Question

I have two data frames. Data frame "weather" looks like this:

weather<-data.frame(Date=c("2012-04-01","2012-04-02","2012-04-03","2012-04-04"),Day=c("Sunday","Monday","Tuesday","Wednesday"), Temp=c(86,89,81,80))
Date       Day       Temperature    
2012-04-01 Sunday     86
2012-04-02 Monday     89
2012-04-03 Tuesday    81
2012-04-04 Wednesday  80

And, data frame "Regularity", looks like this:

Regularity<-data.frame(Date=c("2012-04-02","2012-04-04","2012-04-03","2012-04-04"),EmployeeID=c(1,1,2,2),Attendance=c(1,1,1,1))

Date        EmployeeID Attendance
2012-04-02           1          1
2012-04-04           1          1
2012-04-03           2          1
2012-04-04           2          1

I want to create a panel dataframe in R of the form:

Date       Day       Temperature EmployeeID Attendence  
2012-04-01 Sunday     86              1         0
2012-04-02 Monday     89              1         1
2012-04-03 Tuesday    81              1         0
2012-04-04 Wednesday  80              1         1
2012-04-01 Sunday     86              2         0
2012-04-02 Monday     89              2         0
2012-04-03 Tuesday    81              2         1
2012-04-04 Wednesday  80              2         1

I have tried the merge and reshape2, but in vain. I will be very grateful for any help. Thank you.

Was it helpful?

Solution

Here is how. Suppose tb1 is the first table and tb2 is the second. Then the desired result will be achieved by following:

tb2_tf<-dcast(tb2,Date~EmployeeID,value.var="Attendance")
tb<-melt(merge(tb1,tb2_tf,all=TRUE),id=1:3,variable.name="EmployeeID",value.name="Attendance")
tb$Attendance[is.na(tb$Attendance)] <- 0
tb
       Date       Day Temperature EmployeeID Attendance
1 2012-04-01    Sunday          86          1          0
2 2012-04-02    Monday          89          1          1
3 2012-04-03   Tuesday          81          1          0
4 2012-04-04 Wednesday          80          1          1
5 2012-04-01    Sunday          86          2          0
6 2012-04-02    Monday          89          2          0
7 2012-04-03   Tuesday          81          2          1
8 2012-04-04 Wednesday          80          2          1

I would like to see the solution without the reshape part. I suspect there is one using some form of theta join.

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