在分析一些数据时,我遇到了警告信息,我怀疑这是一个错误,因为这是一个非常简单的命令,我已多次使用过。
Warning message:
In rbindlist(allargs) : NAs introduced by coercion
我能够重现错误。这是您应该能够重现错误的代码。
# unique random names for column V1
set.seed(45)
n <- sapply(1:500, function(x) {
paste(sample(c(letters[1:26]), 10), collapse="")
})
# generate some values for V2 and V3
dt <- data.table(V1 = sample(n, 30*500, replace = TRUE),
V2 = sample(1:10, 30*500, replace = TRUE),
V3 = sample(50:100, 30*500, replace = TRUE))
setkey(dt, "V1")
# No warning when providing column names (and right results)
dt[, list(s = sum(V2), m = mean(V3)),by=V1]
# V1 s m
# 1: acgmqyuwpe 238 74.97778
# 2: adcltygwsq 204 79.94118
# 3: adftozibnh 165 75.51515
# 4: aeuowtlskr 164 75.70968
# 5: ahfoqclkpg 192 73.20000
# ---
# 496: zuqegoxkpi 93 77.95000
# 497: zwpserimgf 178 72.62963
# 498: zxkpdrlcsf 154 78.04167
# 499: zxvoaeflhq 121 75.34615
# 500: zyiwcsanlm 180 76.61290
# Warning message and results with NA
dt[, list(sum(V2), mean(V3)),by=V1]
# V1 V1 V2
# 1: acgmqyuwpe 238 74.97778
# 2: adcltygwsq 204 79.94118
# 3: adftozibnh 165 75.51515
# 4: aeuowtlskr 164 75.70968
# 5: ahfoqclkpg 192 73.20000
# ---
# 496: zuqegoxkpi NA 77.95000
# 497: zwpserimgf NA 72.62963
# 498: zxkpdrlcsf NA 78.04167
# 499: zxvoaeflhq NA 75.34615
# 500: zyiwcsanlm NA 76.61290
Warning message:
In rbindlist(allargs) : NAs introduced by coercion
1)如果您没有提供列名,似乎会发生这种情况。
2)即便如此,尤其是当V1
(或您在by=
中使用的列)中有很多unique
条目(此处为500条)并且您不在#39; t指定列名,然后这似乎发生了。也就是说,当by=
列V1
更少唯一条目时,不会发生。例如,尝试将n
的代码从sapply(1:500, ...
更改为sapply(1:50, ...
,您就不会收到任何警告。
这里发生了什么?它的R版本2.15在Macbook pro上有OS X 10.8.2(虽然我在2.15.2的另一个macbook pro上进行了测试)。这是sessionInfo()
。
> sessionInfo()
R version 2.15.0 (2012-03-30)
Platform: x86_64-apple-darwin9.8.0/x86_64 (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_1.8.6 reshape2_1.2.2
loaded via a namespace (and not attached):
[1] plyr_1.8 stringr_0.6.2 tools_2.15.0
刚刚转载2.15.2
:
> sessionInfo()
R version 2.15.2 (2012-10-26)
Platform: x86_64-apple-darwin9.8.0/x86_64 (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_1.8.6
答案 0 :(得分:7)
更新:现已由里卡多修复于v1.8.9
o rbind'ing data.tables包含重复,“”或NA列名称 现在有效,#2726&amp; #2384。感谢Garrett See和Arun Srinivasan 报告。这也影响了data.tables的打印 重复的列名称,因为头部和尾部一起被绑定 内部。
是的,错误。似乎是data.table
的打印方法,名称重复。
ans = dt[, list(sum(V2), mean(V3)),by=V1]
head(ans)
V1 V1 V2 # notice the duplicated V1
1: acgmqyuwpe 140 78.07692
2: adcltygwsq 191 76.93333
3: adftozibnh 153 73.82143
4: aeuowtlskr 122 73.04348
5: ahfoqclkpg 143 75.83333
6: ahtczyuipw 135 73.54167
tail(ans)
V1 V1 V2
1: zugrnehpmq 189 72.63889
2: zuqegoxkpi 150 76.03333
3: zwpserimgf 180 74.81818
4: zxkpdrlcsf 115 72.57895
5: zxvoaeflhq 157 76.53571
6: zyiwcsanlm 145 72.79167
print(ans)
Error in rbindlist(allargs) :
(converted from warning) NAs introduced by coercion
rbind(head(ans),tail(ans))
Error in rbindlist(allargs) :
(converted from warning) NAs introduced by coercion
作为解决方法,请勿创建包含列名V1
,V2
等的data.table。
由于这个已知错误而产生:
#2384 rbind of tables containing duplicate column names doesn't bind correctly
我在这个问题上添加了一个链接。
谢谢!