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如何使用data.table进行完全连接?

[英]How does one do a full join using data.table?

In the data.table FAQ , the nomatch = NA parameter is said to be akin to an outer join. data.table FAQ中nomatch = NA参数被认为类似于外连接。 However, I haven't been able to get data.table to do a full outer join – only right outer joins. 但是,我无法获得data.table来进行完全外连接 - 只有正确的外连接。

For example: 例如:

a <- data.table("dog" = c(8:12), "cat" = c(15:19))

   dog cat
1:   8  15
2:   9  16
3:  10  17
4:  11  18
5:  12  19

b <- data.table("dog" = 1:10, "bullfrog" = 11:20)

    dog bullfrog
 1:   1       11
 2:   2       12
 3:   3       13
 4:   4       14
 5:   5       15
 6:   6       16
 7:   7       17
 8:   8       18
 9:   9       19
10:  10       20

setkey(a, dog)
setkey(b, dog)

a[b, nomatch = NA]

    dog cat bullfrog
 1:   1  NA       11
 2:   2  NA       12
 3:   3  NA       13
 4:   4  NA       14
 5:   5  NA       15
 6:   6  NA       16
 7:   7  NA       17
 8:   8  15       18
 9:   9  16       19
10:  10  17       20

So, nomatch = NA produces a right outer join (which is the default). 因此, nomatch = NA会产生右外连接(这是默认值)。 What if I need a full join? 如果我需要完整加入怎么办? For example: 例如:

merge(a, b, by = "dog", all = TRUE) 
# Or with plyr:
join(a, b, by = "dog", type = "full")

    dog cat bullfrog
 1:   1  NA       11
 2:   2  NA       12
 3:   3  NA       13
 4:   4  NA       14
 5:   5  NA       15
 6:   6  NA       16
 7:   7  NA       17
 8:   8  15       18
 9:   9  16       19
10:  10  17       20
11:  11  18       NA
12:  12  19       NA

Is that possible with data.table ? data.table有可能吗?

You actually have it right there. 你确实在那里拥有它。 Use merge.data.table which is exactly what you are doing when you call 使用merge.data.table ,这正是你打电话时所做的

merge(a, b, by = "dog", all = TRUE)

since a is a data.table , merge(a, b, ...) calls merge.data.table(a, b, ...) 由于adata.tablemerge(a, b, ...)调用merge.data.table(a, b, ...)

x= data.table(a=1:5,b=11:15)
y= data.table(a=c(1:4,6),c=c(101:104,106))

setkey(x,a)
setkey(y,a)

unique_keys <- unique(c(x[,a], y[,a]))
y[x[.(unique_keys), on="a"]  ] # Full Outer Join

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