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R programming: Outliers in ggplot boxplot
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#run the GA library | |
library(googleAnalyticsR) | |
#authentication token | |
ga_auth() | |
#setting up the query | |
gadata <- google_analytics(viewId = 1234567, | |
date_range = c(Sys.Date()-100, Sys.Date()-1), | |
metrics = c("users", "sessions", "pageviews"), | |
dimensions = c("date", "dayofWeek"), | |
anti_sample = TRUE) | |
#examining the first 6 rows as a preview | |
head(gadata) | |
#looking at the structure of the data | |
str(gadata) | |
#creating boxplot | |
boxplotchart <- ggplot(gadata, | |
aes(x=dayofWeek, | |
y = sessions)) + | |
geom_boxplot() | |
boxplotchart + | |
ylab("Sessions on that day") + | |
xlab("Day of Week; 0 = Sun, 6 = Sat") | |
boxplotchart <- ggplot(gadata, | |
aes(x = as.factor(dayofWeek), | |
y = sessions)) + | |
geom_boxplot() | |
boxplotchart | |
#table of boxplot data with summary stats | |
gadata %>% | |
group_by(as.factor(dayofWeek)) %>% | |
summarise(Min = min(sessions), | |
Max = max(sessions), | |
Median = median(sessions), | |
IQRange = IQR(sessions)) | |
install.packages("xlsx") | |
library("xlsx") | |
write.xlsx(gadata, file = "C:\\Users\\KhanAd\\Dropbox\\blog content\\2018\\052018\\20180526 Day of week boxplot with outlier.xlsx", | |
sheetName = "Day Of Week", append = FALSE) |
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gadata %>% | |
group_by(as.factor(dayofWeek)) %>% | |
summarise(Min = min(sessions), | |
Max = max(sessions), | |
Median = median(sessions), | |
IQRange = IQR(sessions)) |
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