# Getting Started

# Getting Started with xportr

The demo will make use of a small `ADSL` dataset available with the `xportr` package and has the following features:

- 306 observations
- 51 variables
- Data types other than character and numeric
- Missing labels on variables
- Missing label for data set
- Order of variables not following specification file
- Formats missing

To create a fully compliant v5 xpt `ADSL` dataset, that was developed using R, we will need to apply the 6 main functions within the `xportr` package:

- `xportr_type()`
- `xportr_length()`
- `xportr_order()`
- `xportr_format()`
- `xportr_label()`
- `xportr_write()`

    # Loading packages
    library(dplyr)
    library(labelled)
    library(xportr)
    library(readxl)

    # Loading in our example data
    data("adsl_xportr", package = "xportr")

# Preparing your Specification Files

In order to make use of the functions within `{xportr}` you will need to create an R data frame that contains your specification file. You will most likely need to do some pre-processing of your spec sheets after loading in the spec files for them to work appropriately with the `xportr` functions. Please see our example spec sheets in `system.file(file.path("specs", "ADaM_spec.xlsx"), package = "xportr")` to see how `xportr` expects the specification sheets.

    var_spec <- read_xlsx(
      system.file(file.path("specs/", "ADaM_spec.xlsx"), package = "xportr"),
      sheet = "Variables"
    ) %>%
      rename(type = "Data Type") %>%
      rename_with(tolower)

Below is a quick snapshot of the specification file pertaining to the `ADSL` data set, which we will make use of in the 6 `{xportr}` function calls below. Take note of the order, label, type, length and format columns.

# xportr_type()

NOTE: We make use of `str()` to expose the attributes (length, labels, formats, type) of the datasets. We have suppressed these calls for the sake of brevity.

In order to be compliant with transport v5 specifications an `xpt` file can only have two data types: character and numeric/dbl. Currently the `ADSL` data set has chr, dbl, time, factor and date.

      tibble [306 × 51] (S3: tbl_df/tbl/data.frame)
       $ STUDYID : chr [1:306] "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" ...
        ..- attr(*, "label")= chr "Study Identifier"
       $ USUBJID : chr [1:306] "01-701-1015" "01-701-1023" "01-701-1028" "01-701-1033" ...
        ..- attr(*, "label")= chr "Unique Subject Identifier"
       $ SUBJID  : chr [1:306] "1015" "1023" "1028" "1033" ...
        ..- attr(*, "label")= chr "Subject Identifier for the Study"
       $ RFSTDTC : chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Subject Reference Start Date/Time"
       $ RFENDTC : chr [1:306] "2014-07-02" "2012-09-02" "2014-01-14" "2014-04-14" ...
        ..- attr(*, "label")= chr "Subject Reference End Date/Time"
       $ RFXSTDTC: chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Date/Time of First Study Treatment"
       $ RFXENDTC: chr [1:306] "2014-07-02" "2012-09-01" "2014-01-14" "2014-03-31" ...
        ..- attr(*, "label")= chr "Date/Time of Last Study Treatment"
       $ RFICDTC : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Informed Consent"
       $ RFPENDTC: chr [1:306] "2014-07-02T11:45" "2013-02-18" "2014-01-14T11:10" "2014-09-15" ...
        ..- attr(*, "label")= chr "Date/Time of End of Participation"
       $ DTHDTC  : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Death"
       $ DTHFL   : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Subject Death Flag"
       $ SITEID  : chr [1:306] "701" "701" "701" "701" ...
        ..- attr(*, "label")= chr "Study Site Identifier"
       $ AGE     : num [1:306] 63 64 71 74 77 85 59 68 81 84 ...
        ..- attr(*, "label")= chr "Age"
       $ AGEU    : chr [1:306] "YEARS" "YEARS" "YEARS" "YEARS" ...
        ..- attr(*, "label")= chr "Age Units"
       $ SEX     : chr [1:306] "F" "M" "M" "M" ...
        ..- attr(*, "label")= chr "Sex"
       $ RACE    : chr [1:306] "WHITE" "WHITE" "WHITE" "WHITE" ...
        ..- attr(*, "label")= chr "Race"
       $ ETHNIC  : chr [1:306] "HISPANIC OR LATINO" "HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" ...
        ..- attr(*, "label")= chr "Ethnicity"
       $ ARMCD   : chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Planned Arm Code"
       $ ARM     : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
       $ ACTARMCD: chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Actual Arm Code"
       $ ACTARM  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
       $ COUNTRY : chr [1:306] "USA" "USA" "USA" "USA" ...
        ..- attr(*, "label")= chr "Country"
       $ DMDTC   : chr [1:306] "2013-12-26" "2012-07-22" "2013-07-11" "2014-03-10" ...
        ..- attr(*, "label")= chr "Date/Time of Collection"
       $ DMDY    : num [1:306] -7 -14 -8 -8 -7 -21 NA -9 -13 -7 ...
        ..- attr(*, "label")= chr "Study Day of Collection"
       $ TRT01P  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
       $ TRT01A  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
       $ TRTSDTM : POSIXct[1:306], format: "2014-01-02" ...
       $ TRTSTMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTEDTM : POSIXct[1:306], format: "2014-07-02 23:59:59" ...
       $ TRTETMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTSDT  : Date[1:306], format: "2014-01-02" ...
       $ TRTEDT  : Date[1:306], format: "2014-07-02" ...
       $ TRTDURD : num [1:306] 182 28 180 14 183 26 NA 190 10 55 ...
       $ SCRFDT  : Date[1:306], format: NA ...
       $ EOSDT   : Date[1:306], format: "2014-07-02" ...
       $ EOSSTT  : chr [1:306] "COMPLETED" "DISCONTINUED" "COMPLETED" "DISCONTINUED" ...
       $ FRVDT   : Date[1:306], format: NA ...
       $ RANDDT  : Date[1:306], format: "2014-01-02" ...
       $ DTHDT   : Date[1:306], format: NA ...
       $ DTHDTF  : chr [1:306] NA NA NA NA ...
       $ DTHADY  : num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LDDTHELD: num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LSTALVDT: Date[1:306], format: "2014-07-02" ...
       $ SAFFL   : chr [1:306] "Y" "Y" "Y" "Y" ...
       $ RACEGR1 : chr [1:306] "White" "White" "White" "White" ...
       $ AGEGR1  : chr [1:306] "18-64" "18-64" ">64" ">64" ...
       $ REGION1 : chr [1:306] "NA" "NA" "NA" "NA" ...
       $ LDDTHGR1: chr [1:306] NA NA NA NA ...
       $ DTH30FL : chr [1:306] NA NA NA NA ...
       $ DTHA30FL: chr [1:306] NA NA NA NA ...
       $ DTHB30FL: chr [1:306] NA NA NA NA ...
       - attr(*, "label")= chr "Demographics"

Using `xportr_type()` and the supplied specification file, we can coerce the variables in the `ADSL` set to be either numeric or character.

    adsl_type <- xportr_type(adsl_xportr, var_spec, domain = "ADSL", verbose = "message")

Now all appropriate types have been applied to the dataset as seen below.

      tibble [306 × 51] (S3: tbl_df/tbl/data.frame)
       $ STUDYID : chr [1:306] "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" ...
        ..- attr(*, "label")= chr "Study Identifier"
       $ USUBJID : chr [1:306] "01-701-1015" "01-701-1023" "01-701-1028" "01-701-1033" ...
        ..- attr(*, "label")= chr "Unique Subject Identifier"
       $ SUBJID  : chr [1:306] "1015" "1023" "1028" "1033" ...
        ..- attr(*, "label")= chr "Subject Identifier for the Study"
       $ RFSTDTC : chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Subject Reference Start Date/Time"
       $ RFENDTC : chr [1:306] "2014-07-02" "2012-09-02" "2014-01-14" "2014-04-14" ...
        ..- attr(*, "label")= chr "Subject Reference End Date/Time"
       $ RFXSTDTC: chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Date/Time of First Study Treatment"
       $ RFXENDTC: chr [1:306] "2014-07-02" "2012-09-01" "2014-01-14" "2014-03-31" ...
        ..- attr(*, "label")= chr "Date/Time of Last Study Treatment"
       $ RFICDTC : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Informed Consent"
       $ RFPENDTC: chr [1:306] "2014-07-02T11:45" "2013-02-18" "2014-01-14T11:10" "2014-09-15" ...
        ..- attr(*, "label")= chr "Date/Time of End of Participation"
       $ DTHDTC  : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Death"
       $ DTHFL   : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Subject Death Flag"
       $ SITEID  : chr [1:306] "701" "701" "701" "701" ...
        ..- attr(*, "label")= chr "Study Site Identifier"
       $ AGE     : num [1:306] 63 64 71 74 77 85 59 68 81 84 ...
        ..- attr(*, "label")= chr "Age"
       $ AGEU    : chr [1:306] "YEARS" "YEARS" "YEARS" "YEARS" ...
        ..- attr(*, "label")= chr "Age Units"
       $ SEX     : chr [1:306] "F" "M" "M" "M" ...
        ..- attr(*, "label")= chr "Sex"
       $ RACE    : chr [1:306] "WHITE" "WHITE" "WHITE" "WHITE" ...
        ..- attr(*, "label")= chr "Race"
       $ ETHNIC  : chr [1:306] "HISPANIC OR LATINO" "HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" ...
        ..- attr(*, "label")= chr "Ethnicity"
       $ ARMCD   : chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Planned Arm Code"
       $ ARM     : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
       $ ACTARMCD: chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Actual Arm Code"
       $ ACTARM  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
       $ COUNTRY : chr [1:306] "USA" "USA" "USA" "USA" ...
        ..- attr(*, "label")= chr "Country"
       $ DMDTC   : chr [1:306] "2013-12-26" "2012-07-22" "2013-07-11" "2014-03-10" ...
        ..- attr(*, "label")= chr "Date/Time of Collection"
       $ DMDY    : num [1:306] -7 -14 -8 -8 -7 -21 NA -9 -13 -7 ...
        ..- attr(*, "label")= chr "Study Day of Collection"
       $ TRT01P  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
       $ TRT01A  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
       $ TRTSDTM : POSIXct[1:306], format: "2014-01-02" ...
       $ TRTSTMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTEDTM : POSIXct[1:306], format: "2014-07-02 23:59:59" ...
       $ TRTETMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTSDT  : Date[1:306], format: "2014-01-02" ...
       $ TRTEDT  : Date[1:306], format: "2014-07-02" ...
       $ TRTDURD : num [1:306] 182 28 180 14 183 26 NA 190 10 55 ...
       $ SCRFDT  : Date[1:306], format: NA ...
       $ EOSDT   : Date[1:306], format: "2014-07-02" ...
       $ EOSSTT  : chr [1:306] "COMPLETED" "DISCONTINUED" "COMPLETED" "DISCONTINUED" ...
       $ FRVDT   : Date[1:306], format: NA ...
       $ RANDDT  : Date[1:306], format: "2014-01-02" ...
       $ DTHDT   : Date[1:306], format: NA ...
       $ DTHDTF  : chr [1:306] NA NA NA NA ...
       $ DTHADY  : num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LDDTHELD: num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LSTALVDT: Date[1:306], format: "2014-07-02" ...
       $ SAFFL   : chr [1:306] "Y" "Y" "Y" "Y" ...
       $ RACEGR1 : chr [1:306] "White" "White" "White" "White" ...
       $ AGEGR1  : chr [1:306] "18-64" "18-64" ">64" ">64" ...
       $ REGION1 : chr [1:306] "NA" "NA" "NA" "NA" ...
       $ LDDTHGR1: chr [1:306] NA NA NA NA ...
       $ DTH30FL : chr [1:306] NA NA NA NA ...
       $ DTHA30FL: chr [1:306] NA NA NA NA ...
       $ DTHB30FL: chr [1:306] NA NA NA NA ...
       - attr(*, "label")= chr "Demographics"
       - attr(*, "_xportr.df_arg_")= chr "ADSL"

# xportr_length()

Next we can apply the lengths from a variable level specification file to the data frame. `xportr_length()` will identify variables that are missing from your specification file. The function will also alert you to how many lengths have been applied successfully. Before we apply the lengths lets verify that no lengths have been applied to the original dataframe.

      tibble [306 × 51] (S3: tbl_df/tbl/data.frame)
       $ STUDYID : chr [1:306] "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" ...
        ..- attr(*, "label")= chr "Study Identifier"
       $ USUBJID : chr [1:306] "01-701-1015" "01-701-1023" "01-701-1028" "01-701-1033" ...
        ..- attr(*, "label")= chr "Unique Subject Identifier"
       $ SUBJID  : chr [1:306] "1015" "1023" "1028" "1033" ...
        ..- attr(*, "label")= chr "Subject Identifier for the Study"
       $ RFSTDTC : chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Subject Reference Start Date/Time"
       $ RFENDTC : chr [1:306] "2014-07-02" "2012-09-02" "2014-01-14" "2014-04-14" ...
        ..- attr(*, "label")= chr "Subject Reference End Date/Time"
       $ RFXSTDTC: chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Date/Time of First Study Treatment"
       $ RFXENDTC: chr [1:306] "2014-07-02" "2012-09-01" "2014-01-14" "2014-03-31" ...
        ..- attr(*, "label")= chr "Date/Time of Last Study Treatment"
       $ RFICDTC : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Informed Consent"
       $ RFPENDTC: chr [1:306] "2014-07-02T11:45" "2013-02-18" "2014-01-14T11:10" "2014-09-15" ...
        ..- attr(*, "label")= chr "Date/Time of End of Participation"
       $ DTHDTC  : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Death"
       $ DTHFL   : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Subject Death Flag"
       $ SITEID  : chr [1:306] "701" "701" "701" "701" ...
        ..- attr(*, "label")= chr "Study Site Identifier"
       $ AGE     : num [1:306] 63 64 71 74 77 85 59 68 81 84 ...
        ..- attr(*, "label")= chr "Age"
       $ AGEU    : chr [1:306] "YEARS" "YEARS" "YEARS" "YEARS" ...
        ..- attr(*, "label")= chr "Age Units"
       $ SEX     : chr [1:306] "F" "M" "M" "M" ...
        ..- attr(*, "label")= chr "Sex"
       $ RACE    : chr [1:306] "WHITE" "WHITE" "WHITE" "WHITE" ...
        ..- attr(*, "label")= chr "Race"
       $ ETHNIC  : chr [1:306] "HISPANIC OR LATINO" "HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" ...
        ..- attr(*, "label")= chr "Ethnicity"
       $ ARMCD   : chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Planned Arm Code"
       $ ARM     : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
       $ ACTARMCD: chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Actual Arm Code"
       $ ACTARM  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
       $ COUNTRY : chr [1:306] "USA" "USA" "USA" "USA" ...
        ..- attr(*, "label")= chr "Country"
       $ DMDTC   : chr [1:306] "2013-12-26" "2012-07-22" "2013-07-11" "2014-03-10" ...
        ..- attr(*, "label")= chr "Date/Time of Collection"
       $ DMDY    : num [1:306] -7 -14 -8 -8 -7 -21 NA -9 -13 -7 ...
        ..- attr(*, "label")= chr "Study Day of Collection"
       $ TRT01P  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
       $ TRT01A  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
       $ TRTSDTM : POSIXct[1:306], format: "2014-01-02" ...
       $ TRTSTMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTEDTM : POSIXct[1:306], format: "2014-07-02 23:59:59" ...
       $ TRTETMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTSDT  : Date[1:306], format: "2014-01-02" ...
       $ TRTEDT  : Date[1:306], format: "2014-07-02" ...
       $ TRTDURD : num [1:306] 182 28 180 14 183 26 NA 190 10 55 ...
       $ SCRFDT  : Date[1:306], format: NA ...
       $ EOSDT   : Date[1:306], format: "2014-07-02" ...
       $ EOSSTT  : chr [1:306] "COMPLETED" "DISCONTINUED" "COMPLETED" "DISCONTINUED" ...
       $ FRVDT   : Date[1:306], format: NA ...
       $ RANDDT  : Date[1:306], format: "2014-01-02" ...
       $ DTHDT   : Date[1:306], format: NA ...
       $ DTHDTF  : chr [1:306] NA NA NA NA ...
       $ DTHADY  : num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LDDTHELD: num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LSTALVDT: Date[1:306], format: "2014-07-02" ...
       $ SAFFL   : chr [1:306] "Y" "Y" "Y" "Y" ...
       $ RACEGR1 : chr [1:306] "White" "White" "White" "White" ...
       $ AGEGR1  : chr [1:306] "18-64" "18-64" ">64" ">64" ...
       $ REGION1 : chr [1:306] "NA" "NA" "NA" "NA" ...
       $ LDDTHGR1: chr [1:306] NA NA NA NA ...
       $ DTH30FL : chr [1:306] NA NA NA NA ...
       $ DTHA30FL: chr [1:306] NA NA NA NA ...
       $ DTHB30FL: chr [1:306] NA NA NA NA ...
       - attr(*, "label")= chr "Demographics"

No lengths have been applied to the variables as seen in the printout - the lengths would be in the `attr()` part of each variables. Let’s now use `xportr_length()` to apply our lengths from the specification file.

    adsl_length <- adsl_xportr %>% xportr_length(var_spec, domain = "ADSL", verbose = "message")

      tibble [306 × 51] (S3: tbl_df/tbl/data.frame)
       $ STUDYID : chr [1:306] "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" ...
        ..- attr(*, "label")= chr "Study Identifier"
        ..- attr(*, "width")= num 21
       $ USUBJID : chr [1:306] "01-701-1015" "01-701-1023" "01-701-1028" "01-701-1033" ...
        ..- attr(*, "label")= chr "Unique Subject Identifier"
        ..- attr(*, "width")= num 30
       $ SUBJID  : chr [1:306] "1015" "1023" "1028" "1033" ...
        ..- attr(*, "label")= chr "Subject Identifier for the Study"
        ..- attr(*, "width")= num 8
       $ RFSTDTC : chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Subject Reference Start Date/Time"
        ..- attr(*, "width")= num 19
       $ RFENDTC : chr [1:306] "2014-07-02" "2012-09-02" "2014-01-14" "2014-04-14" ...
        ..- attr(*, "label")= chr "Subject Reference End Date/Time"
        ..- attr(*, "width")= num 19
       $ RFXSTDTC: chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Date/Time of First Study Treatment"
        ..- attr(*, "width")= num 19
       $ RFXENDTC: chr [1:306] "2014-07-02" "2012-09-01" "2014-01-14" "2014-03-31" ...
        ..- attr(*, "label")= chr "Date/Time of Last Study Treatment"
        ..- attr(*, "width")= num 19
       $ RFICDTC : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Informed Consent"
        ..- attr(*, "width")= num 19
       $ RFPENDTC: chr [1:306] "2014-07-02T11:45" "2013-02-18" "2014-01-14T11:10" "2014-09-15" ...
        ..- attr(*, "label")= chr "Date/Time of End of Participation"
        ..- attr(*, "width")= num 19
       $ DTHDTC  : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Death"
        ..- attr(*, "width")= num 19
       $ DTHFL   : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Subject Death Flag"
        ..- attr(*, "width")= num 2
       $ SITEID  : chr [1:306] "701" "701" "701" "701" ...
        ..- attr(*, "label")= chr "Study Site Identifier"
        ..- attr(*, "width")= num 5
       $ AGE     : num [1:306] 63 64 71 74 77 85 59 68 81 84 ...
        ..- attr(*, "label")= chr "Age"
        ..- attr(*, "width")= num 8
       $ AGEU    : chr [1:306] "YEARS" "YEARS" "YEARS" "YEARS" ...
        ..- attr(*, "label")= chr "Age Units"
        ..- attr(*, "width")= num 10
       $ SEX     : chr [1:306] "F" "M" "M" "M" ...
        ..- attr(*, "label")= chr "Sex"
        ..- attr(*, "width")= num 1
       $ RACE    : chr [1:306] "WHITE" "WHITE" "WHITE" "WHITE" ...
        ..- attr(*, "label")= chr "Race"
        ..- attr(*, "width")= num 60
       $ ETHNIC  : chr [1:306] "HISPANIC OR LATINO" "HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" ...
        ..- attr(*, "label")= chr "Ethnicity"
        ..- attr(*, "width")= num 100
       $ ARMCD   : chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Planned Arm Code"
        ..- attr(*, "width")= num 20
       $ ARM     : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
        ..- attr(*, "width")= num 200
       $ ACTARMCD: chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Actual Arm Code"
        ..- attr(*, "width")= num 20
       $ ACTARM  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
        ..- attr(*, "width")= num 200
       $ COUNTRY : chr [1:306] "USA" "USA" "USA" "USA" ...
        ..- attr(*, "label")= chr "Country"
        ..- attr(*, "width")= num 3
       $ DMDTC   : chr [1:306] "2013-12-26" "2012-07-22" "2013-07-11" "2014-03-10" ...
        ..- attr(*, "label")= chr "Date/Time of Collection"
        ..- attr(*, "width")= num 19
       $ DMDY    : num [1:306] -7 -14 -8 -8 -7 -21 NA -9 -13 -7 ...
        ..- attr(*, "label")= chr "Study Day of Collection"
        ..- attr(*, "width")= num 8
       $ TRT01P  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
        ..- attr(*, "width")= num 40
       $ TRT01A  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
        ..- attr(*, "width")= num 40
       $ TRTSDTM : POSIXct[1:306], format: "2014-01-02" ...
       $ TRTSTMF : chr [1:306] "H" "H" "H" "H" ...
        ..- attr(*, "width")= num 2
       $ TRTEDTM : POSIXct[1:306], format: "2014-07-02 23:59:59" ...
       $ TRTETMF : chr [1:306] "H" "H" "H" "H" ...
        ..- attr(*, "width")= num 2
       $ TRTSDT  : Date[1:306], format: "2014-01-02" ...
       $ TRTEDT  : Date[1:306], format: "2014-07-02" ...
       $ TRTDURD : num [1:306] 182 28 180 14 183 26 NA 190 10 55 ...
        ..- attr(*, "width")= num 8
       $ SCRFDT  : Date[1:306], format: NA ...
       $ EOSDT   : Date[1:306], format: "2014-07-02" ...
       $ EOSSTT  : chr [1:306] "COMPLETED" "DISCONTINUED" "COMPLETED" "DISCONTINUED" ...
        ..- attr(*, "width")= num 200
       $ FRVDT   : Date[1:306], format: NA ...
       $ RANDDT  : Date[1:306], format: "2014-01-02" ...
       $ DTHDT   : Date[1:306], format: NA ...
       $ DTHDTF  : chr [1:306] NA NA NA NA ...
        ..- attr(*, "width")= num 2
       $ DTHADY  : num [1:306] NA NA NA NA NA NA NA NA NA NA ...
        ..- attr(*, "width")= num 8
       $ LDDTHELD: num [1:306] NA NA NA NA NA NA NA NA NA NA ...
        ..- attr(*, "width")= num 8
       $ LSTALVDT: Date[1:306], format: "2014-07-02" ...
       $ SAFFL   : chr [1:306] "Y" "Y" "Y" "Y" ...
        ..- attr(*, "width")= num 2
       $ RACEGR1 : chr [1:306] "White" "White" "White" "White" ...
        ..- attr(*, "width")= num 200
       $ AGEGR1  : chr [1:306] "18-64" "18-64" ">64" ">64" ...
        ..- attr(*, "width")= num 20
       $ REGION1 : chr [1:306] "NA" "NA" "NA" "NA" ...
        ..- attr(*, "width")= num 80
       $ LDDTHGR1: chr [1:306] NA NA NA NA ...
        ..- attr(*, "width")= num 200
       $ DTH30FL : chr [1:306] NA NA NA NA ...
        ..- attr(*, "width")= num 200
       $ DTHA30FL: chr [1:306] NA NA NA NA ...
        ..- attr(*, "width")= num 200
       $ DTHB30FL: chr [1:306] NA NA NA NA ...
        ..- attr(*, "width")= num 200
       - attr(*, "label")= chr "Demographics"
       - attr(*, "_xportr.df_arg_")= chr "ADSL"

Note the additional `attr(*, "width")=` after each variable with the width. These have been directly applied from the specification file that we loaded above!

# xportr_order()

Please note that the order of the `ADSL` variables, see above, does not match the specification file `order` column. We can quickly remedy this with a call to `xportr_order()`. Note that the variable `SITEID` has been moved as well as many others to match the specification file order column. Variables not in the spec are moved to the end of the data and a message is written to the console.

    adsl_order <- xportr_order(adsl_xportr, var_spec, domain = "ADSL", verbose = "message")
      ── All variables in dataset are found in `metadata` ──

      ── 50 reordered in dataset ──

      Variable reordered in `.df`: `SITEID`, `USUBJID`, `SUBJID`,
      `COUNTRY`, `AGE`, `AGEU`, `AGEGR1`, `SEX`, `RACE`,
      `RACEGR1`, `ETHNIC`, `RFSTDTC`, `RFENDTC`, `RFXSTDTC`,
      `RFXENDTC`, `RFICDTC`, `RFPENDTC`, `DMDTC`, `DMDY`,
      `SAFFL`, `ARM`, `ARMCD`, `ACTARM`, `ACTARMCD`, `TRT01P`,
      `TRT01A`, `TRTSDTM`, `TRTSTMF`, `TRTEDTM`, `TRTETMF`,
      `TRTSDT`, `TRTEDT`, `DTHFL`, `DTHDTC`, `DTHDT`, `DTHDTF`,
      `DTHADY`, `REGION1`, `TRTDURD`, `LDDTHELD`, `LSTALVDT`,
      `LDDTHGR1`, `DTH30FL`, `DTHA30FL`, `DTHB30FL`, `FRVDT`,
      `RANDDT`, `SCRFDT`, `EOSDT`, and `EOSSTT`

# xportr_format()

Now we apply formats to the dataset. These will typically be `DATE9.`, `DATETIME20` or `TIME5`, but many others can be used. Notice that in the `ADSL` dataset there are 8 Date/Time variables and they are missing formats. Here we just take a peak at a few `TRT` variables, which have a `NULL` format.

      # A tibble: 4 × 2
        Variable Format

      1 TRTSDT
      2 TRTEDT
      3 TRTSDTM
      4 TRTEDTM

Using our `xportr_format()` we can apply our formats to the dataset.

    adsl_fmt <- adsl_xportr %>% xportr_format(var_spec, domain = "ADSL")

      # A tibble: 4 × 2
        Variable Format

      1 TRTSDT   DATE9.
      2 TRTEDT   DATE9.
      3 TRTSDTM  DATETIME20.
      4 TRTEDTM  DATETIME20.

NOTE: You can use `attr(data$variable, which = "format")` to inspect formats applied to a dataframe. The above output has these individual calls bound together for easier viewing.

# xportr_label()

Please observe that our `ADSL` dataset is missing many variable labels. Sometimes these labels can be lost while using R’s function. However, a CDISC compliant data set needs to have each variable with a label.

      tibble [306 × 51] (S3: tbl_df/tbl/data.frame)
       $ STUDYID : chr [1:306] "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" ...
       $ USUBJID : chr [1:306] "01-701-1015" "01-701-1023" "01-701-1028" "01-701-1033" ...
       $ SUBJID  : chr [1:306] "1015" "1023" "1028" "1033" ...
       $ RFSTDTC : chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
       $ RFENDTC : chr [1:306] "2014-07-02" "2012-09-02" "2014-01-14" "2014-04-14" ...
       $ RFXSTDTC: chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
       $ RFXENDTC: chr [1:306] "2014-07-02" "2012-09-01" "2014-01-14" "2014-03-31" ...
       $ RFICDTC : chr [1:306] NA NA NA NA ...
       $ RFPENDTC: chr [1:306] "2014-07-02T11:45" "2013-02-18" "2014-01-14T11:10" "2014-09-15" ...
       $ DTHDTC  : chr [1:306] NA NA NA NA ...
       $ DTHFL   : chr [1:306] NA NA NA NA ...
       $ SITEID  : chr [1:306] "701" "701" "701" "701" ...
       $ AGE     : num [1:306] 63 64 71 74 77 85 59 68 81 84 ...
       $ AGEU    : chr [1:306] "YEARS" "YEARS" "YEARS" "YEARS" ...
       $ SEX     : chr [1:306] "F" "M" "M" "M" ...
       $ RACE    : chr [1:306] "WHITE" "WHITE" "WHITE" "WHITE" ...
       $ ETHNIC  : chr [1:306] "HISPANIC OR LATINO" "HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" ...
       $ ARMCD   : chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
       $ ARM     : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
       $ ACTARMCD: chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
       $ ACTARM  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
       $ COUNTRY : chr [1:306] "USA" "USA" "USA" "USA" ...
       $ DMDTC   : chr [1:306] "2013-12-26" "2012-07-22" "2013-07-11" "2014-03-10" ...
       $ DMDY    : num [1:306] -7 -14 -8 -8 -7 -21 NA -9 -13 -7 ...
       $ TRT01P  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
       $ TRT01A  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
       $ TRTSDTM : POSIXct[1:306], format: "2014-01-02" ...
       $ TRTSTMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTEDTM : POSIXct[1:306], format: "2014-07-02 23:59:59" ...
       $ TRTETMF : chr [1:306] "H" "H" "H" "H" ...
       $ TRTSDT  : Date[1:306], format: "2014-01-02" ...
       $ TRTEDT  : Date[1:306], format: "2014-07-02" ...
       $ TRTDURD : num [1:306] 182 28 180 14 183 26 NA 190 10 55 ...
       $ SCRFDT  : Date[1:306], format: NA ...
       $ EOSDT   : Date[1:306], format: "2014-07-02" ...
       $ EOSSTT  : chr [1:306] "COMPLETED" "DISCONTINUED" "COMPLETED" "DISCONTINUED" ...
       $ FRVDT   : Date[1:306], format: NA ...
       $ RANDDT  : Date[1:306], format: "2014-01-02" ...
       $ DTHDT   : Date[1:306], format: NA ...
       $ DTHDTF  : chr [1:306] NA NA NA NA ...
       $ DTHADY  : num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LDDTHELD: num [1:306] NA NA NA NA NA NA NA NA NA NA ...
       $ LSTALVDT: Date[1:306], format: "2014-07-02" ...
       $ SAFFL   : chr [1:306] "Y" "Y" "Y" "Y" ...
       $ RACEGR1 : chr [1:306] "White" "White" "White" "White" ...
       $ AGEGR1  : chr [1:306] "18-64" "18-64" ">64" ">64" ...
       $ REGION1 : chr [1:306] "NA" "NA" "NA" "NA" ...
       $ LDDTHGR1: chr [1:306] NA NA NA NA ...
       $ DTH30FL : chr [1:306] NA NA NA NA ...
       $ DTHA30FL: chr [1:306] NA NA NA NA ...
       $ DTHB30FL: chr [1:306] NA NA NA NA ...
       - attr(*, "label")= chr "Demographics"

Using the `xport_label` function we can take the specifications file and label all the variables available. `xportr_label` will produce a warning message if you the variable in the data set is not in the specification file.

    adsl_lbl <- adsl_xportr %>% xportr_label(var_spec, domain = "ADSL", "message")

    str(adsl_lbl)

      tibble [306 × 51] (S3: tbl_df/tbl/data.frame)
       $ STUDYID : chr [1:306] "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" "CDISCPILOT01" ...
        ..- attr(*, "label")= chr "Study Identifier"
       $ USUBJID : chr [1:306] "01-701-1015" "01-701-1023" "01-701-1028" "01-701-1033" ...
        ..- attr(*, "label")= chr "Unique Subject Identifier"
       $ SUBJID  : chr [1:306] "1015" "1023" "1028" "1033" ...
        ..- attr(*, "label")= chr "Subject Identifier for the Study"
       $ RFSTDTC : chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Subject Reference Start Date/Time"
       $ RFENDTC : chr [1:306] "2014-07-02" "2012-09-02" "2014-01-14" "2014-04-14" ...
        ..- attr(*, "label")= chr "Subject Reference End Date/Time"
       $ RFXSTDTC: chr [1:306] "2014-01-02" "2012-08-05" "2013-07-19" "2014-03-18" ...
        ..- attr(*, "label")= chr "Date/Time of First Study Treatment"
       $ RFXENDTC: chr [1:306] "2014-07-02" "2012-09-01" "2014-01-14" "2014-03-31" ...
        ..- attr(*, "label")= chr "Date/Time of Last Study Treatment"
       $ RFICDTC : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date/Time of Informed Consent"
       $ RFPENDTC: chr [1:306] "2014-07-02T11:45" "2013-02-18" "2014-01-14T11:10" "2014-09-15" ...
        ..- attr(*, "label")= chr "Date/Time of End of Participation"
       $ DTHDTC  : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date / Time of Death"
       $ DTHFL   : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Subject Death Flag"
       $ SITEID  : chr [1:306] "701" "701" "701" "701" ...
        ..- attr(*, "label")= chr "Study Site Identifier"
       $ AGE     : num [1:306] 63 64 71 74 77 85 59 68 81 84 ...
        ..- attr(*, "label")= chr "Age"
       $ AGEU    : chr [1:306] "YEARS" "YEARS" "YEARS" "YEARS" ...
        ..- attr(*, "label")= chr "Age Units"
       $ SEX     : chr [1:306] "F" "M" "M" "M" ...
        ..- attr(*, "label")= chr "Sex"
       $ RACE    : chr [1:306] "WHITE" "WHITE" "WHITE" "WHITE" ...
        ..- attr(*, "label")= chr "Race"
       $ ETHNIC  : chr [1:306] "HISPANIC OR LATINO" "HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" "NOT HISPANIC OR LATINO" ...
        ..- attr(*, "label")= chr "Ethnicity"
       $ ARMCD   : chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Planned Arm Code"
       $ ARM     : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Planned Arm"
       $ ACTARMCD: chr [1:306] "Pbo" "Pbo" "Xan_Hi" "Xan_Lo" ...
        ..- attr(*, "label")= chr "Actual Arm Code"
       $ ACTARM  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Description of Actual Arm"
       $ COUNTRY : chr [1:306] "USA" "USA" "USA" "USA" ...
        ..- attr(*, "label")= chr "Country"
       $ DMDTC   : chr [1:306] "2013-12-26" "2012-07-22" "2013-07-11" "2014-03-10" ...
        ..- attr(*, "label")= chr "Date/Time of Collection"
       $ DMDY    : num [1:306] -7 -14 -8 -8 -7 -21 NA -9 -13 -7 ...
        ..- attr(*, "label")= chr "Study Day of Collection"
       $ TRT01P  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Planned Treatment for Period 01"
       $ TRT01A  : chr [1:306] "Placebo" "Placebo" "Xanomeline High Dose" "Xanomeline Low Dose" ...
        ..- attr(*, "label")= chr "Actual Treatment for Period 01"
       $ TRTSDTM : POSIXct[1:306], format: "2014-01-02" ...
       $ TRTSTMF : chr [1:306] "H" "H" "H" "H" ...
        ..- attr(*, "label")= chr "Time of First Exposure Imputation Flag"
       $ TRTEDTM : POSIXct[1:306], format: "2014-07-02 23:59:59" ...
       $ TRTETMF : chr [1:306] "H" "H" "H" "H" ...
        ..- attr(*, "label")= chr "Time of Last Exposure Imputation Flag"
       $ TRTSDT  : Date[1:306], format: "2014-01-02" ...
       $ TRTEDT  : Date[1:306], format: "2014-07-02" ...
       $ TRTDURD : num [1:306] 182 28 180 14 183 26 NA 190 10 55 ...
        ..- attr(*, "label")= chr "Total Duration of Trt  (days)"
       $ SCRFDT  : Date[1:306], format: NA ...
       $ EOSDT   : Date[1:306], format: "2014-07-02" ...
       $ EOSSTT  : chr [1:306] "COMPLETED" "DISCONTINUED" "COMPLETED" "DISCONTINUED" ...
        ..- attr(*, "label")= chr "End of Study Status"
       $ FRVDT   : Date[1:306], format: NA ...
       $ RANDDT  : Date[1:306], format: "2014-01-02" ...
       $ DTHDT   : Date[1:306], format: NA ...
       $ DTHDTF  : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Date of Death Imputation Flag"
       $ DTHADY  : num [1:306] NA NA NA NA NA NA NA NA NA NA ...
        ..- attr(*, "label")= chr "Relative Day of Death"
       $ LDDTHELD: num [1:306] NA NA NA NA NA NA NA NA NA NA ...
        ..- attr(*, "label")= chr "Elapsed Days from Last Dose to Death"
       $ LSTALVDT: Date[1:306], format: "2014-07-02" ...
       $ SAFFL   : chr [1:306] "Y" "Y" "Y" "Y" ...
        ..- attr(*, "label")= chr "Safety Population Flag"
       $ RACEGR1 : chr [1:306] "White" "White" "White" "White" ...
        ..- attr(*, "label")= chr "Pooled Race Group 1"
       $ AGEGR1  : chr [1:306] "18-64" "18-64" ">64" ">64" ...
        ..- attr(*, "label")= chr "Pooled Age Group 1"
       $ REGION1 : chr [1:306] "NA" "NA" "NA" "NA" ...
        ..- attr(*, "label")= chr "Geographic Region 1"
       $ LDDTHGR1: chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Last Does to Death Group"
       $ DTH30FL : chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Under 30  Group"
       $ DTHA30FL: chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Over 30  Group"
       $ DTHB30FL: chr [1:306] NA NA NA NA ...
        ..- attr(*, "label")= chr "Over 30 plus 30 days Group"
       - attr(*, "label")= chr "Demographics"
       - attr(*, "_xportr.df_arg_")= chr "ADSL"

# xportr_write()

Finally, we arrive at exporting the R data frame object as a `xpt` file with `xportr_write()`. The `xpt` file will be written directly to your current working directory. To make it more interesting, we have put together all six functions with the magrittr pipe, `%>%`. A user can now apply types, length, variable labels, formats, data set label and write out their final xpt file in one pipe! Appropriate warnings and messages will be supplied to a user to the console for any potential issues before sending off to standard clinical data set validator application or data reviewers.

    adsl_xportr %>%
      xportr_type(var_spec, "ADSL", "message") %>%
      xportr_length(var_spec, "ADSL", verbose = "message") %>%
      xportr_label(var_spec, "ADSL", "message") %>%
      xportr_order(var_spec, "ADSL", "message") %>%
      xportr_format(var_spec, "ADSL") %>%
      xportr_write("adsl.xpt")
      ── All variables in dataset are found in `metadata` ──

      ── 50 reordered in dataset ──

      Variable reordered in `.df`: `SITEID`, `USUBJID`, `SUBJID`,
      `COUNTRY`, `AGE`, `AGEU`, `AGEGR1`, `SEX`, `RACE`,
      `RACEGR1`, `ETHNIC`, `RFSTDTC`, `RFENDTC`, `RFXSTDTC`,
      `RFXENDTC`, `RFICDTC`, `RFPENDTC`, `DMDTC`, `DMDY`,
      `SAFFL`, `ARM`, `ARMCD`, `ACTARM`, `ACTARMCD`, `TRT01P`,
      `TRT01A`, `TRTSDTM`, `TRTSTMF`, `TRTEDTM`, `TRTETMF`,
      `TRTSDT`, `TRTEDT`, `DTHFL`, `DTHDTC`, `DTHDT`, `DTHDTF`,
      `DTHADY`, `REGION1`, `TRTDURD`, `LDDTHELD`, `LSTALVDT`,
      `LDDTHGR1`, `DTH30FL`, `DTHA30FL`, `DTHB30FL`, `FRVDT`,
      `RANDDT`, `SCRFDT`, `EOSDT`, and `EOSSTT`

That’s it! We now have a `xpt` file created in R with all appropriate types, lengths, labels, ordering and formats from our specification file. If you are interested in exploring more of the custom warnings and error messages as well as more background on `xpt` generation be sure to check out the Deep Dive User Guide.

As always, we welcome your feedback. If you spot a bug, would like to see a new feature, or if any documentation is unclear - submit an issue on xportr’s GitHub page.