我有以下设置,并加载了dplyr(0.3)和data.table(1.9.3)。
R version 3.1.1 (2014-07-10)
Platform: x86_64-apple-darwin10.8.0 (64-bit)
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] data.table_1.9.3 dplyr_0.3
loaded via a namespace (and not attached):
[1] assertthat_0.1 DBI_0.3.1 magrittr_1.0.1 parallel_3.1.1 plyr_1.8.1 Rcpp_0.11.2
[7] reshape2_1.4 stringr_0.6.2 tools_3.1.1
以下是数据集。其中包含两个数据表和两个数据框架,两个数据集内容相同。
DT_1 = data.table(x = rep(c("a","b","c"), each = 3), y = c(1,3,6), v = 1:9)
DT_2 = data.table(V1 = c("b","c"),foo = c(4,2))
DT_1_df = data.frame(x = rep(c("a","b","c"), each = 3), y = c(1,3,6), v = 1:9)
DT_2_df = data.frame(V1 = c("b","c"),foo = c(4,2))
使用data.table的方式
使用data.table的方式进行两个数据表的内连接,我们可以得到以下结果:
setkey(DT_1, x); setkey(DT_2, V1)
DT_1[DT_2]
x y v foo
1: b 1 4 4
2: b 3 5 4
3: b 6 6 4
4: c 1 7 2
5: c 3 8 2
6: c 6 9 2
dplyr 0.3在data.tables上使用inner_join
当使用dplyr的inner_join在两个data-tables上时,会出现错误:
inner_join(DT_1, DT_2, by=("x"="V1"))
Error in setkeyv(x, by$x) : some columns are not in the data.table: V1
dplyr0.3内部连接数据框&数据表
如果使用数据表与数据框,则会出现另一个错误:
inner_join(DT_1, DT_2_df, by = c("x" = "V1"))
Error: Data table joins must be on same key
dplyr0.3的数据框内部联接
然而,inner_join函数在数据框中表现出色:
inner_join(DT_1_df, DT_2_df, by = c("x" = "V1"))
x y v foo
1 b 1 4 4
2 b 3 5 4
3 b 6 6 4
4 c 1 7 2
5 c 3 8 2
6 c 6 9 2
有谁可以解释一下为什么会发生这种情况吗?