# ————————————————————————————
# Tukey HSD 法による多重比較(Rcmdrでの誤りを補正する)
# ————————————————————————————
library(Rcmdr)
## Loading required package: splines
## Loading required package: RcmdrMisc
## Loading required package: car
## Loading required package: sandwich
## Loading required package: effects
## Loading required package: carData
##
## Attaching package: 'carData'
## The following objects are masked from 'package:car':
##
## Guyer, UN, Vocab
## lattice theme set by effectsTheme()
## See ?effectsTheme for details.
## コマンダーの GUI はインタラクティブなセッションでしか起動しません.
# 二要因乱塊法データ「Box3_R.txt」を読み込む
Dataset <- read.table("/Users/minaka/TeachingMaterials/R-statistics/Mac/R/data/Box3_R.txt", header=TRUE, sep="", na.strings="NA", dec=".", strip.white=TRUE)
Dataset <- within(Dataset, {REP <- as.factor(REP)})
# 二要因乱塊法モデルのフィッティング
LinearModel.1 <- lm(DATA ~ REP + N + V +N:V, data=Dataset)
# ↑このモデル「DATA ~ REP + N + V +N:V」を以下のTukeyHSD検定で用いる.
# ———————————————————
# TukeyHSD検定(正しいモデルでの計算)
# ———————————————————
library(mvtnorm, pos=17)
library(survival, pos=17)
library(MASS, pos=17)
library(TH.data, pos=17)
##
## Attaching package: 'TH.data'
## The following object is masked from 'package:MASS':
##
## geyser
library(multcomp, pos=17)
library(abind, pos=22)
#【1】要因「N」について
with(Dataset, numSummary(DATA, groups=N, statistics=c("mean", "sd")))
## mean sd data:n
## N0 3.483333 0.5139808 12
## N1 4.761000 0.3313680 12
## N2 5.071833 0.6897728 12
## N3 5.669667 0.4411381 12
## N4 5.796667 0.2710335 12
local({
.Pairs <- glht(LinearModel.1, linfct = mcp(N = "Tukey"))
print(summary(.Pairs)) # pairwise tests
print(confint(.Pairs)) # confidence intervals
print(cld(.Pairs)) # compact letter display
old.oma <- par(oma=c(0,5,0,0))
plot(confint(.Pairs))
par(old.oma)
})
## Warning in mcp2matrix(model, linfct = linfct): covariate interactions found
## -- default contrast might be inappropriate
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = DATA ~ REP + N + V + N:V, data = Dataset)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## N1 - N0 == 0 1.5995 0.2750 5.816 < 1e-04 ***
## N2 - N0 == 0 1.3355 0.2750 4.856 0.000151 ***
## N3 - N0 == 0 2.5930 0.2750 9.429 < 1e-04 ***
## N4 - N0 == 0 2.6990 0.2750 9.814 < 1e-04 ***
## N2 - N1 == 0 -0.2640 0.2750 -0.960 0.871313
## N3 - N1 == 0 0.9935 0.2750 3.613 0.006746 **
## N4 - N1 == 0 1.0995 0.2750 3.998 0.002215 **
## N3 - N2 == 0 1.2575 0.2750 4.573 0.000386 ***
## N4 - N2 == 0 1.3635 0.2750 4.958 0.000110 ***
## N4 - N3 == 0 0.1060 0.2750 0.385 0.995141
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)
##
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = DATA ~ REP + N + V + N:V, data = Dataset)
##
## Quantile = 2.8503
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## N1 - N0 == 0 1.5995 0.8157 2.3833
## N2 - N0 == 0 1.3355 0.5517 2.1193
## N3 - N0 == 0 2.5930 1.8092 3.3768
## N4 - N0 == 0 2.6990 1.9152 3.4828
## N2 - N1 == 0 -0.2640 -1.0478 0.5198
## N3 - N1 == 0 0.9935 0.2097 1.7773
## N4 - N1 == 0 1.0995 0.3157 1.8833
## N3 - N2 == 0 1.2575 0.4737 2.0413
## N4 - N2 == 0 1.3635 0.5797 2.1473
## N4 - N3 == 0 0.1060 -0.6778 0.8898
##
## N0 N1 N2 N3 N4
## "a" "b" "b" "c" "c"
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t2lfHjx9vneYAAAn8IsAboHxY8QgABBBDIIrB8+XLzB8YzzzyTKfiZJRtPEXC9wHPPPWeCn9rQkSNHZgp+6jH9A1pHE1122WX6VPQPCf3DmoSAVwV4//bqnaPd4Qjol1XWe7SO7M8a/NQy9H1d1wC13tfXrFkjX331VTjFkwcBVwjoaoWTJk0ybdG1bfWziX/wU0+kp6ebL2yLFStm8ul6oMePHzeP+Q8CCGQWIACa2YNnCCCAAAI+Af3ApWt96npZ//3vf41JtWrVmALPq8OzAq+99pppe+HCheWee+4J2I9cuXJJ3759zbkjR46YPzQCZuQgAi4W4P3bxTeHpsVMYNmyZXZZOuItWMqdO7eZPmydJwBqSfDbCwI6YlmnuWvS0Z/lypUL2GwNiuoIZ0068v/77783j/kPAghkFiAAmtmDZwgggAACPoEzZ86Ibphh7ZOnaw19+eWXZjSoBaQ7wZMQ8IKA/iGwa9cu01Rd3zNv3rxBm/23v/1NrNe2jgglIeA1Ad6/vXbHaG80AqVLl5bLL79cdIOjihUrhiyiTJky9nkrmGQf4AECLhaoX7+++fyyePFiefzxx0O29PDhw+a8Bv3PPffckHk5iUCqCrAJUqreefqNAAIIhCFw/fXXy2OPPSZXXnllGLnJgoA7BT7//HO7YdYICftAlgf6R4P+sbxz507ZsGFDlrM8RcA7Arx/e+de0dLIBaxpweFcqRvcWeniiy+2HvIbAU8I6IaMurlRqKS7xK9fv95k0c0dS5QoESo75xBIWQECoCl76+k4AgggEFxApwJr0Ei/eSYh4HUBaxkH7UelSpWy7Y6OJtIAqK4vp791R2ESAl4R4P3bK3eKdjohoO/j/qP569Wr50S11IGAYwK6yWOLFi1EN/3SdPvttztWNxUh4DUBAqBeu2O0FwEEEHBAQKcAE/x0AJoqHBGwpoVpZTqSIrvkP3Vs//79BECzA+O8qwR4/3bV7aAxCRYYPny46Og4TU2bNg3rS7AEN5nqEchWQDe527Jli6xatUqmTZsmv/32m9kMady4cdKjR49srycDAqkqQAA0Ve88/UYAAQQQQCBFBA4dOmT3tECBAvbjYA/88+gfFSQEEEAAAe8J6DT5Z555xjS8SJEiMmHCBO91ghYjEECgffv28vPPP2c6o2uEEvzMRMITBM4SYBOks0g4gAACCCCAAALJJKBTIK2UP39+62HQ3/ny5bPPEQC1KXiAAAIIeEbgnXfekfvuu89u75gxY6RChQr2cx4g4FWBY8eOmY2RdCOwwoUL290YPHiw1KpVy14L1D7BAwQQsAUIgNoUPEAAAQQQQACBZBTIkyeP3a1Tp07Zj4M98M8TTsA0WDkcRwABBBBwXkBHfrZp00as9/JHH31U7r33XucbQo0IxEFAP9McOHDAjADVGS5ff/21NG/e3NSkmzdeffXVBEHj4E6RySHAFPjkuI/0AgEEEAgqMGvWLJk6dWrQ83ri5ZdflvLly4fMw0kEvCpQqFAhu+k6ciK75J+naNGi2WXnPAIIIICASwSGDh0qOhXYSkOGDMn03DrObwS8KpA7d26xPpvoms/VqlWThQsXyh133CHTp0+XgwcPysMPPyzvvvuuV7tIuxGImwAB0LjRUjACCCDgDoGtW7fKggULQjbm6NGjIc9zEgEvC+jab1by3xDJOpb1t38e/2uz5uM5AggggIA7BHS0Z9euXWXixImmQRokevHFF6Vbt27uaCCtQCDOAs8//7zMmzfPbIikn/t1jdAyZcrEuVaKR8BbAkyB99b9orUIIIAAAgggEKFA5cqV7St+/PFH+3GwB1ae9PR0KVmyZLBsHEcAAQQQcIGAfmnVokULO/hZsGBBEwgi+OmCm0MTHBMoUaKEWQPUqlAHQJAQQCCzACNAM3vwDAEEEEg6gV69eknHjh1D9qtcuXIhz3MSAS8LXHTRRXbzs/uD4OTJk/LDDz+Y/LqZAGuA2nQ8QAABBFwnsHfvXrn22mtl7dq1pm064k03QKpbt67r2kqDEIhUQNf41M8t27ZtM2t7lipVKmQR/ueZ3RWSipMpKkAANEVvPN1GAIHUEdB1gqy1glKn1/QUgT8EateuLbqz+/Hjx2X58uV/nAjwaOXKlSafnqpfv36AHBxCAAEEEHCDgK51eP3119vBz5o1a5q1ENnt3Q13hzbEQmD06NEybNgwU9SoUaPkoYceClnsxo0b7fN16tSxH/MAAQT+T4Ap8LwSEEAAAQQQQCCpBXQTpGbNmpk+6g6pq1evDtrfKVOm2OdatmxpP+YBAggggIC7BHr06GG/n1922WWybNkyIfjprntEa3ImoAF+K+mmpqHSihUrzEhRzVO2bFkpXbp0qOycQyAlBQiApuRtp9MIIIAAAgiklkCXLl3sDuu6cDpyKGvSXVStDTR0JJGuKUdCAAEEEHCfwNKlS2XmzJmmYTrtff78+aJrIJIQSCYBnYliLVP1xRdfyLhx4wJ278CBA9KpUyfJyMgw57MbKRqwEA4ikAICTIFPgZtMFxFAAAEEEEh1AR3NqaNA33//fdE/Iho3bizPPvusXHHFFbJv3z6ZO3eu9OvXT3QN0Fy5csmIESMkLS0t1dnoPwIIIOA6gRMnTsj9999vt6tw4cLi/yWXfSLAg6ZNm0rv3r0DnOEQAu4T0M0YZ8yYYT6znD592kyB3759uzzwwANSsWJF2bNnj/z73/+WPn36yM6dO00HdE1cfU5CAIGzBQiAnm3CEQQQQAABBBBIQoHXX39dOnToIIsXL5Y1a9bI3/72N8mTJ48Jevp3VwOjN9xwg/8hHiOAAAIIuERAAz5btmyxW/PNN9+I/oSTmBYcjhJ53CTQsGFDM/Lz73//u/m8op9R9Ec3aTx27Fimpmrwc+rUqXyBm0mFJwj8IcAU+D8seIQAAggggAACSSyg0yPfe+89GTRokD1VUkd8Wkl3fV+wYIHoHxkkBBBAAAF3Cvhv9OLOFtIqBGIr0LNnT7PZlwY4reQf/NRp8rqG+ZIlS1j70wLiNwIBBNJ860T830IRAU5yCAEEEEAAAQQQSFaB7777zmygUaBAAbnwwgulUqVKZvp7svaXfiGAAAIIIICAtwUOHTokmzZtkm+//dasD1qjRg0577zzvN0pWo+AQwIEQB2CphoEEEAAAQQQQAABBBBAAAEEEEAAAQQQcF6AKfDOm1MjAggggAACCCCAAAIIIIAAAggggAACCDgkQADUIWiqQQABBBBAAAEEEEAAAQQQQAABBBBAAAHnBQiAOm9OjQgggAACCCCAAAIIIIAAAggggAACCCDgkAABUIegqQYBBBBAAAEEEEAAAQQQQAABBBBAAAEEnBcgAOq8OTUigAACCCCAAAIIIIAAAggggAACCCCAgEMCBEAdgqYaBBBAAAEEEEAAAQQQQAABBBBAAAEEEHBegACo8+bUiAACCCCAAAIIIIAAAggggAACCCCAAAIOCRAAdQiaahBAAAEEEEAAAQQQQAABBBBAAAEEEEDAeQECoM6bUyMCCCCAAAIIIIAAAggggAACCCCAAAIIOCRAANQhaKpBAAEEEEAAAQQQQAABBBBAAAEEEEAAAecFCIA6b06NCCCAAAIIIIAAAggggAACCCCAAAIIIOCQAAFQh6CpBgEEEEAAAQQQQAABBBBAAAEEEEAAAQScFyAA6rw5NSKAAAIIIIAAAggggAACCCCAAAIIIICAQwIEQB2CphoEEEAAAQQQQAABBBBAAAEEEEAAAQQQcF6AAKjz5tSIAAIIIIAAAggggAACCCCAAAIIIIAAAg4JEAB1CJpqEEAAAQQQQAABBBBAAAEEEEAAAQQQQMB5AQKgzptTIwIIIIAAAggggAACCCCAAAIIIIAAAgg4JEAA1CFoqkEAAQQQQAABBBBAAAEEEEAAAQQQQAAB5wUIgDpvTo0IIIAAAggggAACCCCAAAIIIIAAAggg4JAAAVCHoKkGAQQQQAABBBBAAAEEEEAAAQQQQAABBJwXIADqvDk1IoAAAggggAACCCCAAAIIIIAAAggggIBDAgRAHYKmGgQQQAABBBBAAAEEEEAAAQQQQAABBBBwXoAAqPPm1IgAAggggAACCCCAAAIIIIAAAggggAACDgkQAHUImmoQQAABBBBAAAEEEEAAAQQQQAABBBBAwHkBAqDOm1MjAggggAACCCCAAAIIIIAAAggggAACCDgkQADUIWiqQQABBBBAAAEEEEAAAQQQQAABBBBAAAHnBQiAOm9OjQgggAACCCCAAAIIIIAAAggggAACCCDgkAABUIegqQYBBBBAAAEEEEAAAQQQQAABBBBAAAEEnBcgAOq8OTUigAACCCCAAAIIIIAAAggggAACCCCAgEMCBEAdgqYaBBBAAAEEEEAAAQQQQAABBBBAAAEEEHBegACo8+bUiAACCCCAAAIIIIAAAggggAACCCCAAAIOCRAAdQiaahBAAAEEEEAAAQQQQAABBBBAAAEEEEDAeQECoM6bUyMCCCCAAAIIIIAAAggggAACCCCAAAIIOCRAANQhaKpBAAEEEEAAAQQQQAABBBBAAAEEEEAAAecFCIA6b06NCCCAAAIIIIAAAggggAACCCCAAAIIIOCQAAFQh6CpBgEEEEAAAQQQQAABBBBAAAEEEEAAAQScFyAA6rw5NSKAAAIIIIAAAggggAACCCCAAAIIIICAQwIEQB2CphoEEEAAAQQQQAABBBBAAAEEEEAAAQQQcF6AAKjz5tSIAAIIIIAAAggggAACCCCAAAIIIIAAAg4JEAB1CJpqEEAAAQQQQAABBBBAAAEEEEAAAQQQQMB5AQKgzptTIwIIIIAAAggggAACCCCAAAIIIIAAAgg4JEAA1CFoqkEAAQQQQAABBBBAAAEEEEAAAQQQQAAB5wUIgDpvTo0IIIAAAggggAACCCCAAAIIIIAAAggg4JAAAVCHoKkGAQQQQAABBBBAAAEEEEAAAQQQQAABBJwXIADqvDk1IoAAAggggAACCCCAAAIIIIAAAggggIBDAgRAHYKmGgQQQAABBBBAAAEEEEAAAQQQQAABBBBwXoAAqPPm1IgAAggggAACCCCAAAIIIIAAAggggAACDgkQAHUImmoQQAABBBBAAAEEEEAAAQQQQAABBBBAwHkBAqDOm1MjAggggAACCCCAAAIIIIAAAggggAACCDgkQADUIWiqQQABBBBAAAEEEEAAAQQQQAABBBBAAAHnBQiAOm9OjQgggAACCCCAAAIIIIAAAggggAACCCDgkAABUIegqQYBBBBAAAEEEEAAAQQQQAABBBBAAAEEnBcgAOq8OTUigAACCCCAAAIIOCDQvXt3KV26tPmZNWtWVDXqdVYZEyZMiKqMVL/osssusw0ty3B/Dxo0KCX4Tp8+LTt27Dirr7z+ziLhAAIIIIAAAlEJpEd1FRchgAACCCCAAAIIIOBygUOHDskvv/xiWnns2LGoWqvXWWX89ttvUZWR6hft3bvXNozU4tdff430Es/l/+STT+T++++X++67T3r16pWp/bz+MnHwBAEEEEAAgagFCIBGTceFCCCAAAIIIIAAAgggEIlAjRo1pECBAmFfUrFixbDzejHj/PnzpVWrVl5sOm1GAAEEEEDAUwIEQD11u2gsAggggAACCCCAgJMCjRo1kjfeeMNUWbt2bSerTsq65s6dK1WrVk3KvkXTqQMHDtiXpaWl2Y+tB7z+LAl+I4AAAgggkDMBAqA58+NqBBBAAAEEEEAAgSQWOP/880V/SAgkQoDXXyLUqRMBBBBAIBkF2AQpGe8qfUIAAQQQQAABBBBAAAEEEEAAAQQQQAABI8AIUF4ICCCAAAIIIIAAAggEEfjss89k8uTJ5uytt94qTZo0yZTz4YcfFp3GXL9+fbnnnntEN/yZOXOm/Oc//xG9Nj09XS699FK54oorpEePHpI3b95M12d9cvLkSXnttdfkiy++kDVr1sgPP/xgpozXqVNHrr32WmndunXWSwI+37Rpk7z11luyefNm87Nt2zY577zz5C9/+Yv5ad++veju7IFSv3795MiRI3LVVVdJx44dZeLEiTJlyhTRMnUNz+7du0u7du0k0JTtQOXF8tgHH3xgL0lw7733Sr169YIW/+STT8qPP/5ozr/88suZ8sX6vmnhK1askH/961/y5Zdfyvbt26Vw4cJSpUoVadiwofz973+XIkWK2G348MMPZfbs2fLNN9/Yx/R1s379evO8b9++cuGFF5rXUKjXn32x78Hnn39u3ye970WLFpWLL77Y/HTu3FnKli3rn91+/Omnn8rUqVPN8+HDh8u5554r6rxkyRJTv5ZVrVo18zrW18Nf//pX+1oeIIAAAggg4BmBDBICCCCAAAIIIIAAAkko4AvyZfg+lJufSZMmRdVDvc4q47nnnjurjPLly5vzvsBQxnfffZfhCzDa+a3rrN++gKPJc1Yh/zvgCzBmXHLJJUGv13Juu+22jP379wcrIuPUqVMZI0aMyMiXL1/IcnLnzp3hC7Jl+AKuZ5X1pz/9yVzbpUuXjGefffascnzTsjPOnDlz1nXBDvz5z3+2y/AF04JlC+v4qFGj7LKmTZsW8hpf0NjOmzVjLO/b4cOHM2655Ra7Lut++/8uUaJExrx58+xm6GvJ/3zWxx999JHJm93rTzPt2rUr484778zwBaSDllm8ePEMX5DTrt//gS9oa1/33//+N+OJJ56wn2dtV548eTLGjBnjfzmPEUAAAQQQ8IQAI0B9/6qTEEAAAQQQQAABBBDIiYAvcCRXXnml7Ny504ywvPrqq6VkyZLyySefyMqVK8UXmDSjOjt06GBG1WWta9myZdK8eXP5/fffzSkdZde0aVPxBQ9lw4YN8v7778uWLVtk1qxZZqTf2rVrzQi/rOX4AqSiGw1p8gXd5I477jCjEPPnz29Gky5YsED02tOnT8vo0aPNqD7NEyhpfdbIQD2fK1cu8QU+xRdsS8joz0BtzOmxnN63EydOiN5rHa2rSUd9tmnTxriq1cKFC2Xx4sXiC1qL3ntfYNOMWq1Vq5YZSavG//73v821OuK2Zs2a5nGw0ZrmpN9/9D7edNNN5jWmh3XUpz6vW7euHDp0yIxEXrRokRmlrPdN7/0zzzzjV0LmhwMGDDAjh32BTvP60/boKFodsfrzzz+LjlDu06ePVK9e3ZzPfDXPEEAAAQQQcLGAJ8K0NBIBBBBAAAEEEEAAgQgFnBwB6vu4b0bNPfXUU2eNqvQFLzN8U+HtUXWrVq3K1BMdhembWm6f9wWoMnyBrUx5fIHRjE6dOtl5fEGoTOf1iY6utEYB+qYsBxwpqiM3Bw8ebJfjC5SdVY41AtTqk44U/c43utU3vd+MIvz+++/PuibUAf8RoDqy0RdQy/bHF0gOWGSsR4BafYzmvmkDhwwZYlv6pptn+Ka0n9Vu/1G0vuUQMp33H+H5wgsvZDqnT/zPBxqB7D9a0xc0z/AtdXBWGW+88UaGb/q9aaeO/PVN0c+Ux38EqHr4gp4ZGzduzJTHF+jN8C3/YPe1ZcuWmc7zBAEEEEAAAbcLsAmS7195EgIIIIAAAggggAACORW48cYbRdeW1HU//ZOO5NQ1IK2kozn9k65P6Qs4mUO6rqWuwamjLf2TjuDUtTgbNGhgDvuCZWZtT/8848aNE98fH+aQL1gmvmnP/qfNY1230xe0k0KFCpnnOiLQuuaszL4DzZo1E18Az4xE1RGtugak7kwebWrUqJFUqFAh2x9dN9WpFO19O3bsmD2aUu+Xjs7VNVazJl3P85prrjGHv/rqq7PuW9b84T7/+uuvZejQoSZ7wYIF5d1335VKlSqddbmOSPVNWzfHdcSorkUb7J5rP/R1dtFFF2UqR0eE+gKp9hq2Oqo0WBmZLuQJAggggAACLhHI/MnKJY2iGQgggAACCCCAAAIIeE1Apw8HSzq92Uq6UZJ/evHFF+2nvhF99uNADzSYpkmnIk+fPj1Tlvvvv98EqTRged1112U65/9EA7QXXHCBOaRT83Uad7DUu3fvYKeS5ni09003Cvrtt9+Mg24qpRsFBUv9+/cXvT8apC5QoECwbBEd1/r1daDpwQcflFKlSgW9/u677zbT1jWDLsmgU/8DpcaNGwfd5EgD6lZgVOv1rX0aqAiOIYAAAggg4EqBzF9Pu7KJNAoBBBBAAAEEEEAAAfcL6I7fwZKux2kl/4CjjsjTHdo16ei9MmXKWNkC/vbf9TxrEEuDU1aAKuDFvoO6jqOuOekfhNUgqG/TpICXhOpTwAuyOahrlAYamZr1Mv8d07Oei/XzUH0Mdt+0Dbpuq5V0ZGuodMMNN4j+xDLp7uxWyq5s39R3s8asjhrVpNfqLvNZUygLzRvKI2tZPEcAAQQQQMBNAgRA3XQ3aAsCCCCAAAIIIICAJwU0gBhqBF7evHntfunmOFb64Ycf7BGYuoGSb3dy61S2v7MGQP0v2Ldvn3z66aeiAS/N51ub0myitHv3bv9s5nGwqcwaNAs0pfqsAiI4oFO2q1atGsEV8c0a7X3TVvl2X7cbV7FiRfuxUw+sYKbW51tnNdtq/e+lbr4UKGW3vEGw13GgsjiGAAIIIICAmwQIgLrpbtAWBBBAAAEEEEAAAU8K6O7fur5mpGnr1q32JcePH5effvrJfp7dg2+//fasLNu3b5cnn3xSpkyZIrpGZaCkwTrdIVx/QiUN6Oraj8mcor1varJnzx6bply5cvZjpx5oUFuTLmmQ3chhzecfXNfAe6Dk5MjbQPVzDAEEEEAAgXgJEACNlyzlIoAAAggggAACCCCQjYBuXmMlnd5+5513Wk+z/Z01OKkjSK+++mrxD27pdPNatWpJ7dq1xbdLuWgd+tu3Y7j4dgM3dQQL3GbdiCnbBjmcIdjIVasZOrU/nkk3hbJSdsFkK18sf+t0dA2Yaz+PHDkiGswNlXRUsJWKFi1qPeQ3AggggAACKSFAADQlbjOdRAABBBBAAAEEEHCjQNZ1GHv16hV1M3V9TSv4WbduXXnllVck2G7q/hvY+E/Jj7ryBFxobQAUrOp4ByX918vcsWNHsGaY4xqs1fVedbRmrJLuOL9+/XpT3Pfff28C3aHK1jxWOvfcc62H/EYAAQQQQCAlBNgFPiVuM51EAAEEEEAAAQQQcKOABqKKFStmmqbBrOyCerrr+KJFi8x6nr///rvdpf3795s1P/WATmNevnx50OCnjhjUzZCsFO+RklY9sfjtP+rVv/9Zy9Zzv/zyS9bDMX3uHwANtR6rVrpixQrJnz+/Watz1KhRMWmHBkCtZAVCreeBfq9bt84+7N92+yAPEEAAAQQQSGIBAqBJfHPpGgIIIIAAAggggID7BS6//HLTSA3aPf/88yEbPH78eGnWrJlUq1ZNOnXqZOf94osvxJoS3qBBAznnnHPsc1kfzJ8/30yZto7ryESvJP81KoNt5KN9WbBggb25VLz6pssIWMsH6H05ceJE0Kree+89MwJUR+hWrlzZzqcbTVkp0vug99lKI0aMkFAjeTVA+s4775jsOlX+2muvtS7lNwIIIIAAAikhQAA0JW4znUQAAQQQQAABBBBwq8DIkSPFCoQNGTJENm7cGLCpGvDTDY6s9MADD1gPxX8Tns2bNwcNxunO8FnXGQ22WZJduIse1KlTx26NBh21r1nT2rVrpXPnzlkPx/x59erV5e677zbl6hT4Z555JmAd27Ztk9GjR5tzuuZr06ZN7Xz+a8Du3r3bPh7Og1atWpk1XzWvBjiDjSz99ddfRV8rVoC8ffv2ZjRqOHWQBwEEEEAAgWQRiN0iNMkiQj8QQAABBBBAAAEEkk5gzJgxMmfOnLD6pRsJDRgwIKy8scikmxL17Pn/27t70CizKAzAdy0MATvBn0CM2Aj+FKltlGBhE0SDjWCtNlFUFLQJQlKnSaWCEhBBCXbBFLETLNRCsBLBKoXE2mp3z4UMM+Ouzu5d2WN8BgZmzNxvzvcci/Dm/lyssz/jMJuYWXj79u0SAVcsVY69LJeWlsrNmzfLxkE2U1NT5ciRI52vjzBu165dZW1tre4DeubMmXLhwoVy9OjRepL7mzdvyvPnz8vMzEyJZfTdj0+fPvWcEN79s2yvIwCNg5xevnxZvnz5Uk6dOlXv88SJEyUOgXr27Fm5c+dOiT1OR0ZG6r/9yHuYnZ0tjx8/rjNqb926VWIp/PT0dDl06FB1Xl5eLlevXu3MuF1YWOiZnbtz585OefPz8/V1HFw1OTlZupe4dz7U9yJmDMc+rzF79Pr16yX6fOnSpXroVfxfevHiRbly5UrZODF+7969fxvU9l3aWwIECBAgsKkEBKCbqp1uhgABAgQIECBA4K8EYlZgPAd5fO807UGu8U8/Mzc3VwO9OLgoZmReu3atPrdu3frVbM5Yvry4uNjzFTGD9MGDB3V2Ycz0e/r0aX1u27atzi7dOBAoDuGJcHfHjh01mIuLRJjYPbOy58IJ30ToGMFnhJzv3r2rsxv7ywzPCAC7Z8z2f+a/eL979+4aTsdM0Ahg79+/X5+xV2n/fq6XL18u586d6/na8fHxsmfPnvLx48eeeoeHhwcKQCM8f/ToUTl//nyJIPvhw4f1GX3u39v14MGD5cmTJ8UJ8D0t8IYAAQIEfhEBS+B/kUa7TQIECBAgQIAAgbwCsRQ6lnTHDMbDhw93lsR37ysZe0feu3evxH6SQ0NDX93M8ePHy+rqas/hRxECRvgZQeqxY8fKq1evSiy5P3nyZGd8f5ja+UHSFxMTE/U+YqbuxtYBUWrsxxkzYe/evVtu3LjR2Z/zR99GBNKxBP3s2bMlAud4dIefBw4cqH3dWAbfXU8EnSsrK3XWb/cBTxHsDvo4ffp0efv2bYlZvxvf3x1+jo6O1pm/EXTv379/0Mv6HAECBAgQ2FQCv/35F+LfN9UduRkCBAgQIECAAAECP7lAzAKN/S1jSXWcFL9v3766TH3Llu/PX4hf72NG4fv378vnz5/rgUkRfMWswM32iIOjXr9+XdbX10scCrR9+/b/9RbDPvb8jEA0DmyKQDZmiQ7yiCX9sVQ97iG2Mxik1/3Xje//8OFD/f7o99jYWIkA9t9cq//a3hMgQIAAgZ9ZQAD6M3dP7QQIECBAgAABAgQIECBAgAABAgQIfFPg+39C/uZwPyRAgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BUQgObtjcoIECBAgAABAgQIECBAgAABAgQIEGgUEIA2AhpOgAABAgQIECBAgAABAgQIECBAgEBeAQFo3t6ojAABAgQIECBAgAABAgQIECBAgACBRgEBaCOg4QQIECBAgAABAgQIECBAgAABAgQI5BX4A65lt0j0kmJGAAAAAElFTkSuQmCC)
#【2】要因「V」について
with(Dataset, numSummary(DATA, groups=V, statistics=c("mean", "sd")))
## mean sd data:n
## V1 4.7694 1.0548145 20
## V2 5.0420 0.9574259 20
## V3 5.0581 0.8559827 20
local({
.Pairs <- glht(LinearModel.1, linfct = mcp(V = "Tukey"))
print(summary(.Pairs)) # pairwise tests
print(confint(.Pairs)) # confidence intervals
print(cld(.Pairs)) # compact letter display
old.oma <- par(oma=c(0,5,0,0))
plot(confint(.Pairs))
par(old.oma)
})
## Warning in mcp2matrix(model, linfct = linfct): covariate interactions found
## -- default contrast might be inappropriate
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = DATA ~ REP + N + V + N:V, data = Dataset)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## V2 - V1 == 0 0.424 0.275 1.542 0.2821
## V3 - V1 == 0 0.654 0.275 2.378 0.0562 .
## V3 - V2 == 0 0.230 0.275 0.836 0.6828
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)
##
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = DATA ~ REP + N + V + N:V, data = Dataset)
##
## Quantile = 2.4297
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## V2 - V1 == 0 0.42400 -0.24419 1.09219
## V3 - V1 == 0 0.65400 -0.01419 1.32219
## V3 - V2 == 0 0.23000 -0.43819 0.89819
##
## V1 V2 V3
## "a" "a" "a"
![](data:image/png;base64,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)
#【3】要因「REP」について
with(Dataset, numSummary(DATA, groups=REP, statistics=c("mean", "sd")))
## mean sd data:n
## 1 5.132800 0.9331476 15
## 2 4.912533 0.9578146 15
## 3 5.146800 1.0105777 15
## 4 4.633867 0.9102152 15
local({
.Pairs <- glht(LinearModel.1, linfct = mcp(REP = "Tukey"))
print(summary(.Pairs)) # pairwise tests
print(confint(.Pairs)) # confidence intervals
print(cld(.Pairs)) # compact letter display
old.oma <- par(oma=c(0,5,0,0))
plot(confint(.Pairs))
par(old.oma)
})
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = DATA ~ REP + N + V + N:V, data = Dataset)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## 2 - 1 == 0 -0.2203 0.1420 -1.551 0.41700
## 3 - 1 == 0 0.0140 0.1420 0.099 0.99965
## 4 - 1 == 0 -0.4989 0.1420 -3.513 0.00561 **
## 3 - 2 == 0 0.2343 0.1420 1.650 0.36279
## 4 - 2 == 0 -0.2787 0.1420 -1.962 0.21838
## 4 - 3 == 0 -0.5129 0.1420 -3.612 0.00436 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)
##
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = DATA ~ REP + N + V + N:V, data = Dataset)
##
## Quantile = 2.6756
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## 2 - 1 == 0 -0.2203 -0.6002 0.1597
## 3 - 1 == 0 0.0140 -0.3660 0.3940
## 4 - 1 == 0 -0.4989 -0.8789 -0.1190
## 3 - 2 == 0 0.2343 -0.1457 0.6142
## 4 - 2 == 0 -0.2787 -0.6586 0.1013
## 4 - 3 == 0 -0.5129 -0.8929 -0.1330
##
## 1 2 3 4
## "b" "ab" "b" "a"
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)