cut tree
groups <- cutree(complt,k=7) # Cutting the dendrogram for 5 clusters
groups
## [1] 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 2 1 1 1
## [38] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 4 4 5 5 4 4 5 5 4 6 4 2 5 2
## [75] 5 4 5 4 6 4 5 5 4 7 4 5 4 4 4 4 4 4 4 5 5 6 6 5 5 5 5 5 4 4 5 4 5 4 4 4 5
## [112] 4 4 4 4 5 5 5 4 4 4 2 4 5 5 4 4 4 4 4 4 4 4 4 4 4 7 7 7 7 7 4 7 7 7 4 7 7
## [149] 7 7 7 7 7 7 4 7 7 7 7 7 7 7 7 4 7 7 7 7 7 7 4 7 7 7 7 7 7 7
str(groups)
## int [1:178] 1 1 1 1 2 1 1 1 1 1 ...
groups <- as.data.frame(groups) # cluster numbering
final1 <- cbind(groups,winepca) # binding column wise with orginal data
View(final1)
tcomp=as.data.frame(final1[,c(2,16:25)])
#Logistic regression
m1=glm(Type~Comp.1+Comp.2+Comp.3+Comp.4+Comp.5+Comp.6+Comp.7+Comp.8+Comp.9+Comp.10,data=tcomp)
summary(m1)
##
## Call:
## glm(formula = Type ~ Comp.1 + Comp.2 + Comp.3 + Comp.4 + Comp.5 +
## Comp.6 + Comp.7 + Comp.8 + Comp.9 + Comp.10, data = tcomp)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.310357 -0.080015 0.007208 0.081470 0.254307
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.668539 0.008759 190.493 < 2e-16 ***
## Comp.1 0.169974 0.003805 44.671 < 2e-16 ***
## Comp.2 0.107203 0.005387 19.901 < 2e-16 ***
## Comp.3 0.033292 0.007284 4.570 9.43e-06 ***
## Comp.4 0.076314 0.009094 8.392 1.94e-14 ***
## Comp.5 0.078932 0.009335 8.455 1.33e-14 ***
## Comp.6 0.103970 0.010614 9.795 < 2e-16 ***
## Comp.7 0.010367 0.011828 0.876 0.3820
## Comp.8 0.029691 0.014856 1.999 0.0473 *
## Comp.9 0.110317 0.015945 6.919 9.29e-11 ***
## Comp.10 0.073855 0.017229 4.287 3.06e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.01365631)
##
## Null deviance: 39.4438 on 177 degrees of freedom
## Residual deviance: 2.2806 on 167 degrees of freedom
## AIC: -246.46
##
## Number of Fisher Scoring iterations: 2
colnames(wine)
## [1] "Type" "Alcohol" "Malic" "Ash"
## [5] "Alcalinity" "Magnesium" "Phenols" "Flavanoids"
## [9] "Nonflavanoids" "Proanthocyanins" "Color" "Hue"
## [13] "Dilution" "Proline"
m11=glm(Type~Alcohol+Malic+Ash+Alcalinity+Magnesium+Phenols+Flavanoids+Nonflavanoids+Proanthocyanins+Color+Hue+Dilution+Proline, data=wine)
summary(m11)
##
## Call:
## glm(formula = Type ~ Alcohol + Malic + Ash + Alcalinity + Magnesium +
## Phenols + Flavanoids + Nonflavanoids + Proanthocyanins +
## Color + Hue + Dilution + Proline, data = wine)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.48073 -0.11395 0.01175 0.09996 0.37581
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.353e+00 3.493e-01 12.464 < 2e-16 ***
## Alcohol -1.431e-01 2.594e-02 -5.517 1.32e-07 ***
## Malic -1.505e-02 1.547e-02 -0.973 0.332131
## Ash -3.031e-01 7.235e-02 -4.190 4.56e-05 ***
## Alcalinity 3.400e-02 6.016e-03 5.651 6.91e-08 ***
## Magnesium -1.961e-04 1.119e-03 -0.175 0.861118
## Phenols 7.432e-02 4.467e-02 1.664 0.098047 .
## Flavanoids -1.354e-01 3.564e-02 -3.799 0.000204 ***
## Nonflavanoids 1.018e-02 1.446e-01 0.070 0.943962
## Proanthocyanins 4.950e-02 3.297e-02 1.501 0.135244
## Color 1.247e-02 1.008e-02 1.238 0.217439
## Hue 7.493e-02 9.383e-02 0.799 0.425716
## Dilution -1.382e-01 3.679e-02 -3.755 0.000240 ***
## Proline -6.253e-04 7.165e-05 -8.727 2.84e-15 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.03191055)
##
## Null deviance: 39.4438 on 177 degrees of freedom
## Residual deviance: 5.2333 on 164 degrees of freedom
## AIC: -92.617
##
## Number of Fisher Scoring iterations: 2
#Influential Records
library(MASS)
library(mvinfluence)
## Loading required package: car
## Warning: package 'car' was built under R version 3.6.2
## Loading required package: carData
## Loading required package: heplots
windows()
influencePlot(m1)
## StudRes Hat CookD
## 5 -2.4765617 0.03640385 0.020436629
## 44 -2.7686073 0.04310651 0.030186520
## 70 0.3141082 0.19343399 0.002162764
## 96 1.6787322 0.21687448 0.070185041
## 116 -2.1894888 0.12438277 0.060531708
#NEW DATASET AFTER by REMOVING influential Records
newdat=as.data.frame(final1[-c(96,70,116,44,5),])
newdat
## groups Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 1 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 1 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 1 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 6 1 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 1 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 1 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 1 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 1 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 1 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 1 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 1 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 1 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 1 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 1 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 1 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 1 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 1 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 1 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 1 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 2 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 1 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 1 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 2 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 1 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 1 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 1 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 2 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 1 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 1 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 1 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 1 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 1 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 45 1 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 1 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 1 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 1 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 1 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 1 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 1 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 1 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 1 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 1 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 3 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 4 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 4 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 5 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 5 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 4 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 4 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 5 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 5 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 4 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 71 4 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 72 2 2 13.86 1.51 2.67 25.0 86 2.95 2.86
## 73 5 2 13.49 1.66 2.24 24.0 87 1.88 1.84
## 74 2 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 5 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 4 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 5 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 4 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 6 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 4 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 5 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 5 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 4 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 7 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 4 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 5 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 4 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 4 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 4 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 4 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 4 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 4 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 4 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 5 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 5 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 97 6 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 5 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 5 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 5 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 5 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 5 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 4 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 4 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 5 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 4 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 5 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 4 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 4 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 4 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 5 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 4 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 4 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 4 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 4 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 117 5 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 5 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 4 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 4 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 4 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 122 2 2 11.56 2.05 3.23 28.5 119 3.18 5.08
## 123 4 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 5 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 5 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 4 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 4 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 4 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 4 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 4 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 4 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 4 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 4 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 4 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 4 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 4 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 7 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 7 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 7 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 7 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 7 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 4 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 7 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 7 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 7 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 4 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 7 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 7 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 7 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 7 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 7 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 7 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 7 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 7 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 4 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 7 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 7 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 7 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 159 7 2 14.34 1.68 2.70 25.0 98 2.80 1.31
## 160 7 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 7 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 7 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 7 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 4 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 7 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 7 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 7 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 7 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 7 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 7 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 4 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 7 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 7 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 7 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 7 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 7 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 7 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 7 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline Comp.1
## 1 0.28 2.29 5.640000 1.040 3.92 1065 -3.70511401
## 2 0.26 1.28 4.380000 1.050 3.40 1050 -2.56988231
## 3 0.30 2.81 5.680000 1.030 3.17 1185 -2.91596582
## 4 0.24 2.18 7.800000 0.860 3.45 1480 -4.22760773
## 6 0.34 1.97 6.750000 1.050 2.85 1450 -3.53573804
## 7 0.30 1.98 5.250000 1.020 3.58 1290 -2.91782484
## 8 0.31 1.25 5.050000 1.060 3.58 1295 -2.58354795
## 9 0.29 1.98 5.200000 1.080 2.85 1045 -2.94456914
## 10 0.22 1.85 7.220000 1.010 3.55 1045 -3.13865831
## 11 0.22 2.38 5.750000 1.250 3.17 1510 -3.85588651
## 12 0.26 1.57 5.000000 1.170 2.82 1280 -2.22474263
## 13 0.29 1.81 5.600000 1.150 2.90 1320 -2.55843654
## 14 0.43 2.81 5.400000 1.250 2.73 1150 -3.84047401
## 15 0.29 2.96 7.500000 1.200 3.00 1547 -4.70169763
## 16 0.30 1.46 7.300000 1.280 2.88 1310 -2.80584729
## 17 0.33 1.97 6.200000 1.070 2.65 1280 -2.72025457
## 18 0.40 1.72 6.600000 1.130 2.57 1130 -2.40669942
## 19 0.32 1.86 8.700000 1.230 2.82 1680 -4.02866660
## 20 0.17 1.66 5.100000 0.960 3.36 845 -2.53837484
## 21 0.24 2.10 5.650000 1.090 3.71 780 -3.46011166
## 22 0.25 1.98 4.500000 1.030 3.52 770 -1.53563825
## 23 0.27 1.69 3.800000 1.110 4.00 1035 -2.87570222
## 24 0.26 1.46 3.930000 1.090 3.63 1015 -2.00928852
## 25 0.28 1.66 3.520000 1.120 3.82 845 -2.12619127
## 26 0.47 1.92 3.580000 1.130 3.20 830 -1.48068630
## 27 0.34 1.45 4.800000 0.920 3.22 1195 -2.24431182
## 28 0.27 1.35 3.950000 1.020 2.77 1285 -1.68008459
## 29 0.37 1.76 4.500000 1.250 3.40 915 -2.60416034
## 30 0.26 1.98 4.700000 1.040 3.59 1035 -2.63745238
## 31 0.29 2.38 5.700000 1.190 2.71 1285 -2.91942323
## 32 0.22 1.95 6.900000 1.090 2.88 1515 -3.12149918
## 33 0.42 1.97 3.840000 1.230 2.87 990 -2.03983135
## 34 0.50 1.35 5.400000 1.250 3.00 1235 -2.42213153
## 35 0.29 1.54 4.200000 1.100 2.87 1095 -1.88869546
## 36 0.26 1.86 5.100000 1.040 3.47 920 -2.28538578
## 37 0.34 1.36 4.600000 1.090 2.78 880 -1.86643136
## 38 0.29 1.44 4.250000 1.120 2.51 1105 -1.57753179
## 39 0.28 1.37 3.700000 1.180 2.69 1020 -1.86251766
## 40 0.20 2.08 5.100000 0.890 3.53 760 -3.00813067
## 41 0.34 2.34 6.130000 0.950 3.38 795 -2.95615250
## 42 0.27 1.48 4.280000 0.910 3.00 1035 -1.16761771
## 43 0.17 1.70 5.430000 0.880 3.56 1095 -3.47018007
## 45 0.28 2.03 5.040000 0.880 3.35 885 -2.44083744
## 46 0.30 1.25 5.240000 0.870 3.33 1080 -1.73720648
## 47 0.27 2.19 4.900000 1.040 3.44 1065 -3.15352240
## 48 0.21 2.14 6.100000 0.910 3.33 985 -3.17892272
## 49 0.32 2.38 6.200000 1.070 2.75 1060 -2.47472856
## 50 0.32 2.08 8.900000 1.120 3.10 1260 -3.17059333
## 51 0.17 2.91 7.200000 1.120 2.91 1150 -3.50014056
## 52 0.22 2.29 5.600000 1.240 3.37 1265 -3.23904536
## 53 0.32 1.87 7.050000 1.010 3.26 1190 -3.90403828
## 54 0.39 1.68 6.300000 1.130 2.93 1375 -2.74931188
## 55 0.21 1.62 5.850000 0.920 3.20 1060 -2.59105279
## 56 0.20 2.45 6.250000 0.980 3.03 1120 -2.88331241
## 57 0.26 2.03 6.380000 0.940 3.31 970 -3.16770812
## 58 0.31 1.66 6.000000 1.070 2.84 1270 -2.64338916
## 59 0.19 2.04 6.800000 0.890 2.87 1285 -3.56248532
## 60 0.28 0.42 1.950000 1.050 1.82 520 1.32815820
## 61 0.63 0.41 3.270000 1.250 1.67 680 1.76062948
## 62 0.53 0.62 5.750000 0.980 1.59 450 2.00829716
## 63 0.32 0.73 3.800000 1.230 2.46 630 0.30095151
## 64 0.19 1.87 4.450000 1.220 2.87 420 -1.45545054
## 65 0.45 1.03 2.950000 1.450 2.23 355 0.97588162
## 66 0.37 2.08 4.600000 1.190 2.30 678 -0.50182324
## 67 0.26 2.28 5.300000 1.120 3.18 502 -1.66505020
## 68 0.27 1.04 4.680000 1.120 3.48 510 0.27782435
## 69 0.55 0.42 3.170000 1.020 1.93 750 0.99095737
## 71 0.37 1.46 3.050000 0.906 1.82 870 1.78133863
## 72 0.21 1.87 3.380000 1.360 3.16 410 -1.18189240
## 73 0.27 1.03 3.740000 0.980 2.78 472 1.01213723
## 74 0.21 1.96 3.350000 1.310 3.50 985 -2.08193383
## 75 0.13 1.65 3.210000 0.990 3.13 886 -1.30924432
## 76 0.34 1.15 3.800000 1.230 2.14 428 1.25874940
## 77 0.24 1.46 4.600000 1.190 2.48 392 0.08529669
## 78 0.43 0.95 2.650000 0.960 2.52 500 1.71501059
## 79 0.35 2.76 3.400000 1.060 2.31 750 -0.81601011
## 80 0.43 1.95 2.570000 1.190 3.13 463 0.01146323
## 81 0.30 1.43 2.500000 1.380 3.12 278 -0.15972117
## 82 0.26 1.77 3.900000 1.160 3.14 714 -0.58709106
## 83 0.40 1.40 2.200000 1.310 2.72 630 0.91234648
## 84 0.61 1.62 4.800000 0.840 2.01 515 2.60658026
## 85 0.22 2.35 3.050000 0.790 3.08 520 -0.36646360
## 86 0.30 1.46 2.620000 1.230 3.16 450 -0.30601978
## 87 0.43 1.56 2.450000 1.330 2.26 495 1.19761667
## 88 0.40 1.34 2.600000 1.360 3.21 562 0.98325812
## 89 0.48 1.35 2.800000 1.000 2.75 680 1.43454534
## 90 0.42 1.38 1.740000 1.070 3.21 625 0.98664243
## 91 0.52 1.64 2.400000 1.080 2.27 480 1.67162465
## 92 0.50 1.63 3.600000 1.050 2.65 450 1.86500462
## 93 0.58 1.62 3.050000 0.960 2.06 495 2.16492195
## 94 0.25 1.99 2.150000 1.150 3.30 290 -0.23128682
## 95 0.17 1.35 3.250000 1.160 2.96 345 -0.42443689
## 97 0.14 1.56 2.500000 0.950 2.26 625 0.82633732
## 98 0.29 1.77 2.900000 1.230 2.74 428 -0.48355759
## 99 0.24 1.95 4.500000 1.040 2.77 660 -1.68885851
## 100 0.45 2.81 2.300000 1.420 2.83 406 -0.84915767
## 101 0.26 1.40 3.300000 1.270 2.96 710 -0.28942040
## 102 0.29 1.35 2.450000 1.040 2.77 562 0.94320328
## 103 0.34 1.31 2.800000 0.800 3.38 438 0.51113210
## 104 0.37 1.42 2.060000 0.940 2.44 415 1.10054576
## 105 0.32 1.48 2.940000 1.040 3.57 672 0.06080245
## 106 0.66 1.42 2.700000 0.860 3.30 315 2.03639462
## 107 0.37 1.63 3.400000 1.000 3.17 510 0.76929929
## 108 0.48 1.63 3.300000 0.880 2.42 488 1.86984654
## 109 0.39 2.08 2.700000 0.860 3.02 312 0.39545217
## 110 0.29 2.49 2.650000 0.960 3.26 680 -1.05147342
## 111 0.24 3.58 2.900000 0.750 2.81 562 -0.86876740
## 112 0.26 1.22 2.000000 0.900 2.78 325 0.68253690
## 113 0.60 1.05 3.800000 1.230 2.50 607 1.51332416
## 114 0.42 1.44 3.080000 1.100 2.31 434 0.88771183
## 115 0.43 1.04 2.900000 0.930 3.19 385 0.87970488
## 117 0.30 1.53 1.950000 0.950 3.33 495 0.73408095
## 118 0.34 1.61 2.060000 1.060 2.96 345 0.54096921
## 119 0.43 0.83 3.400000 0.700 2.12 372 2.58015150
## 120 0.37 1.87 1.280000 0.930 3.05 564 0.95055560
## 121 0.32 1.83 3.250000 0.800 3.39 625 -0.28799757
## 122 0.47 1.87 6.000000 0.930 3.69 465 -0.93604765
## 123 0.43 1.71 2.080000 0.920 3.12 365 1.42657852
## 124 0.30 2.01 2.600000 0.730 3.10 380 0.74456068
## 125 0.21 2.91 2.800000 0.750 3.64 380 -0.48711711
## 126 0.37 1.35 2.760000 0.860 3.28 378 0.53048837
## 127 0.39 1.77 3.940000 0.690 2.84 352 0.35026917
## 128 0.58 1.76 3.000000 0.970 2.44 466 1.87095458
## 129 0.40 1.90 2.120000 0.890 2.78 342 0.89082981
## 130 0.42 1.35 2.600000 0.790 2.57 580 2.00582110
## 131 0.21 0.94 4.100000 0.760 1.29 630 1.47395125
## 132 0.24 0.83 5.400000 0.740 1.42 530 2.42793215
## 133 0.27 0.83 5.700000 0.660 1.36 560 2.95946812
## 134 0.17 0.84 5.000000 0.780 1.29 600 2.21763126
## 135 0.60 1.25 5.450000 0.750 1.51 650 2.47210831
## 136 0.63 0.94 7.100000 0.730 1.58 695 3.04187807
## 137 0.53 0.80 3.850000 0.750 1.27 720 3.84221608
## 138 0.63 1.10 5.000000 0.820 1.69 515 3.84280913
## 139 0.58 0.88 5.700000 0.810 1.82 580 3.05782248
## 140 0.53 0.81 4.920000 0.890 2.15 590 2.42631261
## 141 0.53 0.75 4.600000 0.770 2.31 600 2.78021425
## 142 0.37 0.64 5.600000 0.700 2.47 780 2.30557663
## 143 0.50 0.55 4.350000 0.890 2.06 520 2.95511854
## 144 0.47 1.02 4.400000 0.910 2.05 550 2.38535498
## 145 0.29 1.14 8.210000 0.650 2.00 855 2.20296259
## 146 0.43 1.30 4.000000 0.600 1.68 830 2.62691305
## 147 0.40 0.68 4.900000 0.580 1.33 415 4.12566664
## 148 0.47 0.86 7.650000 0.540 1.86 625 3.44925410
## 149 0.45 1.25 8.420000 0.550 1.62 650 2.72086930
## 150 0.34 1.14 9.400000 0.570 1.33 550 2.78347623
## 151 0.22 1.25 8.600000 0.590 1.30 500 2.23778907
## 152 0.24 1.26 10.800000 0.480 1.47 480 2.47748320
## 153 0.26 1.56 7.100000 0.610 1.33 425 1.85493299
## 154 0.61 1.87 10.520000 0.560 1.51 675 2.63448042
## 155 0.53 1.40 7.600000 0.580 1.55 640 2.76445350
## 156 0.61 1.55 7.900000 0.600 1.48 725 3.43522642
## 157 0.48 1.56 9.010000 0.570 1.64 480 2.76264473
## 158 0.63 1.14 7.500000 0.670 1.73 880 3.29422655
## 159 0.53 2.70 13.000000 0.570 1.96 660 0.97681632
## 160 0.52 2.29 11.750000 0.570 1.78 620 1.57595123
## 161 0.50 1.04 7.650000 0.560 1.58 520 3.10619463
## 162 0.50 0.80 5.880000 0.960 1.82 680 2.20528243
## 163 0.60 0.96 5.580000 0.870 2.11 570 2.83576004
## 164 0.40 0.94 5.280000 0.680 1.75 675 2.58405655
## 165 0.41 1.03 9.580000 0.700 1.68 615 2.84476867
## 166 0.52 1.15 6.620000 0.780 1.75 520 3.43083210
## 167 0.43 1.46 10.680000 0.850 1.56 695 2.27893429
## 168 0.40 0.97 10.260000 0.720 1.75 685 2.84719410
## 169 0.39 1.54 8.660000 0.740 1.80 750 2.11349017
## 170 0.27 1.11 8.500000 0.670 1.92 630 2.25887978
## 171 0.40 0.73 5.500000 0.660 1.83 510 3.23753645
## 172 0.48 0.64 9.899999 0.570 1.63 470 3.57651416
## 173 0.44 1.24 9.700000 0.620 1.71 660 2.33869625
## 174 0.52 1.06 7.700000 0.640 1.74 740 3.16224501
## 175 0.43 1.41 7.300000 0.700 1.56 750 2.51923685
## 176 0.43 1.35 10.200000 0.590 1.56 835 2.50741302
## 177 0.53 1.46 9.300000 0.600 1.62 840 2.27936963
## 178 0.56 1.35 9.200000 0.610 1.60 560 2.99529460
## Comp.2 Comp.3 Comp.4 Comp.5 Comp.6
## 1 -1.10766542 -0.07690375 0.116550349 0.762488597 -0.272815952
## 2 0.31461351 -2.07573265 -0.489453460 -0.281681816 -0.895148406
## 3 -0.83139130 1.01692551 0.589212601 -0.481986166 0.425678205
## 4 -2.28480194 -0.01578513 0.650952749 -0.256198797 0.392939771
## 6 -1.83505847 -0.53825846 -0.528505411 -0.200835616 0.427538293
## 7 -1.06982551 -0.96611694 -0.439329170 -0.932229649 -0.353097766
## 8 -1.53054168 0.15520773 -1.192068255 0.362883712 -1.294071556
## 9 -0.80691313 -1.74612951 -0.193168038 -0.758684873 0.128647389
## 10 -0.60684887 -0.94662247 0.230536499 -0.478024796 0.286768302
## 11 -0.96467254 -0.34800944 0.005467436 -0.220181576 0.014552930
## 12 -0.65611871 -1.22640103 -1.146145323 -0.407041978 -0.351788309
## 13 -0.64553460 -0.88720901 -0.776603500 -0.978927349 0.040512553
## 14 -0.83968110 -1.15208665 -0.355610701 -1.650305708 1.214770723
## 15 -1.58747675 -1.11591685 0.248541864 -0.692983412 1.185686480
## 16 -1.52451816 0.24325243 -1.471256357 0.137604885 -0.147889268
## 17 -2.14868386 0.89774147 -0.782151530 0.402101302 0.049816604
## 18 -1.53360721 0.81777891 -1.103460133 0.075157406 0.498264148
## 19 -2.13071962 -0.36970005 -0.983248052 -0.416704723 0.839404362
## 20 -0.97210761 -0.14201274 0.597546574 0.404946334 -1.571678707
## 21 -0.50192962 -0.29729056 0.365523707 0.919518356 -0.256207529
## 22 -0.35016410 0.87474104 0.743191089 -0.461770485 -1.529984482
## 23 0.17638274 -0.35280118 -0.353329449 -0.552540367 -0.949989005
## 24 0.43342506 0.04940933 -0.753065665 -0.442506986 -0.846291163
## 25 0.28030818 0.80349916 -0.550100405 -0.726181261 -0.910577711
## 26 -0.98158065 3.75369058 -1.413395717 0.386853547 -0.483296598
## 27 -0.70784220 -0.13128822 -0.736981011 -1.072554746 -0.389554705
## 28 -0.07456014 -1.46220976 -0.751995099 -0.333896070 -0.626161384
## 29 -0.59637292 1.35983807 -1.121687826 -0.563336204 -0.420613947
## 30 -0.14170877 -1.11009809 0.034555599 -0.614164415 -0.293174816
## 31 -1.03514846 1.41397201 -0.502935552 -0.348186357 0.693365182
## 32 -1.25939465 -0.27208917 -0.261294512 0.146834148 0.261372462
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## 43 -0.90443737 -0.26481373 0.384838808 -0.519047501 -0.657317956
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## 48 -0.44329155 -1.10343316 0.980862066 -0.308463574 0.245811838
## 49 -1.14872573 -0.02568692 0.132344378 -0.367791321 0.533908491
## 50 -1.51934161 -0.56153750 -0.078884855 -0.202265795 0.906553020
## 51 0.08236477 -1.91069539 1.210401648 -0.221013996 1.082763775
## 52 -0.55045025 0.01561789 -0.466513701 -0.605443397 -0.007626502
## 53 -1.25345139 -0.42756787 0.055822431 -0.406850218 0.449719423
## 54 -1.73986513 0.37109597 -1.286177286 -0.036960682 -0.008741353
## 55 -0.92179330 -0.92030144 0.071503366 0.845710061 -0.519896069
## 56 -1.10498179 0.58707584 0.622906204 0.794774557 0.307018424
## 57 -1.20038591 -0.53186159 0.439062251 0.405198112 0.082519518
## 58 -1.11434803 0.26612954 -0.736398105 -0.466524199 -0.091777981
## 59 -1.41050030 -0.18543613 0.390433910 0.136404217 0.423184990
## 60 2.82570230 -4.68038351 -0.831208540 0.770726307 -0.393303229
## 61 1.13548183 -0.98462863 -3.023298413 0.210711845 0.378904946
## 62 0.58902575 -1.65325842 -1.354778821 0.392656102 0.812386142
## 63 1.30899458 -1.80215501 -1.176593176 0.170996828 -0.207381145
## 64 2.39468656 0.05136334 0.861054383 -0.092721225 0.946947289
## 65 1.86333665 0.59163659 -2.070170790 0.706686080 -0.068604577
## 66 1.06982577 0.62018517 -0.466750207 0.370638909 1.172160266
## 67 2.34697217 -1.95067410 1.386422772 -0.805886066 1.585238114
## 68 2.47852960 -1.12445468 -0.065036133 -0.517502339 0.106520470
## 69 0.16874398 -0.73152367 -2.424675957 0.494854353 0.113187885
## 71 0.71613959 -0.66436676 -0.762796980 1.289214106 0.035980748
## 72 1.40168779 1.99239458 -0.029058409 -0.644758709 0.147260246
## 73 1.03862133 0.04735584 -0.175239696 -0.180169590 -0.382753504
## 74 0.47535984 3.53208078 -0.018194898 2.339068950 -0.291389358
## 75 1.75222327 0.53459829 0.654853672 0.984314671 0.076236747
## 76 2.31447271 -1.63650924 -0.560015792 0.907424706 -0.063213407
## 77 2.24908424 -2.45309748 0.072636297 0.304240171 0.659324939
## 78 1.20972857 -0.29214291 -0.437733142 1.025496710 -1.075117295
## 79 1.16562431 -1.05506054 0.383498172 3.040287602 1.133251333
## 80 1.24301062 1.79697147 0.791273011 -0.564431211 -0.606434356
## 81 3.51340649 -0.43157270 -0.397820972 0.008380108 0.300874399
## 82 1.71446760 -0.34580128 0.252023113 -0.297115248 0.102381529
## 83 2.34181218 1.21999559 -1.424532290 -0.623897088 0.307469172
## 84 -0.21365198 0.41454876 0.226651920 -1.367346768 0.238865754
## 85 1.75947834 0.64801895 0.951022850 0.702872048 0.623392111
## 86 2.22437353 -0.27291171 -0.620293336 0.575081273 -0.057850008
## 87 2.15667500 0.67704814 -1.106070825 0.068815596 0.354460475
## 88 2.34826659 2.18879754 -1.297745490 -0.205514956 -0.184273557
## 89 1.67568738 0.85857422 -0.689962932 -0.651447575 0.076421441
## 90 2.58388972 0.72376144 -0.606996815 -1.325854982 0.202955281
## 91 1.91871735 -0.16106487 -0.826431975 -0.690377603 0.507608307
## 92 1.65706797 0.67704403 -0.819646406 -0.292529955 0.651594786
## 93 1.28374102 -0.19624588 -0.930341744 -0.864533153 0.964051085
## 94 2.51130924 0.09452985 1.177898731 -0.312972809 -0.599417411
## 95 2.47757994 0.14327145 0.612888987 0.713226294 -0.483951168
## 97 0.48164962 1.35253340 -0.086004326 3.375665648 -1.298842453
## 98 2.77859389 -1.10292277 0.268622936 -0.164085163 0.490415754
## 99 1.95415202 -0.14095786 1.055603554 -0.239650440 1.253023946
## 100 2.50484934 0.75166933 0.937677629 -0.982660879 0.688594880
## 101 2.54697473 -1.57856497 0.218874409 0.593554514 -0.306315781
## 102 2.21674569 -1.56288900 -0.217197017 0.354965454 -0.224058486
## 103 1.26096304 0.98833974 0.621604333 -0.087759975 -0.720292326
## 104 2.60223175 -0.83943166 0.436162783 -0.085350007 0.269383478
## 105 2.21392547 -0.50722403 0.277866972 -0.458149389 -0.157893814
## 106 1.47849126 0.82871479 -0.282928937 -1.162024009 0.071359391
## 107 2.14647194 -0.54600968 0.160969471 -0.606169959 0.193093299
## 108 1.16473795 0.21036394 -0.276475488 -0.536110019 0.539191714
## 109 2.40186939 -0.48123456 1.008735434 0.062111717 0.869590900
## 110 1.89197126 1.82286941 0.771875017 0.154427495 0.702389806
## 111 1.87617500 0.27175531 4.117747105 0.876924790 0.715650843
## 112 1.95982857 0.03690507 0.838416763 -0.240057353 -0.746120010
## 113 0.64750919 1.90922663 -1.993887395 -0.153233801 -0.312201308
## 114 2.27081693 0.98390391 -0.884666377 0.059948520 0.973317880
## 115 1.93035036 1.23995472 -0.451250011 -0.824788798 0.094201439
## 117 2.81038403 -0.37810839 0.452412130 0.059802697 -0.166854410
## 118 2.01801836 0.66282773 0.077249774 1.019257403 -0.204509681
## 119 0.86536267 -1.99701245 0.463369704 -0.946824006 -0.854325740
## 120 2.17444762 -0.42005158 1.170251296 -0.502385524 -0.804380867
## 121 1.67636885 1.14652297 1.265305741 -0.063912414 -0.052588681
## 122 0.29018869 5.43290438 0.413514147 0.265636012 0.803206857
## 123 0.64104286 2.96579296 0.933053973 -0.426708556 -1.377322581
## 124 0.68774826 0.50185813 3.169390581 -1.450722706 -1.663829199
## 125 1.78568659 1.53168561 3.621442952 -1.040659057 -0.464176122
## 126 2.16646598 0.38416636 0.786607113 -0.753256664 -0.140955474
## 127 1.41414814 0.69664475 1.138995157 -0.680543806 0.939368548
## 128 1.09757215 3.27186028 -0.539524794 -0.573044401 0.756841922
## 129 1.97056391 1.24753614 0.573486467 -0.331760939 0.521909867
## 130 0.93389525 0.69799447 0.939481412 -1.281944631 -1.082836144
## 131 -0.23359776 -1.13222650 -0.508742458 2.690246957 -0.440489155
## 132 -0.62518079 -0.72155664 0.116514486 1.225445993 -0.922136929
## 133 -0.59960537 -0.18969380 -0.061312452 1.058304120 -0.334321746
## 134 -0.56139142 -0.43590916 0.560084655 1.408438071 -1.290320797
## 135 0.14658086 -1.15783555 -1.058758459 -0.489499905 1.546206985
## 136 -0.75569963 -1.14359216 -0.888890409 -0.308090097 0.916727645
## 137 -0.71695585 0.11129294 -0.419400025 -0.634965262 -1.208596561
## 138 -1.15765647 1.62333156 0.045981794 -0.976043061 -0.973178939
## 139 -0.77520668 -1.08872021 -0.507045299 -0.999185128 -0.183267437
## 140 -0.53584132 1.19320975 -0.929461556 -0.185400408 -0.297674906
## 141 -0.63645533 0.53625653 -1.157675282 -0.330644853 -0.612684899
## 142 -0.65580174 -1.00418902 -0.535478657 -0.257836573 -0.731029852
## 143 -0.86393648 0.86803314 -1.351902598 -0.346045693 -1.016160972
## 144 -0.76221506 -0.28949686 0.237798497 -1.012738450 -1.366617918
## 145 -1.33829456 -1.18113020 0.914005048 1.401342879 -0.640657886
## 146 -0.86044622 -0.86026194 0.417693256 0.396645146 -0.626246845
## 147 -1.28034286 -1.53728673 0.658188311 -1.048597146 -1.623988396
## 148 -1.70813373 -0.13646746 0.670668258 -0.995656696 -0.578889010
## 149 -1.83392434 -0.43378332 0.589816840 -0.354454958 0.598363840
## 150 -2.27158795 -0.41151409 1.027026683 1.196483141 -0.079729013
## 151 -2.43770512 0.56054725 0.853640453 2.136827748 -0.232755515
## 152 -2.18492123 -0.19641598 1.194596329 1.715891230 0.634580931
## 153 -1.52886110 1.46247026 0.601015289 1.824758022 0.679153674
## 154 -2.36157220 -0.88197855 0.722773212 -0.365686112 1.819888306
## 155 -0.70622033 -1.17924636 -0.269531018 0.883623666 1.664569191
## 156 -2.20099033 -0.08387299 0.949655151 -1.030601500 0.170084273
## 157 -2.19489867 -0.72852725 1.134449214 -0.890049543 0.524409236
## 158 -1.66694618 1.57474801 -0.680505457 -0.394005692 0.830966407
## 159 -3.29070122 1.37454659 1.141133886 -0.476352515 3.566657994
## 160 -2.36125919 0.68509242 0.801383802 -0.644400518 3.117422113
## 161 -1.09423653 -0.10681170 0.747462323 -0.741936503 0.340984769
## 162 -1.39237438 -0.10265497 -1.178048848 0.178475156 -0.533088999
## 163 -0.88244053 0.75432829 -1.011495877 0.013138867 -0.247248297
## 164 -0.99217560 -0.88871734 -0.052427344 0.702126427 -0.841012987
## 165 -1.86184230 -0.95366463 0.009191466 -0.195545539 0.644651173
## 166 -1.33466797 -0.50802250 0.207201506 -0.923273510 -0.380955804
## 167 -2.70662104 0.53009245 0.176007041 0.675516751 0.624349214
## 168 -1.59567197 -1.19320398 0.265649537 -0.255729358 0.457132400
## 169 -2.17605160 0.84159335 -0.077228699 0.643703173 0.671989422
## 170 -2.68696581 1.51067558 0.926009780 0.752628486 -1.045420931
## 171 -0.19162834 -0.91377266 -0.133457831 0.465469167 -0.630778204
## 172 -1.32439692 -1.36554217 -0.221700462 -0.303730527 0.889292218
## 173 -2.38917229 -0.84859848 -0.016649641 -0.402398499 0.972101612
## 174 -2.58549842 -0.32415717 0.699018708 -1.018511328 -0.953447377
## 175 -1.96479997 0.25528128 0.458386653 0.141928371 -0.035755824
## 176 -2.93411717 -0.81788188 0.905114739 1.191268533 0.112482620
## 177 -2.43729582 -0.44925286 -0.106878675 1.256146468 1.088635565
## 178 -3.03248855 1.06820824 0.330357543 -0.920488315 0.532251973
## Comp.7 Comp.8 Comp.9 Comp.10
## 1 -0.5843068745 -0.046557443 0.392188874 -1.1301598945
## 2 -0.0211829101 -1.026923679 -0.211021257 -0.0253970866
## 3 -0.4574129761 0.229330316 -1.275199133 0.1506097852
## 4 0.3992646524 -0.588044752 0.258513512 -0.0593330640
## 6 -0.3833371540 -0.352188506 0.079128645 0.2636206981
## 7 -0.0161132261 0.350738482 -0.558599874 -0.7445121154
## 8 0.0324264579 -0.191441843 0.139682346 -0.6013802385
## 9 -0.1034070848 0.545274395 0.524349364 -0.3481980545
## 10 0.8686457345 -0.149944730 0.151136897 -0.2542878411
## 11 -0.2244413663 1.211149329 -0.396716153 0.4293444981
## 12 0.4607301057 0.954419099 -0.543629975 -0.0771857583
## 13 0.2592781449 0.423762095 -0.782073487 0.3669808547
## 14 -1.4677241282 0.419208248 0.107492787 0.2561776053
## 15 -0.9968056596 0.417583055 -0.525501745 0.7043010849
## 16 0.2133216117 -0.045536209 -0.062332874 0.9344238298
## 17 -0.0982115751 0.411061933 0.051962393 -0.0289446022
## 18 -0.0988733986 -0.089954903 0.400423703 0.2240089643
## 19 0.0589624726 0.103754738 0.027380338 1.0422315621
## 20 0.1451508526 -0.558484725 0.135657714 0.1009108236
## 21 -0.2641903669 -0.134135602 1.072041585 -0.7941716862
## 22 -0.2754782242 0.041386534 -0.663694351 0.1314028387
## 23 0.1658997819 0.072271762 -0.063017553 -0.7882371379
## 24 0.6804129019 -0.272863835 -0.827363293 -0.2911884194
## 25 0.6457881325 0.305548277 -0.186402745 -0.7323989311
## 26 -0.4914885297 -0.155680228 -0.208110601 -0.6161027998
## 27 0.4793055948 -0.947555927 -0.679408326 -0.1477151064
## 28 0.3744287610 0.166058780 -0.825946747 -0.0840725034
## 29 -0.0857019490 0.115531253 0.443595801 -0.1271150004
## 30 0.1685486434 0.442743020 -0.132334505 -0.8244673779
## 31 0.3943869482 1.006602072 -0.584841328 0.3936270534
## 32 0.5296351384 0.491288281 -0.694187555 0.4698994489
## 33 -0.9787342382 0.472936314 -0.068242794 -0.2926582107
## 34 -0.9550742687 -0.443413582 0.756032814 -0.2363698895
## 35 0.2465856863 0.181899712 -0.499629585 -0.1289122635
## 36 0.6489416350 0.312027783 -0.072416261 -0.4859901914
## 37 0.0876458944 -0.975959151 -0.222816955 0.2229681351
## 38 0.4104795545 -0.041883802 -0.837460479 0.4620079177
## 39 0.0302375389 -0.015160672 -0.328723575 0.2538524945
## 40 -0.9081587000 -0.689167841 0.797377891 -0.2149252430
## 41 -0.5881849316 -0.715375200 0.546264450 -0.6593237457
## 42 0.0079740225 0.294122658 -0.347463004 0.1009908270
## 43 1.0450445876 -0.910090071 -0.074014407 -0.0722407970
## 45 -0.0596555409 -0.682700274 -0.006707462 -0.6111253140
## 46 -0.0953678654 -0.181302617 0.623765072 -0.2492576255
## 47 -0.6857825968 0.316668796 0.555642306 0.0407509347
## 48 0.4559338750 -0.152184633 0.231631120 -0.4141927613
## 49 -0.2496910384 0.770315068 -0.073913532 -0.1128750568
## 50 -0.0243982715 0.264150899 0.199127100 0.2232485414
## 51 -0.3202303216 0.352889420 -1.229500344 0.7814393758
## 52 0.3665190233 1.013018370 -0.996905861 0.1654870360
## 53 -0.1387251970 -1.334986751 0.724195585 0.4019315533
## 54 -0.4397304673 -0.376278414 -0.116288207 0.2635832276
## 55 0.4128581980 -0.304788486 0.100015348 -0.5488264662
## 56 0.3185185298 0.468314328 -0.378360830 -0.2148729057
## 57 0.0349985897 -0.312999998 0.774017993 -0.6188435974
## 58 0.2330589103 -0.629201127 -0.576539952 0.7133061308
## 59 0.8291077879 -0.640427041 -0.275020017 0.3439168254
## 60 0.1081027625 -0.625113824 0.542948136 0.3257623560
## 61 -1.0341700312 -0.990609308 0.619769721 0.5730967477
## 62 -0.2706379274 -0.912768747 1.017339613 0.2610538110
## 63 0.6251604959 0.766992794 1.369117821 0.0587121095
## 64 1.0612175663 -0.197222231 0.998890191 1.1892830214
## 65 -0.4829850998 0.052738647 0.583233309 0.8642443794
## 66 -0.2182545362 -0.092791612 -0.320734501 0.8361770736
## 67 0.3186304747 0.255841405 0.909863758 0.1649983006
## 68 1.3616131527 0.258026514 0.381391233 -0.1781589196
## 69 -0.3210760518 -1.103066108 1.270168057 -0.2035124076
## 71 -0.1783134843 0.599569060 -1.307935032 -0.3551309658
## 72 1.5362632369 1.678537645 1.337671728 0.3934003893
## 73 1.6243839200 1.104093087 0.712039349 -0.6185704786
## 74 0.4807299143 1.264757894 1.251798408 -0.0003572660
## 75 1.3726899588 -0.507329340 -0.144473638 0.5293587519
## 76 -0.4356145405 -0.072191338 -0.067012882 0.8729318148
## 77 0.6348111701 0.790833801 0.752879106 0.1623657094
## 78 -0.9129277008 -0.848144189 0.020697729 -0.0253601990
## 79 -2.0840378811 0.107002860 -0.393070192 -0.5468959586
## 80 -1.1488640182 0.447960625 1.018419632 0.4047276177
## 81 0.4141084288 0.292891007 0.727590683 0.3856069506
## 82 0.4780743599 0.631215285 -0.133241324 0.2686526272
## 83 0.6459579826 0.915684679 -0.525607468 0.2735647093
## 84 -1.1564421223 0.499382206 0.078201189 -0.2367410999
## 85 0.7753133850 -0.694557183 -1.383876252 -0.4866444615
## 86 0.2858738597 0.200143356 0.529149320 -0.2372533729
## 87 -0.2703195547 1.039264732 -0.113646676 0.3949714010
## 88 0.4977909584 0.836864840 -0.428714085 0.2394194768
## 89 -0.0957509962 -0.379283506 -0.890567759 0.0027403823
## 90 0.7582007898 0.389241437 -0.508464961 -0.5074492697
## 91 -0.7781672739 0.052617173 -0.718904260 -0.0703877078
## 92 -0.1784138172 0.346951188 -0.730089417 -0.5514056965
## 93 -0.5759152589 0.471590094 -0.484484871 -0.7581501770
## 94 -0.1880517171 0.231710314 0.229228158 0.3550814725
## 95 0.7692553324 -0.833701258 0.521217034 1.2128131488
## 97 0.3462364761 0.032800240 -1.003763190 0.1986789349
## 98 -0.0193445529 0.008667405 0.377055415 0.6391280289
## 99 0.8477578704 -0.686459449 0.616024601 0.9194345791
## 100 -2.0925521052 0.649916775 0.421857510 1.0972387756
## 101 -0.2632894088 0.432411303 0.332185251 0.6250117442
## 102 0.4099082930 0.760599635 -0.298676687 -0.6417809609
## 103 0.5185110867 -0.931319276 0.320257547 -0.5764446585
## 104 0.0161077765 -0.461555385 0.153012095 -0.0171281881
## 105 0.4673003523 0.409969285 0.061583422 -0.6577842114
## 106 -1.0866832039 -0.429480493 0.322763188 -1.5977668351
## 107 0.2272508746 0.230818470 -0.529522516 -0.5396643017
## 108 0.0455803720 0.610476929 -0.465849283 -0.9528332883
## 109 -0.2687689189 -0.348143981 0.174198593 -1.0170242087
## 110 0.2422002581 -0.703348201 -1.183090980 0.1140844374
## 111 -1.7679822549 -0.130194767 -0.656626205 0.2608978888
## 112 0.8677651091 -0.238109060 0.636813542 0.0066221243
## 113 -1.1004606771 -0.825550105 -0.342540379 0.7522412627
## 114 0.4555398963 -0.788562763 -0.350795651 0.5313726103
## 115 0.9816600193 -0.940311596 0.343549232 -0.4188685118
## 117 0.5460182667 0.072942129 -0.454139059 -0.7795448468
## 118 -0.0007244976 0.365460278 0.526009745 -0.7350647791
## 119 -0.2137287107 -0.622577580 0.140512520 -0.1925287013
## 120 -0.9542415709 0.150753930 -0.565117297 -0.2729425083
## 121 0.1900418515 -1.423677232 -0.491848349 0.0803523665
## 122 0.5700407934 -1.735610379 0.594750430 0.1629057983
## 123 -0.5739756835 0.275568713 0.243558611 -0.2336714048
## 124 -0.7016148269 0.330989420 0.622902707 0.1617775975
## 125 -0.1943734189 -0.157562717 -0.753093975 0.2063090576
## 126 0.5313566330 -0.822377252 0.401988145 -0.3788241563
## 127 0.7707187407 -0.991126107 0.349787938 -0.6060673838
## 128 -0.1860029894 0.037288772 -0.406824430 -0.2794331703
## 129 0.3685421394 0.252328790 0.043559941 -0.8015942423
## 130 -0.2876883908 -0.275488324 -0.576471570 0.3439363072
## 131 0.8144964921 -0.296608985 -0.177733158 0.0461577727
## 132 0.9424003464 0.127552586 -0.269042955 0.5048643720
## 133 1.5812706759 0.500855127 -0.534268767 -0.0119999242
## 134 1.0324750305 0.297894149 -0.154965380 1.1056540605
## 135 -0.3936425678 -0.906238102 -0.404334292 -0.2750893646
## 136 -0.7456182729 -0.772655228 -0.124384656 -0.1469707825
## 137 -0.8602823931 -0.243188019 -0.947013643 0.8078899843
## 138 -1.4309605991 0.087742081 0.094766939 0.5850203199
## 139 -0.7412034346 0.202357652 0.537284599 -0.2336602299
## 140 -0.0477924477 -0.266969338 0.643087194 0.0003665579
## 141 0.0217487910 -0.435033428 -0.185443583 -0.5842286470
## 142 1.0047649941 0.150536936 -0.293073265 -0.6830491964
## 143 0.2908556570 0.386332927 0.522434679 -0.3334460041
## 144 -0.8885609256 0.496645639 0.812440859 0.4534939577
## 145 -0.0123033156 -0.336382982 -0.831666171 0.5328664043
## 146 -0.5670851268 0.359195598 -0.477753980 -0.5790021549
## 147 0.1356211275 0.788226802 0.080519512 -0.0269979102
## 148 0.2091583395 -0.424005258 -0.272506768 0.3130992970
## 149 0.4284809234 -0.128431226 0.030585420 -0.0291368819
## 150 0.3734950896 -0.047907300 0.136223620 0.4761154230
## 151 1.2525585058 0.464286503 0.234858714 0.2060115497
## 152 1.5618925816 -0.329961030 -0.232928048 0.3094628268
## 153 1.4825054491 0.051375240 0.215730378 0.0481377246
## 154 -1.0817147695 -0.404595523 -0.094173074 -0.1248855553
## 155 -0.1148497837 -0.498446301 -0.420336618 -0.9051460598
## 156 -1.4197781461 0.195355940 -0.117460735 0.2452951198
## 157 -0.2251858787 0.164691983 0.353732933 0.0166748461
## 158 -0.1306285227 -0.165995008 -0.515610090 -0.1484072190
## 159 0.5353280347 0.525134059 0.660417969 -0.6566480132
## 160 0.6065202555 -0.178377938 0.033615552 -0.1971378916
## 161 0.0514625460 -1.096671167 0.025380041 0.6237926301
## 162 -0.4831825971 0.241305031 0.787457062 0.1935741364
## 163 -0.8502001123 -0.224286520 0.300843360 -0.2974480998
## 164 -0.2495319879 -0.267721635 -0.286392804 -0.0690821929
## 165 0.9722913882 0.793911606 0.242229866 -0.1474261105
## 166 -0.4963920685 1.106249756 0.376364780 -0.1983612048
## 167 -0.0465942015 0.713441127 0.335436497 0.7563076848
## 168 0.6302396460 -0.015905212 -0.330912755 0.7073325677
## 169 0.7305776719 0.900220152 -0.233704432 -0.1916975495
## 170 0.9684201441 0.352263634 0.269581218 0.7294852100
## 171 0.2856394377 -0.646497063 -0.639250200 -0.0183574460
## 172 0.9828875578 -0.713513884 -0.067480018 -0.0585356934
## 173 0.8187679520 0.321895238 0.279434720 -0.3260090318
## 174 -0.8964826957 0.220091006 0.258660488 0.4218836884
## 175 -0.1418419130 0.562512296 -0.033486082 0.2507418309
## 176 -0.6881925453 -0.029621304 0.109396250 0.2776838029
## 177 -0.6784950773 -0.415044443 -0.056797887 -0.4608397311
## 178 0.0008458878 0.359918446 0.761826037 -0.0786600437
newm=glm(Type~Comp.1+Comp.2+Comp.3+Comp.4+Comp.5+Comp.6+Comp.7+Comp.8+Comp.9+Comp.10,
data=newdat)
summary(newm)
##
## Call:
## glm(formula = Type ~ Comp.1 + Comp.2 + Comp.3 + Comp.4 + Comp.5 +
## Comp.6 + Comp.7 + Comp.8 + Comp.9 + Comp.10, data = newdat)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.253514 -0.071266 0.000314 0.073936 0.251210
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.671694 0.008479 197.162 < 2e-16 ***
## Comp.1 0.169828 0.003641 46.638 < 2e-16 ***
## Comp.2 0.107758 0.005257 20.496 < 2e-16 ***
## Comp.3 0.035894 0.007032 5.104 9.21e-07 ***
## Comp.4 0.074521 0.008761 8.506 1.14e-14 ***
## Comp.5 0.068917 0.010435 6.604 5.46e-10 ***
## Comp.6 0.099518 0.010273 9.687 < 2e-16 ***
## Comp.7 0.010900 0.012269 0.888 0.3756
## Comp.8 0.024062 0.014482 1.661 0.0986 .
## Comp.9 0.112250 0.015161 7.404 6.84e-12 ***
## Comp.10 0.081977 0.016812 4.876 2.56e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.01232904)
##
## Null deviance: 38.2197 on 172 degrees of freedom
## Residual deviance: 1.9973 on 162 degrees of freedom
## AIC: -256.89
##
## Number of Fisher Scoring iterations: 2
#Variance inflation factor
vif(m11)
## Alcohol Malic Ash Alcalinity Magnesium
## 2.460372 1.656647 2.185448 2.238732 1.417855
## Phenols Flavanoids Nonflavanoids Proanthocyanins Color
## 4.334519 7.029350 1.796380 1.975683 3.026304
## Hue Dilution Proline
## 2.551447 3.785473 2.823849
#Added Variable PLot
windows()
avPlots(m1)
#removing comp.7 from m1
finalm=glm(Type~Comp.1+Comp.2+Comp.3+Comp.4+Comp.5+Comp.6+Comp.8+Comp.9+Comp.10, data=tcomp)
summary(finalm)
##
## Call:
## glm(formula = Type ~ Comp.1 + Comp.2 + Comp.3 + Comp.4 + Comp.5 +
## Comp.6 + Comp.8 + Comp.9 + Comp.10, data = tcomp)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.316133 -0.075881 0.004139 0.078565 0.258838
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.668539 0.008753 190.625 < 2e-16 ***
## Comp.1 0.169974 0.003802 44.702 < 2e-16 ***
## Comp.2 0.107203 0.005383 19.914 < 2e-16 ***
## Comp.3 0.033292 0.007279 4.573 9.27e-06 ***
## Comp.4 0.076314 0.009087 8.398 1.82e-14 ***
## Comp.5 0.078932 0.009329 8.461 1.25e-14 ***
## Comp.6 0.103970 0.010607 9.802 < 2e-16 ***
## Comp.8 0.029691 0.014846 2.000 0.0471 *
## Comp.9 0.110317 0.015934 6.923 8.92e-11 ***
## Comp.10 0.073855 0.017217 4.290 3.01e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.01363747)
##
## Null deviance: 39.4438 on 177 degrees of freedom
## Residual deviance: 2.2911 on 168 degrees of freedom
## AIC: -247.65
##
## Number of Fisher Scoring iterations: 2
wine
## Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 70 2 12.21 1.19 1.75 16.8 151 1.85 1.28
## 71 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 72 2 13.86 1.51 2.67 25.0 86 2.95 2.86
## 73 2 13.49 1.66 2.24 24.0 87 1.88 1.84
## 74 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 122 2 11.56 2.05 3.23 28.5 119 3.18 5.08
## 123 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 159 2 14.34 1.68 2.70 25.0 98 2.80 1.31
## 160 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline
## 1 0.28 2.29 5.640000 1.040 3.92 1065
## 2 0.26 1.28 4.380000 1.050 3.40 1050
## 3 0.30 2.81 5.680000 1.030 3.17 1185
## 4 0.24 2.18 7.800000 0.860 3.45 1480
## 5 0.39 1.82 4.320000 1.040 2.93 735
## 6 0.34 1.97 6.750000 1.050 2.85 1450
## 7 0.30 1.98 5.250000 1.020 3.58 1290
## 8 0.31 1.25 5.050000 1.060 3.58 1295
## 9 0.29 1.98 5.200000 1.080 2.85 1045
## 10 0.22 1.85 7.220000 1.010 3.55 1045
## 11 0.22 2.38 5.750000 1.250 3.17 1510
## 12 0.26 1.57 5.000000 1.170 2.82 1280
## 13 0.29 1.81 5.600000 1.150 2.90 1320
## 14 0.43 2.81 5.400000 1.250 2.73 1150
## 15 0.29 2.96 7.500000 1.200 3.00 1547
## 16 0.30 1.46 7.300000 1.280 2.88 1310
## 17 0.33 1.97 6.200000 1.070 2.65 1280
## 18 0.40 1.72 6.600000 1.130 2.57 1130
## 19 0.32 1.86 8.700000 1.230 2.82 1680
## 20 0.17 1.66 5.100000 0.960 3.36 845
## 21 0.24 2.10 5.650000 1.090 3.71 780
## 22 0.25 1.98 4.500000 1.030 3.52 770
## 23 0.27 1.69 3.800000 1.110 4.00 1035
## 24 0.26 1.46 3.930000 1.090 3.63 1015
## 25 0.28 1.66 3.520000 1.120 3.82 845
## 26 0.47 1.92 3.580000 1.130 3.20 830
## 27 0.34 1.45 4.800000 0.920 3.22 1195
## 28 0.27 1.35 3.950000 1.020 2.77 1285
## 29 0.37 1.76 4.500000 1.250 3.40 915
## 30 0.26 1.98 4.700000 1.040 3.59 1035
## 31 0.29 2.38 5.700000 1.190 2.71 1285
## 32 0.22 1.95 6.900000 1.090 2.88 1515
## 33 0.42 1.97 3.840000 1.230 2.87 990
## 34 0.50 1.35 5.400000 1.250 3.00 1235
## 35 0.29 1.54 4.200000 1.100 2.87 1095
## 36 0.26 1.86 5.100000 1.040 3.47 920
## 37 0.34 1.36 4.600000 1.090 2.78 880
## 38 0.29 1.44 4.250000 1.120 2.51 1105
## 39 0.28 1.37 3.700000 1.180 2.69 1020
## 40 0.20 2.08 5.100000 0.890 3.53 760
## 41 0.34 2.34 6.130000 0.950 3.38 795
## 42 0.27 1.48 4.280000 0.910 3.00 1035
## 43 0.17 1.70 5.430000 0.880 3.56 1095
## 44 0.32 1.66 4.360000 0.820 3.00 680
## 45 0.28 2.03 5.040000 0.880 3.35 885
## 46 0.30 1.25 5.240000 0.870 3.33 1080
## 47 0.27 2.19 4.900000 1.040 3.44 1065
## 48 0.21 2.14 6.100000 0.910 3.33 985
## 49 0.32 2.38 6.200000 1.070 2.75 1060
## 50 0.32 2.08 8.900000 1.120 3.10 1260
## 51 0.17 2.91 7.200000 1.120 2.91 1150
## 52 0.22 2.29 5.600000 1.240 3.37 1265
## 53 0.32 1.87 7.050000 1.010 3.26 1190
## 54 0.39 1.68 6.300000 1.130 2.93 1375
## 55 0.21 1.62 5.850000 0.920 3.20 1060
## 56 0.20 2.45 6.250000 0.980 3.03 1120
## 57 0.26 2.03 6.380000 0.940 3.31 970
## 58 0.31 1.66 6.000000 1.070 2.84 1270
## 59 0.19 2.04 6.800000 0.890 2.87 1285
## 60 0.28 0.42 1.950000 1.050 1.82 520
## 61 0.63 0.41 3.270000 1.250 1.67 680
## 62 0.53 0.62 5.750000 0.980 1.59 450
## 63 0.32 0.73 3.800000 1.230 2.46 630
## 64 0.19 1.87 4.450000 1.220 2.87 420
## 65 0.45 1.03 2.950000 1.450 2.23 355
## 66 0.37 2.08 4.600000 1.190 2.30 678
## 67 0.26 2.28 5.300000 1.120 3.18 502
## 68 0.27 1.04 4.680000 1.120 3.48 510
## 69 0.55 0.42 3.170000 1.020 1.93 750
## 70 0.14 2.50 2.850000 1.280 3.07 718
## 71 0.37 1.46 3.050000 0.906 1.82 870
## 72 0.21 1.87 3.380000 1.360 3.16 410
## 73 0.27 1.03 3.740000 0.980 2.78 472
## 74 0.21 1.96 3.350000 1.310 3.50 985
## 75 0.13 1.65 3.210000 0.990 3.13 886
## 76 0.34 1.15 3.800000 1.230 2.14 428
## 77 0.24 1.46 4.600000 1.190 2.48 392
## 78 0.43 0.95 2.650000 0.960 2.52 500
## 79 0.35 2.76 3.400000 1.060 2.31 750
## 80 0.43 1.95 2.570000 1.190 3.13 463
## 81 0.30 1.43 2.500000 1.380 3.12 278
## 82 0.26 1.77 3.900000 1.160 3.14 714
## 83 0.40 1.40 2.200000 1.310 2.72 630
## 84 0.61 1.62 4.800000 0.840 2.01 515
## 85 0.22 2.35 3.050000 0.790 3.08 520
## 86 0.30 1.46 2.620000 1.230 3.16 450
## 87 0.43 1.56 2.450000 1.330 2.26 495
## 88 0.40 1.34 2.600000 1.360 3.21 562
## 89 0.48 1.35 2.800000 1.000 2.75 680
## 90 0.42 1.38 1.740000 1.070 3.21 625
## 91 0.52 1.64 2.400000 1.080 2.27 480
## 92 0.50 1.63 3.600000 1.050 2.65 450
## 93 0.58 1.62 3.050000 0.960 2.06 495
## 94 0.25 1.99 2.150000 1.150 3.30 290
## 95 0.17 1.35 3.250000 1.160 2.96 345
## 96 0.32 3.28 2.600000 1.160 2.63 937
## 97 0.14 1.56 2.500000 0.950 2.26 625
## 98 0.29 1.77 2.900000 1.230 2.74 428
## 99 0.24 1.95 4.500000 1.040 2.77 660
## 100 0.45 2.81 2.300000 1.420 2.83 406
## 101 0.26 1.40 3.300000 1.270 2.96 710
## 102 0.29 1.35 2.450000 1.040 2.77 562
## 103 0.34 1.31 2.800000 0.800 3.38 438
## 104 0.37 1.42 2.060000 0.940 2.44 415
## 105 0.32 1.48 2.940000 1.040 3.57 672
## 106 0.66 1.42 2.700000 0.860 3.30 315
## 107 0.37 1.63 3.400000 1.000 3.17 510
## 108 0.48 1.63 3.300000 0.880 2.42 488
## 109 0.39 2.08 2.700000 0.860 3.02 312
## 110 0.29 2.49 2.650000 0.960 3.26 680
## 111 0.24 3.58 2.900000 0.750 2.81 562
## 112 0.26 1.22 2.000000 0.900 2.78 325
## 113 0.60 1.05 3.800000 1.230 2.50 607
## 114 0.42 1.44 3.080000 1.100 2.31 434
## 115 0.43 1.04 2.900000 0.930 3.19 385
## 116 0.52 2.01 1.900000 1.710 2.87 407
## 117 0.30 1.53 1.950000 0.950 3.33 495
## 118 0.34 1.61 2.060000 1.060 2.96 345
## 119 0.43 0.83 3.400000 0.700 2.12 372
## 120 0.37 1.87 1.280000 0.930 3.05 564
## 121 0.32 1.83 3.250000 0.800 3.39 625
## 122 0.47 1.87 6.000000 0.930 3.69 465
## 123 0.43 1.71 2.080000 0.920 3.12 365
## 124 0.30 2.01 2.600000 0.730 3.10 380
## 125 0.21 2.91 2.800000 0.750 3.64 380
## 126 0.37 1.35 2.760000 0.860 3.28 378
## 127 0.39 1.77 3.940000 0.690 2.84 352
## 128 0.58 1.76 3.000000 0.970 2.44 466
## 129 0.40 1.90 2.120000 0.890 2.78 342
## 130 0.42 1.35 2.600000 0.790 2.57 580
## 131 0.21 0.94 4.100000 0.760 1.29 630
## 132 0.24 0.83 5.400000 0.740 1.42 530
## 133 0.27 0.83 5.700000 0.660 1.36 560
## 134 0.17 0.84 5.000000 0.780 1.29 600
## 135 0.60 1.25 5.450000 0.750 1.51 650
## 136 0.63 0.94 7.100000 0.730 1.58 695
## 137 0.53 0.80 3.850000 0.750 1.27 720
## 138 0.63 1.10 5.000000 0.820 1.69 515
## 139 0.58 0.88 5.700000 0.810 1.82 580
## 140 0.53 0.81 4.920000 0.890 2.15 590
## 141 0.53 0.75 4.600000 0.770 2.31 600
## 142 0.37 0.64 5.600000 0.700 2.47 780
## 143 0.50 0.55 4.350000 0.890 2.06 520
## 144 0.47 1.02 4.400000 0.910 2.05 550
## 145 0.29 1.14 8.210000 0.650 2.00 855
## 146 0.43 1.30 4.000000 0.600 1.68 830
## 147 0.40 0.68 4.900000 0.580 1.33 415
## 148 0.47 0.86 7.650000 0.540 1.86 625
## 149 0.45 1.25 8.420000 0.550 1.62 650
## 150 0.34 1.14 9.400000 0.570 1.33 550
## 151 0.22 1.25 8.600000 0.590 1.30 500
## 152 0.24 1.26 10.800000 0.480 1.47 480
## 153 0.26 1.56 7.100000 0.610 1.33 425
## 154 0.61 1.87 10.520000 0.560 1.51 675
## 155 0.53 1.40 7.600000 0.580 1.55 640
## 156 0.61 1.55 7.900000 0.600 1.48 725
## 157 0.48 1.56 9.010000 0.570 1.64 480
## 158 0.63 1.14 7.500000 0.670 1.73 880
## 159 0.53 2.70 13.000000 0.570 1.96 660
## 160 0.52 2.29 11.750000 0.570 1.78 620
## 161 0.50 1.04 7.650000 0.560 1.58 520
## 162 0.50 0.80 5.880000 0.960 1.82 680
## 163 0.60 0.96 5.580000 0.870 2.11 570
## 164 0.40 0.94 5.280000 0.680 1.75 675
## 165 0.41 1.03 9.580000 0.700 1.68 615
## 166 0.52 1.15 6.620000 0.780 1.75 520
## 167 0.43 1.46 10.680000 0.850 1.56 695
## 168 0.40 0.97 10.260000 0.720 1.75 685
## 169 0.39 1.54 8.660000 0.740 1.80 750
## 170 0.27 1.11 8.500000 0.670 1.92 630
## 171 0.40 0.73 5.500000 0.660 1.83 510
## 172 0.48 0.64 9.899999 0.570 1.63 470
## 173 0.44 1.24 9.700000 0.620 1.71 660
## 174 0.52 1.06 7.700000 0.640 1.74 740
## 175 0.43 1.41 7.300000 0.700 1.56 750
## 176 0.43 1.35 10.200000 0.590 1.56 835
## 177 0.53 1.46 9.300000 0.600 1.62 840
## 178 0.56 1.35 9.200000 0.610 1.60 560
#Coefficients
coef(finalm)
## (Intercept) Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## 1.66853933 0.16997375 0.10720346 0.03329185 0.07631395 0.07893233
## Comp.6 Comp.8 Comp.9 Comp.10
## 0.10396985 0.02969076 0.11031674 0.07385481
#Prediction
prediction=predict(finalm,winepca)
prediction
## 1 2 3 4 5 6 7 8
## 0.9165911 0.9880501 1.0460640 0.7814779 1.2844550 0.8589209 0.7757163 0.8389296
## 9 10 11 12 13 14 15 16
## 1.0104714 1.0415961 0.9065933 0.9857185 0.9560186 0.8995116 0.7560270 0.9802750
## 17 18 19 20 21 22 23 24
## 0.9987371 1.1538551 0.8054639 1.0481346 1.1461698 1.1980160 0.9545402 1.0738571
## 25 26 27 28 29 30 31 32
## 1.1043879 1.2359427 0.9114149 1.0850570 1.0764199 1.0294269 1.1090814 0.9854316
## 33 34 35 36 37 38 39 40
## 1.1746612 1.0484796 1.0821824 1.1927392 1.0887343 1.1628025 1.2263180 1.0012355
## 41 42 43 44 45 46 47 48
## 1.2172715 1.1911981 0.8524609 1.3161330 1.2560995 1.0081676 0.9868921 1.1104551
## 49 50 51 52 53 54 55 56
## 1.1668584 1.0666151 1.1388828 0.9076368 0.9451888 0.9205503 1.0782780 1.1780251
## 57 58 59 60 61 62 63 64
## 1.0881786 0.9764647 0.9662329 2.0633038 1.9633394 2.1344800 1.8803156 2.0285983
## 65 66 67 68 69 70 71 72
## 2.0742659 1.8577021 1.8993516 1.9458750 1.7888433 1.9824050 1.9205507 1.8729048
## 73 74 75 76 77 78 79 80
## 1.9517540 1.8117784 1.7953342 2.1533808 2.0591136 1.9909954 1.9261642 1.9718898
## 81 82 83 84 85 86 87 88
## 2.1226970 1.7713430 1.9786989 2.0426595 1.8000880 1.8847338 2.1312123 2.0210972
## 89 90 91 92 93 94 95 96
## 1.9151655 1.9254531 2.0052738 2.0568665 2.0331639 1.9628517 2.0418412 1.8553060
## 97 98 99 100 101 102 103 104
## 1.9354186 1.9950958 1.8936756 2.0302159 1.9671872 1.9448534 1.8542279 2.1630923
## 105 106 107 108 109 110 111 112
## 1.8383398 1.9997201 1.9043264 2.0072391 2.0832860 1.7544785 2.1318829 2.0270130
## 113 114 115 116 117 118 119 120
## 1.8552831 2.1111704 1.9555868 2.2515945 1.9984001 2.0785704 1.9879823 1.9372295
## 121 122 123 124 125 126 127 128
## 1.8329230 1.8835606 1.9905955 1.9303955 1.9016112 1.9816194 1.9981396 2.1410162
## 129 130 131 132 133 134 135 136
## 2.0976779 1.9443844 1.9590572 2.0113190 2.1001179 2.0639495 2.0153954 2.0221349
## 137 138 139 140 141 142 143 144
## 1.9886519 2.1332074 1.9803443 2.0097585 1.8360573 1.7411623 1.9154572 1.9166239
## 145 146 147 148 149 150 151 152
## 1.9115674 1.9074346 2.0102647 1.9600385 1.9966252 2.0977321 2.0707547 2.1288199
## 153 154 155 156 157 158 159 160
## 2.1580074 2.0176821 2.1176790 2.0334579 1.9945490 2.0327893 1.9878190 2.0243457
## 161 162 163 164 165 166 167 168
## 2.1258890 1.8677858 1.9837567 1.8911441 2.0124267 2.0547398 2.0290962 2.0045799
## 169 170 171 172 173 174 175 176
## 1.9240860 1.9301869 2.0377743 2.1076260 1.8660200 1.8581208 1.9686012 1.9594517
## 177 178
## 1.9312849 1.9849419
p1=as.data.frame(prediction)
f1=cbind(p1,wine)
f1
## prediction Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 0.9165911 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 0.9880501 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1.0460640 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 0.7814779 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 1.2844550 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 0.8589209 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 0.7757163 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 0.8389296 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1.0104714 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1.0415961 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 0.9065933 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 0.9857185 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 0.9560186 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 0.8995116 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 0.7560270 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 0.9802750 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 0.9987371 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1.1538551 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 0.8054639 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 1.0481346 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 1.1461698 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 1.1980160 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 0.9545402 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1.0738571 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 1.1043879 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 1.2359427 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 0.9114149 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 1.0850570 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 1.0764199 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1.0294269 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 1.1090814 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 0.9854316 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 1.1746612 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 1.0484796 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1.0821824 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 1.1927392 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 1.0887343 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1.1628025 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1.2263180 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 1.0012355 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 1.2172715 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1.1911981 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 0.8524609 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 1.3161330 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 1.2560995 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1.0081676 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 0.9868921 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 1.1104551 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1.1668584 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 1.0666151 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1.1388828 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 0.9076368 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 0.9451888 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 0.9205503 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1.0782780 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1.1780251 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 1.0881786 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 0.9764647 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 0.9662329 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 2.0633038 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 1.9633394 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 2.1344800 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 1.8803156 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 2.0285983 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 2.0742659 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 1.8577021 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 1.8993516 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 1.9458750 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 1.7888433 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 70 1.9824050 2 12.21 1.19 1.75 16.8 151 1.85 1.28
## 71 1.9205507 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 72 1.8729048 2 13.86 1.51 2.67 25.0 86 2.95 2.86
## 73 1.9517540 2 13.49 1.66 2.24 24.0 87 1.88 1.84
## 74 1.8117784 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 1.7953342 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 2.1533808 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 2.0591136 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 1.9909954 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 1.9261642 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 1.9718898 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 2.1226970 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 1.7713430 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 1.9786989 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 2.0426595 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 1.8000880 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 1.8847338 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 2.1312123 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 2.0210972 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 1.9151655 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 1.9254531 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 2.0052738 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 2.0568665 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 2.0331639 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 1.9628517 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 2.0418412 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 1.8553060 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 1.9354186 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 1.9950958 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 1.8936756 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 2.0302159 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 1.9671872 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 1.9448534 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 1.8542279 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 2.1630923 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 1.8383398 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 1.9997201 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 1.9043264 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 2.0072391 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 2.0832860 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 1.7544785 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 2.1318829 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 2.0270130 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 1.8552831 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 2.1111704 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 1.9555868 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 2.2515945 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 1.9984001 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 2.0785704 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 1.9879823 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 1.9372295 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 1.8329230 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 122 1.8835606 2 11.56 2.05 3.23 28.5 119 3.18 5.08
## 123 1.9905955 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 1.9303955 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 1.9016112 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 1.9816194 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 1.9981396 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 2.1410162 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 2.0976779 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 1.9443844 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 1.9590572 2 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 2.0113190 2 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 2.1001179 2 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 2.0639495 2 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 2.0153954 2 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 2.0221349 2 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 1.9886519 2 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 2.1332074 2 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 1.9803443 2 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 2.0097585 2 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 1.8360573 2 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 1.7411623 2 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 1.9154572 2 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 1.9166239 2 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 1.9115674 2 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 1.9074346 2 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 2.0102647 2 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 1.9600385 2 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 1.9966252 2 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 2.0977321 2 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 2.0707547 2 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 2.1288199 2 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 2.1580074 2 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 2.0176821 2 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 2.1176790 2 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 2.0334579 2 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 1.9945490 2 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 2.0327893 2 12.45 3.03 2.64 27.0 97 1.90 0.58
## 159 1.9878190 2 14.34 1.68 2.70 25.0 98 2.80 1.31
## 160 2.0243457 2 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 2.1258890 2 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 1.8677858 2 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 1.9837567 2 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 1.8911441 2 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 2.0124267 2 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 2.0547398 2 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 2.0290962 2 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 2.0045799 2 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 1.9240860 2 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 1.9301869 2 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 2.0377743 2 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 2.1076260 2 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 1.8660200 2 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 1.8581208 2 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 1.9686012 2 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 1.9594517 2 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 1.9312849 2 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 1.9849419 2 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline
## 1 0.28 2.29 5.640000 1.040 3.92 1065
## 2 0.26 1.28 4.380000 1.050 3.40 1050
## 3 0.30 2.81 5.680000 1.030 3.17 1185
## 4 0.24 2.18 7.800000 0.860 3.45 1480
## 5 0.39 1.82 4.320000 1.040 2.93 735
## 6 0.34 1.97 6.750000 1.050 2.85 1450
## 7 0.30 1.98 5.250000 1.020 3.58 1290
## 8 0.31 1.25 5.050000 1.060 3.58 1295
## 9 0.29 1.98 5.200000 1.080 2.85 1045
## 10 0.22 1.85 7.220000 1.010 3.55 1045
## 11 0.22 2.38 5.750000 1.250 3.17 1510
## 12 0.26 1.57 5.000000 1.170 2.82 1280
## 13 0.29 1.81 5.600000 1.150 2.90 1320
## 14 0.43 2.81 5.400000 1.250 2.73 1150
## 15 0.29 2.96 7.500000 1.200 3.00 1547
## 16 0.30 1.46 7.300000 1.280 2.88 1310
## 17 0.33 1.97 6.200000 1.070 2.65 1280
## 18 0.40 1.72 6.600000 1.130 2.57 1130
## 19 0.32 1.86 8.700000 1.230 2.82 1680
## 20 0.17 1.66 5.100000 0.960 3.36 845
## 21 0.24 2.10 5.650000 1.090 3.71 780
## 22 0.25 1.98 4.500000 1.030 3.52 770
## 23 0.27 1.69 3.800000 1.110 4.00 1035
## 24 0.26 1.46 3.930000 1.090 3.63 1015
## 25 0.28 1.66 3.520000 1.120 3.82 845
## 26 0.47 1.92 3.580000 1.130 3.20 830
## 27 0.34 1.45 4.800000 0.920 3.22 1195
## 28 0.27 1.35 3.950000 1.020 2.77 1285
## 29 0.37 1.76 4.500000 1.250 3.40 915
## 30 0.26 1.98 4.700000 1.040 3.59 1035
## 31 0.29 2.38 5.700000 1.190 2.71 1285
## 32 0.22 1.95 6.900000 1.090 2.88 1515
## 33 0.42 1.97 3.840000 1.230 2.87 990
## 34 0.50 1.35 5.400000 1.250 3.00 1235
## 35 0.29 1.54 4.200000 1.100 2.87 1095
## 36 0.26 1.86 5.100000 1.040 3.47 920
## 37 0.34 1.36 4.600000 1.090 2.78 880
## 38 0.29 1.44 4.250000 1.120 2.51 1105
## 39 0.28 1.37 3.700000 1.180 2.69 1020
## 40 0.20 2.08 5.100000 0.890 3.53 760
## 41 0.34 2.34 6.130000 0.950 3.38 795
## 42 0.27 1.48 4.280000 0.910 3.00 1035
## 43 0.17 1.70 5.430000 0.880 3.56 1095
## 44 0.32 1.66 4.360000 0.820 3.00 680
## 45 0.28 2.03 5.040000 0.880 3.35 885
## 46 0.30 1.25 5.240000 0.870 3.33 1080
## 47 0.27 2.19 4.900000 1.040 3.44 1065
## 48 0.21 2.14 6.100000 0.910 3.33 985
## 49 0.32 2.38 6.200000 1.070 2.75 1060
## 50 0.32 2.08 8.900000 1.120 3.10 1260
## 51 0.17 2.91 7.200000 1.120 2.91 1150
## 52 0.22 2.29 5.600000 1.240 3.37 1265
## 53 0.32 1.87 7.050000 1.010 3.26 1190
## 54 0.39 1.68 6.300000 1.130 2.93 1375
## 55 0.21 1.62 5.850000 0.920 3.20 1060
## 56 0.20 2.45 6.250000 0.980 3.03 1120
## 57 0.26 2.03 6.380000 0.940 3.31 970
## 58 0.31 1.66 6.000000 1.070 2.84 1270
## 59 0.19 2.04 6.800000 0.890 2.87 1285
## 60 0.28 0.42 1.950000 1.050 1.82 520
## 61 0.63 0.41 3.270000 1.250 1.67 680
## 62 0.53 0.62 5.750000 0.980 1.59 450
## 63 0.32 0.73 3.800000 1.230 2.46 630
## 64 0.19 1.87 4.450000 1.220 2.87 420
## 65 0.45 1.03 2.950000 1.450 2.23 355
## 66 0.37 2.08 4.600000 1.190 2.30 678
## 67 0.26 2.28 5.300000 1.120 3.18 502
## 68 0.27 1.04 4.680000 1.120 3.48 510
## 69 0.55 0.42 3.170000 1.020 1.93 750
## 70 0.14 2.50 2.850000 1.280 3.07 718
## 71 0.37 1.46 3.050000 0.906 1.82 870
## 72 0.21 1.87 3.380000 1.360 3.16 410
## 73 0.27 1.03 3.740000 0.980 2.78 472
## 74 0.21 1.96 3.350000 1.310 3.50 985
## 75 0.13 1.65 3.210000 0.990 3.13 886
## 76 0.34 1.15 3.800000 1.230 2.14 428
## 77 0.24 1.46 4.600000 1.190 2.48 392
## 78 0.43 0.95 2.650000 0.960 2.52 500
## 79 0.35 2.76 3.400000 1.060 2.31 750
## 80 0.43 1.95 2.570000 1.190 3.13 463
## 81 0.30 1.43 2.500000 1.380 3.12 278
## 82 0.26 1.77 3.900000 1.160 3.14 714
## 83 0.40 1.40 2.200000 1.310 2.72 630
## 84 0.61 1.62 4.800000 0.840 2.01 515
## 85 0.22 2.35 3.050000 0.790 3.08 520
## 86 0.30 1.46 2.620000 1.230 3.16 450
## 87 0.43 1.56 2.450000 1.330 2.26 495
## 88 0.40 1.34 2.600000 1.360 3.21 562
## 89 0.48 1.35 2.800000 1.000 2.75 680
## 90 0.42 1.38 1.740000 1.070 3.21 625
## 91 0.52 1.64 2.400000 1.080 2.27 480
## 92 0.50 1.63 3.600000 1.050 2.65 450
## 93 0.58 1.62 3.050000 0.960 2.06 495
## 94 0.25 1.99 2.150000 1.150 3.30 290
## 95 0.17 1.35 3.250000 1.160 2.96 345
## 96 0.32 3.28 2.600000 1.160 2.63 937
## 97 0.14 1.56 2.500000 0.950 2.26 625
## 98 0.29 1.77 2.900000 1.230 2.74 428
## 99 0.24 1.95 4.500000 1.040 2.77 660
## 100 0.45 2.81 2.300000 1.420 2.83 406
## 101 0.26 1.40 3.300000 1.270 2.96 710
## 102 0.29 1.35 2.450000 1.040 2.77 562
## 103 0.34 1.31 2.800000 0.800 3.38 438
## 104 0.37 1.42 2.060000 0.940 2.44 415
## 105 0.32 1.48 2.940000 1.040 3.57 672
## 106 0.66 1.42 2.700000 0.860 3.30 315
## 107 0.37 1.63 3.400000 1.000 3.17 510
## 108 0.48 1.63 3.300000 0.880 2.42 488
## 109 0.39 2.08 2.700000 0.860 3.02 312
## 110 0.29 2.49 2.650000 0.960 3.26 680
## 111 0.24 3.58 2.900000 0.750 2.81 562
## 112 0.26 1.22 2.000000 0.900 2.78 325
## 113 0.60 1.05 3.800000 1.230 2.50 607
## 114 0.42 1.44 3.080000 1.100 2.31 434
## 115 0.43 1.04 2.900000 0.930 3.19 385
## 116 0.52 2.01 1.900000 1.710 2.87 407
## 117 0.30 1.53 1.950000 0.950 3.33 495
## 118 0.34 1.61 2.060000 1.060 2.96 345
## 119 0.43 0.83 3.400000 0.700 2.12 372
## 120 0.37 1.87 1.280000 0.930 3.05 564
## 121 0.32 1.83 3.250000 0.800 3.39 625
## 122 0.47 1.87 6.000000 0.930 3.69 465
## 123 0.43 1.71 2.080000 0.920 3.12 365
## 124 0.30 2.01 2.600000 0.730 3.10 380
## 125 0.21 2.91 2.800000 0.750 3.64 380
## 126 0.37 1.35 2.760000 0.860 3.28 378
## 127 0.39 1.77 3.940000 0.690 2.84 352
## 128 0.58 1.76 3.000000 0.970 2.44 466
## 129 0.40 1.90 2.120000 0.890 2.78 342
## 130 0.42 1.35 2.600000 0.790 2.57 580
## 131 0.21 0.94 4.100000 0.760 1.29 630
## 132 0.24 0.83 5.400000 0.740 1.42 530
## 133 0.27 0.83 5.700000 0.660 1.36 560
## 134 0.17 0.84 5.000000 0.780 1.29 600
## 135 0.60 1.25 5.450000 0.750 1.51 650
## 136 0.63 0.94 7.100000 0.730 1.58 695
## 137 0.53 0.80 3.850000 0.750 1.27 720
## 138 0.63 1.10 5.000000 0.820 1.69 515
## 139 0.58 0.88 5.700000 0.810 1.82 580
## 140 0.53 0.81 4.920000 0.890 2.15 590
## 141 0.53 0.75 4.600000 0.770 2.31 600
## 142 0.37 0.64 5.600000 0.700 2.47 780
## 143 0.50 0.55 4.350000 0.890 2.06 520
## 144 0.47 1.02 4.400000 0.910 2.05 550
## 145 0.29 1.14 8.210000 0.650 2.00 855
## 146 0.43 1.30 4.000000 0.600 1.68 830
## 147 0.40 0.68 4.900000 0.580 1.33 415
## 148 0.47 0.86 7.650000 0.540 1.86 625
## 149 0.45 1.25 8.420000 0.550 1.62 650
## 150 0.34 1.14 9.400000 0.570 1.33 550
## 151 0.22 1.25 8.600000 0.590 1.30 500
## 152 0.24 1.26 10.800000 0.480 1.47 480
## 153 0.26 1.56 7.100000 0.610 1.33 425
## 154 0.61 1.87 10.520000 0.560 1.51 675
## 155 0.53 1.40 7.600000 0.580 1.55 640
## 156 0.61 1.55 7.900000 0.600 1.48 725
## 157 0.48 1.56 9.010000 0.570 1.64 480
## 158 0.63 1.14 7.500000 0.670 1.73 880
## 159 0.53 2.70 13.000000 0.570 1.96 660
## 160 0.52 2.29 11.750000 0.570 1.78 620
## 161 0.50 1.04 7.650000 0.560 1.58 520
## 162 0.50 0.80 5.880000 0.960 1.82 680
## 163 0.60 0.96 5.580000 0.870 2.11 570
## 164 0.40 0.94 5.280000 0.680 1.75 675
## 165 0.41 1.03 9.580000 0.700 1.68 615
## 166 0.52 1.15 6.620000 0.780 1.75 520
## 167 0.43 1.46 10.680000 0.850 1.56 695
## 168 0.40 0.97 10.260000 0.720 1.75 685
## 169 0.39 1.54 8.660000 0.740 1.80 750
## 170 0.27 1.11 8.500000 0.670 1.92 630
## 171 0.40 0.73 5.500000 0.660 1.83 510
## 172 0.48 0.64 9.899999 0.570 1.63 470
## 173 0.44 1.24 9.700000 0.620 1.71 660
## 174 0.52 1.06 7.700000 0.640 1.74 740
## 175 0.43 1.41 7.300000 0.700 1.56 750
## 176 0.43 1.35 10.200000 0.590 1.56 835
## 177 0.53 1.46 9.300000 0.600 1.62 840
## 178 0.56 1.35 9.200000 0.610 1.60 560
#to check classifiers
table(Type)
## Type
## 1 2
## 59 119
table(prediction>1)
##
## FALSE TRUE
## 24 154
#confusion matrix table to find accuracy
confusion=table(Type,prediction>1)
confusion
##
## Type FALSE TRUE
## 1 24 35
## 2 0 119
#Accuracy
ACCURACY= sum(diag(confusion))/sum(confusion)
ACCURACY
## [1] 0.8033708
#precision => TP/(TP+FP)
PRECISION= confusion[2,2]/sum(confusion[2,1:2])
PRECISION
## [1] 1
#recall => TP/(TP+FN)
RECALL= confusion[2,2]/sum(confusion[1:2,2])
RECALL
## [1] 0.7727273