library(dplyr)
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library(car)
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## Zorunlu paket yükleniyor: carData
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library(tidyverse)
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library(lsr)
## Warning: package 'lsr' was built under R version 4.5.3
deney_grubu<-rnorm(50,mean=45,sd=8)
kontrol_grubu<-rnorm(50,mean=52,sd=8)
fare_verisi<-data.frame(grup=rep(c("Deney",
                                   "Kontrol"),each=50)) %>% 
  mutate(sure=round(c(deney_grubu,
                      kontrol_grubu),2))
fare_istatistik<-fare_verisi %>% 
  group_by(grup) %>% 
  summarise(N=n(),
            Ortalama=mean(sure),
            Standart_Sapma=sd(sure)
            )
print(fare_istatistik)
## # A tibble: 2 × 4
##   grup        N Ortalama Standart_Sapma
##   <chr>   <int>    <dbl>          <dbl>
## 1 Deney      50     45.4           8.12
## 2 Kontrol    50     52.9           8.06
fare_verisi %>%
  group_by(grup) %>% 
  summarise(shapiro_p=
              shapiro.test(sure)$p.value)
## # A tibble: 2 × 2
##   grup    shapiro_p
##   <chr>       <dbl>
## 1 Deney       0.849
## 2 Kontrol     0.854
leveneTest(sure~grup,data=fare_verisi)
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
##       Df F value Pr(>F)
## group  1  0.0263 0.8715
##       98
sonuc<-t.test(sure~grup,data=fare_verisi,
              var.equal=TRUE)
print(sonuc)
## 
##  Two Sample t-test
## 
## data:  sure by grup
## t = -4.6323, df = 98, p-value = 1.113e-05
## alternative hypothesis: true difference in means between group Deney and group Kontrol is not equal to 0
## 95 percent confidence interval:
##  -10.701018  -4.282182
## sample estimates:
##   mean in group Deney mean in group Kontrol 
##               45.4314               52.9230
cohensD(sure~grup,data=fare_verisi)
## [1] 0.9264508
ggplot(fare_verisi,aes(x=grup, y=sure, fill = grup))+
  geom_boxplot(width=0.5, color= "black", alpha=0.7)+
  theme_minimal()+
  scale_fill_manual(values = c("#2E8B57","#CD5C5C"))+
  labs(title = "İlaç (Deney) ve Plasebo(Kontrol) Gruplarının Labirent Tamamlama Sureleri",
       subtitle = "Deney grubunun daha hızlı olduğu (surenin düşük olduğu)görülmektedir.",
       x="Grup", y="Sure (Saniye)")

Yapılan bağımsız örneklem t-testi sonucunda, ilaç verilen deney grubunun labirent tamamlama sürelerinin (\(\bar{X} = 45.16, SS = 8.81\)), kontrol grubuna göre (\(\bar{X} = 52.44, SS = 7.92\)) anlamlı derecede daha düşük (hızlı) olduğu saptanmıştır, \(t(98) = -4.34, p < .001, d = 0.87\). Bu bulgu, İlaç-X’in mekansal bellek ve öğrenme üzerinde geliştirici bir etkisi olduğunu desteklemektedir.