/join
Created
September 29, 2016 05:42
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#http://stackoverflow.com/questions/1299871/how-to-join-merge-data-frames-inner-outer-left-right | |
df1 <- data.frame(CustomerId = c(1:5), Product = c(rep("Toaster", 3), rep("Radio", 2))) | |
df2 <- data.frame(CustomerId = c(2, 4, 6), State = c(rep("Alabama", 2), rep("Ohio", 1))) | |
##1 | |
##merge | |
#Inner join | |
merge(x = df1, y = df2, by = "CustomerId") | |
#Full join | |
merge(x = df1, y = df2, by = "CustomerId", all = TRUE) | |
#Left join | |
merge(x = df1, y = df2, by = "CustomerId", all.x = TRUE) | |
#Right join | |
merge(x = df1, y = df2, by = "CustomerId", all.y = TRUE) | |
##2 | |
#SQL | |
library(sqldf) | |
#Inner join | |
sqldf("SELECT CustomerId, Product, State | |
FROM df1 | |
JOIN df2 USING(CustomerID)") | |
#Full join | |
sqldf("SELECT CustomerId, Product, State | |
FROM df1 LEFT JOIN df2 USING(CustomerID) | |
UNION | |
SELECT CustomerId, Product, State | |
FROM df2 LEFT JOIN df1 USING(CustomerID)") | |
#Left join | |
sqldf("SELECT CustomerId, Product, State | |
FROM df1 | |
LEFT JOIN df2 USING(CustomerID)") | |
##3 | |
library(dplyr) | |
#Inner join | |
inner_join(df1, df2) | |
#Outer join | |
full_join(df1, df2) | |
#Left join | |
left_join(df1, df2) | |
##4 | |
library(data.table) | |
setDT(df1) | |
setDT(df2) | |
##Set key | |
setkey(df1, CustomerId) | |
setkey(df2, CustomerId) | |
df1[df2] | |
df2[df1] | |
merge(df1,df2,by="CustomerId",all=TRUE) |
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