perbandingan 5 type dengan manova
Heru Wiryanto
January 26, 2019
Preview Data Set
library(readxl)
mydata <- read_excel("~/PUPR-5D.xlsx")
DT::datatable(mydata, rownames=TRUE, options = list(autowidth=TRUE,sClass="alignRight", className = 'dt-center', pageLength=10, digit=3))Compare Boxplots for Independent Variables (8 nodes and 5 brain wave) (only example)
Node 1 Delta
library(ggplot2)
library(gridExtra)
p1 <- ggplot(mydata, aes(x=Type, y=ND1), aes(fill = factor(Type))) +
ggtitle("Delta Node 1") + geom_boxplot(aes(fill = factor(Type))) +
guides(fill=guide_legend(title="Type")) + geom_jitter()
grid.arrange(p1,ncol=1, nrow=1)
Node 1 Theta
p2 <- ggplot(mydata, aes(x=Type, y=NT1), aes(fill = factor(Type))) +
ggtitle("Theta Node1") + geom_boxplot(aes(fill = factor(Type))) +
guides(fill=guide_legend(title="Type")) + geom_jitter()
grid.arrange(p2,ncol=1, nrow=1)
Node 1 Alpha
p3 <- ggplot(mydata, aes(x=Type, y=NA1), aes(fill = factor(Type))) +
ggtitle("Alpha Node1") + geom_boxplot(aes(fill = factor(Type))) +
guides(fill=guide_legend(title="Type")) + geom_jitter()
grid.arrange(p3,ncol=1, nrow=1)
Node 1 Beta
p4 <- ggplot(mydata, aes(x=Type, y=NB1), aes(fill = factor(Type))) +
ggtitle("Betha Node1") + geom_boxplot(aes(fill = factor(Type))) +
guides(fill=guide_legend(title="Type")) + geom_jitter()
grid.arrange(p4,ncol=1, nrow=1)
Node 1 Gamma
p5 <- ggplot(mydata, aes(x=Type, y=NG1), aes(fill = factor(Type))) +
ggtitle("Gamma Node1") + geom_boxplot(aes(fill = factor(Type))) +
guides(fill=guide_legend(title="Type")) + geom_jitter()
grid.arrange(p5,ncol=1, nrow=1)
Summary Statistics
Node 1 Summary
# Split mydata dataset by Species
data.Perencana <- mydata[mydata$Type=="Perencana",]
data.Pelaksana <- mydata[mydata$Type=="Pelaksana",]
data.Litbang <- mydata[mydata$Type=="Litbang",]
data.Pelayanan <- mydata[mydata$Type=="Pelayanan",]
data.Pengawas <- mydata[mydata$Type=="Pengawas",]
data.Perencana <- mydata[mydata$Type=="Perencana",]
data.Pelaksana <- mydata[mydata$Type=="Pelaksana",]
data.Litbang <- mydata[mydata$Type=="Litbang",]
data.Pelayanan <- mydata[mydata$Type=="Pelayanan",]
data.Pengawas <- mydata[mydata$Type=="Pengawas",]
summary(data.Perencana)## ND1 NT1 NA1
## Min. :-1.83200 Min. :-1.82852 Min. :-1.5626
## 1st Qu.:-0.60861 1st Qu.:-0.72082 1st Qu.:-0.5972
## Median : 0.02109 Median :-0.01241 Median :-0.3001
## Mean :-0.03052 Mean :-0.07628 Mean :-0.2703
## 3rd Qu.: 0.54614 3rd Qu.: 0.61228 3rd Qu.:-0.1516
## Max. : 1.85359 Max. : 2.73108 Max. : 2.6457
## NB1 NG1 ND2
## Min. :-1.44887 Min. :-1.18149 Min. :-1.81036
## 1st Qu.:-0.57049 1st Qu.:-0.52268 1st Qu.:-0.56121
## Median :-0.29043 Median :-0.01239 Median : 0.17684
## Mean :-0.04063 Mean : 0.16310 Mean : 0.09989
## 3rd Qu.: 0.16467 3rd Qu.: 0.89967 3rd Qu.: 0.73976
## Max. : 2.11556 Max. : 2.71045 Max. : 2.34989
## NT2 NA2 NB2
## Min. :-2.14412 Min. :-1.6095 Min. :-1.74901
## 1st Qu.:-0.74795 1st Qu.:-0.7349 1st Qu.:-0.67039
## Median : 0.09234 Median :-0.3566 Median :-0.38589
## Mean : 0.01662 Mean :-0.3467 Mean :-0.13718
## 3rd Qu.: 0.71932 3rd Qu.:-0.2201 3rd Qu.: 0.08307
## Max. : 3.31130 Max. : 2.4595 Max. : 1.97769
## NG2 ND3 NT3
## Min. :-1.31643 Min. :-1.56920 Min. :-1.700517
## 1st Qu.:-0.58079 1st Qu.:-0.70522 1st Qu.:-0.820724
## Median :-0.09236 Median : 0.03240 Median :-0.168293
## Mean : 0.08129 Mean :-0.08473 Mean : 0.002784
## 3rd Qu.: 0.96226 3rd Qu.: 0.43941 3rd Qu.: 0.676902
## Max. : 3.18113 Max. : 1.79269 Max. : 2.747876
## NA3 NB3 NG3 ND4
## Min. :-1.4464 Min. :-1.78610 Min. :-1.26174 Min. :-1.6538
## 1st Qu.:-0.7134 1st Qu.:-0.61978 1st Qu.:-0.49151 1st Qu.:-0.6471
## Median :-0.3254 Median :-0.26274 Median : 0.09188 Median : 0.2072
## Mean :-0.3267 Mean :-0.07805 Mean : 0.26029 Mean : 0.2120
## 3rd Qu.:-0.1206 3rd Qu.: 0.17099 3rd Qu.: 0.92379 3rd Qu.: 1.2638
## Max. : 3.2534 Max. : 1.82129 Max. : 2.88372 Max. : 2.4853
## NT4 NA4 NB4 NG4
## Min. :-1.9231 Min. :-2.4320 Min. :-2.28101 Min. :-1.36581
## 1st Qu.:-0.7595 1st Qu.:-1.0399 1st Qu.:-1.16616 1st Qu.:-0.63976
## Median : 0.1024 Median :-0.6952 Median :-0.63379 Median : 0.02217
## Mean : 0.1470 Mean :-0.5272 Mean :-0.41312 Mean : 0.17019
## 3rd Qu.: 0.8835 3rd Qu.:-0.2170 3rd Qu.:-0.01791 3rd Qu.: 0.95754
## Max. : 2.7528 Max. : 2.9409 Max. : 1.75144 Max. : 3.16775
## ND5 NT5 NA5
## Min. :-1.56088 Min. :-1.71787 Min. :-2.27853
## 1st Qu.:-0.35142 1st Qu.:-0.79366 1st Qu.:-0.64278
## Median : 0.09546 Median : 0.07059 Median :-0.28277
## Mean : 0.02244 Mean : 0.06427 Mean :-0.22884
## 3rd Qu.: 0.42337 3rd Qu.: 0.77498 3rd Qu.:-0.04446
## Max. : 2.33135 Max. : 2.73829 Max. : 2.06994
## NB5 NG5 ND6
## Min. :-1.64124 Min. :-1.29021 Min. :-1.56330
## 1st Qu.:-0.52285 1st Qu.:-0.54880 1st Qu.:-0.60079
## Median :-0.23511 Median :-0.19299 Median : 0.08496
## Mean :-0.01717 Mean : 0.03888 Mean : 0.05308
## 3rd Qu.: 0.25893 3rd Qu.: 0.74824 3rd Qu.: 0.65693
## Max. : 1.85508 Max. : 2.79721 Max. : 2.48969
## NT6 NA6 NB6
## Min. :-1.61008 Min. :-2.07636 Min. :-1.83481
## 1st Qu.:-0.59967 1st Qu.:-0.56349 1st Qu.:-0.52584
## Median :-0.02812 Median :-0.31075 Median :-0.23583
## Mean : 0.01104 Mean :-0.21528 Mean :-0.06712
## 3rd Qu.: 0.60977 3rd Qu.:-0.08508 3rd Qu.: 0.15347
## Max. : 2.61529 Max. : 1.76539 Max. : 1.70804
## NG6 ND7 NT7
## Min. :-1.26232 Min. :-1.49482 Min. :-1.65534
## 1st Qu.:-0.54287 1st Qu.:-0.46308 1st Qu.:-0.70428
## Median :-0.11328 Median : 0.06159 Median :-0.05605
## Mean : 0.05946 Mean : 0.02229 Mean :-0.11012
## 3rd Qu.: 0.67518 3rd Qu.: 0.48806 3rd Qu.: 0.44078
## Max. : 2.63683 Max. : 2.08697 Max. : 1.73251
## NA7 NB7 NG7 ND8
## Min. :-2.1292 Min. :-1.73909 Min. :-1.2302 Min. :-1.4543
## 1st Qu.:-0.7762 1st Qu.:-0.49735 1st Qu.:-0.4611 1st Qu.:-0.3293
## Median :-0.3239 Median :-0.20241 Median : 0.1284 Median : 0.1552
## Mean :-0.3297 Mean :-0.07069 Mean : 0.1781 Mean : 0.1982
## 3rd Qu.:-0.1335 3rd Qu.: 0.17928 3rd Qu.: 0.7924 3rd Qu.: 0.8194
## Max. : 2.4182 Max. : 1.68126 Max. : 2.6184 Max. : 2.1713
## NT8 NA8 NB8 NG8
## Min. :-1.76418 Min. :-1.3793 Min. :-1.6763 Min. :-1.26552
## 1st Qu.:-0.71693 1st Qu.:-0.7987 1st Qu.:-0.7764 1st Qu.:-0.74268
## Median :-0.35422 Median :-0.4318 Median :-0.2896 Median :-0.14367
## Mean :-0.07419 Mean :-0.3914 Mean :-0.1648 Mean : 0.03786
## 3rd Qu.: 0.57554 3rd Qu.:-0.1438 3rd Qu.: 0.2891 3rd Qu.: 0.74965
## Max. : 3.91653 Max. : 1.2775 Max. : 1.8108 Max. : 2.75097
## Type
## Length:98
## Class :character
## Mode :character
##
##
## summary(data.Pelaksana)## ND1 NT1 NA1
## Min. :-2.1683 Min. :-3.322627 Min. :-2.18150
## 1st Qu.:-0.2534 1st Qu.:-0.643538 1st Qu.:-0.81999
## Median : 0.3437 Median :-0.102569 Median :-0.30014
## Mean : 0.3373 Mean :-0.003247 Mean :-0.23814
## 3rd Qu.: 0.9339 3rd Qu.: 0.515682 3rd Qu.: 0.07118
## Max. : 3.2057 Max. : 6.054183 Max. :15.93900
## NB1 NG1 ND2
## Min. :-2.32724 Min. :-1.3186 Min. :-2.1606
## 1st Qu.:-0.83782 1st Qu.:-0.7093 1st Qu.:-0.1949
## Median :-0.37954 Median :-0.3437 Median : 0.3698
## Mean :-0.30197 Mean :-0.1197 Mean : 0.3461
## 3rd Qu.: 0.07874 3rd Qu.: 0.2732 3rd Qu.: 0.9345
## Max. : 3.51587 Max. : 5.3685 Max. : 3.5436
## NT2 NA2 NB2
## Min. :-3.178328 Min. :-2.50272 Min. :-2.36179
## 1st Qu.:-0.618675 1st Qu.:-0.76595 1st Qu.:-0.83610
## Median : 0.001847 Median :-0.31935 Median :-0.46092
## Mean : 0.070616 Mean :-0.24547 Mean :-0.34935
## 3rd Qu.: 0.622369 3rd Qu.: 0.07762 3rd Qu.:-0.04824
## Max. : 8.223763 Max. :23.35033 Max. : 3.40334
## NG2 ND3 NT3
## Min. :-1.3802 Min. :-1.8337 Min. :-2.570425
## 1st Qu.:-0.7104 1st Qu.:-0.3643 1st Qu.:-0.514279
## Median :-0.2957 Median : 0.1940 Median :-0.118866
## Mean :-0.1019 Mean : 0.2117 Mean :-0.004103
## 3rd Qu.: 0.3502 3rd Qu.: 0.7583 3rd Qu.: 0.434712
## Max. : 5.6532 Max. :21.1177 Max. : 7.631223
## NA3 NB3 NG3 ND4
## Min. :-2.26564 Min. :-2.2198 Min. :-1.31109 Min. :-1.9215
## 1st Qu.:-0.69186 1st Qu.:-0.6647 1st Qu.:-0.64133 1st Qu.:-0.1787
## Median :-0.28224 Median :-0.2627 Median :-0.21127 Median : 0.4126
## Mean :-0.19573 Mean :-0.2004 Mean :-0.02133 Mean : 0.4617
## 3rd Qu.: 0.08425 3rd Qu.: 0.1393 3rd Qu.: 0.44439 3rd Qu.: 1.1969
## Max. :16.68446 Max. : 2.4983 Max. : 5.30895 Max. : 3.1139
## NT4 NA4 NB4 NG4
## Min. :-2.6127 Min. :-1.95166 Min. :-2.02735 Min. :-1.3809
## 1st Qu.:-0.4579 1st Qu.:-0.97316 1st Qu.:-1.17138 1st Qu.:-0.7925
## Median : 0.1670 Median :-0.48390 Median :-0.51374 Median :-0.3475
## Mean : 0.2067 Mean :-0.37733 Mean :-0.52165 Mean :-0.1256
## 3rd Qu.: 0.7704 3rd Qu.: 0.02759 3rd Qu.:-0.07532 3rd Qu.: 0.3918
## Max. :29.0196 Max. : 5.20923 Max. : 3.06671 Max. : 5.1818
## ND5 NT5 NA5 NB5
## Min. :-1.8476 Min. :-2.53716 Min. :-2.3921 Min. :-2.2602
## 1st Qu.:-0.2309 1st Qu.:-0.57885 1st Qu.:-0.6884 1st Qu.:-0.6532
## Median : 0.3120 Median :-0.15921 Median :-0.2828 Median :-0.2840
## Mean : 0.2900 Mean : 0.02315 Mean :-0.1908 Mean :-0.1760
## 3rd Qu.: 0.8306 3rd Qu.: 0.46026 3rd Qu.: 0.1229 3rd Qu.: 0.1069
## Max. : 2.4290 Max. :20.94260 Max. : 4.2198 Max. :18.6309
## NG5 ND6 NT6 NA6
## Min. :-1.3393 Min. :-1.8339 Min. :-2.71236 Min. :-2.13413
## 1st Qu.:-0.7293 1st Qu.:-0.2902 1st Qu.:-0.48740 1st Qu.:-0.65376
## Median :-0.3577 Median : 0.3125 Median :-0.16080 Median :-0.27464
## Mean :-0.1449 Mean : 0.3191 Mean : 0.01809 Mean :-0.09955
## 3rd Qu.: 0.2592 3rd Qu.: 0.9275 3rd Qu.: 0.43116 3rd Qu.: 0.24891
## Max. : 5.1810 Max. :21.5308 Max. : 6.77944 Max. : 3.69710
## NB6 NG6 ND7 NT7
## Min. :-2.3365 Min. :-1.2830 Min. :-1.7938 Min. :-2.46729
## 1st Qu.:-0.7375 1st Qu.:-0.6895 1st Qu.:-0.3400 1st Qu.:-0.59545
## Median :-0.2881 Median :-0.3859 Median : 0.1935 Median :-0.19800
## Mean :-0.2253 Mean :-0.1578 Mean : 0.1905 Mean :-0.07603
## 3rd Qu.: 0.2136 3rd Qu.: 0.2145 3rd Qu.: 0.6742 3rd Qu.: 0.33195
## Max. : 2.6068 Max. : 5.3214 Max. :18.5773 Max. : 7.01303
## NA7 NB7 NG7 ND8
## Min. :-2.1139 Min. :-2.0762 Min. :-1.29116 Min. :-1.8051
## 1st Qu.:-0.6477 1st Qu.:-0.5990 1st Qu.:-0.60681 1st Qu.:-0.3126
## Median :-0.2858 Median :-0.1826 Median :-0.17994 Median : 0.2833
## Mean :-0.1553 Mean :-0.1532 Mean :-0.02476 Mean : 0.3056
## 3rd Qu.: 0.1712 3rd Qu.: 0.2041 3rd Qu.: 0.42309 3rd Qu.: 0.9127
## Max. : 4.4939 Max. : 3.4559 Max. : 5.10512 Max. : 2.5166
## NT8 NA8 NB8 NG8
## Min. :-2.90850 Min. :-2.2153 Min. :-2.1861 Min. :-1.3832
## 1st Qu.:-0.61986 1st Qu.:-0.7476 1st Qu.:-0.7790 1st Qu.:-0.7461
## Median :-0.21118 Median :-0.2645 Median :-0.2182 Median :-0.3791
## Mean :-0.02364 Mean :-0.1486 Mean :-0.2168 Mean :-0.1741
## 3rd Qu.: 0.44271 3rd Qu.: 0.2185 3rd Qu.: 0.2202 3rd Qu.: 0.2164
## Max. : 7.51295 Max. : 4.4917 Max. : 2.6877 Max. : 5.2994
## Type
## Length:1565
## Class :character
## Mode :character
##
##
## summary(data.Litbang)## ND1 NT1 NA1
## Min. :-1.94867 Min. :-1.6224 Min. :-1.51312
## 1st Qu.:-0.08186 1st Qu.:-0.4117 1st Qu.:-0.67146
## Median : 0.43976 Median : 0.1808 Median :-0.30014
## Mean : 0.50467 Mean : 0.2437 Mean :-0.23246
## 3rd Qu.: 1.04373 3rd Qu.: 0.7733 3rd Qu.: 0.07118
## Max. : 2.38207 Max. : 3.7873 Max. : 2.00206
## NB1 NG1 ND2 NT2
## Min. :-2.02172 Min. :-1.30335 Min. :-1.9605 Min. :-1.6529
## 1st Qu.:-0.79963 1st Qu.:-0.78544 1st Qu.:-0.3307 1st Qu.:-0.3084
## Median :-0.37954 Median :-0.60265 Median : 0.4199 Median : 0.2604
## Mean :-0.32114 Mean :-0.36829 Mean : 0.3657 Mean : 0.2822
## 3rd Qu.: 0.05328 3rd Qu.:-0.03143 3rd Qu.: 0.9703 3rd Qu.: 0.8292
## Max. : 1.96280 Max. : 1.43852 Max. : 2.5715 Max. : 3.3113
## NA2 NB2 NG2 ND3
## Min. :-1.4358 Min. :-1.9741 Min. :-1.38022 Min. :-1.7690
## 1st Qu.:-0.6171 1st Qu.:-0.7110 1st Qu.:-0.75024 1st Qu.:-0.3820
## Median :-0.3194 Median :-0.3109 Median :-0.48709 Median : 0.2410
## Mean :-0.1541 Mean :-0.2319 Mean :-0.29709 Mean : 0.2596
## 3rd Qu.: 0.2017 3rd Qu.: 0.1018 3rd Qu.: 0.03922 3rd Qu.: 0.9228
## Max. : 1.9136 Max. : 1.9777 Max. : 1.49056 Max. : 2.1218
## NT3 NA3 NB3
## Min. :-1.26556 Min. :-1.51109 Min. :-1.89188
## 1st Qu.:-0.43520 1st Qu.:-0.51939 1st Qu.:-0.54837
## Median :-0.05955 Median :-0.19601 Median :-0.11464
## Mean : 0.13362 Mean :-0.03995 Mean :-0.03971
## 3rd Qu.: 0.53357 3rd Qu.: 0.38608 3rd Qu.: 0.57298
## Max. : 2.76765 Max. : 2.36948 Max. : 2.30791
## NG3 ND4 NT4
## Min. :-1.2617355 Min. :-1.8530 Min. :-1.427525
## 1st Qu.:-0.7259288 1st Qu.:-0.2907 1st Qu.:-0.414775
## Median :-0.4439253 Median : 0.3877 Median :-0.005365
## Mean :-0.3185114 Mean : 0.4084 Mean : 0.345134
## 3rd Qu.: 0.0002302 3rd Qu.: 0.9541 3rd Qu.: 0.554880
## Max. : 1.5230492 Max. : 2.5537 Max. :22.986214
## NA4 NB4 NG4 ND5
## Min. :-1.5958 Min. :-1.9647 Min. :-1.4111 Min. :-1.7866
## 1st Qu.:-0.7285 1st Qu.:-0.8791 1st Qu.:-0.7322 1st Qu.:-0.2614
## Median :-0.2615 Median :-0.2319 Median :-0.4455 Median : 0.2693
## Mean :-0.1740 Mean :-0.2109 Mean :-0.3292 Mean : 0.3389
## 3rd Qu.: 0.2945 3rd Qu.: 0.4049 3rd Qu.:-0.1061 3rd Qu.: 0.9038
## Max. : 2.3182 Max. : 2.2734 Max. : 1.6440 Max. : 2.9048
## NT5 NA5 NB5 NG5
## Min. :-1.4981 Min. :-1.7228 Min. :-1.9670 Min. :-1.2902
## 1st Qu.:-0.4989 1st Qu.:-0.6073 1st Qu.:-0.7074 1st Qu.:-0.7574
## Median :-0.0593 Median :-0.2625 Median :-0.2297 Median :-0.4349
## Mean : 0.1589 Mean :-0.1255 Mean :-0.1875 Mean :-0.2875
## 3rd Qu.: 0.8000 3rd Qu.: 0.1634 3rd Qu.: 0.3024 3rd Qu.: 0.1260
## Max. : 3.5576 Max. : 2.0902 Max. : 2.4088 Max. : 2.3976
## ND6 NT6 NA6 NB6
## Min. :-1.7724 Min. :-1.4264 Min. :-1.66475 Min. :-1.99157
## 1st Qu.:-0.3702 1st Qu.:-0.4670 1st Qu.:-0.67181 1st Qu.:-0.76882
## Median : 0.1280 Median :-0.1812 Median :-0.25659 Median :-0.09997
## Mean : 0.3057 Mean : 0.1227 Mean :-0.05783 Mean :-0.11329
## 3rd Qu.: 0.9767 3rd Qu.: 0.6149 3rd Qu.: 0.44749 3rd Qu.: 0.61069
## Max. : 2.9817 Max. : 2.9011 Max. : 2.36115 Max. : 2.50230
## NG6 ND7 NT7
## Min. :-1.310627 Min. :-1.6707 Min. :-1.18218
## 1st Qu.:-0.717128 1st Qu.:-0.3986 1st Qu.:-0.50082
## Median :-0.392774 Median : 0.1876 Median :-0.17907
## Mean :-0.286471 Mean : 0.1795 Mean : 0.04423
## 3rd Qu.: 0.007493 3rd Qu.: 0.6097 3rd Qu.: 0.46443
## Max. : 2.636831 Max. : 2.2921 Max. : 2.86811
## NA7 NB7 NG7
## Min. :-1.19989 Min. :-1.60029 Min. :-1.25051
## 1st Qu.:-0.51436 1st Qu.:-0.59897 1st Qu.:-0.64747
## Median :-0.09542 Median : 0.01570 Median :-0.36289
## Mean : 0.09222 Mean : 0.02043 Mean :-0.27325
## 3rd Qu.: 0.57108 3rd Qu.: 0.49157 3rd Qu.:-0.01733
## Max. : 3.27514 Max. : 1.93903 Max. : 1.41913
## ND8 NT8 NA8
## Min. :-1.7327 Min. :-1.13072 Min. :-1.21207
## 1st Qu.:-0.4295 1st Qu.:-0.49726 1st Qu.:-0.58039
## Median : 0.1608 Median :-0.06814 Median :-0.11591
## Mean : 0.2118 Mean : 0.14557 Mean : 0.05863
## 3rd Qu.: 0.8236 3rd Qu.: 0.74923 3rd Qu.: 0.70157
## Max. : 2.0265 Max. : 4.01870 Max. : 2.72668
## NB8 NG8 Type
## Min. :-1.58449 Min. :-1.2101 Length:109
## 1st Qu.:-0.71781 1st Qu.:-0.7669 Class :character
## Median :-0.06526 Median :-0.4761 Mode :character
## Mean :-0.01512 Mean :-0.3231
## 3rd Qu.: 0.66887 3rd Qu.: 0.0156
## Max. : 2.56536 Max. : 1.3937summary(data.Pelayanan)## ND1 NT1 NA1
## Min. :-2.1271 Min. :-2.008843 Min. :-1.6369
## 1st Qu.:-0.3941 1st Qu.:-0.592018 1st Qu.:-0.7148
## Median : 0.2888 Median :-0.115449 Median :-0.2630
## Mean : 0.2181 Mean : 0.000335 Mean :-0.1834
## 3rd Qu.: 0.9682 3rd Qu.: 0.560763 3rd Qu.: 0.1393
## Max. : 2.1693 Max. : 3.272052 Max. : 3.6359
## NB1 NG1 ND2 NT2
## Min. :-2.12356 Min. :-1.2348 Min. :-2.1392 Min. :-2.45439
## 1st Qu.:-0.67870 1st Qu.:-0.7093 1st Qu.:-0.2664 1st Qu.:-0.63807
## Median :-0.34135 Median :-0.3970 Median : 0.3591 Median :-0.07572
## Mean :-0.09756 Mean :-0.1311 Mean : 0.3392 Mean : 0.06092
## 3rd Qu.: 0.34289 3rd Qu.: 0.1095 3rd Qu.: 1.1561 3rd Qu.: 0.64176
## Max. : 3.18488 Max. : 3.1674 Max. : 2.5715 Max. : 2.61321
## NA2 NB2 NG2
## Min. :-1.70877 Min. :-2.2492 Min. :-1.30845
## 1st Qu.:-0.78456 1st Qu.:-0.8330 1st Qu.:-0.81803
## Median :-0.34416 Median :-0.3671 Median :-0.47114
## Mean :-0.24559 Mean :-0.1905 Mean :-0.19735
## 3rd Qu.: 0.00319 3rd Qu.: 0.2832 3rd Qu.: 0.02327
## Max. : 3.12937 Max. : 3.1782 Max. : 4.56867
## ND3 NT3 NA3
## Min. :-1.83368 Min. :-2.31341 Min. :-1.5111
## 1st Qu.:-0.62147 1st Qu.:-0.57359 1st Qu.:-0.6272
## Median : 0.05297 Median :-0.08921 Median :-0.2822
## Mean : 0.04703 Mean :-0.02883 Mean :-0.1792
## 3rd Qu.: 0.70830 3rd Qu.: 0.45448 3rd Qu.: 0.1058
## Max. : 2.19823 Max. : 3.63755 Max. : 3.3396
## NB3 NG3 ND4
## Min. :-1.73320 Min. :-1.26174 Min. :-1.9090
## 1st Qu.:-0.59333 1st Qu.:-0.62547 1st Qu.:-0.5210
## Median :-0.13580 Median :-0.21127 Median : 0.1699
## Mean :-0.04224 Mean : 0.04098 Mean : 0.2030
## 3rd Qu.: 0.44604 3rd Qu.: 0.54661 3rd Qu.: 0.9214
## Max. : 2.69933 Max. : 4.29373 Max. : 2.3670
## NT4 NA4 NB4
## Min. :-2.48337 Min. :-1.907186 Min. :-1.9856
## 1st Qu.:-0.47403 1st Qu.:-0.923119 1st Qu.:-1.0748
## Median : 0.05928 Median :-0.394947 Median :-0.3572
## Mean : 0.07156 Mean :-0.328231 Mean :-0.3147
## 3rd Qu.: 0.61414 3rd Qu.: 0.005351 3rd Qu.: 0.1439
## Max. : 3.37765 Max. : 3.674753 Max. : 2.8371
## NG4 ND5 NT5 NA5
## Min. :-1.35072 Min. :-1.8354 Min. :-2.0975 Min. :-1.5808
## 1st Qu.:-0.69445 1st Qu.:-0.4628 1st Qu.:-0.5988 1st Qu.:-0.7442
## Median :-0.28334 Median : 0.2327 Median :-0.1992 Median :-0.3538
## Mean : 0.06812 Mean : 0.2378 Mean :-0.1076 Mean :-0.1725
## 3rd Qu.: 0.76142 3rd Qu.: 1.0289 3rd Qu.: 0.4103 3rd Qu.: 0.1127
## Max. : 5.27235 Max. : 2.4290 Max. : 2.2387 Max. : 3.3477
## NB5 NG5 ND6 NT6
## Min. :-1.9453 Min. :-1.2411 Min. :-1.8339 Min. :-2.65112
## 1st Qu.:-0.7183 1st Qu.:-0.7504 1st Qu.:-0.5731 1st Qu.:-0.42616
## Median :-0.2243 Median :-0.3753 Median : 0.2018 Median : 0.02291
## Mean :-0.1122 Mean :-0.1147 Mean : 0.1137 Mean : 0.07987
## 3rd Qu.: 0.3648 3rd Qu.: 0.3241 3rd Qu.: 0.6954 3rd Qu.: 0.56895
## Max. : 2.7889 Max. : 4.6551 Max. : 2.4343 Max. : 3.43179
## NA6 NB6 NG6
## Min. :-1.9175 Min. :-2.14834 Min. :-1.23472
## 1st Qu.:-0.6312 1st Qu.:-0.56503 1st Qu.:-0.64122
## Median :-0.2837 Median :-0.16790 Median :-0.27546
## Mean :-0.1398 Mean :-0.09165 Mean :-0.03948
## 3rd Qu.: 0.2083 3rd Qu.: 0.38861 3rd Qu.: 0.23868
## Max. : 2.9027 Max. : 3.06665 Max. : 5.10054
## ND7 NT7 NA7
## Min. :-1.80551 Min. :-2.58274 Min. :-2.13298
## 1st Qu.:-0.59204 1st Qu.:-0.56706 1st Qu.:-0.64765
## Median : 0.03228 Median :-0.05605 Median :-0.32393
## Mean : 0.01898 Mean :-0.05940 Mean :-0.21049
## 3rd Qu.: 0.62729 3rd Qu.: 0.45970 3rd Qu.: 0.05693
## Max. : 2.10456 Max. : 3.73873 Max. : 3.06567
## NB7 NG7 ND8
## Min. :-2.04642 Min. :-1.15565 Min. :-1.7828
## 1st Qu.:-0.47009 1st Qu.:-0.55938 1st Qu.:-0.4602
## Median :-0.14788 Median :-0.21043 Median : 0.3418
## Mean :-0.02305 Mean : 0.08343 Mean : 0.2825
## 3rd Qu.: 0.37013 3rd Qu.: 0.60604 3rd Qu.: 1.1313
## Max. : 2.64292 Max. : 5.16610 Max. : 2.0321
## NT8 NA8 NB8
## Min. :-2.499812 Min. :-1.47218 Min. :-1.7068
## 1st Qu.:-0.619865 1st Qu.:-0.76153 1st Qu.:-0.8070
## Median :-0.170313 Median :-0.41317 Median :-0.2998
## Mean : 0.000082 Mean :-0.25915 Mean :-0.1897
## 3rd Qu.: 0.560210 3rd Qu.: 0.06524 3rd Qu.: 0.2100
## Max. : 4.243476 Max. : 3.00536 Max. : 1.9128
## NG8 Type
## Min. :-1.2378 Length:186
## 1st Qu.:-0.7513 Class :character
## Median :-0.4449 Mode :character
## Mean :-0.1245
## 3rd Qu.: 0.2234
## Max. : 4.7107summary(data.Pengawas)## ND1 NT1 NA1
## Min. :-2.168298 Min. :-3.29687 Min. :-2.552824
## 1st Qu.:-0.926041 1st Qu.:-0.74658 1st Qu.:-0.770480
## Median : 0.055411 Median :-0.02529 Median :-0.324894
## Mean : 0.001105 Mean :-0.13754 Mean :-0.202204
## 3rd Qu.: 0.920186 3rd Qu.: 0.61872 3rd Qu.:-0.003082
## Max. : 2.327162 Max. : 3.37509 Max. : 3.190285
## NB1 NG1 ND2
## Min. :-2.5564 Min. :-1.2196 Min. :-2.160622
## 1st Qu.:-0.8378 1st Qu.:-0.6484 1st Qu.:-0.723835
## Median :-0.2268 Median :-0.2980 Median : 0.141097
## Mean :-0.0454 Mean : 0.1289 Mean :-0.006876
## 3rd Qu.: 0.5625 3rd Qu.: 0.7074 3rd Qu.: 0.777286
## Max. : 2.4720 Max. : 5.6960 Max. : 2.106850
## NT2 NA2 NB2 NG2
## Min. :-3.33346 Min. :-2.6516 Min. :-2.62441 Min. :-1.1250
## 1st Qu.:-0.74795 1st Qu.:-0.6419 1st Qu.:-0.59849 1st Qu.:-0.6227
## Median : 0.02770 Median :-0.3194 Median :-0.29835 Median :-0.2877
## Mean :-0.09006 Mean :-0.1763 Mean :-0.01455 Mean : 0.1007
## 3rd Qu.: 0.54480 3rd Qu.: 0.2017 3rd Qu.: 0.51452 3rd Qu.: 0.6214
## Max. : 3.05275 Max. : 3.5015 Max. : 2.29033 Max. : 5.9642
## ND3 NT3 NA3
## Min. :-1.83368 Min. :-2.45180 Min. :-1.79135
## 1st Qu.:-1.01085 1st Qu.:-0.63290 1st Qu.:-0.58406
## Median :-0.05282 Median :-0.15841 Median :-0.21757
## Mean :-0.11168 Mean :-0.03185 Mean :-0.13605
## 3rd Qu.: 0.57018 3rd Qu.: 0.51379 3rd Qu.: 0.04114
## Max. : 2.01603 Max. : 4.11205 Max. : 3.23183
## NB3 NG3 ND4
## Min. :-1.817832 Min. :-1.2194 Min. :-1.91526
## 1st Qu.:-0.506057 1st Qu.:-0.5849 1st Qu.:-0.77000
## Median :-0.156955 Median :-0.3029 Median :-0.12890
## Mean :-0.009161 Mean : 0.1968 Mean : 0.08381
## 3rd Qu.: 0.551826 3rd Qu.: 0.8321 3rd Qu.: 1.14084
## Max. : 1.757813 Max. : 4.7520 Max. : 2.57863
## NT4 NA4 NB4 NG4
## Min. :-2.54801 Min. :-1.75151 Min. :-1.9021 Min. :-1.2753
## 1st Qu.:-0.95347 1st Qu.:-0.88420 1st Qu.:-1.1087 1st Qu.:-0.6567
## Median :-0.11310 Median :-0.35047 Median :-0.3154 Median :-0.1664
## Mean :-0.06089 Mean :-0.28960 Mean :-0.1981 Mean : 0.1620
## 3rd Qu.: 0.51178 3rd Qu.:-0.01689 3rd Qu.: 0.4570 3rd Qu.: 0.9123
## Max. : 3.52849 Max. : 4.60878 Max. : 2.6283 Max. : 4.7292
## ND5 NT5 NA5
## Min. :-1.847608 Min. :-2.63707 Min. :-2.1893
## 1st Qu.:-0.816594 1st Qu.:-0.65878 1st Qu.:-0.5870
## Median :-0.005204 Median :-0.23914 Median :-0.2625
## Mean :-0.048710 Mean :-0.08672 Mean :-0.1513
## 3rd Qu.: 0.714675 3rd Qu.: 0.60014 3rd Qu.: 0.1229
## Max. : 2.184937 Max. : 2.69833 Max. : 3.6114
## NB5 NG5 ND6
## Min. :-2.205866 Min. :-1.3042 Min. :-1.82776
## 1st Qu.:-0.598860 1st Qu.:-0.6101 1st Qu.:-0.91137
## Median :-0.197109 Median :-0.2105 Median :-0.09955
## Mean :-0.001266 Mean : 0.1403 Mean :-0.14493
## 3rd Qu.: 0.552104 3rd Qu.: 0.7850 3rd Qu.: 0.48472
## Max. : 1.800791 Max. : 5.2230 Max. : 2.14528
## NT6 NA6 NB6 NG6
## Min. :-2.69195 Min. :-2.0439 Min. :-2.19014 Min. :-1.2485
## 1st Qu.:-0.65070 1st Qu.:-0.5093 1st Qu.:-0.49710 1st Qu.:-0.5032
## Median :-0.09956 Median :-0.2927 Median :-0.14177 Median :-0.1236
## Mean :-0.04846 Mean :-0.1066 Mean : 0.03399 Mean : 0.1990
## 3rd Qu.: 0.53322 3rd Qu.: 0.1586 3rd Qu.: 0.52709 3rd Qu.: 0.7390
## Max. : 2.71736 Max. : 3.1916 Max. : 2.81583 Max. : 5.1903
## ND7 NT7 NA7
## Min. :-1.7938 Min. :-2.39348 Min. :-1.86639
## 1st Qu.:-0.8441 1st Qu.:-0.69009 1st Qu.:-0.51436
## Median :-0.1289 Median :-0.19800 Median :-0.26680
## Mean :-0.2069 Mean :-0.08471 Mean :-0.08124
## 3rd Qu.: 0.3225 3rd Qu.: 0.36980 3rd Qu.: 0.15214
## Max. : 2.1280 Max. : 2.92489 Max. : 3.86547
## NB7 NG7 ND8 NT8
## Min. :-1.98694 Min. :-1.2437 Min. :-1.78285 Min. :-2.7246
## 1st Qu.:-0.41060 1st Qu.:-0.4713 1st Qu.:-0.94746 1st Qu.:-0.7016
## Median :-0.05370 Median :-0.1054 Median :-0.02297 Median :-0.2316
## Mean : 0.06419 Mean : 0.2518 Mean :-0.05228 Mean :-0.1118
## 3rd Qu.: 0.45192 3rd Qu.: 0.7754 3rd Qu.: 0.68432 3rd Qu.: 0.5653
## Max. : 2.36533 Max. : 4.8815 Max. : 2.03765 Max. : 3.0583
## NA8 NB8 NG8
## Min. :-2.02955 Min. :-1.99234 Min. :-1.2170
## 1st Qu.:-0.67328 1st Qu.:-0.64644 1st Qu.:-0.6215
## Median :-0.26454 Median :-0.16722 Median :-0.3099
## Mean :-0.08689 Mean : 0.01803 Mean : 0.1239
## 3rd Qu.: 0.12562 3rd Qu.: 0.81162 3rd Qu.: 0.8535
## Max. : 3.59989 Max. : 2.81007 Max. : 5.2440
## Type
## Length:137
## Class :character
## Mode :character
##
##
## Manova
m1 <- manova(cbind(ND1,NT1,NA1,NB1,NG1,ND2,NT2,NA2,NB2,NG2,ND3,NT3,NA3,NB3,NG3,ND4,NT4,NA4,NB4,NG4,ND5,NT5,NA5,NB5,NG5,ND6,NT6,NA6,NB6,NG6,ND7,NT7,NA7,NB7,NG7,ND8,NT8,NA8,NB8,NG8) ~ Type, mydata)
summary.aov(m1)## Response ND1 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 30.9 7.7259 8.8378 4.489e-07 ***
## Residuals 2090 1827.0 0.8742
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT1 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 9.64 2.40977 2.8615 0.02223 *
## Residuals 2090 1760.07 0.84214
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NA1 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 0.76 0.19088 0.256 0.9061
## Residuals 2090 1558.39 0.74564
##
## Response NB1 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 19.06 4.7654 6.6029 2.806e-05 ***
## Residuals 2090 1508.39 0.7217
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NG1 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 22.56 5.6397 8.2388 1.367e-06 ***
## Residuals 2090 1430.67 0.6845
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response ND2 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 20.62 5.1538 6.0036 8.408e-05 ***
## Residuals 2090 1794.18 0.8585
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT2 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 8.7 2.17584 2.5205 0.03939 *
## Residuals 2090 1804.2 0.86326
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NA2 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 2.53 0.63173 0.7398 0.5648
## Residuals 2090 1784.70 0.85392
##
## Response NB2 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 20.29 5.0731 7.6244 4.269e-06 ***
## Residuals 2090 1390.65 0.6654
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NG2 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 14.74 3.6854 5.2622 0.0003234 ***
## Residuals 2090 1463.71 0.7003
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response ND3 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 23.58 5.8952 5.54 0.0001955 ***
## Residuals 2090 2224.01 1.0641
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT3 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 2.27 0.56648 0.843 0.4978
## Residuals 2090 1404.44 0.67198
##
## Response NA3 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 4.75 1.18779 1.7463 0.1371
## Residuals 2090 1421.59 0.68018
##
## Response NB3 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 10.49 2.62244 4.4732 0.001335 **
## Residuals 2090 1225.28 0.58626
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NG3 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 24.0 5.9994 8.4653 8.976e-07 ***
## Residuals 2090 1481.2 0.7087
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response ND4 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 30.34 7.5860 7.7431 3.427e-06 ***
## Residuals 2090 2047.59 0.9797
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT4 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 14.3 3.5814 2.3666 0.05079 .
## Residuals 2090 3162.8 1.5133
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NA4 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 7.82 1.95453 2.9804 0.01816 *
## Residuals 2090 1370.60 0.65579
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NB4 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 26.25 6.5617 8.6382 6.508e-07 ***
## Residuals 2090 1587.59 0.7596
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NG4 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 28.18 7.0444 8.1605 1.581e-06 ***
## Residuals 2090 1804.15 0.8632
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response ND5 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 20.67 5.1666 7.1946 9.444e-06 ***
## Residuals 2090 1500.89 0.7181
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT5 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 6.81 1.70177 1.7933 0.1274
## Residuals 2090 1983.30 0.94895
##
## Response NA5 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 0.81 0.20275 0.3498 0.8443
## Residuals 2090 1211.36 0.57960
##
## Response NB5 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 6.23 1.55655 1.7153 0.1439
## Residuals 2090 1896.60 0.90746
##
## Response NG5 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 15.78 3.9447 6.0541 7.667e-05 ***
## Residuals 2090 1361.79 0.6516
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response ND6 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 36.31 9.0787 9.1516 2.502e-07 ***
## Residuals 2090 2073.35 0.9920
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT6 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 2.43 0.60828 0.928 0.4466
## Residuals 2090 1369.97 0.65549
##
## Response NA6 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 1.7 0.42492 0.6337 0.6385
## Residuals 2090 1401.5 0.67055
##
## Response NB6 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 12.65 3.1629 4.7507 0.0008128 ***
## Residuals 2090 1391.50 0.6658
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NG6 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 23.56 5.8898 9.5028 1.3e-07 ***
## Residuals 2090 1295.37 0.6198
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response ND7 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 24.73 6.1830 7.7022 3.696e-06 ***
## Residuals 2090 1677.75 0.8028
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT7 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 1.69 0.42174 0.6778 0.6074
## Residuals 2090 1300.52 0.62226
##
## Response NA7 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 10.93 2.73278 4.4393 0.001418 **
## Residuals 2090 1286.58 0.61559
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NB7 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 10.45 2.61193 4.7431 0.0008238 ***
## Residuals 2090 1150.91 0.55068
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NG7 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 22.19 5.5466 8.829 4.563e-07 ***
## Residuals 2090 1312.98 0.6282
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response ND8 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 17.12 4.2791 5.4842 0.0002164 ***
## Residuals 2090 1630.73 0.7803
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NT8 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 4.53 1.1315 1.4349 0.2199
## Residuals 2090 1647.97 0.7885
##
## Response NA8 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 13.17 3.2919 4.7605 0.0007985 ***
## Residuals 2090 1445.26 0.6915
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NB8 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 10.42 2.60447 3.7298 0.004972 **
## Residuals 2090 1459.43 0.69829
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response NG8 :
## Df Sum Sq Mean Sq F value Pr(>F)
## Type 4 18.03 4.5070 6.7717 2.058e-05 ***
## Residuals 2090 1391.05 0.6656
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Consider Univariate ANOVA Tables
summary(m1, test = "Wilks")## Df Wilks approx F num Df den Df Pr(>F)
## Type 4 0.87082 1.8048 160 8178 3.204e-09 ***
## Residuals 2090
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m1, test = "Roy")## Df Roy approx F num Df den Df Pr(>F)
## Type 4 0.063374 3.2543 40 2054 4.823e-11 ***
## Residuals 2090
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m1, test = "Pillai")## Df Pillai approx F num Df den Df Pr(>F)
## Type 4 0.13526 1.7972 160 8216 4.192e-09 ***
## Residuals 2090
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m1, test = "Hotelling-Lawley")## Df Hotelling-Lawley approx F num Df den Df Pr(>F)
## Type 4 0.14149 1.8124 160 8198 2.445e-09 ***
## Residuals 2090
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Heru Wiryanto Psycho Social Data Scientist Senior Technical Advisor BDO - Digital