[英]Removing Special Characters and Numbers for a column in a data frame
我有一个数据框:
dput(Data1)
structure(list(Emp.ID = c(182038L, 191854L), Project.Acquired.Skill = structure(c(2L,
1L), .Label = c("Architecting (10),Cognos TM1 (4),Support Function (3)",
"SAS (76),SAS Analytics (76),SAS BI (76),SAS data modeling tool (63),ClearCase (18),SQL (18),SQL Server (18),SQL SERVER 2000 (18),SQL SERVER 2005 (18),Excel (16),Oracle (16),AS400 (10)"
), class = "factor")), .Names = c("Emp.ID", "Project.Acquired.Skill"
), class = "data.frame", row.names = c(NA, -2L))
str(Data1)
'data.frame': 2 obs. of 2 variables:
$ Emp.ID : int 182038 191854
$ Project.Acquired.Skill: Factor w/ 2 levels "Architecting (10),Cognos TM1 (4),Support Function (3)",..: 2 1
我有一列是具有这样的值的因子,例如Architecting (10),Cognos TM1 (4),Support Function (3)
并且我需要剥离数字(0-9),WhiteSpace和括号()以获得Architecting,Cognos TM1,Support Function
。 我正面临问题,因为这被编码为因素。
我的输出应如下所示
Emp ID Project Acquired Skill
182038 SAS,SAS Analytics,SAS BI,SAS data modeling tool,ClearCase,SQL,SQL Server,SQL SERVER 2000,SQL SERVER 2005,Excel,Oracle,AS400
191854 Architecting,Cognos TM1,Support Function
在gsub
使用字符类regexp:
transform(Data1, Project.Acquired.Skill=gsub("\\s[0-9()]+","",Project.Acquired.Skill))
Emp.ID
1 182038
2 191854
Project.Acquired.Skill
1 SAS,SAS Analytics,SAS BI,SAS data modeling tool,ClearCase,SQL,SQL Server,SQL SERVER,SQL SERVER,Excel,Oracle,AS400
2 Architecting,Cognos TM1,Support Function
(data1[,2] <- gsub("\\s\\(\\d+\\)", "", data1[,2]))
# [1] "SAS,SAS Analytics,SAS BI,SAS data modeling tool,ClearCase,SQL,SQL Server,SQL SERVER 2000,SQL SERVER 2005,Excel,Oracle,AS400"
# [2] "Architecting,Cognos TM1,Support Function"
library(qdap)
gsub(" ,", ",", strip(Data1[, 2], char.keep=",", lower=F))
## [1] "SAS,SAS Analytics,SAS BI,SAS data modeling tool,ClearCase,SQL,SQL Server,SQL SERVER ,SQL SERVER ,Excel,Oracle,AS"
## [2] "Architecting,Cognos TM,Support Function"
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