Analisis data Percobaan Augmented RAK
Shahrizal Muhammad Abdillah
2025-02-23
Pendahuluan
Percobaan augmented merupakan salah satu grup percobaan rancangan kelompok tak lengkap. Rancangan ini terdiri dari beberapa genotipe tertentu yang diulang dalam setiap kelompok, sedangkan gen yang lain tidak. Rancangan ini di lapangan lebih sering dikenal dengan augmented blok. Kelebihan rancangan ini daripada rancangan lingkungan (RAK dan RBSL) yaitu mampu mengakomodasi jumlah perlakuan yang lebih besar ke dalam unit-unit percobaan. Pada rancangan augmented blok ini terdiri dari dua kelompok genotipe, yaitu genotipe cek (control) dan genotipe new (galur). Genotipe cek berguna untuk mengontrol keragaman di setiap kelompok yang telah diacak dan dialokasikan di dalamnya. Sedangkan genotipe new tidak diberlakukan pengulangan, dan langsung diacak ke dalam setiap unit-unit percobaan.
Struktur Data
Adapun data pada percobaan augmented blok ini terdiri dari :
gen, sebagai perlakuan
block, sebagai sumber variabilitas lingkungan
name, sebagai nama atau kode genotipe keseluruhan
tsw, peubah respon.
# Load data
library(agridat)
library(agricolae)
data <- kling.augmented
# Menampilkan data frame
str(data)## 'data.frame': 68 obs. of 7 variables:
## $ plot : int 101 102 103 104 105 106 107 108 109 110 ...
## $ gen : Factor w/ 53 levels "G01","G02","G03",..: 8 45 52 9 27 28 51 42 18 14 ...
## $ name : Factor w/ 53 levels "100","101","102",..: 26 15 51 27 45 47 52 12 36 32 ...
## $ block: Factor w/ 6 levels "B1","B2","B3",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ tsw : num 9.25 9.43 10.3 9.02 10.97 ...
## $ row : int 1 1 1 1 1 1 1 1 1 1 ...
## $ col : int 1 2 3 4 5 6 7 8 9 10 ...Analisis Ragam
Analisis ragam dalam rancangan augmented blok ini dapat disusun menjadi dua bagian, yaitu :
Treatment adjusted
blok adjusted
Analisis data Efek tetap
Analisis data pada augmented blok dapat dilakukan dengan 2
model, yaitu model pengaruh tetap dan model pengaruh campuran. Berikut
adalah langkah-langkah dalam analisis pengaruh model tetap pada
augmented blok pada data diatas.
Mengubah nilai-nilai pada kolom gen yang diulang pada
setiap blok sebagai berikut.
input <- within(data, {
line <- ifelse(gen %in% c("G89", "G90", "G91"), NA, data$gen)
cek <- ifelse(gen %in% c("G89", "G90", "G91"), data$gen, NA)
LvsC <- ifelse(gen %in% c("G89", "G90", "G91"), "cek", "line")
lines <- ifelse(gen %in% c("G89", "G90", "G91"), 0, data$gen)
check <- ifelse(gen %in% c("G89", "G90", "G91"), 1:3, 0)
})
str(input)## 'data.frame': 68 obs. of 12 variables:
## $ plot : int 101 102 103 104 105 106 107 108 109 110 ...
## $ gen : Factor w/ 53 levels "G01","G02","G03",..: 8 45 52 9 27 28 51 42 18 14 ...
## $ name : Factor w/ 53 levels "100","101","102",..: 26 15 51 27 45 47 52 12 36 32 ...
## $ block: Factor w/ 6 levels "B1","B2","B3",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ tsw : num 9.25 9.43 10.3 9.02 10.97 ...
## $ row : int 1 1 1 1 1 1 1 1 1 1 ...
## $ col : int 1 2 3 4 5 6 7 8 9 10 ...
## $ check: num 0 0 3 0 0 0 1 0 0 0 ...
## $ lines: num 8 45 0 9 27 28 0 42 18 14 ...
## $ LvsC : chr "line" "line" "cek" "line" ...
## $ cek : int NA NA 52 NA NA NA 51 NA NA NA ...
## $ line : int 8 45 NA 9 27 28 NA 42 18 14 ...head(input)## plot gen name block tsw row col check lines LvsC cek line
## 1 101 G08 31 B1 9.25 1 1 0 8 line NA 8
## 2 102 G45 126 B1 9.43 1 2 0 45 line NA 45
## 3 103 G90 MF183 B1 10.30 1 3 3 0 cek 52 NA
## 4 104 G09 34 B1 9.02 1 4 0 9 line NA 9
## 5 105 G27 89 B1 10.97 1 5 0 27 line NA 27
## 6 106 G28 90 B1 10.52 1 6 0 28 line NA 28Setelah menyusun struktur input baru dengan membuat
kolom-kolom new, check, lines, LvsC, cek dan line dapat ditransformasi
data pada kolom-kolom tersebut (kecuali tsw) sebagai
faktor.
# Transformasi data
input <- transform(input,
cek=as.factor(cek),
line=as.factor(line),
LvsC=as.factor(LvsC),
check=as.factor(check),
lines=as.factor(lines))
str(input)## 'data.frame': 68 obs. of 12 variables:
## $ plot : int 101 102 103 104 105 106 107 108 109 110 ...
## $ gen : Factor w/ 53 levels "G01","G02","G03",..: 8 45 52 9 27 28 51 42 18 14 ...
## $ name : Factor w/ 53 levels "100","101","102",..: 26 15 51 27 45 47 52 12 36 32 ...
## $ block: Factor w/ 6 levels "B1","B2","B3",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ tsw : num 9.25 9.43 10.3 9.02 10.97 ...
## $ row : int 1 1 1 1 1 1 1 1 1 1 ...
## $ col : int 1 2 3 4 5 6 7 8 9 10 ...
## $ check: Factor w/ 4 levels "0","1","2","3": 1 1 4 1 1 1 2 1 1 1 ...
## $ lines: Factor w/ 51 levels "0","1","2","3",..: 9 46 1 10 28 29 1 43 19 15 ...
## $ LvsC : Factor w/ 2 levels "cek","line": 2 2 1 2 2 2 1 2 2 2 ...
## $ cek : Factor w/ 3 levels "51","52","53": NA NA 2 NA NA NA 1 NA NA NA ...
## $ line : Factor w/ 50 levels "1","2","3","4",..: 8 45 NA 9 27 28 NA 42 18 14 ...Selanjutnya dapat melakukan analisis ragam dengan perintah
aov() kemudian megubah hasil luaran nya ke dalam sebuah
data frame. Tahap terakhir menampilkan hasil rekapitulasi tabel
tersebut.
# Rekapitulasi ANOVA
model1 <- aov(tsw ~ block + gen, input)
model2 <- aov(tsw ~ block + cek:gen, input)
model3 <- aov(tsw ~ block + lines:LvsC,input)
model4 <- aov(tsw ~ gen - block, input)
model5 <- aov(tsw ~ cek:gen - block, input)
model6 <- aov(tsw ~ block + cek:gen, input)
model7 <- aov(tsw ~ line:gen, input)
model8 <- aov(tsw ~ LvsC - block, input)
# Transform ke data frame output F hitung
anv1 <- as.data.frame(anova(model1))
anv2 <- as.data.frame(anova(model2))
anv3 <- as.data.frame(anova(model3))
anv4 <- as.data.frame(anova(model4))
anv5 <- as.data.frame(anova(model5))
anv6 <- as.data.frame(anova(model6))
anv7 <- as.data.frame(anova(model7))## Warning in anova.lm(model7): ANOVA F-tests on an essentially perfect fit are
## unreliableanv8 <- as.data.frame(anova(model8))
# Hapus residual atau galat selain model 1
anova_2 <- anv2[-which(rownames(anv2) == "Residuals"), ]
anova_3 <- anv3[-which(rownames(anv3) == "Residuals"), ]
anova_4 <- anv4[-which(rownames(anv4) == "Residuals"), ]
anova_5 <- anv5[-which(rownames(anv5) == "Residuals"), ]
anova_6 <- anv6[-which(rownames(anv6) == "Residuals"), ]
anova_7 <- anv7[-which(rownames(anv7) == "Residuals"), ]
anova_8 <- anv8[-which(rownames(anv8) == "Residuals"), ]
# Untuk F hitung dan p-value perlu dikoreksi atau tdk perlu digunakan
# Ambil JK, db dan KT masing-masing komponen
anova_2 <- anova_2[, -c(4,5)]
anova_3 <- anova_3[, -c(4,5)]
anova_4 <- anova_4[, -c(4,5)]
anova_5 <- anova_5[, -c(4,5)]
anova_6 <- anova_6[, -c(4,5)]
anova_7 <- anova_7[, -c(4,5)]
anova_8 <- anova_8[, -c(4,5)]
# Membuat tabel ANOVA
anova_1 <- as.data.frame(anova(model1))
# Ekstrak JK setiap komponen
JKB1 <- anova_1$`Sum Sq`[1]
JKGen <- anova_1$`Sum Sq`[2]
JKGalat <- anova_1$`Sum Sq`[3]
JKB2 <- anova_2$`Sum Sq`[1]
JKC <- anova_2$`Sum Sq`[2]
JKGalur1 <- anova_3$`Sum Sq`[2]
JKGeno <- anova_4$`Sum Sq`[1]
JKGalur2 <- anova_7$`Sum Sq`[1]
JKLvsC <- anova_8$`Sum Sq`[1]
# Ekstrak DB Setiap komponen
DBB1 <- anova_1$Df[1]
DBGen <- anova_1$Df[2]
DBGalat <- anova_1$Df[3]
DBB2 <- anova_2$Df[1]
DBC <- anova_2$Df[2]
DBGalur1 <- anova_3$Df[2]
DBGeno <- anova_4$Df[1]
DBLvsC <- anova_8$Df[1]
DBGalur2 <- anova_7$Df[1]
# KT Komponen
KTB1 <- anova_1$`Mean Sq`[1]
KTGen <- anova_1$`Mean Sq`[2]
KTGalat <- anova_1$`Mean Sq`[3]
KTB2 <- anova_2$`Mean Sq`[1]
KTC <- anova_2$`Mean Sq`[2]
KTGalur1 <- anova_3$`Sum Sq`[2]
KTGalur2 <- anova_4$`Mean Sq`[1]
KTLvsC <- anova_8$`Mean Sq`[1]
KTGeno <- anova_7$`Mean Sq`[1]
# P-value Komponen
p_value_B1 <- pf(KTB1/KTGalat, DBB1, DBGalat, lower.tail = FALSE)
p_value_B2 <- pf(KTB2/KTGalat, DBB2, DBGalat, lower.tail = FALSE)
p_value_Gen <- pf(KTGen/KTGalat, DBGen, DBGalat, lower.tail = FALSE)
p_value_C <- pf(KTC/KTGalat, KTC, DBGalat, lower.tail = FALSE)
p_value_Galur1 <- pf(KTGalur1/KTGalat, DBGalur1, DBGalat, lower.tail =
FALSE)
p_value_Galur2 <- pf(KTGalur2/KTGalat, DBGalur2, DBGalat, lower.tail =
FALSE)
p_value_LvsC <- pf(KTLvsC/KTGalat, KTLvsC, DBGalat, lower.tail = FALSE)
p_value_Geno <- pf(KTGeno/KTGalat, KTGeno, DBGalat, lower.tail = FALSE)
# Membuat tabel ANOVA
# komponen nya adalah Blok, gen, C, L(L vs C), Galat
rekap1 <- data.frame(
Source = c("Blok", "genotipe (terkoreksi)", "L(L vs C)", "C",
"Galat"),
JK = c(JKB1, JKGen, JKGalur1, JKC, JKGalat),
db = c(DBB1, DBGen, DBGalur1, DBC, DBGalat),
MS = c(KTB1, KTGen, KTGalur1, KTC, KTGalat),
F = c(KTB1/KTGalat, KTGen/KTGalat,
KTGalur1/KTGalat, KTC/KTGalat, "-"),
`p-value` = c(round(p_value_B1,4), round(p_value_Gen,4),
round(p_value_Galur1,4), round(p_value_C,4), "-")
)
# Menampilkan tabel ANOVA
print(rekap1)## Source JK db MS F p.value
## 1 Blok 1.7112225 5 0.34224451 4.902826244704 0.0158
## 2 genotipe (terkoreksi) 27.5185028 52 0.52920198 7.58108681012582 8e-04
## 3 L(L vs C) 27.2792917 50 27.27929167 390.789693593315 0
## 4 C 0.2392111 2 0.11960556 1.71341026661361 0.1096
## 5 Galat 0.6980556 10 0.06980556 - -# Blok (eliminasi gen), gen, L, C, L vs C, Galat
rekap2 <- data.frame(
Source = c("Blok (terkoreksi)", "genotipe", "L", "C", "L vs C", "Galat"),
JK = c(JKB2, JKGeno, JKGalur2, JKC, JKLvsC, JKGalat),
db = c(DBB1, DBGeno, DBGalur2, DBC, DBLvsC, DBGalat),
MS = c(KTB1, KTGeno, KTGalur2, KTC, KTLvsC, KTGalat),
F = c(KTB2/KTGalat, KTGeno/KTGalat,
KTGalur2/KTGalat, KTC/KTGalat,
KTLvsC/KTGalat, "-"),
`p-value` = c(round(p_value_B2,4), round(p_value_Geno,4),
round(p_value_Galur1,4), round(p_value_C,4),
round(p_value_LvsC,4), "-")
)
# Menampilkan tabel ANOVA
print(rekap2)## Source JK db MS F p.value
## 1 Blok (terkoreksi) 2.4202278 5 0.34224451 6.93419816951848 0.0048
## 2 genotipe 26.8094975 52 0.53496424 7.66363422854219 0.0319
## 3 L 26.2132480 49 0.51556726 7.38576258658597 0
## 4 C 0.2392111 2 0.11960556 1.71341026661361 0.1096
## 5 L vs C 0.3570384 1 0.35703844 5.11475677067481 0.0662
## 6 Galat 0.6980556 10 0.06980556 - -Berdasarkan analisis ragam, menunjukkan nilai P-value genotipe pada kedua pendekatan p-value < 0.05 sehingga ada genotipe atau galur-galur yang memiliki respon terbaik. Selain itu, pada galur-galur atau kandidat yang diuji menunjukkan p-value < 0.001 sehingga terdapat perbedaan signifikan antar kandidat.
Untuk melihat rataan respon genotipe dapat dilanjutkan dengan coding di bawah ini.
library(augmentedRCBD)##
## --------------------------------------------------------------------------------
## Welcome to augmentedRCBD version 0.1.7
##
##
## # To know how to use this package type:
## browseVignettes(package = 'augmentedRCBD')
## for the package vignette.
##
## # To know whats new in this version type:
## news(package='augmentedRCBD')
## for the NEWS file.
##
## # To cite the methods in the package type:
## citation(package='augmentedRCBD')
##
## # To suppress this message use:
## suppressPackageStartupMessages(library(augmentedRCBD))
## --------------------------------------------------------------------------------out1 <- augmentedRCBD(input$block, input$gen, input$tsw,
method.comp = "lsd",
alpha = 0.05, group = TRUE, console = TRUE)##
## Augmented Design Details
## ========================
##
## Number of blocks "6"
## Number of treatments "53"
## Number of check treatments "3"
## Number of test treatments "50"
## Check treatments "G89, G90, G91"
##
##
## ANOVA, Treatment Adjusted
## =========================
## Df Sum Sq Mean Sq F value Pr(>F)
## Block (ignoring Treatments) 5 1.711 0.3422 4.903 0.015841 *
## Treatment (eliminating Blocks) 52 27.519 0.5292 7.581 0.000788 ***
## Treatment: Check 2 0.239 0.1196 1.713 0.229158
## Treatment: Test and Test vs. Check 50 27.279 0.5456 7.816 0.000696 ***
## Residuals 10 0.698 0.0698
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ANOVA, Block Adjusted
## =====================
## Df Sum Sq Mean Sq F value Pr(>F)
## Treatment (ignoring Blocks) 52 26.809 0.5156 7.386 0.000883 ***
## Treatment: Check 2 0.239 0.1196 1.713 0.229158
## Treatment: Test 49 26.213 0.5350 7.664 0.000763 ***
## Treatment: Test vs. Check 1 0.357 0.3570 5.115 0.047241 *
## Block (eliminating Treatments) 5 2.420 0.4840 6.934 0.004841 **
## Residuals 10 0.698 0.0698
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Coefficient of Variation
## ========================
## 2.600128
##
## Overall Adjusted Mean
## =====================
## 10.21081
##
## Standard Errors
## ===============
## Std. Error of Diff. CD (5%)
## Control Treatment Means 0.1525402 0.3398808
## Two Test Treatments (Same Block) 0.3736457 0.8325345
## Two Test Treatments (Different Blocks) 0.4314489 0.9613280
## A Test Treatment and a Control Treatment 0.3295245 0.7342264
##
## Treatment Means
## ===============
## Treatment Block Means SE r Min Max Adjusted Means
## G01 B4 10.72 <NA> 1 10.72 10.72 10.53
## G02 B3 9.86 <NA> 1 9.86 9.86 9.54
## G03 B2 9.95 <NA> 1 9.95 9.95 10.72
## G04 B3 10.31 <NA> 1 10.31 10.31 9.99
## G05 B2 10.05 <NA> 1 10.05 10.05 10.82
## G06 B5 9.60 <NA> 1 9.60 9.60 9.71
## G07 B2 8.81 <NA> 1 8.81 8.81 9.58
## G08 B1 9.25 <NA> 1 9.25 9.25 9.09
## G09 B1 9.02 <NA> 1 9.02 9.02 8.86
## G10 B5 10.05 <NA> 1 10.05 10.05 10.16
## G11 B2 10.98 <NA> 1 10.98 10.98 11.75
## G12 B5 10.53 <NA> 1 10.53 10.53 10.64
## G13 B2 9.84 <NA> 1 9.84 9.84 10.61
## G14 B1 10.97 <NA> 1 10.97 10.97 10.81
## G15 B4 9.84 <NA> 1 9.84 9.84 9.65
## G16 B4 10.35 <NA> 1 10.35 10.35 10.16
## G17 B6 8.79 <NA> 1 8.79 8.79 8.59
## G18 B1 10.39 <NA> 1 10.39 10.39 10.23
## G19 B3 10.54 <NA> 1 10.54 10.54 10.22
## G20 B3 10.86 <NA> 1 10.86 10.86 10.54
## G21 B5 10.29 <NA> 1 10.29 10.29 10.40
## G22 B4 10.40 <NA> 1 10.40 10.40 10.21
## G23 B4 11.34 <NA> 1 11.34 11.34 11.15
## G24 B3 10.35 <NA> 1 10.35 10.35 10.03
## G25 B6 10.85 <NA> 1 10.85 10.85 10.65
## G26 B6 10.73 <NA> 1 10.73 10.73 10.53
## G27 B1 10.97 <NA> 1 10.97 10.97 10.81
## G28 B1 10.52 <NA> 1 10.52 10.52 10.36
## G29 B5 10.64 <NA> 1 10.64 10.64 10.75
## G30 B2 11.01 <NA> 1 11.01 11.01 11.78
## G31 B2 11.58 <NA> 1 11.58 11.58 12.35
## G32 B4 9.63 <NA> 1 9.63 9.63 9.44
## G33 B6 9.24 <NA> 1 9.24 9.24 9.04
## G34 B3 11.01 <NA> 1 11.01 11.01 10.69
## G35 B3 8.29 <NA> 1 8.29 8.29 7.97
## G36 B2 10.27 <NA> 1 10.27 10.27 11.04
## G37 B5 10.73 <NA> 1 10.73 10.73 10.84
## G38 B5 10.76 <NA> 1 10.76 10.76 10.87
## G39 B5 10.85 <NA> 1 10.85 10.85 10.96
## G40 B4 10.88 <NA> 1 10.88 10.88 10.69
## G41 B1 10.32 <NA> 1 10.32 10.32 10.16
## G42 B1 10.56 <NA> 1 10.56 10.56 10.40
## G43 B5 10.27 <NA> 1 10.27 10.27 10.38
## G44 B2 9.34 <NA> 1 9.34 9.34 10.11
## G45 B1 9.43 <NA> 1 9.43 9.43 9.27
## G46 B6 9.52 <NA> 1 9.52 9.52 9.32
## G47 B4 11.15 <NA> 1 11.15 11.15 10.96
## G48 B4 9.91 <NA> 1 9.91 9.91 9.72
## G49 B3 9.30 <NA> 1 9.30 9.30 8.98
## G50 B3 9.39 <NA> 1 9.39 9.39 9.07
## G89 9.89 0.20 6 9.18 10.44 9.89
## G90 10.06 0.17 6 9.24 10.40 10.06
## G91 10.17 0.19 6 9.40 10.61 10.17
##
##
## Comparisons
## ===========
##
## Method : lsd
##
## contrast estimate SE df t.ratio p.value sig
## G89 - G90 -0.17 0.15 10 -1.125 0.287
## G89 - G91 -0.28 0.15 10 -1.836 0.096
## G89 - G01 -0.64 0.32 10 -2.017 0.071
## G89 - G02 0.35 0.32 10 1.111 0.293
## G89 - G03 -0.83 0.32 10 -2.605 0.026 *
## G89 - G04 -0.10 0.32 10 -0.306 0.766
## G89 - G05 -0.93 0.32 10 -2.920 0.015 *
## G89 - G06 0.18 0.32 10 0.576 0.578
## G89 - G07 0.31 0.32 10 0.985 0.348
## G89 - G08 0.80 0.32 10 2.518 0.031 *
## G89 - G09 1.03 0.32 10 3.242 0.009 **
## G89 - G10 -0.27 0.32 10 -0.842 0.420
## G89 - G11 -1.86 0.32 10 -5.849 0.000 ***
## G89 - G12 -0.75 0.32 10 -2.353 0.040 *
## G89 - G13 -0.72 0.32 10 -2.259 0.047 *
## G89 - G14 -0.92 0.32 10 -2.899 0.016 *
## G89 - G15 0.24 0.32 10 0.754 0.468
## G89 - G16 -0.27 0.32 10 -0.852 0.414
## G89 - G17 1.30 0.32 10 4.103 0.002 **
## G89 - G18 -0.34 0.32 10 -1.072 0.309
## G89 - G19 -0.33 0.32 10 -1.030 0.327
## G89 - G20 -0.65 0.32 10 -2.038 0.069
## G89 - G21 -0.51 0.32 10 -1.597 0.141
## G89 - G22 -0.32 0.32 10 -1.010 0.337
## G89 - G23 -1.26 0.32 10 -3.970 0.003 **
## G89 - G24 -0.14 0.32 10 -0.432 0.675
## G89 - G25 -0.76 0.32 10 -2.385 0.038 *
## G89 - G26 -0.64 0.32 10 -2.007 0.073
## G89 - G27 -0.92 0.32 10 -2.899 0.016 *
## G89 - G28 -0.47 0.32 10 -1.482 0.169
## G89 - G29 -0.86 0.32 10 -2.700 0.022 *
## G89 - G30 -1.89 0.32 10 -5.943 0.000 ***
## G89 - G31 -2.46 0.32 10 -7.738 0.000 ***
## G89 - G32 0.45 0.32 10 1.415 0.187
## G89 - G33 0.85 0.32 10 2.686 0.023 *
## G89 - G34 -0.80 0.32 10 -2.511 0.031 *
## G89 - G35 1.92 0.32 10 6.055 0.000 ***
## G89 - G36 -1.15 0.32 10 -3.613 0.005 **
## G89 - G37 -0.95 0.32 10 -2.983 0.014 *
## G89 - G38 -0.98 0.32 10 -3.077 0.012 *
## G89 - G39 -1.07 0.32 10 -3.361 0.007 **
## G89 - G40 -0.80 0.32 10 -2.521 0.030 *
## G89 - G41 -0.27 0.32 10 -0.852 0.414
## G89 - G42 -0.51 0.32 10 -1.608 0.139
## G89 - G43 -0.49 0.32 10 -1.534 0.156
## G89 - G44 -0.22 0.32 10 -0.684 0.509
## G89 - G45 0.62 0.32 10 1.951 0.080
## G89 - G46 0.57 0.32 10 1.804 0.101
## G89 - G47 -1.07 0.32 10 -3.371 0.007 **
## G89 - G48 0.17 0.32 10 0.534 0.605
## G89 - G49 0.91 0.32 10 2.875 0.017 *
## G89 - G50 0.82 0.32 10 2.591 0.027 *
## G90 - G91 -0.11 0.15 10 -0.710 0.494
## G90 - G01 -0.47 0.32 10 -1.477 0.171
## G90 - G02 0.52 0.32 10 1.652 0.130
## G90 - G03 -0.66 0.32 10 -2.064 0.066
## G90 - G04 0.07 0.32 10 0.234 0.819
## G90 - G05 -0.76 0.32 10 -2.379 0.039 *
## G90 - G06 0.35 0.32 10 1.116 0.290
## G90 - G07 0.48 0.32 10 1.526 0.158
## G90 - G08 0.97 0.32 10 3.058 0.012 *
## G90 - G09 1.20 0.32 10 3.783 0.004 **
## G90 - G10 -0.10 0.32 10 -0.301 0.770
## G90 - G11 -1.69 0.32 10 -5.308 0.000 ***
## G90 - G12 -0.58 0.32 10 -1.813 0.100
## G90 - G13 -0.55 0.32 10 -1.718 0.117
## G90 - G14 -0.75 0.32 10 -2.358 0.040 *
## G90 - G15 0.41 0.32 10 1.295 0.225
## G90 - G16 -0.10 0.32 10 -0.311 0.762
## G90 - G17 1.47 0.32 10 4.643 0.001 ***
## G90 - G18 -0.17 0.32 10 -0.532 0.606
## G90 - G19 -0.16 0.32 10 -0.490 0.635
## G90 - G20 -0.48 0.32 10 -1.498 0.165
## G90 - G21 -0.34 0.32 10 -1.057 0.315
## G90 - G22 -0.15 0.32 10 -0.469 0.649
## G90 - G23 -1.09 0.32 10 -3.429 0.006 **
## G90 - G24 0.03 0.32 10 0.108 0.916
## G90 - G25 -0.59 0.32 10 -1.844 0.095
## G90 - G26 -0.47 0.32 10 -1.466 0.173
## G90 - G27 -0.75 0.32 10 -2.358 0.040 *
## G90 - G28 -0.30 0.32 10 -0.941 0.369
## G90 - G29 -0.69 0.32 10 -2.159 0.056
## G90 - G30 -1.72 0.32 10 -5.403 0.000 ***
## G90 - G31 -2.29 0.32 10 -7.198 0.000 ***
## G90 - G32 0.62 0.32 10 1.956 0.079
## G90 - G33 1.02 0.32 10 3.226 0.009 **
## G90 - G34 -0.63 0.32 10 -1.970 0.077
## G90 - G35 2.09 0.32 10 6.596 0.000 ***
## G90 - G36 -0.98 0.32 10 -3.072 0.012 *
## G90 - G37 -0.78 0.32 10 -2.442 0.035 *
## G90 - G38 -0.81 0.32 10 -2.537 0.030 *
## G90 - G39 -0.90 0.32 10 -2.820 0.018 *
## G90 - G40 -0.63 0.32 10 -1.981 0.076
## G90 - G41 -0.10 0.32 10 -0.311 0.762
## G90 - G42 -0.34 0.32 10 -1.067 0.311
## G90 - G43 -0.32 0.32 10 -0.994 0.344
## G90 - G44 -0.05 0.32 10 -0.143 0.889
## G90 - G45 0.79 0.32 10 2.491 0.032 *
## G90 - G46 0.74 0.32 10 2.344 0.041 *
## G90 - G47 -0.90 0.32 10 -2.831 0.018 *
## G90 - G48 0.34 0.32 10 1.074 0.308
## G90 - G49 1.08 0.32 10 3.415 0.007 **
## G90 - G50 0.99 0.32 10 3.132 0.011 *
## G91 - G01 -0.36 0.32 10 -1.135 0.283
## G91 - G02 0.63 0.32 10 1.993 0.074
## G91 - G03 -0.55 0.32 10 -1.723 0.116
## G91 - G04 0.18 0.32 10 0.576 0.578
## G91 - G05 -0.65 0.32 10 -2.038 0.069
## G91 - G06 0.46 0.32 10 1.457 0.176
## G91 - G07 0.59 0.32 10 1.867 0.091
## G91 - G08 1.08 0.32 10 3.399 0.007 **
## G91 - G09 1.31 0.32 10 4.124 0.002 **
## G91 - G10 0.01 0.32 10 0.040 0.969
## G91 - G11 -1.58 0.32 10 -4.967 0.001 ***
## G91 - G12 -0.47 0.32 10 -1.471 0.172
## G91 - G13 -0.44 0.32 10 -1.377 0.199
## G91 - G14 -0.64 0.32 10 -2.017 0.071
## G91 - G15 0.52 0.32 10 1.636 0.133
## G91 - G16 0.01 0.32 10 0.030 0.977
## G91 - G17 1.58 0.32 10 4.985 0.001 ***
## G91 - G18 -0.06 0.32 10 -0.191 0.853
## G91 - G19 -0.05 0.32 10 -0.149 0.885
## G91 - G20 -0.37 0.32 10 -1.156 0.274
## G91 - G21 -0.23 0.32 10 -0.716 0.491
## G91 - G22 -0.04 0.32 10 -0.128 0.901
## G91 - G23 -0.98 0.32 10 -3.088 0.011 *
## G91 - G24 0.14 0.32 10 0.450 0.663
## G91 - G25 -0.48 0.32 10 -1.503 0.164
## G91 - G26 -0.36 0.32 10 -1.125 0.287
## G91 - G27 -0.64 0.32 10 -2.017 0.071
## G91 - G28 -0.19 0.32 10 -0.600 0.562
## G91 - G29 -0.58 0.32 10 -1.818 0.099
## G91 - G30 -1.61 0.32 10 -5.062 0.000 ***
## G91 - G31 -2.18 0.32 10 -6.857 0.000 ***
## G91 - G32 0.73 0.32 10 2.297 0.044 *
## G91 - G33 1.13 0.32 10 3.567 0.005 **
## G91 - G34 -0.52 0.32 10 -1.629 0.134
## G91 - G35 2.20 0.32 10 6.937 0.000 ***
## G91 - G36 -0.87 0.32 10 -2.731 0.021 *
## G91 - G37 -0.67 0.32 10 -2.101 0.062
## G91 - G38 -0.70 0.32 10 -2.196 0.053
## G91 - G39 -0.79 0.32 10 -2.479 0.033 *
## G91 - G40 -0.52 0.32 10 -1.639 0.132
## G91 - G41 0.01 0.32 10 0.030 0.977
## G91 - G42 -0.23 0.32 10 -0.726 0.484
## G91 - G43 -0.21 0.32 10 -0.653 0.529
## G91 - G44 0.06 0.32 10 0.198 0.847
## G91 - G45 0.90 0.32 10 2.833 0.018 *
## G91 - G46 0.85 0.32 10 2.686 0.023 *
## G91 - G47 -0.79 0.32 10 -2.490 0.032 *
## G91 - G48 0.45 0.32 10 1.415 0.187
## G91 - G49 1.19 0.32 10 3.756 0.004 **
## G91 - G50 1.10 0.32 10 3.473 0.006 **
## G01 - G02 0.99 0.43 10 2.302 0.044 *
## G01 - G03 -0.19 0.43 10 -0.433 0.674
## G01 - G04 0.54 0.43 10 1.259 0.237
## G01 - G05 -0.29 0.43 10 -0.664 0.521
## G01 - G06 0.82 0.43 10 1.908 0.085
## G01 - G07 0.95 0.43 10 2.210 0.052
## G01 - G08 1.44 0.43 10 3.338 0.008 **
## G01 - G09 1.67 0.43 10 3.871 0.003 **
## G01 - G10 0.37 0.43 10 0.865 0.407
## G01 - G11 -1.22 0.43 10 -2.820 0.018 *
## G01 - G12 -0.11 0.43 10 -0.247 0.810
## G01 - G13 -0.08 0.43 10 -0.178 0.863
## G01 - G14 -0.28 0.43 10 -0.649 0.531
## G01 - G15 0.88 0.37 10 2.355 0.040 *
## G01 - G16 0.37 0.37 10 0.990 0.345
## G01 - G17 1.94 0.43 10 4.504 0.001 **
## G01 - G18 0.30 0.43 10 0.695 0.503
## G01 - G19 0.31 0.43 10 0.726 0.484
## G01 - G20 -0.01 0.43 10 -0.015 0.988
## G01 - G21 0.13 0.43 10 0.309 0.764
## G01 - G22 0.32 0.37 10 0.856 0.412
## G01 - G23 -0.62 0.37 10 -1.659 0.128
## G01 - G24 0.50 0.43 10 1.167 0.270
## G01 - G25 -0.12 0.43 10 -0.270 0.792
## G01 - G26 0.00 0.43 10 0.008 0.994
## G01 - G27 -0.28 0.43 10 -0.649 0.531
## G01 - G28 0.17 0.43 10 0.394 0.702
## G01 - G29 -0.22 0.43 10 -0.502 0.626
## G01 - G30 -1.25 0.43 10 -2.889 0.016 *
## G01 - G31 -1.82 0.43 10 -4.211 0.002 **
## G01 - G32 1.09 0.37 10 2.917 0.015 *
## G01 - G33 1.49 0.43 10 3.461 0.006 **
## G01 - G34 -0.16 0.43 10 -0.363 0.724
## G01 - G35 2.56 0.43 10 5.941 0.000 ***
## G01 - G36 -0.51 0.43 10 -1.174 0.267
## G01 - G37 -0.31 0.43 10 -0.711 0.493
## G01 - G38 -0.34 0.43 10 -0.780 0.453
## G01 - G39 -0.43 0.43 10 -0.989 0.346
## G01 - G40 -0.16 0.37 10 -0.428 0.678
## G01 - G41 0.37 0.43 10 0.858 0.411
## G01 - G42 0.13 0.43 10 0.301 0.769
## G01 - G43 0.15 0.43 10 0.355 0.730
## G01 - G44 0.42 0.43 10 0.981 0.350
## G01 - G45 1.26 0.43 10 2.920 0.015 *
## G01 - G46 1.21 0.43 10 2.812 0.018 *
## G01 - G47 -0.43 0.37 10 -1.151 0.277
## G01 - G48 0.81 0.37 10 2.168 0.055
## G01 - G49 1.55 0.43 10 3.600 0.005 **
## G01 - G50 1.46 0.43 10 3.392 0.007 **
## G02 - G03 -1.18 0.43 10 -2.735 0.021 *
## G02 - G04 -0.45 0.37 10 -1.204 0.256
## G02 - G05 -1.28 0.43 10 -2.967 0.014 *
## G02 - G06 -0.17 0.43 10 -0.394 0.702
## G02 - G07 -0.04 0.43 10 -0.093 0.928
## G02 - G08 0.45 0.43 10 1.035 0.325
## G02 - G09 0.68 0.43 10 1.568 0.148
## G02 - G10 -0.62 0.43 10 -1.437 0.181
## G02 - G11 -2.21 0.43 10 -5.122 0.000 ***
## G02 - G12 -1.10 0.43 10 -2.550 0.029 *
## G02 - G13 -1.07 0.43 10 -2.480 0.033 *
## G02 - G14 -1.27 0.43 10 -2.951 0.015 *
## G02 - G15 -0.11 0.43 10 -0.263 0.798
## G02 - G16 -0.62 0.43 10 -1.445 0.179
## G02 - G17 0.95 0.43 10 2.202 0.052
## G02 - G18 -0.69 0.43 10 -1.607 0.139
## G02 - G19 -0.68 0.37 10 -1.820 0.099
## G02 - G20 -1.00 0.37 10 -2.676 0.023 *
## G02 - G21 -0.86 0.43 10 -1.993 0.074
## G02 - G22 -0.67 0.43 10 -1.561 0.150
## G02 - G23 -1.61 0.43 10 -3.739 0.004 **
## G02 - G24 -0.49 0.37 10 -1.311 0.219
## G02 - G25 -1.11 0.43 10 -2.573 0.028 *
## G02 - G26 -0.99 0.43 10 -2.295 0.045 *
## G02 - G27 -1.27 0.43 10 -2.951 0.015 *
## G02 - G28 -0.82 0.43 10 -1.908 0.085
## G02 - G29 -1.21 0.43 10 -2.805 0.019 *
## G02 - G30 -2.24 0.43 10 -5.192 0.000 ***
## G02 - G31 -2.81 0.43 10 -6.513 0.000 ***
## G02 - G32 0.10 0.43 10 0.224 0.827
## G02 - G33 0.50 0.43 10 1.159 0.273
## G02 - G34 -1.15 0.37 10 -3.078 0.012 *
## G02 - G35 1.57 0.37 10 4.202 0.002 **
## G02 - G36 -1.50 0.43 10 -3.477 0.006 **
## G02 - G37 -1.30 0.43 10 -3.013 0.013 *
## G02 - G38 -1.33 0.43 10 -3.083 0.012 *
## G02 - G39 -1.42 0.43 10 -3.291 0.008 **
## G02 - G40 -1.15 0.43 10 -2.673 0.023 *
## G02 - G41 -0.62 0.43 10 -1.445 0.179
## G02 - G42 -0.86 0.43 10 -2.001 0.073
## G02 - G43 -0.84 0.43 10 -1.947 0.080
## G02 - G44 -0.57 0.43 10 -1.321 0.216
## G02 - G45 0.27 0.43 10 0.618 0.550
## G02 - G46 0.22 0.43 10 0.510 0.621
## G02 - G47 -1.42 0.43 10 -3.299 0.008 **
## G02 - G48 -0.18 0.43 10 -0.425 0.680
## G02 - G49 0.56 0.37 10 1.499 0.165
## G02 - G50 0.47 0.37 10 1.258 0.237
## G03 - G04 0.73 0.43 10 1.692 0.122
## G03 - G05 -0.10 0.37 10 -0.268 0.794
## G03 - G06 1.01 0.43 10 2.341 0.041 *
## G03 - G07 1.14 0.37 10 3.051 0.012 *
## G03 - G08 1.63 0.43 10 3.770 0.004 **
## G03 - G09 1.86 0.43 10 4.303 0.002 **
## G03 - G10 0.56 0.43 10 1.298 0.223
## G03 - G11 -1.03 0.37 10 -2.757 0.020 *
## G03 - G12 0.08 0.43 10 0.185 0.857
## G03 - G13 0.11 0.37 10 0.294 0.774
## G03 - G14 -0.09 0.43 10 -0.216 0.833
## G03 - G15 1.07 0.43 10 2.472 0.033 *
## G03 - G16 0.56 0.43 10 1.290 0.226
## G03 - G17 2.13 0.43 10 4.937 0.001 ***
## G03 - G18 0.49 0.43 10 1.128 0.286
## G03 - G19 0.50 0.43 10 1.159 0.273
## G03 - G20 0.18 0.43 10 0.417 0.685
## G03 - G21 0.32 0.43 10 0.742 0.475
## G03 - G22 0.51 0.43 10 1.174 0.267
## G03 - G23 -0.43 0.43 10 -1.004 0.339
## G03 - G24 0.69 0.43 10 1.599 0.141
## G03 - G25 0.07 0.43 10 0.162 0.874
## G03 - G26 0.19 0.43 10 0.440 0.669
## G03 - G27 -0.09 0.43 10 -0.216 0.833
## G03 - G28 0.36 0.43 10 0.827 0.428
## G03 - G29 -0.03 0.43 10 -0.070 0.946
## G03 - G30 -1.06 0.37 10 -2.837 0.018 *
## G03 - G31 -1.63 0.37 10 -4.362 0.001 **
## G03 - G32 1.28 0.43 10 2.959 0.014 *
## G03 - G33 1.68 0.43 10 3.894 0.003 **
## G03 - G34 0.03 0.43 10 0.070 0.946
## G03 - G35 2.75 0.43 10 6.374 0.000 ***
## G03 - G36 -0.32 0.37 10 -0.856 0.412
## G03 - G37 -0.12 0.43 10 -0.278 0.787
## G03 - G38 -0.15 0.43 10 -0.348 0.735
## G03 - G39 -0.24 0.43 10 -0.556 0.590
## G03 - G40 0.03 0.43 10 0.062 0.952
## G03 - G41 0.56 0.43 10 1.290 0.226
## G03 - G42 0.32 0.43 10 0.734 0.480
## G03 - G43 0.34 0.43 10 0.788 0.449
## G03 - G44 0.61 0.37 10 1.633 0.134
## G03 - G45 1.45 0.43 10 3.353 0.007 **
## G03 - G46 1.40 0.43 10 3.245 0.009 **
## G03 - G47 -0.24 0.43 10 -0.564 0.585
## G03 - G48 1.00 0.43 10 2.310 0.044 *
## G03 - G49 1.74 0.43 10 4.033 0.002 **
## G03 - G50 1.65 0.43 10 3.824 0.003 **
## G04 - G05 -0.83 0.43 10 -1.924 0.083
## G04 - G06 0.28 0.43 10 0.649 0.531
## G04 - G07 0.41 0.43 10 0.950 0.364
## G04 - G08 0.90 0.43 10 2.078 0.064
## G04 - G09 1.13 0.43 10 2.611 0.026 *
## G04 - G10 -0.17 0.43 10 -0.394 0.702
## G04 - G11 -1.76 0.43 10 -4.079 0.002 **
## G04 - G12 -0.65 0.43 10 -1.507 0.163
## G04 - G13 -0.62 0.43 10 -1.437 0.181
## G04 - G14 -0.82 0.43 10 -1.908 0.085
## G04 - G15 0.34 0.43 10 0.780 0.453
## G04 - G16 -0.17 0.43 10 -0.402 0.696
## G04 - G17 1.40 0.43 10 3.245 0.009 **
## G04 - G18 -0.24 0.43 10 -0.564 0.585
## G04 - G19 -0.23 0.37 10 -0.616 0.552
## G04 - G20 -0.55 0.37 10 -1.472 0.172
## G04 - G21 -0.41 0.43 10 -0.950 0.364
## G04 - G22 -0.22 0.43 10 -0.518 0.616
## G04 - G23 -1.16 0.43 10 -2.696 0.022 *
## G04 - G24 -0.04 0.37 10 -0.107 0.917
## G04 - G25 -0.66 0.43 10 -1.530 0.157
## G04 - G26 -0.54 0.43 10 -1.252 0.239
## G04 - G27 -0.82 0.43 10 -1.908 0.085
## G04 - G28 -0.37 0.43 10 -0.865 0.407
## G04 - G29 -0.76 0.43 10 -1.762 0.109
## G04 - G30 -1.79 0.43 10 -4.149 0.002 **
## G04 - G31 -2.36 0.43 10 -5.470 0.000 ***
## G04 - G32 0.55 0.43 10 1.267 0.234
## G04 - G33 0.95 0.43 10 2.202 0.052
## G04 - G34 -0.70 0.37 10 -1.873 0.090
## G04 - G35 2.02 0.37 10 5.406 0.000 ***
## G04 - G36 -1.05 0.43 10 -2.434 0.035 *
## G04 - G37 -0.85 0.43 10 -1.970 0.077
## G04 - G38 -0.88 0.43 10 -2.040 0.069
## G04 - G39 -0.97 0.43 10 -2.248 0.048 *
## G04 - G40 -0.70 0.43 10 -1.630 0.134
## G04 - G41 -0.17 0.43 10 -0.402 0.696
## G04 - G42 -0.41 0.43 10 -0.958 0.361
## G04 - G43 -0.39 0.43 10 -0.904 0.387
## G04 - G44 -0.12 0.43 10 -0.278 0.787
## G04 - G45 0.72 0.43 10 1.661 0.128
## G04 - G46 0.67 0.43 10 1.553 0.151
## G04 - G47 -0.97 0.43 10 -2.256 0.048 *
## G04 - G48 0.27 0.43 10 0.618 0.550
## G04 - G49 1.01 0.37 10 2.703 0.022 *
## G04 - G50 0.92 0.37 10 2.462 0.034 *
## G05 - G06 1.11 0.43 10 2.573 0.028 *
## G05 - G07 1.24 0.37 10 3.319 0.008 **
## G05 - G08 1.73 0.43 10 4.002 0.003 **
## G05 - G09 1.96 0.43 10 4.535 0.001 **
## G05 - G10 0.66 0.43 10 1.530 0.157
## G05 - G11 -0.93 0.37 10 -2.489 0.032 *
## G05 - G12 0.18 0.43 10 0.417 0.685
## G05 - G13 0.21 0.37 10 0.562 0.586
## G05 - G14 0.01 0.43 10 0.015 0.988
## G05 - G15 1.17 0.43 10 2.704 0.022 *
## G05 - G16 0.66 0.43 10 1.522 0.159
## G05 - G17 2.23 0.43 10 5.169 0.000 ***
## G05 - G18 0.59 0.43 10 1.360 0.204
## G05 - G19 0.60 0.43 10 1.391 0.194
## G05 - G20 0.28 0.43 10 0.649 0.531
## G05 - G21 0.42 0.43 10 0.973 0.353
## G05 - G22 0.61 0.43 10 1.406 0.190
## G05 - G23 -0.33 0.43 10 -0.773 0.458
## G05 - G24 0.79 0.43 10 1.831 0.097
## G05 - G25 0.17 0.43 10 0.394 0.702
## G05 - G26 0.29 0.43 10 0.672 0.517
## G05 - G27 0.01 0.43 10 0.015 0.988
## G05 - G28 0.46 0.43 10 1.058 0.315
## G05 - G29 0.07 0.43 10 0.162 0.874
## G05 - G30 -0.96 0.37 10 -2.569 0.028 *
## G05 - G31 -1.53 0.37 10 -4.095 0.002 **
## G05 - G32 1.38 0.43 10 3.191 0.010 **
## G05 - G33 1.78 0.43 10 4.126 0.002 **
## G05 - G34 0.13 0.43 10 0.301 0.769
## G05 - G35 2.85 0.43 10 6.606 0.000 ***
## G05 - G36 -0.22 0.37 10 -0.589 0.569
## G05 - G37 -0.02 0.43 10 -0.046 0.964
## G05 - G38 -0.05 0.43 10 -0.116 0.910
## G05 - G39 -0.14 0.43 10 -0.324 0.752
## G05 - G40 0.13 0.43 10 0.294 0.775
## G05 - G41 0.66 0.43 10 1.522 0.159
## G05 - G42 0.42 0.43 10 0.966 0.357
## G05 - G43 0.44 0.43 10 1.020 0.332
## G05 - G44 0.71 0.37 10 1.900 0.087
## G05 - G45 1.55 0.43 10 3.585 0.005 **
## G05 - G46 1.50 0.43 10 3.477 0.006 **
## G05 - G47 -0.14 0.43 10 -0.332 0.747
## G05 - G48 1.10 0.43 10 2.542 0.029 *
## G05 - G49 1.84 0.43 10 4.265 0.002 **
## G05 - G50 1.75 0.43 10 4.056 0.002 **
## G06 - G07 0.13 0.43 10 0.301 0.769
## G06 - G08 0.62 0.43 10 1.429 0.183
## G06 - G09 0.85 0.43 10 1.962 0.078
## G06 - G10 -0.45 0.37 10 -1.204 0.256
## G06 - G11 -2.04 0.43 10 -4.728 0.001 ***
## G06 - G12 -0.93 0.37 10 -2.489 0.032 *
## G06 - G13 -0.90 0.43 10 -2.086 0.064
## G06 - G14 -1.10 0.43 10 -2.557 0.029 *
## G06 - G15 0.06 0.43 10 0.131 0.898
## G06 - G16 -0.45 0.43 10 -1.051 0.318
## G06 - G17 1.12 0.43 10 2.596 0.027 *
## G06 - G18 -0.52 0.43 10 -1.213 0.253
## G06 - G19 -0.51 0.43 10 -1.182 0.265
## G06 - G20 -0.83 0.43 10 -1.924 0.083
## G06 - G21 -0.69 0.37 10 -1.847 0.095
## G06 - G22 -0.50 0.43 10 -1.167 0.270
## G06 - G23 -1.44 0.43 10 -3.345 0.007 **
## G06 - G24 -0.32 0.43 10 -0.742 0.475
## G06 - G25 -0.94 0.43 10 -2.179 0.054
## G06 - G26 -0.82 0.43 10 -1.901 0.087
## G06 - G27 -1.10 0.43 10 -2.557 0.029 *
## G06 - G28 -0.65 0.43 10 -1.514 0.161
## G06 - G29 -1.04 0.37 10 -2.783 0.019 *
## G06 - G30 -2.07 0.43 10 -4.798 0.001 ***
## G06 - G31 -2.64 0.43 10 -6.119 0.000 ***
## G06 - G32 0.27 0.43 10 0.618 0.550
## G06 - G33 0.67 0.43 10 1.553 0.151
## G06 - G34 -0.98 0.43 10 -2.271 0.046 *
## G06 - G35 1.74 0.43 10 4.033 0.002 **
## G06 - G36 -1.33 0.43 10 -3.083 0.012 *
## G06 - G37 -1.13 0.37 10 -3.024 0.013 *
## G06 - G38 -1.16 0.37 10 -3.105 0.011 *
## G06 - G39 -1.25 0.37 10 -3.345 0.007 **
## G06 - G40 -0.98 0.43 10 -2.279 0.046 *
## G06 - G41 -0.45 0.43 10 -1.051 0.318
## G06 - G42 -0.69 0.43 10 -1.607 0.139
## G06 - G43 -0.67 0.37 10 -1.793 0.103
## G06 - G44 -0.40 0.43 10 -0.927 0.376
## G06 - G45 0.44 0.43 10 1.012 0.335
## G06 - G46 0.39 0.43 10 0.904 0.387
## G06 - G47 -1.25 0.43 10 -2.905 0.016 *
## G06 - G48 -0.01 0.43 10 -0.031 0.976
## G06 - G49 0.73 0.43 10 1.692 0.122
## G06 - G50 0.64 0.43 10 1.483 0.169
## G07 - G08 0.49 0.43 10 1.128 0.286
## G07 - G09 0.72 0.43 10 1.661 0.128
## G07 - G10 -0.58 0.43 10 -1.344 0.209
## G07 - G11 -2.17 0.37 10 -5.808 0.000 ***
## G07 - G12 -1.06 0.43 10 -2.457 0.034 *
## G07 - G13 -1.03 0.37 10 -2.757 0.020 *
## G07 - G14 -1.23 0.43 10 -2.859 0.017 *
## G07 - G15 -0.07 0.43 10 -0.170 0.868
## G07 - G16 -0.58 0.43 10 -1.352 0.206
## G07 - G17 0.99 0.43 10 2.295 0.045 *
## G07 - G18 -0.65 0.43 10 -1.514 0.161
## G07 - G19 -0.64 0.43 10 -1.483 0.169
## G07 - G20 -0.96 0.43 10 -2.225 0.050
## G07 - G21 -0.82 0.43 10 -1.901 0.087
## G07 - G22 -0.63 0.43 10 -1.468 0.173
## G07 - G23 -1.57 0.43 10 -3.647 0.004 **
## G07 - G24 -0.45 0.43 10 -1.043 0.322
## G07 - G25 -1.07 0.43 10 -2.480 0.033 *
## G07 - G26 -0.95 0.43 10 -2.202 0.052
## G07 - G27 -1.23 0.43 10 -2.859 0.017 *
## G07 - G28 -0.78 0.43 10 -1.816 0.099
## G07 - G29 -1.17 0.43 10 -2.712 0.022 *
## G07 - G30 -2.20 0.37 10 -5.888 0.000 ***
## G07 - G31 -2.77 0.37 10 -7.413 0.000 ***
## G07 - G32 0.14 0.43 10 0.317 0.758
## G07 - G33 0.54 0.43 10 1.252 0.239
## G07 - G34 -1.11 0.43 10 -2.573 0.028 *
## G07 - G35 1.61 0.43 10 3.732 0.004 **
## G07 - G36 -1.46 0.37 10 -3.907 0.003 **
## G07 - G37 -1.26 0.43 10 -2.920 0.015 *
## G07 - G38 -1.29 0.43 10 -2.990 0.014 *
## G07 - G39 -1.38 0.43 10 -3.199 0.010 **
## G07 - G40 -1.11 0.43 10 -2.580 0.027 *
## G07 - G41 -0.58 0.43 10 -1.352 0.206
## G07 - G42 -0.82 0.43 10 -1.908 0.085
## G07 - G43 -0.80 0.43 10 -1.854 0.093
## G07 - G44 -0.53 0.37 10 -1.418 0.186
## G07 - G45 0.31 0.43 10 0.711 0.493
## G07 - G46 0.26 0.43 10 0.603 0.560
## G07 - G47 -1.38 0.43 10 -3.206 0.009 **
## G07 - G48 -0.14 0.43 10 -0.332 0.747
## G07 - G49 0.60 0.43 10 1.391 0.194
## G07 - G50 0.51 0.43 10 1.182 0.265
## G08 - G09 0.23 0.37 10 0.616 0.552
## G08 - G10 -1.07 0.43 10 -2.472 0.033 *
## G08 - G11 -2.66 0.43 10 -6.158 0.000 ***
## G08 - G12 -1.55 0.43 10 -3.585 0.005 **
## G08 - G13 -1.52 0.43 10 -3.515 0.006 **
## G08 - G14 -1.72 0.37 10 -4.603 0.001 ***
## G08 - G15 -0.56 0.43 10 -1.298 0.223
## G08 - G16 -1.07 0.43 10 -2.480 0.033 *
## G08 - G17 0.50 0.43 10 1.167 0.270
## G08 - G18 -1.14 0.37 10 -3.051 0.012 *
## G08 - G19 -1.13 0.43 10 -2.611 0.026 *
## G08 - G20 -1.45 0.43 10 -3.353 0.007 **
## G08 - G21 -1.31 0.43 10 -3.029 0.013 *
## G08 - G22 -1.12 0.43 10 -2.596 0.027 *
## G08 - G23 -2.06 0.43 10 -4.775 0.001 ***
## G08 - G24 -0.94 0.43 10 -2.171 0.055
## G08 - G25 -1.56 0.43 10 -3.608 0.005 **
## G08 - G26 -1.44 0.43 10 -3.330 0.008 **
## G08 - G27 -1.72 0.37 10 -4.603 0.001 ***
## G08 - G28 -1.27 0.37 10 -3.399 0.007 **
## G08 - G29 -1.66 0.43 10 -3.840 0.003 **
## G08 - G30 -2.69 0.43 10 -6.227 0.000 ***
## G08 - G31 -3.26 0.43 10 -7.548 0.000 ***
## G08 - G32 -0.35 0.43 10 -0.811 0.436
## G08 - G33 0.05 0.43 10 0.124 0.904
## G08 - G34 -1.60 0.43 10 -3.701 0.004 **
## G08 - G35 1.12 0.43 10 2.604 0.026 *
## G08 - G36 -1.95 0.43 10 -4.512 0.001 **
## G08 - G37 -1.75 0.43 10 -4.048 0.002 **
## G08 - G38 -1.78 0.43 10 -4.118 0.002 **
## G08 - G39 -1.87 0.43 10 -4.327 0.001 **
## G08 - G40 -1.60 0.43 10 -3.708 0.004 **
## G08 - G41 -1.07 0.37 10 -2.864 0.017 *
## G08 - G42 -1.31 0.37 10 -3.506 0.006 **
## G08 - G43 -1.29 0.43 10 -2.982 0.014 *
## G08 - G44 -1.02 0.43 10 -2.356 0.040 *
## G08 - G45 -0.18 0.37 10 -0.482 0.640
## G08 - G46 -0.23 0.43 10 -0.525 0.611
## G08 - G47 -1.87 0.43 10 -4.334 0.001 **
## G08 - G48 -0.63 0.43 10 -1.460 0.175
## G08 - G49 0.11 0.43 10 0.263 0.798
## G08 - G50 0.02 0.43 10 0.054 0.958
## G09 - G10 -1.30 0.43 10 -3.005 0.013 *
## G09 - G11 -2.89 0.43 10 -6.691 0.000 ***
## G09 - G12 -1.78 0.43 10 -4.118 0.002 **
## G09 - G13 -1.75 0.43 10 -4.048 0.002 **
## G09 - G14 -1.95 0.37 10 -5.219 0.000 ***
## G09 - G15 -0.79 0.43 10 -1.831 0.097
## G09 - G16 -1.30 0.43 10 -3.013 0.013 *
## G09 - G17 0.27 0.43 10 0.634 0.541
## G09 - G18 -1.37 0.37 10 -3.667 0.004 **
## G09 - G19 -1.36 0.43 10 -3.144 0.010 *
## G09 - G20 -1.68 0.43 10 -3.886 0.003 **
## G09 - G21 -1.54 0.43 10 -3.562 0.005 **
## G09 - G22 -1.35 0.43 10 -3.129 0.011 *
## G09 - G23 -2.29 0.43 10 -5.308 0.000 ***
## G09 - G24 -1.17 0.43 10 -2.704 0.022 *
## G09 - G25 -1.79 0.43 10 -4.141 0.002 **
## G09 - G26 -1.67 0.43 10 -3.863 0.003 **
## G09 - G27 -1.95 0.37 10 -5.219 0.000 ***
## G09 - G28 -1.50 0.37 10 -4.014 0.002 **
## G09 - G29 -1.89 0.43 10 -4.373 0.001 **
## G09 - G30 -2.92 0.43 10 -6.760 0.000 ***
## G09 - G31 -3.49 0.43 10 -8.081 0.000 ***
## G09 - G32 -0.58 0.43 10 -1.344 0.209
## G09 - G33 -0.18 0.43 10 -0.409 0.691
## G09 - G34 -1.83 0.43 10 -4.234 0.002 **
## G09 - G35 0.89 0.43 10 2.071 0.065
## G09 - G36 -2.18 0.43 10 -5.045 0.001 ***
## G09 - G37 -1.98 0.43 10 -4.581 0.001 **
## G09 - G38 -2.01 0.43 10 -4.651 0.001 ***
## G09 - G39 -2.10 0.43 10 -4.860 0.001 ***
## G09 - G40 -1.83 0.43 10 -4.242 0.002 **
## G09 - G41 -1.30 0.37 10 -3.479 0.006 **
## G09 - G42 -1.54 0.37 10 -4.122 0.002 **
## G09 - G43 -1.52 0.43 10 -3.515 0.006 **
## G09 - G44 -1.25 0.43 10 -2.889 0.016 *
## G09 - G45 -0.41 0.37 10 -1.097 0.298
## G09 - G46 -0.46 0.43 10 -1.058 0.315
## G09 - G47 -2.10 0.43 10 -4.867 0.001 ***
## G09 - G48 -0.86 0.43 10 -1.993 0.074
## G09 - G49 -0.12 0.43 10 -0.270 0.792
## G09 - G50 -0.21 0.43 10 -0.479 0.642
## G10 - G11 -1.59 0.43 10 -3.685 0.004 **
## G10 - G12 -0.48 0.37 10 -1.285 0.228
## G10 - G13 -0.45 0.43 10 -1.043 0.322
## G10 - G14 -0.65 0.43 10 -1.514 0.161
## G10 - G15 0.51 0.43 10 1.174 0.267
## G10 - G16 -0.00 0.43 10 -0.008 0.994
## G10 - G17 1.57 0.43 10 3.639 0.005 **
## G10 - G18 -0.07 0.43 10 -0.170 0.868
## G10 - G19 -0.06 0.43 10 -0.139 0.892
## G10 - G20 -0.38 0.43 10 -0.881 0.399
## G10 - G21 -0.24 0.37 10 -0.642 0.535
## G10 - G22 -0.05 0.43 10 -0.124 0.904
## G10 - G23 -0.99 0.43 10 -2.302 0.044 *
## G10 - G24 0.13 0.43 10 0.301 0.769
## G10 - G25 -0.49 0.43 10 -1.136 0.283
## G10 - G26 -0.37 0.43 10 -0.858 0.411
## G10 - G27 -0.65 0.43 10 -1.514 0.161
## G10 - G28 -0.20 0.43 10 -0.471 0.648
## G10 - G29 -0.59 0.37 10 -1.579 0.145
## G10 - G30 -1.62 0.43 10 -3.755 0.004 **
## G10 - G31 -2.19 0.43 10 -5.076 0.000 ***
## G10 - G32 0.72 0.43 10 1.661 0.128
## G10 - G33 1.12 0.43 10 2.596 0.027 *
## G10 - G34 -0.53 0.43 10 -1.228 0.247
## G10 - G35 2.19 0.43 10 5.076 0.000 ***
## G10 - G36 -0.88 0.43 10 -2.040 0.069
## G10 - G37 -0.68 0.37 10 -1.820 0.099
## G10 - G38 -0.71 0.37 10 -1.900 0.087
## G10 - G39 -0.80 0.37 10 -2.141 0.058
## G10 - G40 -0.53 0.43 10 -1.236 0.245
## G10 - G41 -0.00 0.43 10 -0.008 0.994
## G10 - G42 -0.24 0.43 10 -0.564 0.585
## G10 - G43 -0.22 0.37 10 -0.589 0.569
## G10 - G44 0.05 0.43 10 0.116 0.910
## G10 - G45 0.89 0.43 10 2.055 0.067
## G10 - G46 0.84 0.43 10 1.947 0.080
## G10 - G47 -0.80 0.43 10 -1.862 0.092
## G10 - G48 0.44 0.43 10 1.012 0.335
## G10 - G49 1.18 0.43 10 2.735 0.021 *
## G10 - G50 1.09 0.43 10 2.526 0.030 *
## G11 - G12 1.11 0.43 10 2.573 0.028 *
## G11 - G13 1.14 0.37 10 3.051 0.012 *
## G11 - G14 0.94 0.43 10 2.171 0.055
## G11 - G15 2.10 0.43 10 4.860 0.001 ***
## G11 - G16 1.59 0.43 10 3.678 0.004 **
## G11 - G17 3.16 0.43 10 7.324 0.000 ***
## G11 - G18 1.52 0.43 10 3.515 0.006 **
## G11 - G19 1.53 0.43 10 3.546 0.005 **
## G11 - G20 1.21 0.43 10 2.805 0.019 *
## G11 - G21 1.35 0.43 10 3.129 0.011 *
## G11 - G22 1.54 0.43 10 3.562 0.005 **
## G11 - G23 0.60 0.43 10 1.383 0.197
## G11 - G24 1.72 0.43 10 3.987 0.003 **
## G11 - G25 1.10 0.43 10 2.550 0.029 *
## G11 - G26 1.22 0.43 10 2.828 0.018 *
## G11 - G27 0.94 0.43 10 2.171 0.055
## G11 - G28 1.39 0.43 10 3.214 0.009 **
## G11 - G29 1.00 0.43 10 2.318 0.043 *
## G11 - G30 -0.03 0.37 10 -0.080 0.938
## G11 - G31 -0.60 0.37 10 -1.606 0.139
## G11 - G32 2.31 0.43 10 5.346 0.000 ***
## G11 - G33 2.71 0.43 10 6.281 0.000 ***
## G11 - G34 1.06 0.43 10 2.457 0.034 *
## G11 - G35 3.78 0.43 10 8.761 0.000 ***
## G11 - G36 0.71 0.37 10 1.900 0.087
## G11 - G37 0.91 0.43 10 2.109 0.061
## G11 - G38 0.88 0.43 10 2.040 0.069
## G11 - G39 0.79 0.43 10 1.831 0.097
## G11 - G40 1.06 0.43 10 2.449 0.034 *
## G11 - G41 1.59 0.43 10 3.678 0.004 **
## G11 - G42 1.35 0.43 10 3.121 0.011 *
## G11 - G43 1.37 0.43 10 3.175 0.010 **
## G11 - G44 1.64 0.37 10 4.389 0.001 **
## G11 - G45 2.48 0.43 10 5.740 0.000 ***
## G11 - G46 2.43 0.43 10 5.632 0.000 ***
## G11 - G47 0.79 0.43 10 1.823 0.098
## G11 - G48 2.03 0.43 10 4.697 0.001 ***
## G11 - G49 2.77 0.43 10 6.420 0.000 ***
## G11 - G50 2.68 0.43 10 6.212 0.000 ***
## G12 - G13 0.03 0.43 10 0.070 0.946
## G12 - G14 -0.17 0.43 10 -0.402 0.696
## G12 - G15 0.99 0.43 10 2.287 0.045 *
## G12 - G16 0.48 0.43 10 1.105 0.295
## G12 - G17 2.05 0.43 10 4.751 0.001 ***
## G12 - G18 0.41 0.43 10 0.943 0.368
## G12 - G19 0.42 0.43 10 0.973 0.353
## G12 - G20 0.10 0.43 10 0.232 0.821
## G12 - G21 0.24 0.37 10 0.642 0.535
## G12 - G22 0.43 0.43 10 0.989 0.346
## G12 - G23 -0.51 0.43 10 -1.190 0.262
## G12 - G24 0.61 0.43 10 1.414 0.188
## G12 - G25 -0.01 0.43 10 -0.023 0.982
## G12 - G26 0.11 0.43 10 0.255 0.804
## G12 - G27 -0.17 0.43 10 -0.402 0.696
## G12 - G28 0.28 0.43 10 0.641 0.536
## G12 - G29 -0.11 0.37 10 -0.294 0.774
## G12 - G30 -1.14 0.43 10 -2.642 0.025 *
## G12 - G31 -1.71 0.43 10 -3.963 0.003 **
## G12 - G32 1.20 0.43 10 2.774 0.020 *
## G12 - G33 1.60 0.43 10 3.708 0.004 **
## G12 - G34 -0.05 0.43 10 -0.116 0.910
## G12 - G35 2.67 0.43 10 6.188 0.000 ***
## G12 - G36 -0.40 0.43 10 -0.927 0.376
## G12 - G37 -0.20 0.37 10 -0.535 0.604
## G12 - G38 -0.23 0.37 10 -0.616 0.552
## G12 - G39 -0.32 0.37 10 -0.856 0.412
## G12 - G40 -0.05 0.43 10 -0.124 0.904
## G12 - G41 0.48 0.43 10 1.105 0.295
## G12 - G42 0.24 0.43 10 0.549 0.595
## G12 - G43 0.26 0.37 10 0.696 0.502
## G12 - G44 0.53 0.43 10 1.228 0.247
## G12 - G45 1.37 0.43 10 3.168 0.010 *
## G12 - G46 1.32 0.43 10 3.059 0.012 *
## G12 - G47 -0.32 0.43 10 -0.749 0.471
## G12 - G48 0.92 0.43 10 2.125 0.060
## G12 - G49 1.66 0.43 10 3.848 0.003 **
## G12 - G50 1.57 0.43 10 3.639 0.005 **
## G13 - G14 -0.20 0.43 10 -0.471 0.648
## G13 - G15 0.96 0.43 10 2.217 0.051
## G13 - G16 0.45 0.43 10 1.035 0.325
## G13 - G17 2.02 0.43 10 4.682 0.001 ***
## G13 - G18 0.38 0.43 10 0.873 0.403
## G13 - G19 0.39 0.43 10 0.904 0.387
## G13 - G20 0.07 0.43 10 0.162 0.874
## G13 - G21 0.21 0.43 10 0.487 0.637
## G13 - G22 0.40 0.43 10 0.919 0.380
## G13 - G23 -0.54 0.43 10 -1.259 0.237
## G13 - G24 0.58 0.43 10 1.344 0.209
## G13 - G25 -0.04 0.43 10 -0.093 0.928
## G13 - G26 0.08 0.43 10 0.185 0.857
## G13 - G27 -0.20 0.43 10 -0.471 0.648
## G13 - G28 0.25 0.43 10 0.572 0.580
## G13 - G29 -0.14 0.43 10 -0.324 0.752
## G13 - G30 -1.17 0.37 10 -3.131 0.011 *
## G13 - G31 -1.74 0.37 10 -4.657 0.001 ***
## G13 - G32 1.17 0.43 10 2.704 0.022 *
## G13 - G33 1.57 0.43 10 3.639 0.005 **
## G13 - G34 -0.08 0.43 10 -0.185 0.857
## G13 - G35 2.64 0.43 10 6.119 0.000 ***
## G13 - G36 -0.43 0.37 10 -1.151 0.277
## G13 - G37 -0.23 0.43 10 -0.533 0.606
## G13 - G38 -0.26 0.43 10 -0.603 0.560
## G13 - G39 -0.35 0.43 10 -0.811 0.436
## G13 - G40 -0.08 0.43 10 -0.193 0.851
## G13 - G41 0.45 0.43 10 1.035 0.325
## G13 - G42 0.21 0.43 10 0.479 0.642
## G13 - G43 0.23 0.43 10 0.533 0.606
## G13 - G44 0.50 0.37 10 1.338 0.210
## G13 - G45 1.34 0.43 10 3.098 0.011 *
## G13 - G46 1.29 0.43 10 2.990 0.014 *
## G13 - G47 -0.35 0.43 10 -0.819 0.432
## G13 - G48 0.89 0.43 10 2.055 0.067
## G13 - G49 1.63 0.43 10 3.778 0.004 **
## G13 - G50 1.54 0.43 10 3.569 0.005 **
## G14 - G15 1.16 0.43 10 2.689 0.023 *
## G14 - G16 0.65 0.43 10 1.507 0.163
## G14 - G17 2.22 0.43 10 5.153 0.000 ***
## G14 - G18 0.58 0.37 10 1.552 0.152
## G14 - G19 0.59 0.43 10 1.375 0.199
## G14 - G20 0.27 0.43 10 0.634 0.541
## G14 - G21 0.41 0.43 10 0.958 0.361
## G14 - G22 0.60 0.43 10 1.391 0.194
## G14 - G23 -0.34 0.43 10 -0.788 0.449
## G14 - G24 0.78 0.43 10 1.816 0.099
## G14 - G25 0.16 0.43 10 0.379 0.713
## G14 - G26 0.28 0.43 10 0.657 0.526
## G14 - G27 -0.00 0.37 10 -0.000 1.000
## G14 - G28 0.45 0.37 10 1.204 0.256
## G14 - G29 0.06 0.43 10 0.147 0.886
## G14 - G30 -0.97 0.43 10 -2.241 0.049 *
## G14 - G31 -1.54 0.43 10 -3.562 0.005 **
## G14 - G32 1.37 0.43 10 3.175 0.010 **
## G14 - G33 1.77 0.43 10 4.110 0.002 **
## G14 - G34 0.12 0.43 10 0.286 0.781
## G14 - G35 2.84 0.43 10 6.590 0.000 ***
## G14 - G36 -0.23 0.43 10 -0.525 0.611
## G14 - G37 -0.03 0.43 10 -0.062 0.952
## G14 - G38 -0.06 0.43 10 -0.131 0.898
## G14 - G39 -0.15 0.43 10 -0.340 0.741
## G14 - G40 0.12 0.43 10 0.278 0.787
## G14 - G41 0.65 0.37 10 1.740 0.113
## G14 - G42 0.41 0.37 10 1.097 0.298
## G14 - G43 0.43 0.43 10 1.004 0.339
## G14 - G44 0.70 0.43 10 1.630 0.134
## G14 - G45 1.54 0.37 10 4.122 0.002 **
## G14 - G46 1.49 0.43 10 3.461 0.006 **
## G14 - G47 -0.15 0.43 10 -0.348 0.735
## G14 - G48 1.09 0.43 10 2.526 0.030 *
## G14 - G49 1.83 0.43 10 4.249 0.002 **
## G14 - G50 1.74 0.43 10 4.041 0.002 **
## G15 - G16 -0.51 0.37 10 -1.365 0.202
## G15 - G17 1.06 0.43 10 2.465 0.033 *
## G15 - G18 -0.58 0.43 10 -1.344 0.209
## G15 - G19 -0.57 0.43 10 -1.313 0.218
## G15 - G20 -0.89 0.43 10 -2.055 0.067
## G15 - G21 -0.75 0.43 10 -1.731 0.114
## G15 - G22 -0.56 0.37 10 -1.499 0.165
## G15 - G23 -1.50 0.37 10 -4.014 0.002 **
## G15 - G24 -0.38 0.43 10 -0.873 0.403
## G15 - G25 -1.00 0.43 10 -2.310 0.044 *
## G15 - G26 -0.88 0.43 10 -2.032 0.070
## G15 - G27 -1.16 0.43 10 -2.689 0.023 *
## G15 - G28 -0.71 0.43 10 -1.646 0.131
## G15 - G29 -1.10 0.43 10 -2.542 0.029 *
## G15 - G30 -2.13 0.43 10 -4.929 0.001 ***
## G15 - G31 -2.70 0.43 10 -6.250 0.000 ***
## G15 - G32 0.21 0.37 10 0.562 0.586
## G15 - G33 0.61 0.43 10 1.422 0.186
## G15 - G34 -1.04 0.43 10 -2.403 0.037 *
## G15 - G35 1.68 0.43 10 3.902 0.003 **
## G15 - G36 -1.39 0.43 10 -3.214 0.009 **
## G15 - G37 -1.19 0.43 10 -2.750 0.020 *
## G15 - G38 -1.22 0.43 10 -2.820 0.018 *
## G15 - G39 -1.31 0.43 10 -3.029 0.013 *
## G15 - G40 -1.04 0.37 10 -2.783 0.019 *
## G15 - G41 -0.51 0.43 10 -1.182 0.265
## G15 - G42 -0.75 0.43 10 -1.738 0.113
## G15 - G43 -0.73 0.43 10 -1.684 0.123
## G15 - G44 -0.46 0.43 10 -1.058 0.315
## G15 - G45 0.38 0.43 10 0.881 0.399
## G15 - G46 0.33 0.43 10 0.773 0.458
## G15 - G47 -1.31 0.37 10 -3.506 0.006 **
## G15 - G48 -0.07 0.37 10 -0.187 0.855
## G15 - G49 0.67 0.43 10 1.561 0.150
## G15 - G50 0.58 0.43 10 1.352 0.206
## G16 - G17 1.57 0.43 10 3.647 0.004 **
## G16 - G18 -0.07 0.43 10 -0.162 0.874
## G16 - G19 -0.06 0.43 10 -0.131 0.898
## G16 - G20 -0.38 0.43 10 -0.873 0.403
## G16 - G21 -0.24 0.43 10 -0.549 0.595
## G16 - G22 -0.05 0.37 10 -0.134 0.896
## G16 - G23 -0.99 0.37 10 -2.650 0.024 *
## G16 - G24 0.13 0.43 10 0.309 0.764
## G16 - G25 -0.49 0.43 10 -1.128 0.286
## G16 - G26 -0.37 0.43 10 -0.850 0.415
## G16 - G27 -0.65 0.43 10 -1.507 0.163
## G16 - G28 -0.20 0.43 10 -0.464 0.653
## G16 - G29 -0.59 0.43 10 -1.360 0.204
## G16 - G30 -1.62 0.43 10 -3.747 0.004 **
## G16 - G31 -2.19 0.43 10 -5.068 0.000 ***
## G16 - G32 0.72 0.37 10 1.927 0.083
## G16 - G33 1.12 0.43 10 2.604 0.026 *
## G16 - G34 -0.53 0.43 10 -1.221 0.250
## G16 - G35 2.19 0.43 10 5.084 0.000 ***
## G16 - G36 -0.88 0.43 10 -2.032 0.070
## G16 - G37 -0.68 0.43 10 -1.568 0.148
## G16 - G38 -0.71 0.43 10 -1.638 0.132
## G16 - G39 -0.80 0.43 10 -1.846 0.095
## G16 - G40 -0.53 0.37 10 -1.418 0.186
## G16 - G41 -0.00 0.43 10 -0.000 1.000
## G16 - G42 -0.24 0.43 10 -0.556 0.590
## G16 - G43 -0.22 0.43 10 -0.502 0.626
## G16 - G44 0.05 0.43 10 0.124 0.904
## G16 - G45 0.89 0.43 10 2.063 0.066
## G16 - G46 0.84 0.43 10 1.955 0.079
## G16 - G47 -0.80 0.37 10 -2.141 0.058
## G16 - G48 0.44 0.37 10 1.178 0.266
## G16 - G49 1.18 0.43 10 2.743 0.021 *
## G16 - G50 1.09 0.43 10 2.534 0.030 *
## G17 - G18 -1.64 0.43 10 -3.809 0.003 **
## G17 - G19 -1.63 0.43 10 -3.778 0.004 **
## G17 - G20 -1.95 0.43 10 -4.520 0.001 **
## G17 - G21 -1.81 0.43 10 -4.195 0.002 **
## G17 - G22 -1.62 0.43 10 -3.763 0.004 **
## G17 - G23 -2.56 0.43 10 -5.941 0.000 ***
## G17 - G24 -1.44 0.43 10 -3.338 0.008 **
## G17 - G25 -2.06 0.37 10 -5.513 0.000 ***
## G17 - G26 -1.94 0.37 10 -5.192 0.000 ***
## G17 - G27 -2.22 0.43 10 -5.153 0.000 ***
## G17 - G28 -1.77 0.43 10 -4.110 0.002 **
## G17 - G29 -2.16 0.43 10 -5.006 0.001 ***
## G17 - G30 -3.19 0.43 10 -7.394 0.000 ***
## G17 - G31 -3.76 0.43 10 -8.715 0.000 ***
## G17 - G32 -0.85 0.43 10 -1.978 0.076
## G17 - G33 -0.45 0.37 10 -1.204 0.256
## G17 - G34 -2.10 0.43 10 -4.867 0.001 ***
## G17 - G35 0.62 0.43 10 1.437 0.181
## G17 - G36 -2.45 0.43 10 -5.679 0.000 ***
## G17 - G37 -2.25 0.43 10 -5.215 0.000 ***
## G17 - G38 -2.28 0.43 10 -5.285 0.000 ***
## G17 - G39 -2.37 0.43 10 -5.493 0.000 ***
## G17 - G40 -2.10 0.43 10 -4.875 0.001 ***
## G17 - G41 -1.57 0.43 10 -3.647 0.004 **
## G17 - G42 -1.81 0.43 10 -4.203 0.002 **
## G17 - G43 -1.79 0.43 10 -4.149 0.002 **
## G17 - G44 -1.52 0.43 10 -3.523 0.006 **
## G17 - G45 -0.68 0.43 10 -1.584 0.144
## G17 - G46 -0.73 0.37 10 -1.954 0.079
## G17 - G47 -2.37 0.43 10 -5.501 0.000 ***
## G17 - G48 -1.13 0.43 10 -2.627 0.025 *
## G17 - G49 -0.39 0.43 10 -0.904 0.387
## G17 - G50 -0.48 0.43 10 -1.113 0.292
## G18 - G19 0.01 0.43 10 0.031 0.976
## G18 - G20 -0.31 0.43 10 -0.711 0.493
## G18 - G21 -0.17 0.43 10 -0.386 0.707
## G18 - G22 0.02 0.43 10 0.046 0.964
## G18 - G23 -0.92 0.43 10 -2.132 0.059
## G18 - G24 0.20 0.43 10 0.471 0.648
## G18 - G25 -0.42 0.43 10 -0.966 0.357
## G18 - G26 -0.30 0.43 10 -0.688 0.507
## G18 - G27 -0.58 0.37 10 -1.552 0.152
## G18 - G28 -0.13 0.37 10 -0.348 0.735
## G18 - G29 -0.52 0.43 10 -1.198 0.259
## G18 - G30 -1.55 0.43 10 -3.585 0.005 **
## G18 - G31 -2.12 0.43 10 -4.906 0.001 ***
## G18 - G32 0.79 0.43 10 1.831 0.097
## G18 - G33 1.19 0.43 10 2.766 0.020 *
## G18 - G34 -0.46 0.43 10 -1.058 0.315
## G18 - G35 2.26 0.43 10 5.246 0.000 ***
## G18 - G36 -0.81 0.43 10 -1.870 0.091
## G18 - G37 -0.61 0.43 10 -1.406 0.190
## G18 - G38 -0.64 0.43 10 -1.476 0.171
## G18 - G39 -0.73 0.43 10 -1.684 0.123
## G18 - G40 -0.46 0.43 10 -1.066 0.311
## G18 - G41 0.07 0.37 10 0.187 0.855
## G18 - G42 -0.17 0.37 10 -0.455 0.659
## G18 - G43 -0.15 0.43 10 -0.340 0.741
## G18 - G44 0.12 0.43 10 0.286 0.781
## G18 - G45 0.96 0.37 10 2.569 0.028 *
## G18 - G46 0.91 0.43 10 2.117 0.060
## G18 - G47 -0.73 0.43 10 -1.692 0.122
## G18 - G48 0.51 0.43 10 1.182 0.265
## G18 - G49 1.25 0.43 10 2.905 0.016 *
## G18 - G50 1.16 0.43 10 2.696 0.022 *
## G19 - G20 -0.32 0.37 10 -0.856 0.412
## G19 - G21 -0.18 0.43 10 -0.417 0.685
## G19 - G22 0.01 0.43 10 0.015 0.988
## G19 - G23 -0.93 0.43 10 -2.163 0.056
## G19 - G24 0.19 0.37 10 0.509 0.622
## G19 - G25 -0.43 0.43 10 -0.997 0.342
## G19 - G26 -0.31 0.43 10 -0.719 0.489
## G19 - G27 -0.59 0.43 10 -1.375 0.199
## G19 - G28 -0.14 0.43 10 -0.332 0.747
## G19 - G29 -0.53 0.43 10 -1.228 0.247
## G19 - G30 -1.56 0.43 10 -3.616 0.005 **
## G19 - G31 -2.13 0.43 10 -4.937 0.001 ***
## G19 - G32 0.78 0.43 10 1.800 0.102
## G19 - G33 1.18 0.43 10 2.735 0.021 *
## G19 - G34 -0.47 0.37 10 -1.258 0.237
## G19 - G35 2.25 0.37 10 6.022 0.000 ***
## G19 - G36 -0.82 0.43 10 -1.901 0.087
## G19 - G37 -0.62 0.43 10 -1.437 0.181
## G19 - G38 -0.65 0.43 10 -1.507 0.163
## G19 - G39 -0.74 0.43 10 -1.715 0.117
## G19 - G40 -0.47 0.43 10 -1.097 0.298
## G19 - G41 0.06 0.43 10 0.131 0.898
## G19 - G42 -0.18 0.43 10 -0.425 0.680
## G19 - G43 -0.16 0.43 10 -0.371 0.718
## G19 - G44 0.11 0.43 10 0.255 0.804
## G19 - G45 0.95 0.43 10 2.194 0.053
## G19 - G46 0.90 0.43 10 2.086 0.064
## G19 - G47 -0.74 0.43 10 -1.723 0.116
## G19 - G48 0.50 0.43 10 1.151 0.276
## G19 - G49 1.24 0.37 10 3.319 0.008 **
## G19 - G50 1.15 0.37 10 3.078 0.012 *
## G20 - G21 0.14 0.43 10 0.324 0.752
## G20 - G22 0.33 0.43 10 0.757 0.466
## G20 - G23 -0.61 0.43 10 -1.422 0.186
## G20 - G24 0.51 0.37 10 1.365 0.202
## G20 - G25 -0.11 0.43 10 -0.255 0.804
## G20 - G26 0.01 0.43 10 0.023 0.982
## G20 - G27 -0.27 0.43 10 -0.634 0.541
## G20 - G28 0.18 0.43 10 0.409 0.691
## G20 - G29 -0.21 0.43 10 -0.487 0.637
## G20 - G30 -1.24 0.43 10 -2.874 0.017 *
## G20 - G31 -1.81 0.43 10 -4.195 0.002 **
## G20 - G32 1.10 0.43 10 2.542 0.029 *
## G20 - G33 1.50 0.43 10 3.477 0.006 **
## G20 - G34 -0.15 0.37 10 -0.401 0.697
## G20 - G35 2.57 0.37 10 6.878 0.000 ***
## G20 - G36 -0.50 0.43 10 -1.159 0.273
## G20 - G37 -0.30 0.43 10 -0.695 0.503
## G20 - G38 -0.33 0.43 10 -0.765 0.462
## G20 - G39 -0.42 0.43 10 -0.973 0.353
## G20 - G40 -0.15 0.43 10 -0.355 0.730
## G20 - G41 0.38 0.43 10 0.873 0.403
## G20 - G42 0.14 0.43 10 0.317 0.758
## G20 - G43 0.16 0.43 10 0.371 0.718
## G20 - G44 0.43 0.43 10 0.997 0.342
## G20 - G45 1.27 0.43 10 2.936 0.015 *
## G20 - G46 1.22 0.43 10 2.828 0.018 *
## G20 - G47 -0.42 0.43 10 -0.981 0.350
## G20 - G48 0.82 0.43 10 1.893 0.088
## G20 - G49 1.56 0.37 10 4.175 0.002 **
## G20 - G50 1.47 0.37 10 3.934 0.003 **
## G21 - G22 0.19 0.43 10 0.433 0.674
## G21 - G23 -0.75 0.43 10 -1.746 0.111
## G21 - G24 0.37 0.43 10 0.858 0.411
## G21 - G25 -0.25 0.43 10 -0.579 0.575
## G21 - G26 -0.13 0.43 10 -0.301 0.769
## G21 - G27 -0.41 0.43 10 -0.958 0.361
## G21 - G28 0.04 0.43 10 0.085 0.934
## G21 - G29 -0.35 0.37 10 -0.937 0.371
## G21 - G30 -1.38 0.43 10 -3.199 0.010 **
## G21 - G31 -1.95 0.43 10 -4.520 0.001 **
## G21 - G32 0.96 0.43 10 2.217 0.051
## G21 - G33 1.36 0.43 10 3.152 0.010 *
## G21 - G34 -0.29 0.43 10 -0.672 0.517
## G21 - G35 2.43 0.43 10 5.632 0.000 ***
## G21 - G36 -0.64 0.43 10 -1.483 0.169
## G21 - G37 -0.44 0.37 10 -1.178 0.266
## G21 - G38 -0.47 0.37 10 -1.258 0.237
## G21 - G39 -0.56 0.37 10 -1.499 0.165
## G21 - G40 -0.29 0.43 10 -0.680 0.512
## G21 - G41 0.24 0.43 10 0.549 0.595
## G21 - G42 -0.00 0.43 10 -0.008 0.994
## G21 - G43 0.02 0.37 10 0.054 0.958
## G21 - G44 0.29 0.43 10 0.672 0.517
## G21 - G45 1.13 0.43 10 2.611 0.026 *
## G21 - G46 1.08 0.43 10 2.503 0.031 *
## G21 - G47 -0.56 0.43 10 -1.306 0.221
## G21 - G48 0.68 0.43 10 1.568 0.148
## G21 - G49 1.42 0.43 10 3.291 0.008 **
## G21 - G50 1.33 0.43 10 3.083 0.012 *
## G22 - G23 -0.94 0.37 10 -2.516 0.031 *
## G22 - G24 0.18 0.43 10 0.425 0.680
## G22 - G25 -0.44 0.43 10 -1.012 0.335
## G22 - G26 -0.32 0.43 10 -0.734 0.480
## G22 - G27 -0.60 0.43 10 -1.391 0.194
## G22 - G28 -0.15 0.43 10 -0.348 0.735
## G22 - G29 -0.54 0.43 10 -1.244 0.242
## G22 - G30 -1.57 0.43 10 -3.631 0.005 **
## G22 - G31 -2.14 0.43 10 -4.952 0.001 ***
## G22 - G32 0.77 0.37 10 2.061 0.066
## G22 - G33 1.17 0.43 10 2.720 0.022 *
## G22 - G34 -0.48 0.43 10 -1.105 0.295
## G22 - G35 2.24 0.43 10 5.200 0.000 ***
## G22 - G36 -0.83 0.43 10 -1.916 0.084
## G22 - G37 -0.63 0.43 10 -1.452 0.177
## G22 - G38 -0.66 0.43 10 -1.522 0.159
## G22 - G39 -0.75 0.43 10 -1.731 0.114
## G22 - G40 -0.48 0.37 10 -1.285 0.228
## G22 - G41 0.05 0.43 10 0.116 0.910
## G22 - G42 -0.19 0.43 10 -0.440 0.669
## G22 - G43 -0.17 0.43 10 -0.386 0.707
## G22 - G44 0.10 0.43 10 0.240 0.816
## G22 - G45 0.94 0.43 10 2.179 0.054
## G22 - G46 0.89 0.43 10 2.071 0.065
## G22 - G47 -0.75 0.37 10 -2.007 0.073
## G22 - G48 0.49 0.37 10 1.311 0.219
## G22 - G49 1.23 0.43 10 2.859 0.017 *
## G22 - G50 1.14 0.43 10 2.650 0.024 *
## G23 - G24 1.12 0.43 10 2.604 0.026 *
## G23 - G25 0.50 0.43 10 1.167 0.270
## G23 - G26 0.62 0.43 10 1.445 0.179
## G23 - G27 0.34 0.43 10 0.788 0.449
## G23 - G28 0.79 0.43 10 1.831 0.097
## G23 - G29 0.40 0.43 10 0.935 0.372
## G23 - G30 -0.63 0.43 10 -1.452 0.177
## G23 - G31 -1.20 0.43 10 -2.774 0.020 *
## G23 - G32 1.71 0.37 10 4.577 0.001 **
## G23 - G33 2.11 0.43 10 4.898 0.001 ***
## G23 - G34 0.46 0.43 10 1.074 0.308
## G23 - G35 3.18 0.43 10 7.378 0.000 ***
## G23 - G36 0.11 0.43 10 0.263 0.798
## G23 - G37 0.31 0.43 10 0.726 0.484
## G23 - G38 0.28 0.43 10 0.657 0.526
## G23 - G39 0.19 0.43 10 0.448 0.664
## G23 - G40 0.46 0.37 10 1.231 0.246
## G23 - G41 0.99 0.43 10 2.295 0.045 *
## G23 - G42 0.75 0.43 10 1.738 0.113
## G23 - G43 0.77 0.43 10 1.792 0.103
## G23 - G44 1.04 0.43 10 2.418 0.036 *
## G23 - G45 1.88 0.43 10 4.357 0.001 **
## G23 - G46 1.83 0.43 10 4.249 0.002 **
## G23 - G47 0.19 0.37 10 0.509 0.622
## G23 - G48 1.43 0.37 10 3.827 0.003 **
## G23 - G49 2.17 0.43 10 5.037 0.001 ***
## G23 - G50 2.08 0.43 10 4.829 0.001 ***
## G24 - G25 -0.62 0.43 10 -1.437 0.181
## G24 - G26 -0.50 0.43 10 -1.159 0.273
## G24 - G27 -0.78 0.43 10 -1.816 0.099
## G24 - G28 -0.33 0.43 10 -0.773 0.458
## G24 - G29 -0.72 0.43 10 -1.669 0.126
## G24 - G30 -1.75 0.43 10 -4.056 0.002 **
## G24 - G31 -2.32 0.43 10 -5.377 0.000 ***
## G24 - G32 0.59 0.43 10 1.360 0.204
## G24 - G33 0.99 0.43 10 2.295 0.045 *
## G24 - G34 -0.66 0.37 10 -1.766 0.108
## G24 - G35 2.06 0.37 10 5.513 0.000 ***
## G24 - G36 -1.01 0.43 10 -2.341 0.041 *
## G24 - G37 -0.81 0.43 10 -1.877 0.090
## G24 - G38 -0.84 0.43 10 -1.947 0.080
## G24 - G39 -0.93 0.43 10 -2.156 0.057
## G24 - G40 -0.66 0.43 10 -1.537 0.155
## G24 - G41 -0.13 0.43 10 -0.309 0.764
## G24 - G42 -0.37 0.43 10 -0.865 0.407
## G24 - G43 -0.35 0.43 10 -0.811 0.436
## G24 - G44 -0.08 0.43 10 -0.185 0.857
## G24 - G45 0.76 0.43 10 1.754 0.110
## G24 - G46 0.71 0.43 10 1.646 0.131
## G24 - G47 -0.93 0.43 10 -2.163 0.056
## G24 - G48 0.31 0.43 10 0.711 0.493
## G24 - G49 1.05 0.37 10 2.810 0.018 *
## G24 - G50 0.96 0.37 10 2.569 0.028 *
## G25 - G26 0.12 0.37 10 0.321 0.755
## G25 - G27 -0.16 0.43 10 -0.379 0.713
## G25 - G28 0.29 0.43 10 0.664 0.521
## G25 - G29 -0.10 0.43 10 -0.232 0.821
## G25 - G30 -1.13 0.43 10 -2.619 0.026 *
## G25 - G31 -1.70 0.43 10 -3.940 0.003 **
## G25 - G32 1.21 0.43 10 2.797 0.019 *
## G25 - G33 1.61 0.37 10 4.309 0.002 **
## G25 - G34 -0.04 0.43 10 -0.093 0.928
## G25 - G35 2.68 0.43 10 6.212 0.000 ***
## G25 - G36 -0.39 0.43 10 -0.904 0.387
## G25 - G37 -0.19 0.43 10 -0.440 0.669
## G25 - G38 -0.22 0.43 10 -0.510 0.621
## G25 - G39 -0.31 0.43 10 -0.719 0.489
## G25 - G40 -0.04 0.43 10 -0.100 0.922
## G25 - G41 0.49 0.43 10 1.128 0.286
## G25 - G42 0.25 0.43 10 0.572 0.580
## G25 - G43 0.27 0.43 10 0.626 0.545
## G25 - G44 0.54 0.43 10 1.252 0.239
## G25 - G45 1.38 0.43 10 3.191 0.010 **
## G25 - G46 1.33 0.37 10 3.560 0.005 **
## G25 - G47 -0.31 0.43 10 -0.726 0.484
## G25 - G48 0.93 0.43 10 2.148 0.057
## G25 - G49 1.67 0.43 10 3.871 0.003 **
## G25 - G50 1.58 0.43 10 3.662 0.004 **
## G26 - G27 -0.28 0.43 10 -0.657 0.526
## G26 - G28 0.17 0.43 10 0.386 0.707
## G26 - G29 -0.22 0.43 10 -0.510 0.621
## G26 - G30 -1.25 0.43 10 -2.897 0.016 *
## G26 - G31 -1.82 0.43 10 -4.218 0.002 **
## G26 - G32 1.09 0.43 10 2.519 0.030 *
## G26 - G33 1.49 0.37 10 3.988 0.003 **
## G26 - G34 -0.16 0.43 10 -0.371 0.718
## G26 - G35 2.56 0.43 10 5.933 0.000 ***
## G26 - G36 -0.51 0.43 10 -1.182 0.265
## G26 - G37 -0.31 0.43 10 -0.719 0.489
## G26 - G38 -0.34 0.43 10 -0.788 0.449
## G26 - G39 -0.43 0.43 10 -0.997 0.342
## G26 - G40 -0.16 0.43 10 -0.379 0.713
## G26 - G41 0.37 0.43 10 0.850 0.415
## G26 - G42 0.13 0.43 10 0.294 0.775
## G26 - G43 0.15 0.43 10 0.348 0.735
## G26 - G44 0.42 0.43 10 0.973 0.353
## G26 - G45 1.26 0.43 10 2.913 0.015 *
## G26 - G46 1.21 0.37 10 3.238 0.009 **
## G26 - G47 -0.43 0.43 10 -1.004 0.339
## G26 - G48 0.81 0.43 10 1.870 0.091
## G26 - G49 1.55 0.43 10 3.593 0.005 **
## G26 - G50 1.46 0.43 10 3.384 0.007 **
## G27 - G28 0.45 0.37 10 1.204 0.256
## G27 - G29 0.06 0.43 10 0.147 0.886
## G27 - G30 -0.97 0.43 10 -2.241 0.049 *
## G27 - G31 -1.54 0.43 10 -3.562 0.005 **
## G27 - G32 1.37 0.43 10 3.175 0.010 **
## G27 - G33 1.77 0.43 10 4.110 0.002 **
## G27 - G34 0.12 0.43 10 0.286 0.781
## G27 - G35 2.84 0.43 10 6.590 0.000 ***
## G27 - G36 -0.23 0.43 10 -0.525 0.611
## G27 - G37 -0.03 0.43 10 -0.062 0.952
## G27 - G38 -0.06 0.43 10 -0.131 0.898
## G27 - G39 -0.15 0.43 10 -0.340 0.741
## G27 - G40 0.12 0.43 10 0.278 0.787
## G27 - G41 0.65 0.37 10 1.740 0.113
## G27 - G42 0.41 0.37 10 1.097 0.298
## G27 - G43 0.43 0.43 10 1.004 0.339
## G27 - G44 0.70 0.43 10 1.630 0.134
## G27 - G45 1.54 0.37 10 4.122 0.002 **
## G27 - G46 1.49 0.43 10 3.461 0.006 **
## G27 - G47 -0.15 0.43 10 -0.348 0.735
## G27 - G48 1.09 0.43 10 2.526 0.030 *
## G27 - G49 1.83 0.43 10 4.249 0.002 **
## G27 - G50 1.74 0.43 10 4.041 0.002 **
## G28 - G29 -0.39 0.43 10 -0.896 0.391
## G28 - G30 -1.42 0.43 10 -3.284 0.008 **
## G28 - G31 -1.99 0.43 10 -4.605 0.001 ***
## G28 - G32 0.92 0.43 10 2.132 0.059
## G28 - G33 1.32 0.43 10 3.067 0.012 *
## G28 - G34 -0.33 0.43 10 -0.757 0.466
## G28 - G35 2.39 0.43 10 5.547 0.000 ***
## G28 - G36 -0.68 0.43 10 -1.568 0.148
## G28 - G37 -0.48 0.43 10 -1.105 0.295
## G28 - G38 -0.51 0.43 10 -1.174 0.267
## G28 - G39 -0.60 0.43 10 -1.383 0.197
## G28 - G40 -0.33 0.43 10 -0.765 0.462
## G28 - G41 0.20 0.37 10 0.535 0.604
## G28 - G42 -0.04 0.37 10 -0.107 0.917
## G28 - G43 -0.02 0.43 10 -0.039 0.970
## G28 - G44 0.25 0.43 10 0.587 0.570
## G28 - G45 1.09 0.37 10 2.917 0.015 *
## G28 - G46 1.04 0.43 10 2.418 0.036 *
## G28 - G47 -0.60 0.43 10 -1.391 0.194
## G28 - G48 0.64 0.43 10 1.483 0.169
## G28 - G49 1.38 0.43 10 3.206 0.009 **
## G28 - G50 1.29 0.43 10 2.998 0.013 *
## G29 - G30 -1.03 0.43 10 -2.387 0.038 *
## G29 - G31 -1.60 0.43 10 -3.708 0.004 **
## G29 - G32 1.31 0.43 10 3.029 0.013 *
## G29 - G33 1.71 0.43 10 3.963 0.003 **
## G29 - G34 0.06 0.43 10 0.139 0.892
## G29 - G35 2.78 0.43 10 6.443 0.000 ***
## G29 - G36 -0.29 0.43 10 -0.672 0.517
## G29 - G37 -0.09 0.37 10 -0.241 0.815
## G29 - G38 -0.12 0.37 10 -0.321 0.755
## G29 - G39 -0.21 0.37 10 -0.562 0.586
## G29 - G40 0.06 0.43 10 0.131 0.898
## G29 - G41 0.59 0.43 10 1.360 0.204
## G29 - G42 0.35 0.43 10 0.803 0.440
## G29 - G43 0.37 0.37 10 0.990 0.345
## G29 - G44 0.64 0.43 10 1.483 0.169
## G29 - G45 1.48 0.43 10 3.423 0.007 **
## G29 - G46 1.43 0.43 10 3.314 0.008 **
## G29 - G47 -0.21 0.43 10 -0.494 0.632
## G29 - G48 1.03 0.43 10 2.380 0.039 *
## G29 - G49 1.77 0.43 10 4.102 0.002 **
## G29 - G50 1.68 0.43 10 3.894 0.003 **
## G30 - G31 -0.57 0.37 10 -1.526 0.158
## G30 - G32 2.34 0.43 10 5.416 0.000 ***
## G30 - G33 2.74 0.43 10 6.351 0.000 ***
## G30 - G34 1.09 0.43 10 2.526 0.030 *
## G30 - G35 3.81 0.43 10 8.831 0.000 ***
## G30 - G36 0.74 0.37 10 1.980 0.076
## G30 - G37 0.94 0.43 10 2.179 0.054
## G30 - G38 0.91 0.43 10 2.109 0.061
## G30 - G39 0.82 0.43 10 1.901 0.087
## G30 - G40 1.09 0.43 10 2.519 0.030 *
## G30 - G41 1.62 0.43 10 3.747 0.004 **
## G30 - G42 1.38 0.43 10 3.191 0.010 **
## G30 - G43 1.40 0.43 10 3.245 0.009 **
## G30 - G44 1.67 0.37 10 4.469 0.001 **
## G30 - G45 2.51 0.43 10 5.810 0.000 ***
## G30 - G46 2.46 0.43 10 5.702 0.000 ***
## G30 - G47 0.82 0.43 10 1.893 0.088
## G30 - G48 2.06 0.43 10 4.767 0.001 ***
## G30 - G49 2.80 0.43 10 6.490 0.000 ***
## G30 - G50 2.71 0.43 10 6.281 0.000 ***
## G31 - G32 2.91 0.43 10 6.737 0.000 ***
## G31 - G33 3.31 0.43 10 7.672 0.000 ***
## G31 - G34 1.66 0.43 10 3.848 0.003 **
## G31 - G35 4.38 0.43 10 10.152 0.000 ***
## G31 - G36 1.31 0.37 10 3.506 0.006 **
## G31 - G37 1.51 0.43 10 3.500 0.006 **
## G31 - G38 1.48 0.43 10 3.430 0.006 **
## G31 - G39 1.39 0.43 10 3.222 0.009 **
## G31 - G40 1.66 0.43 10 3.840 0.003 **
## G31 - G41 2.19 0.43 10 5.068 0.000 ***
## G31 - G42 1.95 0.43 10 4.512 0.001 **
## G31 - G43 1.97 0.43 10 4.566 0.001 **
## G31 - G44 2.24 0.37 10 5.995 0.000 ***
## G31 - G45 3.08 0.43 10 7.131 0.000 ***
## G31 - G46 3.03 0.43 10 7.023 0.000 ***
## G31 - G47 1.39 0.43 10 3.214 0.009 **
## G31 - G48 2.63 0.43 10 6.088 0.000 ***
## G31 - G49 3.37 0.43 10 7.811 0.000 ***
## G31 - G50 3.28 0.43 10 7.602 0.000 ***
## G32 - G33 0.40 0.43 10 0.935 0.372
## G32 - G34 -1.25 0.43 10 -2.889 0.016 *
## G32 - G35 1.47 0.43 10 3.415 0.007 **
## G32 - G36 -1.60 0.43 10 -3.701 0.004 **
## G32 - G37 -1.40 0.43 10 -3.237 0.009 **
## G32 - G38 -1.43 0.43 10 -3.307 0.008 **
## G32 - G39 -1.52 0.43 10 -3.515 0.006 **
## G32 - G40 -1.25 0.37 10 -3.345 0.007 **
## G32 - G41 -0.72 0.43 10 -1.669 0.126
## G32 - G42 -0.96 0.43 10 -2.225 0.050
## G32 - G43 -0.94 0.43 10 -2.171 0.055
## G32 - G44 -0.67 0.43 10 -1.545 0.153
## G32 - G45 0.17 0.43 10 0.394 0.702
## G32 - G46 0.12 0.43 10 0.286 0.781
## G32 - G47 -1.52 0.37 10 -4.068 0.002 **
## G32 - G48 -0.28 0.37 10 -0.749 0.471
## G32 - G49 0.46 0.43 10 1.074 0.308
## G32 - G50 0.37 0.43 10 0.865 0.407
## G33 - G34 -1.65 0.43 10 -3.824 0.003 **
## G33 - G35 1.07 0.43 10 2.480 0.033 *
## G33 - G36 -2.00 0.43 10 -4.636 0.001 ***
## G33 - G37 -1.80 0.43 10 -4.172 0.002 **
## G33 - G38 -1.83 0.43 10 -4.242 0.002 **
## G33 - G39 -1.92 0.43 10 -4.450 0.001 **
## G33 - G40 -1.65 0.43 10 -3.832 0.003 **
## G33 - G41 -1.12 0.43 10 -2.604 0.026 *
## G33 - G42 -1.36 0.43 10 -3.160 0.010 *
## G33 - G43 -1.34 0.43 10 -3.106 0.011 *
## G33 - G44 -1.07 0.43 10 -2.480 0.033 *
## G33 - G45 -0.23 0.43 10 -0.541 0.600
## G33 - G46 -0.28 0.37 10 -0.749 0.471
## G33 - G47 -1.92 0.43 10 -4.458 0.001 **
## G33 - G48 -0.68 0.43 10 -1.584 0.144
## G33 - G49 0.06 0.43 10 0.139 0.892
## G33 - G50 -0.03 0.43 10 -0.070 0.946
## G34 - G35 2.72 0.37 10 7.280 0.000 ***
## G34 - G36 -0.35 0.43 10 -0.811 0.436
## G34 - G37 -0.15 0.43 10 -0.348 0.735
## G34 - G38 -0.18 0.43 10 -0.417 0.685
## G34 - G39 -0.27 0.43 10 -0.626 0.545
## G34 - G40 -0.00 0.43 10 -0.008 0.994
## G34 - G41 0.53 0.43 10 1.221 0.250
## G34 - G42 0.29 0.43 10 0.664 0.521
## G34 - G43 0.31 0.43 10 0.719 0.489
## G34 - G44 0.58 0.43 10 1.344 0.209
## G34 - G45 1.42 0.43 10 3.284 0.008 **
## G34 - G46 1.37 0.43 10 3.175 0.010 **
## G34 - G47 -0.27 0.43 10 -0.634 0.541
## G34 - G48 0.97 0.43 10 2.241 0.049 *
## G34 - G49 1.71 0.37 10 4.577 0.001 **
## G34 - G50 1.62 0.37 10 4.336 0.001 **
## G35 - G36 -3.07 0.43 10 -7.116 0.000 ***
## G35 - G37 -2.87 0.43 10 -6.652 0.000 ***
## G35 - G38 -2.90 0.43 10 -6.722 0.000 ***
## G35 - G39 -2.99 0.43 10 -6.930 0.000 ***
## G35 - G40 -2.72 0.43 10 -6.312 0.000 ***
## G35 - G41 -2.19 0.43 10 -5.084 0.000 ***
## G35 - G42 -2.43 0.43 10 -5.640 0.000 ***
## G35 - G43 -2.41 0.43 10 -5.586 0.000 ***
## G35 - G44 -2.14 0.43 10 -4.960 0.001 ***
## G35 - G45 -1.30 0.43 10 -3.021 0.013 *
## G35 - G46 -1.35 0.43 10 -3.129 0.011 *
## G35 - G47 -2.99 0.43 10 -6.938 0.000 ***
## G35 - G48 -1.75 0.43 10 -4.064 0.002 **
## G35 - G49 -1.01 0.37 10 -2.703 0.022 *
## G35 - G50 -1.10 0.37 10 -2.944 0.015 *
## G36 - G37 0.20 0.43 10 0.464 0.653
## G36 - G38 0.17 0.43 10 0.394 0.702
## G36 - G39 0.08 0.43 10 0.185 0.857
## G36 - G40 0.35 0.43 10 0.803 0.440
## G36 - G41 0.88 0.43 10 2.032 0.070
## G36 - G42 0.64 0.43 10 1.476 0.171
## G36 - G43 0.66 0.43 10 1.530 0.157
## G36 - G44 0.93 0.37 10 2.489 0.032 *
## G36 - G45 1.77 0.43 10 4.095 0.002 **
## G36 - G46 1.72 0.43 10 3.987 0.003 **
## G36 - G47 0.08 0.43 10 0.178 0.863
## G36 - G48 1.32 0.43 10 3.052 0.012 *
## G36 - G49 2.06 0.43 10 4.775 0.001 ***
## G36 - G50 1.97 0.43 10 4.566 0.001 **
## G37 - G38 -0.03 0.37 10 -0.080 0.938
## G37 - G39 -0.12 0.37 10 -0.321 0.755
## G37 - G40 0.15 0.43 10 0.340 0.741
## G37 - G41 0.68 0.43 10 1.568 0.148
## G37 - G42 0.44 0.43 10 1.012 0.335
## G37 - G43 0.46 0.37 10 1.231 0.246
## G37 - G44 0.73 0.43 10 1.692 0.122
## G37 - G45 1.57 0.43 10 3.631 0.005 **
## G37 - G46 1.52 0.43 10 3.523 0.006 **
## G37 - G47 -0.12 0.43 10 -0.286 0.781
## G37 - G48 1.12 0.43 10 2.588 0.027 *
## G37 - G49 1.86 0.43 10 4.311 0.002 **
## G37 - G50 1.77 0.43 10 4.102 0.002 **
## G38 - G39 -0.09 0.37 10 -0.241 0.815
## G38 - G40 0.18 0.43 10 0.409 0.691
## G38 - G41 0.71 0.43 10 1.638 0.132
## G38 - G42 0.47 0.43 10 1.082 0.305
## G38 - G43 0.49 0.37 10 1.311 0.219
## G38 - G44 0.76 0.43 10 1.762 0.109
## G38 - G45 1.60 0.43 10 3.701 0.004 **
## G38 - G46 1.55 0.43 10 3.593 0.005 **
## G38 - G47 -0.09 0.43 10 -0.216 0.833
## G38 - G48 1.15 0.43 10 2.658 0.024 *
## G38 - G49 1.89 0.43 10 4.381 0.001 **
## G38 - G50 1.80 0.43 10 4.172 0.002 **
## G39 - G40 0.27 0.43 10 0.618 0.550
## G39 - G41 0.80 0.43 10 1.846 0.095
## G39 - G42 0.56 0.43 10 1.290 0.226
## G39 - G43 0.58 0.37 10 1.552 0.152
## G39 - G44 0.85 0.43 10 1.970 0.077
## G39 - G45 1.69 0.43 10 3.909 0.003 **
## G39 - G46 1.64 0.43 10 3.801 0.003 **
## G39 - G47 -0.00 0.43 10 -0.008 0.994
## G39 - G48 1.24 0.43 10 2.866 0.017 *
## G39 - G49 1.98 0.43 10 4.589 0.001 ***
## G39 - G50 1.89 0.43 10 4.381 0.001 **
## G40 - G41 0.53 0.43 10 1.228 0.247
## G40 - G42 0.29 0.43 10 0.672 0.517
## G40 - G43 0.31 0.43 10 0.726 0.484
## G40 - G44 0.58 0.43 10 1.352 0.206
## G40 - G45 1.42 0.43 10 3.291 0.008 **
## G40 - G46 1.37 0.43 10 3.183 0.010 **
## G40 - G47 -0.27 0.37 10 -0.723 0.486
## G40 - G48 0.97 0.37 10 2.596 0.027 *
## G40 - G49 1.71 0.43 10 3.971 0.003 **
## G40 - G50 1.62 0.43 10 3.763 0.004 **
## G41 - G42 -0.24 0.37 10 -0.642 0.535
## G41 - G43 -0.22 0.43 10 -0.502 0.626
## G41 - G44 0.05 0.43 10 0.124 0.904
## G41 - G45 0.89 0.37 10 2.382 0.038 *
## G41 - G46 0.84 0.43 10 1.955 0.079
## G41 - G47 -0.80 0.43 10 -1.854 0.093
## G41 - G48 0.44 0.43 10 1.020 0.332
## G41 - G49 1.18 0.43 10 2.743 0.021 *
## G41 - G50 1.09 0.43 10 2.534 0.030 *
## G42 - G43 0.02 0.43 10 0.054 0.958
## G42 - G44 0.29 0.43 10 0.680 0.512
## G42 - G45 1.13 0.37 10 3.024 0.013 *
## G42 - G46 1.08 0.43 10 2.511 0.031 *
## G42 - G47 -0.56 0.43 10 -1.298 0.223
## G42 - G48 0.68 0.43 10 1.576 0.146
## G42 - G49 1.42 0.43 10 3.299 0.008 **
## G42 - G50 1.33 0.43 10 3.090 0.011 *
## G43 - G44 0.27 0.43 10 0.626 0.545
## G43 - G45 1.11 0.43 10 2.565 0.028 *
## G43 - G46 1.06 0.43 10 2.457 0.034 *
## G43 - G47 -0.58 0.43 10 -1.352 0.206
## G43 - G48 0.66 0.43 10 1.522 0.159
## G43 - G49 1.40 0.43 10 3.245 0.009 **
## G43 - G50 1.31 0.43 10 3.036 0.013 *
## G44 - G45 0.84 0.43 10 1.939 0.081
## G44 - G46 0.79 0.43 10 1.831 0.097
## G44 - G47 -0.85 0.43 10 -1.978 0.076
## G44 - G48 0.39 0.43 10 0.896 0.391
## G44 - G49 1.13 0.43 10 2.619 0.026 *
## G44 - G50 1.04 0.43 10 2.410 0.037 *
## G45 - G46 -0.05 0.43 10 -0.108 0.916
## G45 - G47 -1.69 0.43 10 -3.917 0.003 **
## G45 - G48 -0.45 0.43 10 -1.043 0.322
## G45 - G49 0.29 0.43 10 0.680 0.512
## G45 - G50 0.20 0.43 10 0.471 0.648
## G46 - G47 -1.64 0.43 10 -3.809 0.003 **
## G46 - G48 -0.40 0.43 10 -0.935 0.372
## G46 - G49 0.34 0.43 10 0.788 0.449
## G46 - G50 0.25 0.43 10 0.579 0.575
## G47 - G48 1.24 0.37 10 3.319 0.008 **
## G47 - G49 1.98 0.43 10 4.597 0.001 ***
## G47 - G50 1.89 0.43 10 4.388 0.001 **
## G48 - G49 0.74 0.43 10 1.723 0.116
## G48 - G50 0.65 0.43 10 1.514 0.161
## G49 - G50 -0.09 0.37 10 -0.241 0.815
##
## Treatment Groups
## ================
##
## Method : lsd
##
## Treatment Adjusted Means SE df lower.CL upper.CL Group
## G35 7.97 0.30 10 7.30 8.63 1
## G17 8.59 0.30 10 7.92 9.25 12
## G09 8.86 0.30 10 8.20 9.53 123
## G49 8.98 0.30 10 8.31 9.64 23
## G33 9.04 0.30 10 8.37 9.70 234
## G50 9.07 0.30 10 8.40 9.73 23
## G08 9.09 0.30 10 8.43 9.76 2345
## G45 9.27 0.30 10 8.61 9.94 23456
## G46 9.32 0.30 10 8.65 9.98 234567
## G32 9.44 0.30 10 8.78 10.11 2345678
## G02 9.54 0.30 10 8.87 10.20 23456789
## G07 9.58 0.30 10 8.91 10.24 34567890A
## G15 9.65 0.30 10 8.99 10.32 34567890 B
## G06 9.71 0.30 10 9.04 10.37 34567890ABC
## G48 9.72 0.30 10 9.06 10.39 34567890ABCD
## G89 9.89 0.11 10 9.65 10.13 67890A
## G04 9.99 0.30 10 9.32 10.65 4567890ABCDEF
## G24 10.03 0.30 10 9.36 10.69 567890ABCDEFG
## G90 10.06 0.11 10 9.82 10.30 890ABCDE
## G44 10.11 0.30 10 9.44 10.77 67890ABCDEFG
## G10 10.16 0.30 10 9.49 10.82 67890ABCDEFGH
## G16 10.16 0.30 10 9.50 10.83 67890ABCDEFGH
## G41 10.16 0.30 10 9.50 10.83 7890ABCDEFGH
## G91 10.17 0.11 10 9.93 10.41 90ABCDEF
## G22 10.21 0.30 10 9.55 10.88 67890ABCDEFGH
## G19 10.22 0.30 10 9.55 10.88 67890ABCDEFGHI
## G18 10.23 0.30 10 9.57 10.90 7890ABCDEFGHI
## G28 10.36 0.30 10 9.70 11.03 890ABCDEFGHI
## G43 10.38 0.30 10 9.71 11.04 890ABCDEFGHI
## G21 10.40 0.30 10 9.73 11.06 890ABCDEFGHI
## G42 10.40 0.30 10 9.74 11.07 890ABCDEFGHI
## G26 10.53 0.30 10 9.86 11.19 0ABCDEFGHI
## G01 10.53 0.30 10 9.87 11.20 A CDEFGHI
## G20 10.54 0.30 10 9.87 11.20 0ABCDEFGHI
## G13 10.61 0.30 10 9.94 11.27 BCDEFGHI
## G12 10.64 0.30 10 9.97 11.30 DEFGHI
## G25 10.65 0.30 10 9.98 11.31 CDEFGHI
## G34 10.69 0.30 10 10.02 11.35 EFGHI
## G40 10.69 0.30 10 10.03 11.36 EFGHI
## G03 10.72 0.30 10 10.05 11.38 EFGHI
## G29 10.75 0.30 10 10.08 11.41 EFGHI
## G14 10.81 0.30 10 10.15 11.48 FGHIJ
## G27 10.81 0.30 10 10.15 11.48 FGHIJ
## G05 10.82 0.30 10 10.15 11.48 FGHI
## G37 10.84 0.30 10 10.17 11.50 FGHIJK
## G38 10.87 0.30 10 10.20 11.53 FGHIJK
## G39 10.96 0.30 10 10.29 11.62 GHIJK
## G47 10.96 0.30 10 10.30 11.63 GHIJK
## G36 11.04 0.30 10 10.37 11.70 HIJK
## G23 11.15 0.30 10 10.49 11.82 IJK
## G11 11.75 0.30 10 11.08 12.41 JKL
## G30 11.78 0.30 10 11.11 12.44 KL
## G31 12.35 0.30 10 11.68 13.01 Lout1##
## Augmented Design Details
## ========================
##
## Number of blocks "6"
## Number of treatments "53"
## Number of check treatments "3"
## Number of test treatments "50"
## Check treatments "G89, G90, G91"
##
##
## ANOVA, Treatment Adjusted
## =========================
## Df Sum Sq Mean Sq F value Pr(>F)
## Block (ignoring Treatments) 5 1.711 0.3422 4.903 0.015841 *
## Treatment (eliminating Blocks) 52 27.519 0.5292 7.581 0.000788 ***
## Treatment: Check 2 0.239 0.1196 1.713 0.229158
## Treatment: Test and Test vs. Check 50 27.279 0.5456 7.816 0.000696 ***
## Residuals 10 0.698 0.0698
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## ANOVA, Block Adjusted
## =====================
## Df Sum Sq Mean Sq F value Pr(>F)
## Treatment (ignoring Blocks) 52 26.809 0.5156 7.386 0.000883 ***
## Treatment: Check 2 0.239 0.1196 1.713 0.229158
## Treatment: Test 49 26.213 0.5350 7.664 0.000763 ***
## Treatment: Test vs. Check 1 0.357 0.3570 5.115 0.047241 *
## Block (eliminating Treatments) 5 2.420 0.4840 6.934 0.004841 **
## Residuals 10 0.698 0.0698
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Coefficient of Variation
## ========================
## 2.600128
##
## Overall Adjusted Mean
## =====================
## 10.21081
##
## Standard Errors
## ===============
## Std. Error of Diff. CD (5%)
## Control Treatment Means 0.1525402 0.3398808
## Two Test Treatments (Same Block) 0.3736457 0.8325345
## Two Test Treatments (Different Blocks) 0.4314489 0.9613280
## A Test Treatment and a Control Treatment 0.3295245 0.7342264
##
## Treatment Means
## ===============
## Treatment Block Means SE r Min Max Adjusted Means
## G01 B4 10.72 <NA> 1 10.72 10.72 10.53
## G02 B3 9.86 <NA> 1 9.86 9.86 9.54
## G03 B2 9.95 <NA> 1 9.95 9.95 10.72
## G04 B3 10.31 <NA> 1 10.31 10.31 9.99
## G05 B2 10.05 <NA> 1 10.05 10.05 10.82
## G06 B5 9.60 <NA> 1 9.60 9.60 9.71
## G07 B2 8.81 <NA> 1 8.81 8.81 9.58
## G08 B1 9.25 <NA> 1 9.25 9.25 9.09
## G09 B1 9.02 <NA> 1 9.02 9.02 8.86
## G10 B5 10.05 <NA> 1 10.05 10.05 10.16
## G11 B2 10.98 <NA> 1 10.98 10.98 11.75
## G12 B5 10.53 <NA> 1 10.53 10.53 10.64
## G13 B2 9.84 <NA> 1 9.84 9.84 10.61
## G14 B1 10.97 <NA> 1 10.97 10.97 10.81
## G15 B4 9.84 <NA> 1 9.84 9.84 9.65
## G16 B4 10.35 <NA> 1 10.35 10.35 10.16
## G17 B6 8.79 <NA> 1 8.79 8.79 8.59
## G18 B1 10.39 <NA> 1 10.39 10.39 10.23
## G19 B3 10.54 <NA> 1 10.54 10.54 10.22
## G20 B3 10.86 <NA> 1 10.86 10.86 10.54
## G21 B5 10.29 <NA> 1 10.29 10.29 10.40
## G22 B4 10.40 <NA> 1 10.40 10.40 10.21
## G23 B4 11.34 <NA> 1 11.34 11.34 11.15
## G24 B3 10.35 <NA> 1 10.35 10.35 10.03
## G25 B6 10.85 <NA> 1 10.85 10.85 10.65
## G26 B6 10.73 <NA> 1 10.73 10.73 10.53
## G27 B1 10.97 <NA> 1 10.97 10.97 10.81
## G28 B1 10.52 <NA> 1 10.52 10.52 10.36
## G29 B5 10.64 <NA> 1 10.64 10.64 10.75
## G30 B2 11.01 <NA> 1 11.01 11.01 11.78
## G31 B2 11.58 <NA> 1 11.58 11.58 12.35
## G32 B4 9.63 <NA> 1 9.63 9.63 9.44
## G33 B6 9.24 <NA> 1 9.24 9.24 9.04
## G34 B3 11.01 <NA> 1 11.01 11.01 10.69
## G35 B3 8.29 <NA> 1 8.29 8.29 7.97
## G36 B2 10.27 <NA> 1 10.27 10.27 11.04
## G37 B5 10.73 <NA> 1 10.73 10.73 10.84
## G38 B5 10.76 <NA> 1 10.76 10.76 10.87
## G39 B5 10.85 <NA> 1 10.85 10.85 10.96
## G40 B4 10.88 <NA> 1 10.88 10.88 10.69
## G41 B1 10.32 <NA> 1 10.32 10.32 10.16
## G42 B1 10.56 <NA> 1 10.56 10.56 10.40
## G43 B5 10.27 <NA> 1 10.27 10.27 10.38
## G44 B2 9.34 <NA> 1 9.34 9.34 10.11
## G45 B1 9.43 <NA> 1 9.43 9.43 9.27
## G46 B6 9.52 <NA> 1 9.52 9.52 9.32
## G47 B4 11.15 <NA> 1 11.15 11.15 10.96
## G48 B4 9.91 <NA> 1 9.91 9.91 9.72
## G49 B3 9.30 <NA> 1 9.30 9.30 8.98
## G50 B3 9.39 <NA> 1 9.39 9.39 9.07
## G89 9.89 0.20 6 9.18 10.44 9.89
## G90 10.06 0.17 6 9.24 10.40 10.06
## G91 10.17 0.19 6 9.40 10.61 10.17
##
##
## Comparisons
## ===========
##
## Method : lsd
##
## contrast estimate SE df t.ratio p.value sig
## G89 - G90 -0.17 0.15 10 -1.125 0.287
## G89 - G91 -0.28 0.15 10 -1.836 0.096
## G89 - G01 -0.64 0.32 10 -2.017 0.071
## G89 - G02 0.35 0.32 10 1.111 0.293
## G89 - G03 -0.83 0.32 10 -2.605 0.026 *
## G89 - G04 -0.10 0.32 10 -0.306 0.766
## G89 - G05 -0.93 0.32 10 -2.920 0.015 *
## G89 - G06 0.18 0.32 10 0.576 0.578
## G89 - G07 0.31 0.32 10 0.985 0.348
## G89 - G08 0.80 0.32 10 2.518 0.031 *
## G89 - G09 1.03 0.32 10 3.242 0.009 **
## G89 - G10 -0.27 0.32 10 -0.842 0.420
## G89 - G11 -1.86 0.32 10 -5.849 0.000 ***
## G89 - G12 -0.75 0.32 10 -2.353 0.040 *
## G89 - G13 -0.72 0.32 10 -2.259 0.047 *
## G89 - G14 -0.92 0.32 10 -2.899 0.016 *
## G89 - G15 0.24 0.32 10 0.754 0.468
## G89 - G16 -0.27 0.32 10 -0.852 0.414
## G89 - G17 1.30 0.32 10 4.103 0.002 **
## G89 - G18 -0.34 0.32 10 -1.072 0.309
## G89 - G19 -0.33 0.32 10 -1.030 0.327
## G89 - G20 -0.65 0.32 10 -2.038 0.069
## G89 - G21 -0.51 0.32 10 -1.597 0.141
## G89 - G22 -0.32 0.32 10 -1.010 0.337
## G89 - G23 -1.26 0.32 10 -3.970 0.003 **
## G89 - G24 -0.14 0.32 10 -0.432 0.675
## G89 - G25 -0.76 0.32 10 -2.385 0.038 *
## G89 - G26 -0.64 0.32 10 -2.007 0.073
## G89 - G27 -0.92 0.32 10 -2.899 0.016 *
## G89 - G28 -0.47 0.32 10 -1.482 0.169
## G89 - G29 -0.86 0.32 10 -2.700 0.022 *
## G89 - G30 -1.89 0.32 10 -5.943 0.000 ***
## G89 - G31 -2.46 0.32 10 -7.738 0.000 ***
## G89 - G32 0.45 0.32 10 1.415 0.187
## G89 - G33 0.85 0.32 10 2.686 0.023 *
## G89 - G34 -0.80 0.32 10 -2.511 0.031 *
## G89 - G35 1.92 0.32 10 6.055 0.000 ***
## G89 - G36 -1.15 0.32 10 -3.613 0.005 **
## G89 - G37 -0.95 0.32 10 -2.983 0.014 *
## G89 - G38 -0.98 0.32 10 -3.077 0.012 *
## G89 - G39 -1.07 0.32 10 -3.361 0.007 **
## G89 - G40 -0.80 0.32 10 -2.521 0.030 *
## G89 - G41 -0.27 0.32 10 -0.852 0.414
## G89 - G42 -0.51 0.32 10 -1.608 0.139
## G89 - G43 -0.49 0.32 10 -1.534 0.156
## G89 - G44 -0.22 0.32 10 -0.684 0.509
## G89 - G45 0.62 0.32 10 1.951 0.080
## G89 - G46 0.57 0.32 10 1.804 0.101
## G89 - G47 -1.07 0.32 10 -3.371 0.007 **
## G89 - G48 0.17 0.32 10 0.534 0.605
## G89 - G49 0.91 0.32 10 2.875 0.017 *
## G89 - G50 0.82 0.32 10 2.591 0.027 *
## G90 - G91 -0.11 0.15 10 -0.710 0.494
## G90 - G01 -0.47 0.32 10 -1.477 0.171
## G90 - G02 0.52 0.32 10 1.652 0.130
## G90 - G03 -0.66 0.32 10 -2.064 0.066
## G90 - G04 0.07 0.32 10 0.234 0.819
## G90 - G05 -0.76 0.32 10 -2.379 0.039 *
## G90 - G06 0.35 0.32 10 1.116 0.290
## G90 - G07 0.48 0.32 10 1.526 0.158
## G90 - G08 0.97 0.32 10 3.058 0.012 *
## G90 - G09 1.20 0.32 10 3.783 0.004 **
## G90 - G10 -0.10 0.32 10 -0.301 0.770
## G90 - G11 -1.69 0.32 10 -5.308 0.000 ***
## G90 - G12 -0.58 0.32 10 -1.813 0.100
## G90 - G13 -0.55 0.32 10 -1.718 0.117
## G90 - G14 -0.75 0.32 10 -2.358 0.040 *
## G90 - G15 0.41 0.32 10 1.295 0.225
## G90 - G16 -0.10 0.32 10 -0.311 0.762
## G90 - G17 1.47 0.32 10 4.643 0.001 ***
## G90 - G18 -0.17 0.32 10 -0.532 0.606
## G90 - G19 -0.16 0.32 10 -0.490 0.635
## G90 - G20 -0.48 0.32 10 -1.498 0.165
## G90 - G21 -0.34 0.32 10 -1.057 0.315
## G90 - G22 -0.15 0.32 10 -0.469 0.649
## G90 - G23 -1.09 0.32 10 -3.429 0.006 **
## G90 - G24 0.03 0.32 10 0.108 0.916
## G90 - G25 -0.59 0.32 10 -1.844 0.095
## G90 - G26 -0.47 0.32 10 -1.466 0.173
## G90 - G27 -0.75 0.32 10 -2.358 0.040 *
## G90 - G28 -0.30 0.32 10 -0.941 0.369
## G90 - G29 -0.69 0.32 10 -2.159 0.056
## G90 - G30 -1.72 0.32 10 -5.403 0.000 ***
## G90 - G31 -2.29 0.32 10 -7.198 0.000 ***
## G90 - G32 0.62 0.32 10 1.956 0.079
## G90 - G33 1.02 0.32 10 3.226 0.009 **
## G90 - G34 -0.63 0.32 10 -1.970 0.077
## G90 - G35 2.09 0.32 10 6.596 0.000 ***
## G90 - G36 -0.98 0.32 10 -3.072 0.012 *
## G90 - G37 -0.78 0.32 10 -2.442 0.035 *
## G90 - G38 -0.81 0.32 10 -2.537 0.030 *
## G90 - G39 -0.90 0.32 10 -2.820 0.018 *
## G90 - G40 -0.63 0.32 10 -1.981 0.076
## G90 - G41 -0.10 0.32 10 -0.311 0.762
## G90 - G42 -0.34 0.32 10 -1.067 0.311
## G90 - G43 -0.32 0.32 10 -0.994 0.344
## G90 - G44 -0.05 0.32 10 -0.143 0.889
## G90 - G45 0.79 0.32 10 2.491 0.032 *
## G90 - G46 0.74 0.32 10 2.344 0.041 *
## G90 - G47 -0.90 0.32 10 -2.831 0.018 *
## G90 - G48 0.34 0.32 10 1.074 0.308
## G90 - G49 1.08 0.32 10 3.415 0.007 **
## G90 - G50 0.99 0.32 10 3.132 0.011 *
## G91 - G01 -0.36 0.32 10 -1.135 0.283
## G91 - G02 0.63 0.32 10 1.993 0.074
## G91 - G03 -0.55 0.32 10 -1.723 0.116
## G91 - G04 0.18 0.32 10 0.576 0.578
## G91 - G05 -0.65 0.32 10 -2.038 0.069
## G91 - G06 0.46 0.32 10 1.457 0.176
## G91 - G07 0.59 0.32 10 1.867 0.091
## G91 - G08 1.08 0.32 10 3.399 0.007 **
## G91 - G09 1.31 0.32 10 4.124 0.002 **
## G91 - G10 0.01 0.32 10 0.040 0.969
## G91 - G11 -1.58 0.32 10 -4.967 0.001 ***
## G91 - G12 -0.47 0.32 10 -1.471 0.172
## G91 - G13 -0.44 0.32 10 -1.377 0.199
## G91 - G14 -0.64 0.32 10 -2.017 0.071
## G91 - G15 0.52 0.32 10 1.636 0.133
## G91 - G16 0.01 0.32 10 0.030 0.977
## G91 - G17 1.58 0.32 10 4.985 0.001 ***
## G91 - G18 -0.06 0.32 10 -0.191 0.853
## G91 - G19 -0.05 0.32 10 -0.149 0.885
## G91 - G20 -0.37 0.32 10 -1.156 0.274
## G91 - G21 -0.23 0.32 10 -0.716 0.491
## G91 - G22 -0.04 0.32 10 -0.128 0.901
## G91 - G23 -0.98 0.32 10 -3.088 0.011 *
## G91 - G24 0.14 0.32 10 0.450 0.663
## G91 - G25 -0.48 0.32 10 -1.503 0.164
## G91 - G26 -0.36 0.32 10 -1.125 0.287
## G91 - G27 -0.64 0.32 10 -2.017 0.071
## G91 - G28 -0.19 0.32 10 -0.600 0.562
## G91 - G29 -0.58 0.32 10 -1.818 0.099
## G91 - G30 -1.61 0.32 10 -5.062 0.000 ***
## G91 - G31 -2.18 0.32 10 -6.857 0.000 ***
## G91 - G32 0.73 0.32 10 2.297 0.044 *
## G91 - G33 1.13 0.32 10 3.567 0.005 **
## G91 - G34 -0.52 0.32 10 -1.629 0.134
## G91 - G35 2.20 0.32 10 6.937 0.000 ***
## G91 - G36 -0.87 0.32 10 -2.731 0.021 *
## G91 - G37 -0.67 0.32 10 -2.101 0.062
## G91 - G38 -0.70 0.32 10 -2.196 0.053
## G91 - G39 -0.79 0.32 10 -2.479 0.033 *
## G91 - G40 -0.52 0.32 10 -1.639 0.132
## G91 - G41 0.01 0.32 10 0.030 0.977
## G91 - G42 -0.23 0.32 10 -0.726 0.484
## G91 - G43 -0.21 0.32 10 -0.653 0.529
## G91 - G44 0.06 0.32 10 0.198 0.847
## G91 - G45 0.90 0.32 10 2.833 0.018 *
## G91 - G46 0.85 0.32 10 2.686 0.023 *
## G91 - G47 -0.79 0.32 10 -2.490 0.032 *
## G91 - G48 0.45 0.32 10 1.415 0.187
## G91 - G49 1.19 0.32 10 3.756 0.004 **
## G91 - G50 1.10 0.32 10 3.473 0.006 **
## G01 - G02 0.99 0.43 10 2.302 0.044 *
## G01 - G03 -0.19 0.43 10 -0.433 0.674
## G01 - G04 0.54 0.43 10 1.259 0.237
## G01 - G05 -0.29 0.43 10 -0.664 0.521
## G01 - G06 0.82 0.43 10 1.908 0.085
## G01 - G07 0.95 0.43 10 2.210 0.052
## G01 - G08 1.44 0.43 10 3.338 0.008 **
## G01 - G09 1.67 0.43 10 3.871 0.003 **
## G01 - G10 0.37 0.43 10 0.865 0.407
## G01 - G11 -1.22 0.43 10 -2.820 0.018 *
## G01 - G12 -0.11 0.43 10 -0.247 0.810
## G01 - G13 -0.08 0.43 10 -0.178 0.863
## G01 - G14 -0.28 0.43 10 -0.649 0.531
## G01 - G15 0.88 0.37 10 2.355 0.040 *
## G01 - G16 0.37 0.37 10 0.990 0.345
## G01 - G17 1.94 0.43 10 4.504 0.001 **
## G01 - G18 0.30 0.43 10 0.695 0.503
## G01 - G19 0.31 0.43 10 0.726 0.484
## G01 - G20 -0.01 0.43 10 -0.015 0.988
## G01 - G21 0.13 0.43 10 0.309 0.764
## G01 - G22 0.32 0.37 10 0.856 0.412
## G01 - G23 -0.62 0.37 10 -1.659 0.128
## G01 - G24 0.50 0.43 10 1.167 0.270
## G01 - G25 -0.12 0.43 10 -0.270 0.792
## G01 - G26 0.00 0.43 10 0.008 0.994
## G01 - G27 -0.28 0.43 10 -0.649 0.531
## G01 - G28 0.17 0.43 10 0.394 0.702
## G01 - G29 -0.22 0.43 10 -0.502 0.626
## G01 - G30 -1.25 0.43 10 -2.889 0.016 *
## G01 - G31 -1.82 0.43 10 -4.211 0.002 **
## G01 - G32 1.09 0.37 10 2.917 0.015 *
## G01 - G33 1.49 0.43 10 3.461 0.006 **
## G01 - G34 -0.16 0.43 10 -0.363 0.724
## G01 - G35 2.56 0.43 10 5.941 0.000 ***
## G01 - G36 -0.51 0.43 10 -1.174 0.267
## G01 - G37 -0.31 0.43 10 -0.711 0.493
## G01 - G38 -0.34 0.43 10 -0.780 0.453
## G01 - G39 -0.43 0.43 10 -0.989 0.346
## G01 - G40 -0.16 0.37 10 -0.428 0.678
## G01 - G41 0.37 0.43 10 0.858 0.411
## G01 - G42 0.13 0.43 10 0.301 0.769
## G01 - G43 0.15 0.43 10 0.355 0.730
## G01 - G44 0.42 0.43 10 0.981 0.350
## G01 - G45 1.26 0.43 10 2.920 0.015 *
## G01 - G46 1.21 0.43 10 2.812 0.018 *
## G01 - G47 -0.43 0.37 10 -1.151 0.277
## G01 - G48 0.81 0.37 10 2.168 0.055
## G01 - G49 1.55 0.43 10 3.600 0.005 **
## G01 - G50 1.46 0.43 10 3.392 0.007 **
## G02 - G03 -1.18 0.43 10 -2.735 0.021 *
## G02 - G04 -0.45 0.37 10 -1.204 0.256
## G02 - G05 -1.28 0.43 10 -2.967 0.014 *
## G02 - G06 -0.17 0.43 10 -0.394 0.702
## G02 - G07 -0.04 0.43 10 -0.093 0.928
## G02 - G08 0.45 0.43 10 1.035 0.325
## G02 - G09 0.68 0.43 10 1.568 0.148
## G02 - G10 -0.62 0.43 10 -1.437 0.181
## G02 - G11 -2.21 0.43 10 -5.122 0.000 ***
## G02 - G12 -1.10 0.43 10 -2.550 0.029 *
## G02 - G13 -1.07 0.43 10 -2.480 0.033 *
## G02 - G14 -1.27 0.43 10 -2.951 0.015 *
## G02 - G15 -0.11 0.43 10 -0.263 0.798
## G02 - G16 -0.62 0.43 10 -1.445 0.179
## G02 - G17 0.95 0.43 10 2.202 0.052
## G02 - G18 -0.69 0.43 10 -1.607 0.139
## G02 - G19 -0.68 0.37 10 -1.820 0.099
## G02 - G20 -1.00 0.37 10 -2.676 0.023 *
## G02 - G21 -0.86 0.43 10 -1.993 0.074
## G02 - G22 -0.67 0.43 10 -1.561 0.150
## G02 - G23 -1.61 0.43 10 -3.739 0.004 **
## G02 - G24 -0.49 0.37 10 -1.311 0.219
## G02 - G25 -1.11 0.43 10 -2.573 0.028 *
## G02 - G26 -0.99 0.43 10 -2.295 0.045 *
## G02 - G27 -1.27 0.43 10 -2.951 0.015 *
## G02 - G28 -0.82 0.43 10 -1.908 0.085
## G02 - G29 -1.21 0.43 10 -2.805 0.019 *
## G02 - G30 -2.24 0.43 10 -5.192 0.000 ***
## G02 - G31 -2.81 0.43 10 -6.513 0.000 ***
## G02 - G32 0.10 0.43 10 0.224 0.827
## G02 - G33 0.50 0.43 10 1.159 0.273
## G02 - G34 -1.15 0.37 10 -3.078 0.012 *
## G02 - G35 1.57 0.37 10 4.202 0.002 **
## G02 - G36 -1.50 0.43 10 -3.477 0.006 **
## G02 - G37 -1.30 0.43 10 -3.013 0.013 *
## G02 - G38 -1.33 0.43 10 -3.083 0.012 *
## G02 - G39 -1.42 0.43 10 -3.291 0.008 **
## G02 - G40 -1.15 0.43 10 -2.673 0.023 *
## G02 - G41 -0.62 0.43 10 -1.445 0.179
## G02 - G42 -0.86 0.43 10 -2.001 0.073
## G02 - G43 -0.84 0.43 10 -1.947 0.080
## G02 - G44 -0.57 0.43 10 -1.321 0.216
## G02 - G45 0.27 0.43 10 0.618 0.550
## G02 - G46 0.22 0.43 10 0.510 0.621
## G02 - G47 -1.42 0.43 10 -3.299 0.008 **
## G02 - G48 -0.18 0.43 10 -0.425 0.680
## G02 - G49 0.56 0.37 10 1.499 0.165
## G02 - G50 0.47 0.37 10 1.258 0.237
## G03 - G04 0.73 0.43 10 1.692 0.122
## G03 - G05 -0.10 0.37 10 -0.268 0.794
## G03 - G06 1.01 0.43 10 2.341 0.041 *
## G03 - G07 1.14 0.37 10 3.051 0.012 *
## G03 - G08 1.63 0.43 10 3.770 0.004 **
## G03 - G09 1.86 0.43 10 4.303 0.002 **
## G03 - G10 0.56 0.43 10 1.298 0.223
## G03 - G11 -1.03 0.37 10 -2.757 0.020 *
## G03 - G12 0.08 0.43 10 0.185 0.857
## G03 - G13 0.11 0.37 10 0.294 0.774
## G03 - G14 -0.09 0.43 10 -0.216 0.833
## G03 - G15 1.07 0.43 10 2.472 0.033 *
## G03 - G16 0.56 0.43 10 1.290 0.226
## G03 - G17 2.13 0.43 10 4.937 0.001 ***
## G03 - G18 0.49 0.43 10 1.128 0.286
## G03 - G19 0.50 0.43 10 1.159 0.273
## G03 - G20 0.18 0.43 10 0.417 0.685
## G03 - G21 0.32 0.43 10 0.742 0.475
## G03 - G22 0.51 0.43 10 1.174 0.267
## G03 - G23 -0.43 0.43 10 -1.004 0.339
## G03 - G24 0.69 0.43 10 1.599 0.141
## G03 - G25 0.07 0.43 10 0.162 0.874
## G03 - G26 0.19 0.43 10 0.440 0.669
## G03 - G27 -0.09 0.43 10 -0.216 0.833
## G03 - G28 0.36 0.43 10 0.827 0.428
## G03 - G29 -0.03 0.43 10 -0.070 0.946
## G03 - G30 -1.06 0.37 10 -2.837 0.018 *
## G03 - G31 -1.63 0.37 10 -4.362 0.001 **
## G03 - G32 1.28 0.43 10 2.959 0.014 *
## G03 - G33 1.68 0.43 10 3.894 0.003 **
## G03 - G34 0.03 0.43 10 0.070 0.946
## G03 - G35 2.75 0.43 10 6.374 0.000 ***
## G03 - G36 -0.32 0.37 10 -0.856 0.412
## G03 - G37 -0.12 0.43 10 -0.278 0.787
## G03 - G38 -0.15 0.43 10 -0.348 0.735
## G03 - G39 -0.24 0.43 10 -0.556 0.590
## G03 - G40 0.03 0.43 10 0.062 0.952
## G03 - G41 0.56 0.43 10 1.290 0.226
## G03 - G42 0.32 0.43 10 0.734 0.480
## G03 - G43 0.34 0.43 10 0.788 0.449
## G03 - G44 0.61 0.37 10 1.633 0.134
## G03 - G45 1.45 0.43 10 3.353 0.007 **
## G03 - G46 1.40 0.43 10 3.245 0.009 **
## G03 - G47 -0.24 0.43 10 -0.564 0.585
## G03 - G48 1.00 0.43 10 2.310 0.044 *
## G03 - G49 1.74 0.43 10 4.033 0.002 **
## G03 - G50 1.65 0.43 10 3.824 0.003 **
## G04 - G05 -0.83 0.43 10 -1.924 0.083
## G04 - G06 0.28 0.43 10 0.649 0.531
## G04 - G07 0.41 0.43 10 0.950 0.364
## G04 - G08 0.90 0.43 10 2.078 0.064
## G04 - G09 1.13 0.43 10 2.611 0.026 *
## G04 - G10 -0.17 0.43 10 -0.394 0.702
## G04 - G11 -1.76 0.43 10 -4.079 0.002 **
## G04 - G12 -0.65 0.43 10 -1.507 0.163
## G04 - G13 -0.62 0.43 10 -1.437 0.181
## G04 - G14 -0.82 0.43 10 -1.908 0.085
## G04 - G15 0.34 0.43 10 0.780 0.453
## G04 - G16 -0.17 0.43 10 -0.402 0.696
## G04 - G17 1.40 0.43 10 3.245 0.009 **
## G04 - G18 -0.24 0.43 10 -0.564 0.585
## G04 - G19 -0.23 0.37 10 -0.616 0.552
## G04 - G20 -0.55 0.37 10 -1.472 0.172
## G04 - G21 -0.41 0.43 10 -0.950 0.364
## G04 - G22 -0.22 0.43 10 -0.518 0.616
## G04 - G23 -1.16 0.43 10 -2.696 0.022 *
## G04 - G24 -0.04 0.37 10 -0.107 0.917
## G04 - G25 -0.66 0.43 10 -1.530 0.157
## G04 - G26 -0.54 0.43 10 -1.252 0.239
## G04 - G27 -0.82 0.43 10 -1.908 0.085
## G04 - G28 -0.37 0.43 10 -0.865 0.407
## G04 - G29 -0.76 0.43 10 -1.762 0.109
## G04 - G30 -1.79 0.43 10 -4.149 0.002 **
## G04 - G31 -2.36 0.43 10 -5.470 0.000 ***
## G04 - G32 0.55 0.43 10 1.267 0.234
## G04 - G33 0.95 0.43 10 2.202 0.052
## G04 - G34 -0.70 0.37 10 -1.873 0.090
## G04 - G35 2.02 0.37 10 5.406 0.000 ***
## G04 - G36 -1.05 0.43 10 -2.434 0.035 *
## G04 - G37 -0.85 0.43 10 -1.970 0.077
## G04 - G38 -0.88 0.43 10 -2.040 0.069
## G04 - G39 -0.97 0.43 10 -2.248 0.048 *
## G04 - G40 -0.70 0.43 10 -1.630 0.134
## G04 - G41 -0.17 0.43 10 -0.402 0.696
## G04 - G42 -0.41 0.43 10 -0.958 0.361
## G04 - G43 -0.39 0.43 10 -0.904 0.387
## G04 - G44 -0.12 0.43 10 -0.278 0.787
## G04 - G45 0.72 0.43 10 1.661 0.128
## G04 - G46 0.67 0.43 10 1.553 0.151
## G04 - G47 -0.97 0.43 10 -2.256 0.048 *
## G04 - G48 0.27 0.43 10 0.618 0.550
## G04 - G49 1.01 0.37 10 2.703 0.022 *
## G04 - G50 0.92 0.37 10 2.462 0.034 *
## G05 - G06 1.11 0.43 10 2.573 0.028 *
## G05 - G07 1.24 0.37 10 3.319 0.008 **
## G05 - G08 1.73 0.43 10 4.002 0.003 **
## G05 - G09 1.96 0.43 10 4.535 0.001 **
## G05 - G10 0.66 0.43 10 1.530 0.157
## G05 - G11 -0.93 0.37 10 -2.489 0.032 *
## G05 - G12 0.18 0.43 10 0.417 0.685
## G05 - G13 0.21 0.37 10 0.562 0.586
## G05 - G14 0.01 0.43 10 0.015 0.988
## G05 - G15 1.17 0.43 10 2.704 0.022 *
## G05 - G16 0.66 0.43 10 1.522 0.159
## G05 - G17 2.23 0.43 10 5.169 0.000 ***
## G05 - G18 0.59 0.43 10 1.360 0.204
## G05 - G19 0.60 0.43 10 1.391 0.194
## G05 - G20 0.28 0.43 10 0.649 0.531
## G05 - G21 0.42 0.43 10 0.973 0.353
## G05 - G22 0.61 0.43 10 1.406 0.190
## G05 - G23 -0.33 0.43 10 -0.773 0.458
## G05 - G24 0.79 0.43 10 1.831 0.097
## G05 - G25 0.17 0.43 10 0.394 0.702
## G05 - G26 0.29 0.43 10 0.672 0.517
## G05 - G27 0.01 0.43 10 0.015 0.988
## G05 - G28 0.46 0.43 10 1.058 0.315
## G05 - G29 0.07 0.43 10 0.162 0.874
## G05 - G30 -0.96 0.37 10 -2.569 0.028 *
## G05 - G31 -1.53 0.37 10 -4.095 0.002 **
## G05 - G32 1.38 0.43 10 3.191 0.010 **
## G05 - G33 1.78 0.43 10 4.126 0.002 **
## G05 - G34 0.13 0.43 10 0.301 0.769
## G05 - G35 2.85 0.43 10 6.606 0.000 ***
## G05 - G36 -0.22 0.37 10 -0.589 0.569
## G05 - G37 -0.02 0.43 10 -0.046 0.964
## G05 - G38 -0.05 0.43 10 -0.116 0.910
## G05 - G39 -0.14 0.43 10 -0.324 0.752
## G05 - G40 0.13 0.43 10 0.294 0.775
## G05 - G41 0.66 0.43 10 1.522 0.159
## G05 - G42 0.42 0.43 10 0.966 0.357
## G05 - G43 0.44 0.43 10 1.020 0.332
## G05 - G44 0.71 0.37 10 1.900 0.087
## G05 - G45 1.55 0.43 10 3.585 0.005 **
## G05 - G46 1.50 0.43 10 3.477 0.006 **
## G05 - G47 -0.14 0.43 10 -0.332 0.747
## G05 - G48 1.10 0.43 10 2.542 0.029 *
## G05 - G49 1.84 0.43 10 4.265 0.002 **
## G05 - G50 1.75 0.43 10 4.056 0.002 **
## G06 - G07 0.13 0.43 10 0.301 0.769
## G06 - G08 0.62 0.43 10 1.429 0.183
## G06 - G09 0.85 0.43 10 1.962 0.078
## G06 - G10 -0.45 0.37 10 -1.204 0.256
## G06 - G11 -2.04 0.43 10 -4.728 0.001 ***
## G06 - G12 -0.93 0.37 10 -2.489 0.032 *
## G06 - G13 -0.90 0.43 10 -2.086 0.064
## G06 - G14 -1.10 0.43 10 -2.557 0.029 *
## G06 - G15 0.06 0.43 10 0.131 0.898
## G06 - G16 -0.45 0.43 10 -1.051 0.318
## G06 - G17 1.12 0.43 10 2.596 0.027 *
## G06 - G18 -0.52 0.43 10 -1.213 0.253
## G06 - G19 -0.51 0.43 10 -1.182 0.265
## G06 - G20 -0.83 0.43 10 -1.924 0.083
## G06 - G21 -0.69 0.37 10 -1.847 0.095
## G06 - G22 -0.50 0.43 10 -1.167 0.270
## G06 - G23 -1.44 0.43 10 -3.345 0.007 **
## G06 - G24 -0.32 0.43 10 -0.742 0.475
## G06 - G25 -0.94 0.43 10 -2.179 0.054
## G06 - G26 -0.82 0.43 10 -1.901 0.087
## G06 - G27 -1.10 0.43 10 -2.557 0.029 *
## G06 - G28 -0.65 0.43 10 -1.514 0.161
## G06 - G29 -1.04 0.37 10 -2.783 0.019 *
## G06 - G30 -2.07 0.43 10 -4.798 0.001 ***
## G06 - G31 -2.64 0.43 10 -6.119 0.000 ***
## G06 - G32 0.27 0.43 10 0.618 0.550
## G06 - G33 0.67 0.43 10 1.553 0.151
## G06 - G34 -0.98 0.43 10 -2.271 0.046 *
## G06 - G35 1.74 0.43 10 4.033 0.002 **
## G06 - G36 -1.33 0.43 10 -3.083 0.012 *
## G06 - G37 -1.13 0.37 10 -3.024 0.013 *
## G06 - G38 -1.16 0.37 10 -3.105 0.011 *
## G06 - G39 -1.25 0.37 10 -3.345 0.007 **
## G06 - G40 -0.98 0.43 10 -2.279 0.046 *
## G06 - G41 -0.45 0.43 10 -1.051 0.318
## G06 - G42 -0.69 0.43 10 -1.607 0.139
## G06 - G43 -0.67 0.37 10 -1.793 0.103
## G06 - G44 -0.40 0.43 10 -0.927 0.376
## G06 - G45 0.44 0.43 10 1.012 0.335
## G06 - G46 0.39 0.43 10 0.904 0.387
## G06 - G47 -1.25 0.43 10 -2.905 0.016 *
## G06 - G48 -0.01 0.43 10 -0.031 0.976
## G06 - G49 0.73 0.43 10 1.692 0.122
## G06 - G50 0.64 0.43 10 1.483 0.169
## G07 - G08 0.49 0.43 10 1.128 0.286
## G07 - G09 0.72 0.43 10 1.661 0.128
## G07 - G10 -0.58 0.43 10 -1.344 0.209
## G07 - G11 -2.17 0.37 10 -5.808 0.000 ***
## G07 - G12 -1.06 0.43 10 -2.457 0.034 *
## G07 - G13 -1.03 0.37 10 -2.757 0.020 *
## G07 - G14 -1.23 0.43 10 -2.859 0.017 *
## G07 - G15 -0.07 0.43 10 -0.170 0.868
## G07 - G16 -0.58 0.43 10 -1.352 0.206
## G07 - G17 0.99 0.43 10 2.295 0.045 *
## G07 - G18 -0.65 0.43 10 -1.514 0.161
## G07 - G19 -0.64 0.43 10 -1.483 0.169
## G07 - G20 -0.96 0.43 10 -2.225 0.050
## G07 - G21 -0.82 0.43 10 -1.901 0.087
## G07 - G22 -0.63 0.43 10 -1.468 0.173
## G07 - G23 -1.57 0.43 10 -3.647 0.004 **
## G07 - G24 -0.45 0.43 10 -1.043 0.322
## G07 - G25 -1.07 0.43 10 -2.480 0.033 *
## G07 - G26 -0.95 0.43 10 -2.202 0.052
## G07 - G27 -1.23 0.43 10 -2.859 0.017 *
## G07 - G28 -0.78 0.43 10 -1.816 0.099
## G07 - G29 -1.17 0.43 10 -2.712 0.022 *
## G07 - G30 -2.20 0.37 10 -5.888 0.000 ***
## G07 - G31 -2.77 0.37 10 -7.413 0.000 ***
## G07 - G32 0.14 0.43 10 0.317 0.758
## G07 - G33 0.54 0.43 10 1.252 0.239
## G07 - G34 -1.11 0.43 10 -2.573 0.028 *
## G07 - G35 1.61 0.43 10 3.732 0.004 **
## G07 - G36 -1.46 0.37 10 -3.907 0.003 **
## G07 - G37 -1.26 0.43 10 -2.920 0.015 *
## G07 - G38 -1.29 0.43 10 -2.990 0.014 *
## G07 - G39 -1.38 0.43 10 -3.199 0.010 **
## G07 - G40 -1.11 0.43 10 -2.580 0.027 *
## G07 - G41 -0.58 0.43 10 -1.352 0.206
## G07 - G42 -0.82 0.43 10 -1.908 0.085
## G07 - G43 -0.80 0.43 10 -1.854 0.093
## G07 - G44 -0.53 0.37 10 -1.418 0.186
## G07 - G45 0.31 0.43 10 0.711 0.493
## G07 - G46 0.26 0.43 10 0.603 0.560
## G07 - G47 -1.38 0.43 10 -3.206 0.009 **
## G07 - G48 -0.14 0.43 10 -0.332 0.747
## G07 - G49 0.60 0.43 10 1.391 0.194
## G07 - G50 0.51 0.43 10 1.182 0.265
## G08 - G09 0.23 0.37 10 0.616 0.552
## G08 - G10 -1.07 0.43 10 -2.472 0.033 *
## G08 - G11 -2.66 0.43 10 -6.158 0.000 ***
## G08 - G12 -1.55 0.43 10 -3.585 0.005 **
## G08 - G13 -1.52 0.43 10 -3.515 0.006 **
## G08 - G14 -1.72 0.37 10 -4.603 0.001 ***
## G08 - G15 -0.56 0.43 10 -1.298 0.223
## G08 - G16 -1.07 0.43 10 -2.480 0.033 *
## G08 - G17 0.50 0.43 10 1.167 0.270
## G08 - G18 -1.14 0.37 10 -3.051 0.012 *
## G08 - G19 -1.13 0.43 10 -2.611 0.026 *
## G08 - G20 -1.45 0.43 10 -3.353 0.007 **
## G08 - G21 -1.31 0.43 10 -3.029 0.013 *
## G08 - G22 -1.12 0.43 10 -2.596 0.027 *
## G08 - G23 -2.06 0.43 10 -4.775 0.001 ***
## G08 - G24 -0.94 0.43 10 -2.171 0.055
## G08 - G25 -1.56 0.43 10 -3.608 0.005 **
## G08 - G26 -1.44 0.43 10 -3.330 0.008 **
## G08 - G27 -1.72 0.37 10 -4.603 0.001 ***
## G08 - G28 -1.27 0.37 10 -3.399 0.007 **
## G08 - G29 -1.66 0.43 10 -3.840 0.003 **
## G08 - G30 -2.69 0.43 10 -6.227 0.000 ***
## G08 - G31 -3.26 0.43 10 -7.548 0.000 ***
## G08 - G32 -0.35 0.43 10 -0.811 0.436
## G08 - G33 0.05 0.43 10 0.124 0.904
## G08 - G34 -1.60 0.43 10 -3.701 0.004 **
## G08 - G35 1.12 0.43 10 2.604 0.026 *
## G08 - G36 -1.95 0.43 10 -4.512 0.001 **
## G08 - G37 -1.75 0.43 10 -4.048 0.002 **
## G08 - G38 -1.78 0.43 10 -4.118 0.002 **
## G08 - G39 -1.87 0.43 10 -4.327 0.001 **
## G08 - G40 -1.60 0.43 10 -3.708 0.004 **
## G08 - G41 -1.07 0.37 10 -2.864 0.017 *
## G08 - G42 -1.31 0.37 10 -3.506 0.006 **
## G08 - G43 -1.29 0.43 10 -2.982 0.014 *
## G08 - G44 -1.02 0.43 10 -2.356 0.040 *
## G08 - G45 -0.18 0.37 10 -0.482 0.640
## G08 - G46 -0.23 0.43 10 -0.525 0.611
## G08 - G47 -1.87 0.43 10 -4.334 0.001 **
## G08 - G48 -0.63 0.43 10 -1.460 0.175
## G08 - G49 0.11 0.43 10 0.263 0.798
## G08 - G50 0.02 0.43 10 0.054 0.958
## G09 - G10 -1.30 0.43 10 -3.005 0.013 *
## G09 - G11 -2.89 0.43 10 -6.691 0.000 ***
## G09 - G12 -1.78 0.43 10 -4.118 0.002 **
## G09 - G13 -1.75 0.43 10 -4.048 0.002 **
## G09 - G14 -1.95 0.37 10 -5.219 0.000 ***
## G09 - G15 -0.79 0.43 10 -1.831 0.097
## G09 - G16 -1.30 0.43 10 -3.013 0.013 *
## G09 - G17 0.27 0.43 10 0.634 0.541
## G09 - G18 -1.37 0.37 10 -3.667 0.004 **
## G09 - G19 -1.36 0.43 10 -3.144 0.010 *
## G09 - G20 -1.68 0.43 10 -3.886 0.003 **
## G09 - G21 -1.54 0.43 10 -3.562 0.005 **
## G09 - G22 -1.35 0.43 10 -3.129 0.011 *
## G09 - G23 -2.29 0.43 10 -5.308 0.000 ***
## G09 - G24 -1.17 0.43 10 -2.704 0.022 *
## G09 - G25 -1.79 0.43 10 -4.141 0.002 **
## G09 - G26 -1.67 0.43 10 -3.863 0.003 **
## G09 - G27 -1.95 0.37 10 -5.219 0.000 ***
## G09 - G28 -1.50 0.37 10 -4.014 0.002 **
## G09 - G29 -1.89 0.43 10 -4.373 0.001 **
## G09 - G30 -2.92 0.43 10 -6.760 0.000 ***
## G09 - G31 -3.49 0.43 10 -8.081 0.000 ***
## G09 - G32 -0.58 0.43 10 -1.344 0.209
## G09 - G33 -0.18 0.43 10 -0.409 0.691
## G09 - G34 -1.83 0.43 10 -4.234 0.002 **
## G09 - G35 0.89 0.43 10 2.071 0.065
## G09 - G36 -2.18 0.43 10 -5.045 0.001 ***
## G09 - G37 -1.98 0.43 10 -4.581 0.001 **
## G09 - G38 -2.01 0.43 10 -4.651 0.001 ***
## G09 - G39 -2.10 0.43 10 -4.860 0.001 ***
## G09 - G40 -1.83 0.43 10 -4.242 0.002 **
## G09 - G41 -1.30 0.37 10 -3.479 0.006 **
## G09 - G42 -1.54 0.37 10 -4.122 0.002 **
## G09 - G43 -1.52 0.43 10 -3.515 0.006 **
## G09 - G44 -1.25 0.43 10 -2.889 0.016 *
## G09 - G45 -0.41 0.37 10 -1.097 0.298
## G09 - G46 -0.46 0.43 10 -1.058 0.315
## G09 - G47 -2.10 0.43 10 -4.867 0.001 ***
## G09 - G48 -0.86 0.43 10 -1.993 0.074
## G09 - G49 -0.12 0.43 10 -0.270 0.792
## G09 - G50 -0.21 0.43 10 -0.479 0.642
## G10 - G11 -1.59 0.43 10 -3.685 0.004 **
## G10 - G12 -0.48 0.37 10 -1.285 0.228
## G10 - G13 -0.45 0.43 10 -1.043 0.322
## G10 - G14 -0.65 0.43 10 -1.514 0.161
## G10 - G15 0.51 0.43 10 1.174 0.267
## G10 - G16 -0.00 0.43 10 -0.008 0.994
## G10 - G17 1.57 0.43 10 3.639 0.005 **
## G10 - G18 -0.07 0.43 10 -0.170 0.868
## G10 - G19 -0.06 0.43 10 -0.139 0.892
## G10 - G20 -0.38 0.43 10 -0.881 0.399
## G10 - G21 -0.24 0.37 10 -0.642 0.535
## G10 - G22 -0.05 0.43 10 -0.124 0.904
## G10 - G23 -0.99 0.43 10 -2.302 0.044 *
## G10 - G24 0.13 0.43 10 0.301 0.769
## G10 - G25 -0.49 0.43 10 -1.136 0.283
## G10 - G26 -0.37 0.43 10 -0.858 0.411
## G10 - G27 -0.65 0.43 10 -1.514 0.161
## G10 - G28 -0.20 0.43 10 -0.471 0.648
## G10 - G29 -0.59 0.37 10 -1.579 0.145
## G10 - G30 -1.62 0.43 10 -3.755 0.004 **
## G10 - G31 -2.19 0.43 10 -5.076 0.000 ***
## G10 - G32 0.72 0.43 10 1.661 0.128
## G10 - G33 1.12 0.43 10 2.596 0.027 *
## G10 - G34 -0.53 0.43 10 -1.228 0.247
## G10 - G35 2.19 0.43 10 5.076 0.000 ***
## G10 - G36 -0.88 0.43 10 -2.040 0.069
## G10 - G37 -0.68 0.37 10 -1.820 0.099
## G10 - G38 -0.71 0.37 10 -1.900 0.087
## G10 - G39 -0.80 0.37 10 -2.141 0.058
## G10 - G40 -0.53 0.43 10 -1.236 0.245
## G10 - G41 -0.00 0.43 10 -0.008 0.994
## G10 - G42 -0.24 0.43 10 -0.564 0.585
## G10 - G43 -0.22 0.37 10 -0.589 0.569
## G10 - G44 0.05 0.43 10 0.116 0.910
## G10 - G45 0.89 0.43 10 2.055 0.067
## G10 - G46 0.84 0.43 10 1.947 0.080
## G10 - G47 -0.80 0.43 10 -1.862 0.092
## G10 - G48 0.44 0.43 10 1.012 0.335
## G10 - G49 1.18 0.43 10 2.735 0.021 *
## G10 - G50 1.09 0.43 10 2.526 0.030 *
## G11 - G12 1.11 0.43 10 2.573 0.028 *
## G11 - G13 1.14 0.37 10 3.051 0.012 *
## G11 - G14 0.94 0.43 10 2.171 0.055
## G11 - G15 2.10 0.43 10 4.860 0.001 ***
## G11 - G16 1.59 0.43 10 3.678 0.004 **
## G11 - G17 3.16 0.43 10 7.324 0.000 ***
## G11 - G18 1.52 0.43 10 3.515 0.006 **
## G11 - G19 1.53 0.43 10 3.546 0.005 **
## G11 - G20 1.21 0.43 10 2.805 0.019 *
## G11 - G21 1.35 0.43 10 3.129 0.011 *
## G11 - G22 1.54 0.43 10 3.562 0.005 **
## G11 - G23 0.60 0.43 10 1.383 0.197
## G11 - G24 1.72 0.43 10 3.987 0.003 **
## G11 - G25 1.10 0.43 10 2.550 0.029 *
## G11 - G26 1.22 0.43 10 2.828 0.018 *
## G11 - G27 0.94 0.43 10 2.171 0.055
## G11 - G28 1.39 0.43 10 3.214 0.009 **
## G11 - G29 1.00 0.43 10 2.318 0.043 *
## G11 - G30 -0.03 0.37 10 -0.080 0.938
## G11 - G31 -0.60 0.37 10 -1.606 0.139
## G11 - G32 2.31 0.43 10 5.346 0.000 ***
## G11 - G33 2.71 0.43 10 6.281 0.000 ***
## G11 - G34 1.06 0.43 10 2.457 0.034 *
## G11 - G35 3.78 0.43 10 8.761 0.000 ***
## G11 - G36 0.71 0.37 10 1.900 0.087
## G11 - G37 0.91 0.43 10 2.109 0.061
## G11 - G38 0.88 0.43 10 2.040 0.069
## G11 - G39 0.79 0.43 10 1.831 0.097
## G11 - G40 1.06 0.43 10 2.449 0.034 *
## G11 - G41 1.59 0.43 10 3.678 0.004 **
## G11 - G42 1.35 0.43 10 3.121 0.011 *
## G11 - G43 1.37 0.43 10 3.175 0.010 **
## G11 - G44 1.64 0.37 10 4.389 0.001 **
## G11 - G45 2.48 0.43 10 5.740 0.000 ***
## G11 - G46 2.43 0.43 10 5.632 0.000 ***
## G11 - G47 0.79 0.43 10 1.823 0.098
## G11 - G48 2.03 0.43 10 4.697 0.001 ***
## G11 - G49 2.77 0.43 10 6.420 0.000 ***
## G11 - G50 2.68 0.43 10 6.212 0.000 ***
## G12 - G13 0.03 0.43 10 0.070 0.946
## G12 - G14 -0.17 0.43 10 -0.402 0.696
## G12 - G15 0.99 0.43 10 2.287 0.045 *
## G12 - G16 0.48 0.43 10 1.105 0.295
## G12 - G17 2.05 0.43 10 4.751 0.001 ***
## G12 - G18 0.41 0.43 10 0.943 0.368
## G12 - G19 0.42 0.43 10 0.973 0.353
## G12 - G20 0.10 0.43 10 0.232 0.821
## G12 - G21 0.24 0.37 10 0.642 0.535
## G12 - G22 0.43 0.43 10 0.989 0.346
## G12 - G23 -0.51 0.43 10 -1.190 0.262
## G12 - G24 0.61 0.43 10 1.414 0.188
## G12 - G25 -0.01 0.43 10 -0.023 0.982
## G12 - G26 0.11 0.43 10 0.255 0.804
## G12 - G27 -0.17 0.43 10 -0.402 0.696
## G12 - G28 0.28 0.43 10 0.641 0.536
## G12 - G29 -0.11 0.37 10 -0.294 0.774
## G12 - G30 -1.14 0.43 10 -2.642 0.025 *
## G12 - G31 -1.71 0.43 10 -3.963 0.003 **
## G12 - G32 1.20 0.43 10 2.774 0.020 *
## G12 - G33 1.60 0.43 10 3.708 0.004 **
## G12 - G34 -0.05 0.43 10 -0.116 0.910
## G12 - G35 2.67 0.43 10 6.188 0.000 ***
## G12 - G36 -0.40 0.43 10 -0.927 0.376
## G12 - G37 -0.20 0.37 10 -0.535 0.604
## G12 - G38 -0.23 0.37 10 -0.616 0.552
## G12 - G39 -0.32 0.37 10 -0.856 0.412
## G12 - G40 -0.05 0.43 10 -0.124 0.904
## G12 - G41 0.48 0.43 10 1.105 0.295
## G12 - G42 0.24 0.43 10 0.549 0.595
## G12 - G43 0.26 0.37 10 0.696 0.502
## G12 - G44 0.53 0.43 10 1.228 0.247
## G12 - G45 1.37 0.43 10 3.168 0.010 *
## G12 - G46 1.32 0.43 10 3.059 0.012 *
## G12 - G47 -0.32 0.43 10 -0.749 0.471
## G12 - G48 0.92 0.43 10 2.125 0.060
## G12 - G49 1.66 0.43 10 3.848 0.003 **
## G12 - G50 1.57 0.43 10 3.639 0.005 **
## G13 - G14 -0.20 0.43 10 -0.471 0.648
## G13 - G15 0.96 0.43 10 2.217 0.051
## G13 - G16 0.45 0.43 10 1.035 0.325
## G13 - G17 2.02 0.43 10 4.682 0.001 ***
## G13 - G18 0.38 0.43 10 0.873 0.403
## G13 - G19 0.39 0.43 10 0.904 0.387
## G13 - G20 0.07 0.43 10 0.162 0.874
## G13 - G21 0.21 0.43 10 0.487 0.637
## G13 - G22 0.40 0.43 10 0.919 0.380
## G13 - G23 -0.54 0.43 10 -1.259 0.237
## G13 - G24 0.58 0.43 10 1.344 0.209
## G13 - G25 -0.04 0.43 10 -0.093 0.928
## G13 - G26 0.08 0.43 10 0.185 0.857
## G13 - G27 -0.20 0.43 10 -0.471 0.648
## G13 - G28 0.25 0.43 10 0.572 0.580
## G13 - G29 -0.14 0.43 10 -0.324 0.752
## G13 - G30 -1.17 0.37 10 -3.131 0.011 *
## G13 - G31 -1.74 0.37 10 -4.657 0.001 ***
## G13 - G32 1.17 0.43 10 2.704 0.022 *
## G13 - G33 1.57 0.43 10 3.639 0.005 **
## G13 - G34 -0.08 0.43 10 -0.185 0.857
## G13 - G35 2.64 0.43 10 6.119 0.000 ***
## G13 - G36 -0.43 0.37 10 -1.151 0.277
## G13 - G37 -0.23 0.43 10 -0.533 0.606
## G13 - G38 -0.26 0.43 10 -0.603 0.560
## G13 - G39 -0.35 0.43 10 -0.811 0.436
## G13 - G40 -0.08 0.43 10 -0.193 0.851
## G13 - G41 0.45 0.43 10 1.035 0.325
## G13 - G42 0.21 0.43 10 0.479 0.642
## G13 - G43 0.23 0.43 10 0.533 0.606
## G13 - G44 0.50 0.37 10 1.338 0.210
## G13 - G45 1.34 0.43 10 3.098 0.011 *
## G13 - G46 1.29 0.43 10 2.990 0.014 *
## G13 - G47 -0.35 0.43 10 -0.819 0.432
## G13 - G48 0.89 0.43 10 2.055 0.067
## G13 - G49 1.63 0.43 10 3.778 0.004 **
## G13 - G50 1.54 0.43 10 3.569 0.005 **
## G14 - G15 1.16 0.43 10 2.689 0.023 *
## G14 - G16 0.65 0.43 10 1.507 0.163
## G14 - G17 2.22 0.43 10 5.153 0.000 ***
## G14 - G18 0.58 0.37 10 1.552 0.152
## G14 - G19 0.59 0.43 10 1.375 0.199
## G14 - G20 0.27 0.43 10 0.634 0.541
## G14 - G21 0.41 0.43 10 0.958 0.361
## G14 - G22 0.60 0.43 10 1.391 0.194
## G14 - G23 -0.34 0.43 10 -0.788 0.449
## G14 - G24 0.78 0.43 10 1.816 0.099
## G14 - G25 0.16 0.43 10 0.379 0.713
## G14 - G26 0.28 0.43 10 0.657 0.526
## G14 - G27 -0.00 0.37 10 -0.000 1.000
## G14 - G28 0.45 0.37 10 1.204 0.256
## G14 - G29 0.06 0.43 10 0.147 0.886
## G14 - G30 -0.97 0.43 10 -2.241 0.049 *
## G14 - G31 -1.54 0.43 10 -3.562 0.005 **
## G14 - G32 1.37 0.43 10 3.175 0.010 **
## G14 - G33 1.77 0.43 10 4.110 0.002 **
## G14 - G34 0.12 0.43 10 0.286 0.781
## G14 - G35 2.84 0.43 10 6.590 0.000 ***
## G14 - G36 -0.23 0.43 10 -0.525 0.611
## G14 - G37 -0.03 0.43 10 -0.062 0.952
## G14 - G38 -0.06 0.43 10 -0.131 0.898
## G14 - G39 -0.15 0.43 10 -0.340 0.741
## G14 - G40 0.12 0.43 10 0.278 0.787
## G14 - G41 0.65 0.37 10 1.740 0.113
## G14 - G42 0.41 0.37 10 1.097 0.298
## G14 - G43 0.43 0.43 10 1.004 0.339
## G14 - G44 0.70 0.43 10 1.630 0.134
## G14 - G45 1.54 0.37 10 4.122 0.002 **
## G14 - G46 1.49 0.43 10 3.461 0.006 **
## G14 - G47 -0.15 0.43 10 -0.348 0.735
## G14 - G48 1.09 0.43 10 2.526 0.030 *
## G14 - G49 1.83 0.43 10 4.249 0.002 **
## G14 - G50 1.74 0.43 10 4.041 0.002 **
## G15 - G16 -0.51 0.37 10 -1.365 0.202
## G15 - G17 1.06 0.43 10 2.465 0.033 *
## G15 - G18 -0.58 0.43 10 -1.344 0.209
## G15 - G19 -0.57 0.43 10 -1.313 0.218
## G15 - G20 -0.89 0.43 10 -2.055 0.067
## G15 - G21 -0.75 0.43 10 -1.731 0.114
## G15 - G22 -0.56 0.37 10 -1.499 0.165
## G15 - G23 -1.50 0.37 10 -4.014 0.002 **
## G15 - G24 -0.38 0.43 10 -0.873 0.403
## G15 - G25 -1.00 0.43 10 -2.310 0.044 *
## G15 - G26 -0.88 0.43 10 -2.032 0.070
## G15 - G27 -1.16 0.43 10 -2.689 0.023 *
## G15 - G28 -0.71 0.43 10 -1.646 0.131
## G15 - G29 -1.10 0.43 10 -2.542 0.029 *
## G15 - G30 -2.13 0.43 10 -4.929 0.001 ***
## G15 - G31 -2.70 0.43 10 -6.250 0.000 ***
## G15 - G32 0.21 0.37 10 0.562 0.586
## G15 - G33 0.61 0.43 10 1.422 0.186
## G15 - G34 -1.04 0.43 10 -2.403 0.037 *
## G15 - G35 1.68 0.43 10 3.902 0.003 **
## G15 - G36 -1.39 0.43 10 -3.214 0.009 **
## G15 - G37 -1.19 0.43 10 -2.750 0.020 *
## G15 - G38 -1.22 0.43 10 -2.820 0.018 *
## G15 - G39 -1.31 0.43 10 -3.029 0.013 *
## G15 - G40 -1.04 0.37 10 -2.783 0.019 *
## G15 - G41 -0.51 0.43 10 -1.182 0.265
## G15 - G42 -0.75 0.43 10 -1.738 0.113
## G15 - G43 -0.73 0.43 10 -1.684 0.123
## G15 - G44 -0.46 0.43 10 -1.058 0.315
## G15 - G45 0.38 0.43 10 0.881 0.399
## G15 - G46 0.33 0.43 10 0.773 0.458
## G15 - G47 -1.31 0.37 10 -3.506 0.006 **
## G15 - G48 -0.07 0.37 10 -0.187 0.855
## G15 - G49 0.67 0.43 10 1.561 0.150
## G15 - G50 0.58 0.43 10 1.352 0.206
## G16 - G17 1.57 0.43 10 3.647 0.004 **
## G16 - G18 -0.07 0.43 10 -0.162 0.874
## G16 - G19 -0.06 0.43 10 -0.131 0.898
## G16 - G20 -0.38 0.43 10 -0.873 0.403
## G16 - G21 -0.24 0.43 10 -0.549 0.595
## G16 - G22 -0.05 0.37 10 -0.134 0.896
## G16 - G23 -0.99 0.37 10 -2.650 0.024 *
## G16 - G24 0.13 0.43 10 0.309 0.764
## G16 - G25 -0.49 0.43 10 -1.128 0.286
## G16 - G26 -0.37 0.43 10 -0.850 0.415
## G16 - G27 -0.65 0.43 10 -1.507 0.163
## G16 - G28 -0.20 0.43 10 -0.464 0.653
## G16 - G29 -0.59 0.43 10 -1.360 0.204
## G16 - G30 -1.62 0.43 10 -3.747 0.004 **
## G16 - G31 -2.19 0.43 10 -5.068 0.000 ***
## G16 - G32 0.72 0.37 10 1.927 0.083
## G16 - G33 1.12 0.43 10 2.604 0.026 *
## G16 - G34 -0.53 0.43 10 -1.221 0.250
## G16 - G35 2.19 0.43 10 5.084 0.000 ***
## G16 - G36 -0.88 0.43 10 -2.032 0.070
## G16 - G37 -0.68 0.43 10 -1.568 0.148
## G16 - G38 -0.71 0.43 10 -1.638 0.132
## G16 - G39 -0.80 0.43 10 -1.846 0.095
## G16 - G40 -0.53 0.37 10 -1.418 0.186
## G16 - G41 -0.00 0.43 10 -0.000 1.000
## G16 - G42 -0.24 0.43 10 -0.556 0.590
## G16 - G43 -0.22 0.43 10 -0.502 0.626
## G16 - G44 0.05 0.43 10 0.124 0.904
## G16 - G45 0.89 0.43 10 2.063 0.066
## G16 - G46 0.84 0.43 10 1.955 0.079
## G16 - G47 -0.80 0.37 10 -2.141 0.058
## G16 - G48 0.44 0.37 10 1.178 0.266
## G16 - G49 1.18 0.43 10 2.743 0.021 *
## G16 - G50 1.09 0.43 10 2.534 0.030 *
## G17 - G18 -1.64 0.43 10 -3.809 0.003 **
## G17 - G19 -1.63 0.43 10 -3.778 0.004 **
## G17 - G20 -1.95 0.43 10 -4.520 0.001 **
## G17 - G21 -1.81 0.43 10 -4.195 0.002 **
## G17 - G22 -1.62 0.43 10 -3.763 0.004 **
## G17 - G23 -2.56 0.43 10 -5.941 0.000 ***
## G17 - G24 -1.44 0.43 10 -3.338 0.008 **
## G17 - G25 -2.06 0.37 10 -5.513 0.000 ***
## G17 - G26 -1.94 0.37 10 -5.192 0.000 ***
## G17 - G27 -2.22 0.43 10 -5.153 0.000 ***
## G17 - G28 -1.77 0.43 10 -4.110 0.002 **
## G17 - G29 -2.16 0.43 10 -5.006 0.001 ***
## G17 - G30 -3.19 0.43 10 -7.394 0.000 ***
## G17 - G31 -3.76 0.43 10 -8.715 0.000 ***
## G17 - G32 -0.85 0.43 10 -1.978 0.076
## G17 - G33 -0.45 0.37 10 -1.204 0.256
## G17 - G34 -2.10 0.43 10 -4.867 0.001 ***
## G17 - G35 0.62 0.43 10 1.437 0.181
## G17 - G36 -2.45 0.43 10 -5.679 0.000 ***
## G17 - G37 -2.25 0.43 10 -5.215 0.000 ***
## G17 - G38 -2.28 0.43 10 -5.285 0.000 ***
## G17 - G39 -2.37 0.43 10 -5.493 0.000 ***
## G17 - G40 -2.10 0.43 10 -4.875 0.001 ***
## G17 - G41 -1.57 0.43 10 -3.647 0.004 **
## G17 - G42 -1.81 0.43 10 -4.203 0.002 **
## G17 - G43 -1.79 0.43 10 -4.149 0.002 **
## G17 - G44 -1.52 0.43 10 -3.523 0.006 **
## G17 - G45 -0.68 0.43 10 -1.584 0.144
## G17 - G46 -0.73 0.37 10 -1.954 0.079
## G17 - G47 -2.37 0.43 10 -5.501 0.000 ***
## G17 - G48 -1.13 0.43 10 -2.627 0.025 *
## G17 - G49 -0.39 0.43 10 -0.904 0.387
## G17 - G50 -0.48 0.43 10 -1.113 0.292
## G18 - G19 0.01 0.43 10 0.031 0.976
## G18 - G20 -0.31 0.43 10 -0.711 0.493
## G18 - G21 -0.17 0.43 10 -0.386 0.707
## G18 - G22 0.02 0.43 10 0.046 0.964
## G18 - G23 -0.92 0.43 10 -2.132 0.059
## G18 - G24 0.20 0.43 10 0.471 0.648
## G18 - G25 -0.42 0.43 10 -0.966 0.357
## G18 - G26 -0.30 0.43 10 -0.688 0.507
## G18 - G27 -0.58 0.37 10 -1.552 0.152
## G18 - G28 -0.13 0.37 10 -0.348 0.735
## G18 - G29 -0.52 0.43 10 -1.198 0.259
## G18 - G30 -1.55 0.43 10 -3.585 0.005 **
## G18 - G31 -2.12 0.43 10 -4.906 0.001 ***
## G18 - G32 0.79 0.43 10 1.831 0.097
## G18 - G33 1.19 0.43 10 2.766 0.020 *
## G18 - G34 -0.46 0.43 10 -1.058 0.315
## G18 - G35 2.26 0.43 10 5.246 0.000 ***
## G18 - G36 -0.81 0.43 10 -1.870 0.091
## G18 - G37 -0.61 0.43 10 -1.406 0.190
## G18 - G38 -0.64 0.43 10 -1.476 0.171
## G18 - G39 -0.73 0.43 10 -1.684 0.123
## G18 - G40 -0.46 0.43 10 -1.066 0.311
## G18 - G41 0.07 0.37 10 0.187 0.855
## G18 - G42 -0.17 0.37 10 -0.455 0.659
## G18 - G43 -0.15 0.43 10 -0.340 0.741
## G18 - G44 0.12 0.43 10 0.286 0.781
## G18 - G45 0.96 0.37 10 2.569 0.028 *
## G18 - G46 0.91 0.43 10 2.117 0.060
## G18 - G47 -0.73 0.43 10 -1.692 0.122
## G18 - G48 0.51 0.43 10 1.182 0.265
## G18 - G49 1.25 0.43 10 2.905 0.016 *
## G18 - G50 1.16 0.43 10 2.696 0.022 *
## G19 - G20 -0.32 0.37 10 -0.856 0.412
## G19 - G21 -0.18 0.43 10 -0.417 0.685
## G19 - G22 0.01 0.43 10 0.015 0.988
## G19 - G23 -0.93 0.43 10 -2.163 0.056
## G19 - G24 0.19 0.37 10 0.509 0.622
## G19 - G25 -0.43 0.43 10 -0.997 0.342
## G19 - G26 -0.31 0.43 10 -0.719 0.489
## G19 - G27 -0.59 0.43 10 -1.375 0.199
## G19 - G28 -0.14 0.43 10 -0.332 0.747
## G19 - G29 -0.53 0.43 10 -1.228 0.247
## G19 - G30 -1.56 0.43 10 -3.616 0.005 **
## G19 - G31 -2.13 0.43 10 -4.937 0.001 ***
## G19 - G32 0.78 0.43 10 1.800 0.102
## G19 - G33 1.18 0.43 10 2.735 0.021 *
## G19 - G34 -0.47 0.37 10 -1.258 0.237
## G19 - G35 2.25 0.37 10 6.022 0.000 ***
## G19 - G36 -0.82 0.43 10 -1.901 0.087
## G19 - G37 -0.62 0.43 10 -1.437 0.181
## G19 - G38 -0.65 0.43 10 -1.507 0.163
## G19 - G39 -0.74 0.43 10 -1.715 0.117
## G19 - G40 -0.47 0.43 10 -1.097 0.298
## G19 - G41 0.06 0.43 10 0.131 0.898
## G19 - G42 -0.18 0.43 10 -0.425 0.680
## G19 - G43 -0.16 0.43 10 -0.371 0.718
## G19 - G44 0.11 0.43 10 0.255 0.804
## G19 - G45 0.95 0.43 10 2.194 0.053
## G19 - G46 0.90 0.43 10 2.086 0.064
## G19 - G47 -0.74 0.43 10 -1.723 0.116
## G19 - G48 0.50 0.43 10 1.151 0.276
## G19 - G49 1.24 0.37 10 3.319 0.008 **
## G19 - G50 1.15 0.37 10 3.078 0.012 *
## G20 - G21 0.14 0.43 10 0.324 0.752
## G20 - G22 0.33 0.43 10 0.757 0.466
## G20 - G23 -0.61 0.43 10 -1.422 0.186
## G20 - G24 0.51 0.37 10 1.365 0.202
## G20 - G25 -0.11 0.43 10 -0.255 0.804
## G20 - G26 0.01 0.43 10 0.023 0.982
## G20 - G27 -0.27 0.43 10 -0.634 0.541
## G20 - G28 0.18 0.43 10 0.409 0.691
## G20 - G29 -0.21 0.43 10 -0.487 0.637
## G20 - G30 -1.24 0.43 10 -2.874 0.017 *
## G20 - G31 -1.81 0.43 10 -4.195 0.002 **
## G20 - G32 1.10 0.43 10 2.542 0.029 *
## G20 - G33 1.50 0.43 10 3.477 0.006 **
## G20 - G34 -0.15 0.37 10 -0.401 0.697
## G20 - G35 2.57 0.37 10 6.878 0.000 ***
## G20 - G36 -0.50 0.43 10 -1.159 0.273
## G20 - G37 -0.30 0.43 10 -0.695 0.503
## G20 - G38 -0.33 0.43 10 -0.765 0.462
## G20 - G39 -0.42 0.43 10 -0.973 0.353
## G20 - G40 -0.15 0.43 10 -0.355 0.730
## G20 - G41 0.38 0.43 10 0.873 0.403
## G20 - G42 0.14 0.43 10 0.317 0.758
## G20 - G43 0.16 0.43 10 0.371 0.718
## G20 - G44 0.43 0.43 10 0.997 0.342
## G20 - G45 1.27 0.43 10 2.936 0.015 *
## G20 - G46 1.22 0.43 10 2.828 0.018 *
## G20 - G47 -0.42 0.43 10 -0.981 0.350
## G20 - G48 0.82 0.43 10 1.893 0.088
## G20 - G49 1.56 0.37 10 4.175 0.002 **
## G20 - G50 1.47 0.37 10 3.934 0.003 **
## G21 - G22 0.19 0.43 10 0.433 0.674
## G21 - G23 -0.75 0.43 10 -1.746 0.111
## G21 - G24 0.37 0.43 10 0.858 0.411
## G21 - G25 -0.25 0.43 10 -0.579 0.575
## G21 - G26 -0.13 0.43 10 -0.301 0.769
## G21 - G27 -0.41 0.43 10 -0.958 0.361
## G21 - G28 0.04 0.43 10 0.085 0.934
## G21 - G29 -0.35 0.37 10 -0.937 0.371
## G21 - G30 -1.38 0.43 10 -3.199 0.010 **
## G21 - G31 -1.95 0.43 10 -4.520 0.001 **
## G21 - G32 0.96 0.43 10 2.217 0.051
## G21 - G33 1.36 0.43 10 3.152 0.010 *
## G21 - G34 -0.29 0.43 10 -0.672 0.517
## G21 - G35 2.43 0.43 10 5.632 0.000 ***
## G21 - G36 -0.64 0.43 10 -1.483 0.169
## G21 - G37 -0.44 0.37 10 -1.178 0.266
## G21 - G38 -0.47 0.37 10 -1.258 0.237
## G21 - G39 -0.56 0.37 10 -1.499 0.165
## G21 - G40 -0.29 0.43 10 -0.680 0.512
## G21 - G41 0.24 0.43 10 0.549 0.595
## G21 - G42 -0.00 0.43 10 -0.008 0.994
## G21 - G43 0.02 0.37 10 0.054 0.958
## G21 - G44 0.29 0.43 10 0.672 0.517
## G21 - G45 1.13 0.43 10 2.611 0.026 *
## G21 - G46 1.08 0.43 10 2.503 0.031 *
## G21 - G47 -0.56 0.43 10 -1.306 0.221
## G21 - G48 0.68 0.43 10 1.568 0.148
## G21 - G49 1.42 0.43 10 3.291 0.008 **
## G21 - G50 1.33 0.43 10 3.083 0.012 *
## G22 - G23 -0.94 0.37 10 -2.516 0.031 *
## G22 - G24 0.18 0.43 10 0.425 0.680
## G22 - G25 -0.44 0.43 10 -1.012 0.335
## G22 - G26 -0.32 0.43 10 -0.734 0.480
## G22 - G27 -0.60 0.43 10 -1.391 0.194
## G22 - G28 -0.15 0.43 10 -0.348 0.735
## G22 - G29 -0.54 0.43 10 -1.244 0.242
## G22 - G30 -1.57 0.43 10 -3.631 0.005 **
## G22 - G31 -2.14 0.43 10 -4.952 0.001 ***
## G22 - G32 0.77 0.37 10 2.061 0.066
## G22 - G33 1.17 0.43 10 2.720 0.022 *
## G22 - G34 -0.48 0.43 10 -1.105 0.295
## G22 - G35 2.24 0.43 10 5.200 0.000 ***
## G22 - G36 -0.83 0.43 10 -1.916 0.084
## G22 - G37 -0.63 0.43 10 -1.452 0.177
## G22 - G38 -0.66 0.43 10 -1.522 0.159
## G22 - G39 -0.75 0.43 10 -1.731 0.114
## G22 - G40 -0.48 0.37 10 -1.285 0.228
## G22 - G41 0.05 0.43 10 0.116 0.910
## G22 - G42 -0.19 0.43 10 -0.440 0.669
## G22 - G43 -0.17 0.43 10 -0.386 0.707
## G22 - G44 0.10 0.43 10 0.240 0.816
## G22 - G45 0.94 0.43 10 2.179 0.054
## G22 - G46 0.89 0.43 10 2.071 0.065
## G22 - G47 -0.75 0.37 10 -2.007 0.073
## G22 - G48 0.49 0.37 10 1.311 0.219
## G22 - G49 1.23 0.43 10 2.859 0.017 *
## G22 - G50 1.14 0.43 10 2.650 0.024 *
## G23 - G24 1.12 0.43 10 2.604 0.026 *
## G23 - G25 0.50 0.43 10 1.167 0.270
## G23 - G26 0.62 0.43 10 1.445 0.179
## G23 - G27 0.34 0.43 10 0.788 0.449
## G23 - G28 0.79 0.43 10 1.831 0.097
## G23 - G29 0.40 0.43 10 0.935 0.372
## G23 - G30 -0.63 0.43 10 -1.452 0.177
## G23 - G31 -1.20 0.43 10 -2.774 0.020 *
## G23 - G32 1.71 0.37 10 4.577 0.001 **
## G23 - G33 2.11 0.43 10 4.898 0.001 ***
## G23 - G34 0.46 0.43 10 1.074 0.308
## G23 - G35 3.18 0.43 10 7.378 0.000 ***
## G23 - G36 0.11 0.43 10 0.263 0.798
## G23 - G37 0.31 0.43 10 0.726 0.484
## G23 - G38 0.28 0.43 10 0.657 0.526
## G23 - G39 0.19 0.43 10 0.448 0.664
## G23 - G40 0.46 0.37 10 1.231 0.246
## G23 - G41 0.99 0.43 10 2.295 0.045 *
## G23 - G42 0.75 0.43 10 1.738 0.113
## G23 - G43 0.77 0.43 10 1.792 0.103
## G23 - G44 1.04 0.43 10 2.418 0.036 *
## G23 - G45 1.88 0.43 10 4.357 0.001 **
## G23 - G46 1.83 0.43 10 4.249 0.002 **
## G23 - G47 0.19 0.37 10 0.509 0.622
## G23 - G48 1.43 0.37 10 3.827 0.003 **
## G23 - G49 2.17 0.43 10 5.037 0.001 ***
## G23 - G50 2.08 0.43 10 4.829 0.001 ***
## G24 - G25 -0.62 0.43 10 -1.437 0.181
## G24 - G26 -0.50 0.43 10 -1.159 0.273
## G24 - G27 -0.78 0.43 10 -1.816 0.099
## G24 - G28 -0.33 0.43 10 -0.773 0.458
## G24 - G29 -0.72 0.43 10 -1.669 0.126
## G24 - G30 -1.75 0.43 10 -4.056 0.002 **
## G24 - G31 -2.32 0.43 10 -5.377 0.000 ***
## G24 - G32 0.59 0.43 10 1.360 0.204
## G24 - G33 0.99 0.43 10 2.295 0.045 *
## G24 - G34 -0.66 0.37 10 -1.766 0.108
## G24 - G35 2.06 0.37 10 5.513 0.000 ***
## G24 - G36 -1.01 0.43 10 -2.341 0.041 *
## G24 - G37 -0.81 0.43 10 -1.877 0.090
## G24 - G38 -0.84 0.43 10 -1.947 0.080
## G24 - G39 -0.93 0.43 10 -2.156 0.057
## G24 - G40 -0.66 0.43 10 -1.537 0.155
## G24 - G41 -0.13 0.43 10 -0.309 0.764
## G24 - G42 -0.37 0.43 10 -0.865 0.407
## G24 - G43 -0.35 0.43 10 -0.811 0.436
## G24 - G44 -0.08 0.43 10 -0.185 0.857
## G24 - G45 0.76 0.43 10 1.754 0.110
## G24 - G46 0.71 0.43 10 1.646 0.131
## G24 - G47 -0.93 0.43 10 -2.163 0.056
## G24 - G48 0.31 0.43 10 0.711 0.493
## G24 - G49 1.05 0.37 10 2.810 0.018 *
## G24 - G50 0.96 0.37 10 2.569 0.028 *
## G25 - G26 0.12 0.37 10 0.321 0.755
## G25 - G27 -0.16 0.43 10 -0.379 0.713
## G25 - G28 0.29 0.43 10 0.664 0.521
## G25 - G29 -0.10 0.43 10 -0.232 0.821
## G25 - G30 -1.13 0.43 10 -2.619 0.026 *
## G25 - G31 -1.70 0.43 10 -3.940 0.003 **
## G25 - G32 1.21 0.43 10 2.797 0.019 *
## G25 - G33 1.61 0.37 10 4.309 0.002 **
## G25 - G34 -0.04 0.43 10 -0.093 0.928
## G25 - G35 2.68 0.43 10 6.212 0.000 ***
## G25 - G36 -0.39 0.43 10 -0.904 0.387
## G25 - G37 -0.19 0.43 10 -0.440 0.669
## G25 - G38 -0.22 0.43 10 -0.510 0.621
## G25 - G39 -0.31 0.43 10 -0.719 0.489
## G25 - G40 -0.04 0.43 10 -0.100 0.922
## G25 - G41 0.49 0.43 10 1.128 0.286
## G25 - G42 0.25 0.43 10 0.572 0.580
## G25 - G43 0.27 0.43 10 0.626 0.545
## G25 - G44 0.54 0.43 10 1.252 0.239
## G25 - G45 1.38 0.43 10 3.191 0.010 **
## G25 - G46 1.33 0.37 10 3.560 0.005 **
## G25 - G47 -0.31 0.43 10 -0.726 0.484
## G25 - G48 0.93 0.43 10 2.148 0.057
## G25 - G49 1.67 0.43 10 3.871 0.003 **
## G25 - G50 1.58 0.43 10 3.662 0.004 **
## G26 - G27 -0.28 0.43 10 -0.657 0.526
## G26 - G28 0.17 0.43 10 0.386 0.707
## G26 - G29 -0.22 0.43 10 -0.510 0.621
## G26 - G30 -1.25 0.43 10 -2.897 0.016 *
## G26 - G31 -1.82 0.43 10 -4.218 0.002 **
## G26 - G32 1.09 0.43 10 2.519 0.030 *
## G26 - G33 1.49 0.37 10 3.988 0.003 **
## G26 - G34 -0.16 0.43 10 -0.371 0.718
## G26 - G35 2.56 0.43 10 5.933 0.000 ***
## G26 - G36 -0.51 0.43 10 -1.182 0.265
## G26 - G37 -0.31 0.43 10 -0.719 0.489
## G26 - G38 -0.34 0.43 10 -0.788 0.449
## G26 - G39 -0.43 0.43 10 -0.997 0.342
## G26 - G40 -0.16 0.43 10 -0.379 0.713
## G26 - G41 0.37 0.43 10 0.850 0.415
## G26 - G42 0.13 0.43 10 0.294 0.775
## G26 - G43 0.15 0.43 10 0.348 0.735
## G26 - G44 0.42 0.43 10 0.973 0.353
## G26 - G45 1.26 0.43 10 2.913 0.015 *
## G26 - G46 1.21 0.37 10 3.238 0.009 **
## G26 - G47 -0.43 0.43 10 -1.004 0.339
## G26 - G48 0.81 0.43 10 1.870 0.091
## G26 - G49 1.55 0.43 10 3.593 0.005 **
## G26 - G50 1.46 0.43 10 3.384 0.007 **
## G27 - G28 0.45 0.37 10 1.204 0.256
## G27 - G29 0.06 0.43 10 0.147 0.886
## G27 - G30 -0.97 0.43 10 -2.241 0.049 *
## G27 - G31 -1.54 0.43 10 -3.562 0.005 **
## G27 - G32 1.37 0.43 10 3.175 0.010 **
## G27 - G33 1.77 0.43 10 4.110 0.002 **
## G27 - G34 0.12 0.43 10 0.286 0.781
## G27 - G35 2.84 0.43 10 6.590 0.000 ***
## G27 - G36 -0.23 0.43 10 -0.525 0.611
## G27 - G37 -0.03 0.43 10 -0.062 0.952
## G27 - G38 -0.06 0.43 10 -0.131 0.898
## G27 - G39 -0.15 0.43 10 -0.340 0.741
## G27 - G40 0.12 0.43 10 0.278 0.787
## G27 - G41 0.65 0.37 10 1.740 0.113
## G27 - G42 0.41 0.37 10 1.097 0.298
## G27 - G43 0.43 0.43 10 1.004 0.339
## G27 - G44 0.70 0.43 10 1.630 0.134
## G27 - G45 1.54 0.37 10 4.122 0.002 **
## G27 - G46 1.49 0.43 10 3.461 0.006 **
## G27 - G47 -0.15 0.43 10 -0.348 0.735
## G27 - G48 1.09 0.43 10 2.526 0.030 *
## G27 - G49 1.83 0.43 10 4.249 0.002 **
## G27 - G50 1.74 0.43 10 4.041 0.002 **
## G28 - G29 -0.39 0.43 10 -0.896 0.391
## G28 - G30 -1.42 0.43 10 -3.284 0.008 **
## G28 - G31 -1.99 0.43 10 -4.605 0.001 ***
## G28 - G32 0.92 0.43 10 2.132 0.059
## G28 - G33 1.32 0.43 10 3.067 0.012 *
## G28 - G34 -0.33 0.43 10 -0.757 0.466
## G28 - G35 2.39 0.43 10 5.547 0.000 ***
## G28 - G36 -0.68 0.43 10 -1.568 0.148
## G28 - G37 -0.48 0.43 10 -1.105 0.295
## G28 - G38 -0.51 0.43 10 -1.174 0.267
## G28 - G39 -0.60 0.43 10 -1.383 0.197
## G28 - G40 -0.33 0.43 10 -0.765 0.462
## G28 - G41 0.20 0.37 10 0.535 0.604
## G28 - G42 -0.04 0.37 10 -0.107 0.917
## G28 - G43 -0.02 0.43 10 -0.039 0.970
## G28 - G44 0.25 0.43 10 0.587 0.570
## G28 - G45 1.09 0.37 10 2.917 0.015 *
## G28 - G46 1.04 0.43 10 2.418 0.036 *
## G28 - G47 -0.60 0.43 10 -1.391 0.194
## G28 - G48 0.64 0.43 10 1.483 0.169
## G28 - G49 1.38 0.43 10 3.206 0.009 **
## G28 - G50 1.29 0.43 10 2.998 0.013 *
## G29 - G30 -1.03 0.43 10 -2.387 0.038 *
## G29 - G31 -1.60 0.43 10 -3.708 0.004 **
## G29 - G32 1.31 0.43 10 3.029 0.013 *
## G29 - G33 1.71 0.43 10 3.963 0.003 **
## G29 - G34 0.06 0.43 10 0.139 0.892
## G29 - G35 2.78 0.43 10 6.443 0.000 ***
## G29 - G36 -0.29 0.43 10 -0.672 0.517
## G29 - G37 -0.09 0.37 10 -0.241 0.815
## G29 - G38 -0.12 0.37 10 -0.321 0.755
## G29 - G39 -0.21 0.37 10 -0.562 0.586
## G29 - G40 0.06 0.43 10 0.131 0.898
## G29 - G41 0.59 0.43 10 1.360 0.204
## G29 - G42 0.35 0.43 10 0.803 0.440
## G29 - G43 0.37 0.37 10 0.990 0.345
## G29 - G44 0.64 0.43 10 1.483 0.169
## G29 - G45 1.48 0.43 10 3.423 0.007 **
## G29 - G46 1.43 0.43 10 3.314 0.008 **
## G29 - G47 -0.21 0.43 10 -0.494 0.632
## G29 - G48 1.03 0.43 10 2.380 0.039 *
## G29 - G49 1.77 0.43 10 4.102 0.002 **
## G29 - G50 1.68 0.43 10 3.894 0.003 **
## G30 - G31 -0.57 0.37 10 -1.526 0.158
## G30 - G32 2.34 0.43 10 5.416 0.000 ***
## G30 - G33 2.74 0.43 10 6.351 0.000 ***
## G30 - G34 1.09 0.43 10 2.526 0.030 *
## G30 - G35 3.81 0.43 10 8.831 0.000 ***
## G30 - G36 0.74 0.37 10 1.980 0.076
## G30 - G37 0.94 0.43 10 2.179 0.054
## G30 - G38 0.91 0.43 10 2.109 0.061
## G30 - G39 0.82 0.43 10 1.901 0.087
## G30 - G40 1.09 0.43 10 2.519 0.030 *
## G30 - G41 1.62 0.43 10 3.747 0.004 **
## G30 - G42 1.38 0.43 10 3.191 0.010 **
## G30 - G43 1.40 0.43 10 3.245 0.009 **
## G30 - G44 1.67 0.37 10 4.469 0.001 **
## G30 - G45 2.51 0.43 10 5.810 0.000 ***
## G30 - G46 2.46 0.43 10 5.702 0.000 ***
## G30 - G47 0.82 0.43 10 1.893 0.088
## G30 - G48 2.06 0.43 10 4.767 0.001 ***
## G30 - G49 2.80 0.43 10 6.490 0.000 ***
## G30 - G50 2.71 0.43 10 6.281 0.000 ***
## G31 - G32 2.91 0.43 10 6.737 0.000 ***
## G31 - G33 3.31 0.43 10 7.672 0.000 ***
## G31 - G34 1.66 0.43 10 3.848 0.003 **
## G31 - G35 4.38 0.43 10 10.152 0.000 ***
## G31 - G36 1.31 0.37 10 3.506 0.006 **
## G31 - G37 1.51 0.43 10 3.500 0.006 **
## G31 - G38 1.48 0.43 10 3.430 0.006 **
## G31 - G39 1.39 0.43 10 3.222 0.009 **
## G31 - G40 1.66 0.43 10 3.840 0.003 **
## G31 - G41 2.19 0.43 10 5.068 0.000 ***
## G31 - G42 1.95 0.43 10 4.512 0.001 **
## G31 - G43 1.97 0.43 10 4.566 0.001 **
## G31 - G44 2.24 0.37 10 5.995 0.000 ***
## G31 - G45 3.08 0.43 10 7.131 0.000 ***
## G31 - G46 3.03 0.43 10 7.023 0.000 ***
## G31 - G47 1.39 0.43 10 3.214 0.009 **
## G31 - G48 2.63 0.43 10 6.088 0.000 ***
## G31 - G49 3.37 0.43 10 7.811 0.000 ***
## G31 - G50 3.28 0.43 10 7.602 0.000 ***
## G32 - G33 0.40 0.43 10 0.935 0.372
## G32 - G34 -1.25 0.43 10 -2.889 0.016 *
## G32 - G35 1.47 0.43 10 3.415 0.007 **
## G32 - G36 -1.60 0.43 10 -3.701 0.004 **
## G32 - G37 -1.40 0.43 10 -3.237 0.009 **
## G32 - G38 -1.43 0.43 10 -3.307 0.008 **
## G32 - G39 -1.52 0.43 10 -3.515 0.006 **
## G32 - G40 -1.25 0.37 10 -3.345 0.007 **
## G32 - G41 -0.72 0.43 10 -1.669 0.126
## G32 - G42 -0.96 0.43 10 -2.225 0.050
## G32 - G43 -0.94 0.43 10 -2.171 0.055
## G32 - G44 -0.67 0.43 10 -1.545 0.153
## G32 - G45 0.17 0.43 10 0.394 0.702
## G32 - G46 0.12 0.43 10 0.286 0.781
## G32 - G47 -1.52 0.37 10 -4.068 0.002 **
## G32 - G48 -0.28 0.37 10 -0.749 0.471
## G32 - G49 0.46 0.43 10 1.074 0.308
## G32 - G50 0.37 0.43 10 0.865 0.407
## G33 - G34 -1.65 0.43 10 -3.824 0.003 **
## G33 - G35 1.07 0.43 10 2.480 0.033 *
## G33 - G36 -2.00 0.43 10 -4.636 0.001 ***
## G33 - G37 -1.80 0.43 10 -4.172 0.002 **
## G33 - G38 -1.83 0.43 10 -4.242 0.002 **
## G33 - G39 -1.92 0.43 10 -4.450 0.001 **
## G33 - G40 -1.65 0.43 10 -3.832 0.003 **
## G33 - G41 -1.12 0.43 10 -2.604 0.026 *
## G33 - G42 -1.36 0.43 10 -3.160 0.010 *
## G33 - G43 -1.34 0.43 10 -3.106 0.011 *
## G33 - G44 -1.07 0.43 10 -2.480 0.033 *
## G33 - G45 -0.23 0.43 10 -0.541 0.600
## G33 - G46 -0.28 0.37 10 -0.749 0.471
## G33 - G47 -1.92 0.43 10 -4.458 0.001 **
## G33 - G48 -0.68 0.43 10 -1.584 0.144
## G33 - G49 0.06 0.43 10 0.139 0.892
## G33 - G50 -0.03 0.43 10 -0.070 0.946
## G34 - G35 2.72 0.37 10 7.280 0.000 ***
## G34 - G36 -0.35 0.43 10 -0.811 0.436
## G34 - G37 -0.15 0.43 10 -0.348 0.735
## G34 - G38 -0.18 0.43 10 -0.417 0.685
## G34 - G39 -0.27 0.43 10 -0.626 0.545
## G34 - G40 -0.00 0.43 10 -0.008 0.994
## G34 - G41 0.53 0.43 10 1.221 0.250
## G34 - G42 0.29 0.43 10 0.664 0.521
## G34 - G43 0.31 0.43 10 0.719 0.489
## G34 - G44 0.58 0.43 10 1.344 0.209
## G34 - G45 1.42 0.43 10 3.284 0.008 **
## G34 - G46 1.37 0.43 10 3.175 0.010 **
## G34 - G47 -0.27 0.43 10 -0.634 0.541
## G34 - G48 0.97 0.43 10 2.241 0.049 *
## G34 - G49 1.71 0.37 10 4.577 0.001 **
## G34 - G50 1.62 0.37 10 4.336 0.001 **
## G35 - G36 -3.07 0.43 10 -7.116 0.000 ***
## G35 - G37 -2.87 0.43 10 -6.652 0.000 ***
## G35 - G38 -2.90 0.43 10 -6.722 0.000 ***
## G35 - G39 -2.99 0.43 10 -6.930 0.000 ***
## G35 - G40 -2.72 0.43 10 -6.312 0.000 ***
## G35 - G41 -2.19 0.43 10 -5.084 0.000 ***
## G35 - G42 -2.43 0.43 10 -5.640 0.000 ***
## G35 - G43 -2.41 0.43 10 -5.586 0.000 ***
## G35 - G44 -2.14 0.43 10 -4.960 0.001 ***
## G35 - G45 -1.30 0.43 10 -3.021 0.013 *
## G35 - G46 -1.35 0.43 10 -3.129 0.011 *
## G35 - G47 -2.99 0.43 10 -6.938 0.000 ***
## G35 - G48 -1.75 0.43 10 -4.064 0.002 **
## G35 - G49 -1.01 0.37 10 -2.703 0.022 *
## G35 - G50 -1.10 0.37 10 -2.944 0.015 *
## G36 - G37 0.20 0.43 10 0.464 0.653
## G36 - G38 0.17 0.43 10 0.394 0.702
## G36 - G39 0.08 0.43 10 0.185 0.857
## G36 - G40 0.35 0.43 10 0.803 0.440
## G36 - G41 0.88 0.43 10 2.032 0.070
## G36 - G42 0.64 0.43 10 1.476 0.171
## G36 - G43 0.66 0.43 10 1.530 0.157
## G36 - G44 0.93 0.37 10 2.489 0.032 *
## G36 - G45 1.77 0.43 10 4.095 0.002 **
## G36 - G46 1.72 0.43 10 3.987 0.003 **
## G36 - G47 0.08 0.43 10 0.178 0.863
## G36 - G48 1.32 0.43 10 3.052 0.012 *
## G36 - G49 2.06 0.43 10 4.775 0.001 ***
## G36 - G50 1.97 0.43 10 4.566 0.001 **
## G37 - G38 -0.03 0.37 10 -0.080 0.938
## G37 - G39 -0.12 0.37 10 -0.321 0.755
## G37 - G40 0.15 0.43 10 0.340 0.741
## G37 - G41 0.68 0.43 10 1.568 0.148
## G37 - G42 0.44 0.43 10 1.012 0.335
## G37 - G43 0.46 0.37 10 1.231 0.246
## G37 - G44 0.73 0.43 10 1.692 0.122
## G37 - G45 1.57 0.43 10 3.631 0.005 **
## G37 - G46 1.52 0.43 10 3.523 0.006 **
## G37 - G47 -0.12 0.43 10 -0.286 0.781
## G37 - G48 1.12 0.43 10 2.588 0.027 *
## G37 - G49 1.86 0.43 10 4.311 0.002 **
## G37 - G50 1.77 0.43 10 4.102 0.002 **
## G38 - G39 -0.09 0.37 10 -0.241 0.815
## G38 - G40 0.18 0.43 10 0.409 0.691
## G38 - G41 0.71 0.43 10 1.638 0.132
## G38 - G42 0.47 0.43 10 1.082 0.305
## G38 - G43 0.49 0.37 10 1.311 0.219
## G38 - G44 0.76 0.43 10 1.762 0.109
## G38 - G45 1.60 0.43 10 3.701 0.004 **
## G38 - G46 1.55 0.43 10 3.593 0.005 **
## G38 - G47 -0.09 0.43 10 -0.216 0.833
## G38 - G48 1.15 0.43 10 2.658 0.024 *
## G38 - G49 1.89 0.43 10 4.381 0.001 **
## G38 - G50 1.80 0.43 10 4.172 0.002 **
## G39 - G40 0.27 0.43 10 0.618 0.550
## G39 - G41 0.80 0.43 10 1.846 0.095
## G39 - G42 0.56 0.43 10 1.290 0.226
## G39 - G43 0.58 0.37 10 1.552 0.152
## G39 - G44 0.85 0.43 10 1.970 0.077
## G39 - G45 1.69 0.43 10 3.909 0.003 **
## G39 - G46 1.64 0.43 10 3.801 0.003 **
## G39 - G47 -0.00 0.43 10 -0.008 0.994
## G39 - G48 1.24 0.43 10 2.866 0.017 *
## G39 - G49 1.98 0.43 10 4.589 0.001 ***
## G39 - G50 1.89 0.43 10 4.381 0.001 **
## G40 - G41 0.53 0.43 10 1.228 0.247
## G40 - G42 0.29 0.43 10 0.672 0.517
## G40 - G43 0.31 0.43 10 0.726 0.484
## G40 - G44 0.58 0.43 10 1.352 0.206
## G40 - G45 1.42 0.43 10 3.291 0.008 **
## G40 - G46 1.37 0.43 10 3.183 0.010 **
## G40 - G47 -0.27 0.37 10 -0.723 0.486
## G40 - G48 0.97 0.37 10 2.596 0.027 *
## G40 - G49 1.71 0.43 10 3.971 0.003 **
## G40 - G50 1.62 0.43 10 3.763 0.004 **
## G41 - G42 -0.24 0.37 10 -0.642 0.535
## G41 - G43 -0.22 0.43 10 -0.502 0.626
## G41 - G44 0.05 0.43 10 0.124 0.904
## G41 - G45 0.89 0.37 10 2.382 0.038 *
## G41 - G46 0.84 0.43 10 1.955 0.079
## G41 - G47 -0.80 0.43 10 -1.854 0.093
## G41 - G48 0.44 0.43 10 1.020 0.332
## G41 - G49 1.18 0.43 10 2.743 0.021 *
## G41 - G50 1.09 0.43 10 2.534 0.030 *
## G42 - G43 0.02 0.43 10 0.054 0.958
## G42 - G44 0.29 0.43 10 0.680 0.512
## G42 - G45 1.13 0.37 10 3.024 0.013 *
## G42 - G46 1.08 0.43 10 2.511 0.031 *
## G42 - G47 -0.56 0.43 10 -1.298 0.223
## G42 - G48 0.68 0.43 10 1.576 0.146
## G42 - G49 1.42 0.43 10 3.299 0.008 **
## G42 - G50 1.33 0.43 10 3.090 0.011 *
## G43 - G44 0.27 0.43 10 0.626 0.545
## G43 - G45 1.11 0.43 10 2.565 0.028 *
## G43 - G46 1.06 0.43 10 2.457 0.034 *
## G43 - G47 -0.58 0.43 10 -1.352 0.206
## G43 - G48 0.66 0.43 10 1.522 0.159
## G43 - G49 1.40 0.43 10 3.245 0.009 **
## G43 - G50 1.31 0.43 10 3.036 0.013 *
## G44 - G45 0.84 0.43 10 1.939 0.081
## G44 - G46 0.79 0.43 10 1.831 0.097
## G44 - G47 -0.85 0.43 10 -1.978 0.076
## G44 - G48 0.39 0.43 10 0.896 0.391
## G44 - G49 1.13 0.43 10 2.619 0.026 *
## G44 - G50 1.04 0.43 10 2.410 0.037 *
## G45 - G46 -0.05 0.43 10 -0.108 0.916
## G45 - G47 -1.69 0.43 10 -3.917 0.003 **
## G45 - G48 -0.45 0.43 10 -1.043 0.322
## G45 - G49 0.29 0.43 10 0.680 0.512
## G45 - G50 0.20 0.43 10 0.471 0.648
## G46 - G47 -1.64 0.43 10 -3.809 0.003 **
## G46 - G48 -0.40 0.43 10 -0.935 0.372
## G46 - G49 0.34 0.43 10 0.788 0.449
## G46 - G50 0.25 0.43 10 0.579 0.575
## G47 - G48 1.24 0.37 10 3.319 0.008 **
## G47 - G49 1.98 0.43 10 4.597 0.001 ***
## G47 - G50 1.89 0.43 10 4.388 0.001 **
## G48 - G49 0.74 0.43 10 1.723 0.116
## G48 - G50 0.65 0.43 10 1.514 0.161
## G49 - G50 -0.09 0.37 10 -0.241 0.815
##
## Treatment Groups
## ================
##
## Method : lsd
##
## Treatment Adjusted Means SE df lower.CL upper.CL Group
## G35 7.97 0.30 10 7.30 8.63 1
## G17 8.59 0.30 10 7.92 9.25 12
## G09 8.86 0.30 10 8.20 9.53 123
## G49 8.98 0.30 10 8.31 9.64 23
## G33 9.04 0.30 10 8.37 9.70 234
## G50 9.07 0.30 10 8.40 9.73 23
## G08 9.09 0.30 10 8.43 9.76 2345
## G45 9.27 0.30 10 8.61 9.94 23456
## G46 9.32 0.30 10 8.65 9.98 234567
## G32 9.44 0.30 10 8.78 10.11 2345678
## G02 9.54 0.30 10 8.87 10.20 23456789
## G07 9.58 0.30 10 8.91 10.24 34567890A
## G15 9.65 0.30 10 8.99 10.32 34567890 B
## G06 9.71 0.30 10 9.04 10.37 34567890ABC
## G48 9.72 0.30 10 9.06 10.39 34567890ABCD
## G89 9.89 0.11 10 9.65 10.13 67890A
## G04 9.99 0.30 10 9.32 10.65 4567890ABCDEF
## G24 10.03 0.30 10 9.36 10.69 567890ABCDEFG
## G90 10.06 0.11 10 9.82 10.30 890ABCDE
## G44 10.11 0.30 10 9.44 10.77 67890ABCDEFG
## G10 10.16 0.30 10 9.49 10.82 67890ABCDEFGH
## G16 10.16 0.30 10 9.50 10.83 67890ABCDEFGH
## G41 10.16 0.30 10 9.50 10.83 7890ABCDEFGH
## G91 10.17 0.11 10 9.93 10.41 90ABCDEF
## G22 10.21 0.30 10 9.55 10.88 67890ABCDEFGH
## G19 10.22 0.30 10 9.55 10.88 67890ABCDEFGHI
## G18 10.23 0.30 10 9.57 10.90 7890ABCDEFGHI
## G28 10.36 0.30 10 9.70 11.03 890ABCDEFGHI
## G43 10.38 0.30 10 9.71 11.04 890ABCDEFGHI
## G21 10.40 0.30 10 9.73 11.06 890ABCDEFGHI
## G42 10.40 0.30 10 9.74 11.07 890ABCDEFGHI
## G26 10.53 0.30 10 9.86 11.19 0ABCDEFGHI
## G01 10.53 0.30 10 9.87 11.20 A CDEFGHI
## G20 10.54 0.30 10 9.87 11.20 0ABCDEFGHI
## G13 10.61 0.30 10 9.94 11.27 BCDEFGHI
## G12 10.64 0.30 10 9.97 11.30 DEFGHI
## G25 10.65 0.30 10 9.98 11.31 CDEFGHI
## G34 10.69 0.30 10 10.02 11.35 EFGHI
## G40 10.69 0.30 10 10.03 11.36 EFGHI
## G03 10.72 0.30 10 10.05 11.38 EFGHI
## G29 10.75 0.30 10 10.08 11.41 EFGHI
## G14 10.81 0.30 10 10.15 11.48 FGHIJ
## G27 10.81 0.30 10 10.15 11.48 FGHIJ
## G05 10.82 0.30 10 10.15 11.48 FGHI
## G37 10.84 0.30 10 10.17 11.50 FGHIJK
## G38 10.87 0.30 10 10.20 11.53 FGHIJK
## G39 10.96 0.30 10 10.29 11.62 GHIJK
## G47 10.96 0.30 10 10.30 11.63 GHIJK
## G36 11.04 0.30 10 10.37 11.70 HIJK
## G23 11.15 0.30 10 10.49 11.82 IJK
## G11 11.75 0.30 10 11.08 12.41 JKL
## G30 11.78 0.30 10 11.11 12.44 KL
## G31 12.35 0.30 10 11.68 13.01 LAnalisis Data Efek Campuran
Berbeda dengan analisis data sebelumnya, pada penggunaan efek campuran pada augmented block ini setiap block dan chek dianggap sebagai faktor yang mengendalikan sumber keragaman dalam lingkungan. Dengan demikian, blok dan varietas cek dianggap sebagai efek acak, sedangkan kandidat atau galur ditetapkan sebagai efek tetap.
DF <- kling.augmented
input <- within(DF, {
line <- ifelse(gen %in% c("G89", "G90", "G91"), NA, DF$gen)
new <- ifelse(gen %in% c("G89", "G90", "G91"), 0, 1)
})
input <- within(input, {
entryc <- ifelse(input$new > 0, 999, DF$gen)
})
str(input)## 'data.frame': 68 obs. of 10 variables:
## $ plot : int 101 102 103 104 105 106 107 108 109 110 ...
## $ gen : Factor w/ 53 levels "G01","G02","G03",..: 8 45 52 9 27 28 51 42 18 14 ...
## $ name : Factor w/ 53 levels "100","101","102",..: 26 15 51 27 45 47 52 12 36 32 ...
## $ block : Factor w/ 6 levels "B1","B2","B3",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ tsw : num 9.25 9.43 10.3 9.02 10.97 ...
## $ row : int 1 1 1 1 1 1 1 1 1 1 ...
## $ col : int 1 2 3 4 5 6 7 8 9 10 ...
## $ new : num 1 1 0 1 1 1 0 1 1 1 ...
## $ line : int 8 45 NA 9 27 28 NA 42 18 14 ...
## $ entryc: num 999 999 52 999 999 999 51 999 999 999 ...head(input)## plot gen name block tsw row col new line entryc
## 1 101 G08 31 B1 9.25 1 1 1 8 999
## 2 102 G45 126 B1 9.43 1 2 1 45 999
## 3 103 G90 MF183 B1 10.30 1 3 0 NA 52
## 4 104 G09 34 B1 9.02 1 4 1 9 999
## 5 105 G27 89 B1 10.97 1 5 1 27 999
## 6 106 G28 90 B1 10.52 1 6 1 28 999# Transformasi data
input <- transform(input,
line=as.factor(line),
new=as.factor(new),
entryc=as.factor(entryc))
str(input)## 'data.frame': 68 obs. of 10 variables:
## $ plot : int 101 102 103 104 105 106 107 108 109 110 ...
## $ gen : Factor w/ 53 levels "G01","G02","G03",..: 8 45 52 9 27 28 51 42 18 14 ...
## $ name : Factor w/ 53 levels "100","101","102",..: 26 15 51 27 45 47 52 12 36 32 ...
## $ block : Factor w/ 6 levels "B1","B2","B3",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ tsw : num 9.25 9.43 10.3 9.02 10.97 ...
## $ row : int 1 1 1 1 1 1 1 1 1 1 ...
## $ col : int 1 2 3 4 5 6 7 8 9 10 ...
## $ new : Factor w/ 2 levels "0","1": 2 2 1 2 2 2 1 2 2 2 ...
## $ line : Factor w/ 50 levels "1","2","3","4",..: 8 45 NA 9 27 28 NA 42 18 14 ...
## $ entryc: Factor w/ 4 levels "51","52","53",..: 4 4 2 4 4 4 1 4 4 4 ...library(lme4)## Loading required package: Matrixfit2 <- lmer(tsw ~ entryc + (1|block) + (1|gen:new),
REML = TRUE, input)
summary(fit2)## Linear mixed model fit by REML ['lmerMod']
## Formula: tsw ~ entryc + (1 | block) + (1 | gen:new)
## Data: input
##
## REML criterion at convergence: 139.3
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -1.66297 -0.48505 0.09597 0.48809 1.31627
##
## Random effects:
## Groups Name Variance Std.Dev.
## gen:new (Intercept) 0.36591 0.6049
## block (Intercept) 0.01419 0.1191
## Residual 0.17474 0.4180
## Number of obs: 68, groups: gen:new, 53; block, 6
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) 10.08161 0.27769 36.305
## entryc1 -0.19161 0.52179 -0.367
## entryc2 -0.01995 0.52179 -0.038
## entryc3 0.08839 0.52179 0.169
##
## Correlation of Fixed Effects:
## (Intr) entry1 entry2
## entryc1 0.166
## entryc2 0.166 -0.451
## entryc3 0.166 -0.451 -0.451ranef(fit2)## $`gen:new`
## (Intercept)
## G01:1 2.990654e-01
## G02:1 -2.461050e-01
## G03:1 -8.680985e-02
## G04:1 5.845315e-02
## G05:1 -1.913027e-02
## G06:1 -4.198962e-01
## G07:1 -8.583571e-01
## G08:1 -6.589976e-01
## G09:1 -8.146607e-01
## G10:1 -1.153380e-01
## G11:1 6.102899e-01
## G12:1 2.095240e-01
## G13:1 -1.612574e-01
## G14:1 5.050912e-01
## G15:1 -2.965149e-01
## G16:1 4.865097e-02
## G17:1 -9.573673e-01
## G18:1 1.125496e-01
## G19:1 2.141162e-01
## G20:1 4.306909e-01
## G21:1 4.709297e-02
## G22:1 8.249076e-02
## G23:1 7.186789e-01
## G24:1 8.552499e-02
## G25:1 4.368321e-01
## G26:1 3.556166e-01
## G27:1 5.050912e-01
## G28:1 2.005331e-01
## G29:1 2.839715e-01
## G30:1 6.305937e-01
## G31:1 1.016367e+00
## G32:1 -4.386420e-01
## G33:1 -6.528092e-01
## G34:1 5.322102e-01
## G35:1 -1.308674e+00
## G36:1 1.297648e-01
## G37:1 3.448831e-01
## G38:1 3.651870e-01
## G39:1 4.260986e-01
## G40:1 4.073528e-01
## G41:1 6.517394e-02
## G42:1 2.276049e-01
## G43:1 3.355706e-02
## G44:1 -4.996553e-01
## G45:1 -5.371744e-01
## G46:1 -4.633063e-01
## G47:1 5.900876e-01
## G48:1 -2.491392e-01
## G49:1 -6.251106e-01
## G50:1 -5.641990e-01
## G89:0 1.926593e-13
## G90:0 1.216524e-13
## G91:0 8.708619e-14
##
## $block
## (Intercept)
## B1 0.0189201048
## B2 -0.1265161713
## B3 0.0188504063
## B4 0.0733336250
## B5 0.0156356461
## B6 -0.0002236108
##
## with conditional variances for "gen:new" "block"Dengan menyusun model campuran dengan paket lme4
mendapatkan beberapa informasi penting seperti metode REML untuk
estimasi parameter. Pada saat fitting model LMM dengan
mensetting (1|block) menandakan blok diletakkan sebagai
efek acak dalam model sedangkanentryc sebagai efek
tetap.
output model fit2 dengan methode summary()
menunjukkan nilai-nilai ragam dari faktor-faktor acak berturut-turut
sebesar 0.365, 0.014, dan 0.174. Selain itu, hasil parameter efek tetap
ditunjukkan oleh intercept, entryc1, entryc2, dan entryc3.
Parameter-parameter tersebut merupakan nilai yang merepressentasikan
nilai slope dan intersep. Selain itu juga terdapat korelasi-korelasi
antara faktor tetap di setiap kelompok yang menunjukkan korelasi yang
lemah hingga sedang.
Untuk menampilkan koefisien BLUP dari penduga acak dapat ditampilkan
dengan ranef.