diff --git a/.Rbuildignore b/.Rbuildignore index d91dc4b..d2dd944 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -12,6 +12,7 @@ documentation-for-developers/ playgrounds/ utility/ ^\.github$ +^\.lintr$ ^\.markdownlist\.json$ ^\.travis\.yml$ ^appveyor\.yml$ diff --git a/.lintr b/.lintr new file mode 100644 index 0000000..7bd9b0e --- /dev/null +++ b/.lintr @@ -0,0 +1,5 @@ +linters: linters_with_defaults( + line_length_linter(120), + commas_linter = NULL, + commented_code_linter = NULL + ) diff --git a/CRAN-RELEASE b/CRAN-RELEASE deleted file mode 100644 index d780e1c..0000000 --- a/CRAN-RELEASE +++ /dev/null @@ -1,2 +0,0 @@ -This package was submitted to CRAN on 2018-09-12. -Once it is accepted, delete this file and tag the release (commit de657690f5). diff --git a/DESCRIPTION b/DESCRIPTION index a63c658..7d1cd8d 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -2,34 +2,32 @@ Package: codified Title: Produce Standard/Formalized Demographics Tables Description: Augment clinical data with metadata to create output used in conventional publications and reports. -Version: 0.2.9001 +Version: 0.3.0 Authors@R: c(person("Will", "Beasley", role = c("aut", "cre"), email = "wibeasley@hotmail.com", comment = c(ORCID = "0000-0002-5613-5006")), person("Peter", "Higgins", role = "ctb")) URL: https://ouhscbbmc.github.io/codified/, https://github.com/OuhscBbmc/codified, https://github.com/higgi13425/nih_enrollment_table BugReports: https://github.com/OuhscBbmc/codified/issues Depends: - R(>= 3.0.0), - stats + R(>= 4.1.0) Imports: checkmate (>= 1.8.4), - dplyr (>= 0.7.0), + dplyr (>= 1.0.0), kableExtra, knitr (>= 1.18.0), - magrittr, rlang, tibble (>= 1.4.0), - tidyr (>= 0.7.0) + tidyr (>= 1.0.0) Suggests: - covr (>= 3.4), - devtools, + covr, readr (>= 1.1.0), REDCapR, rmarkdown, - testthat (>= 2.0) + testthat (>= 3.0) License: MIT + file LICENSE -LazyData: TRUE VignetteBuilder: knitr Encoding: UTF-8 RoxygenNote: 7.2.1 Roxygen: list(markdown = TRUE) +Config/testthat/edition: 3 +Language: en-US diff --git a/NAMESPACE b/NAMESPACE index e9c67e0..ea3d2fd 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -2,6 +2,5 @@ export(table_nih_enrollment) export(table_nih_enrollment_pretty) -importFrom(magrittr,"%>%") importFrom(rlang,.data) importFrom(tibble,tibble) diff --git a/NEWS.md b/NEWS.md index 9d84c50..3160283 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,7 +1,13 @@ +Version 0.3.0 (released 2022-08-11) +========================================================== -# codified 0.2.0 +* Vignette mimics calling REDCap. (#9) +* Small modernizations. (#9) + +Version 0.2.0 (released 2018-09-07) +========================================================== * added `table_nih_enrollment()` and `table_nih_enrollment_pretty()`. #2 * added `nih-enrollment-html` vignette. #6 * started pkgdown site. #7 -* the idea was created by [Peter Higgins](http://www.med.umich.edu/higginslab/) (@higgi13425) for [R/Medicine 2018](http://r-medicine.com/). +* the idea was created by [Peter Higgins](http://www.med.umich.edu/higginslab/) (@higgi13425) for [R/Medicine 2018](https://events.linuxfoundation.org/r-medicine/). diff --git a/R/table-nih-enrollment.R b/R/table-nih-enrollment.R index 47def13..e440c3a 100644 --- a/R/table-nih-enrollment.R +++ b/R/table-nih-enrollment.R @@ -17,13 +17,11 @@ #' @details #' https://grants.nih.gov/grants/how-to-apply-application-guide/forms-d/general/g.500-phs-inclusion-enrollment-report.htm #' -#' @importFrom magrittr %>% #' @importFrom rlang .data #' #' @author Will Beasley, Peter Higgins, Andrew Peters, Sreeharsha Mandem #' #' @examples -#' library(magrittr) #' ds_1 <- tibble::tribble( #' ~subject_id, ~gender , ~race , ~ethnicity , #' 1L, "Male" , "Black or African American", "Not Hispanic or Latino" , @@ -39,15 +37,15 @@ #' table_nih_enrollment(ds_1) #' table_nih_enrollment_pretty(ds_1) #' -#' table_nih_enrollment(ds_1) %>% -#' tidyr::spread(key=gender, value=n) +#' table_nih_enrollment(ds_1) |> +#' tidyr::pivot_wider(names_from = gender, values_from = n) #' -#' table_nih_enrollment(ds_1) %>% +#' table_nih_enrollment(ds_1) |> #' dplyr::mutate( #' gender_ethnicity = paste0(gender, " by ", ethnicity) -#' ) %>% -#' dplyr::select(-gender, -ethnicity) %>% -#' tidyr::spread(key=gender_ethnicity, value=n) +#' ) |> +#' dplyr::select(-gender, -ethnicity) |> +#' tidyr::pivot_wider(names_from = gender_ethnicity, values_from = n) #' #' ds_2 <- tibble::tribble( #' ~subject_id, ~gender , ~race , ~ethnicity , @@ -67,12 +65,12 @@ #' "Latino" , "Hispanic or Latino" , #' "Unknown" , "Unknown/Not Reported Ethnicity" #' ) -#' table_nih_enrollment(ds_2, d_lu_ethnicity=ds_lu_ethnicity) -#' table_nih_enrollment_pretty(ds_2, d_lu_ethnicity=ds_lu_ethnicity) +#' table_nih_enrollment(ds_2, d_lu_ethnicity = ds_lu_ethnicity) +#' table_nih_enrollment_pretty(ds_2, d_lu_ethnicity = ds_lu_ethnicity) #' #' ## Read a 500-patient fake dataset -#' path <- system.file("misc/example-data-1.csv", package="codified") -#' ds_3 <- readr::read_csv(path) %>% +#' path <- system.file("misc/example-data-1.csv", package = "codified") +#' ds_3 <- readr::read_csv(path) |> #' dplyr::mutate( #' gender = as.character(gender), #' race = as.character(race), @@ -120,16 +118,20 @@ #' @export table_nih_enrollment <- function( d, - d_lu_gender=NULL, d_lu_race=NULL, d_lu_ethnicity=NULL, - variable_gender="gender", variable_race="race", variable_ethnicity="ethnicity" + d_lu_gender = NULL, + d_lu_race = NULL, + d_lu_ethnicity = NULL, + variable_gender = "gender", + variable_race = "race", + variable_ethnicity = "ethnicity" ) { - checkmate::assert_data_frame(d , any.missing=F) - checkmate::assert_data_frame(d_lu_gender , any.missing=F, null.ok=T) - checkmate::assert_data_frame(d_lu_race , any.missing=F, null.ok=T) - checkmate::assert_data_frame(d_lu_ethnicity , any.missing=F, null.ok=T) - checkmate::assert_character( variable_gender , any.missing=F, min.chars=1, len=1) - checkmate::assert_character( variable_race , any.missing=F, min.chars=1, len=1) - checkmate::assert_character( variable_ethnicity , any.missing=F, min.chars=1, len=1) + checkmate::assert_data_frame(d , any.missing = FALSE) + checkmate::assert_data_frame(d_lu_gender , any.missing = FALSE, null.ok = TRUE) + checkmate::assert_data_frame(d_lu_race , any.missing = FALSE, null.ok = TRUE) + checkmate::assert_data_frame(d_lu_ethnicity , any.missing = FALSE, null.ok = TRUE) + checkmate::assert_character( variable_gender , any.missing = FALSE, min.chars = 1, len = 1) + checkmate::assert_character( variable_race , any.missing = FALSE, min.chars = 1, len = 1) + checkmate::assert_character( variable_ethnicity , any.missing = FALSE, min.chars = 1, len = 1) levels_gender <- c( "Female", @@ -158,51 +160,55 @@ table_nih_enrollment <- function( ethnicity = levels_ethnicity ) - d <- d %>% - dplyr::select_( - "gender" = variable_gender , - "race" = variable_race , - "ethnicity" = variable_ethnicity + d <- d |> + dplyr::select( + gender = !!variable_gender , + race = !!variable_race , + ethnicity = !!variable_ethnicity ) - if( !is.null(d_lu_gender) ) { - d <- d %>% - dplyr::left_join(d_lu_gender, by=c("gender" = "input")) %>% - dplyr::select(-.data$gender) %>% + if (!is.null(d_lu_gender)) { + d <- d |> + dplyr::left_join(d_lu_gender, by = c("gender" = "input")) |> + dplyr::select(-.data$gender) |> dplyr::rename(gender = .data$displayed) } - if( !is.null(d_lu_race) ) { - d <- d %>% - dplyr::left_join(d_lu_race, by=c("race" = "input")) %>% - dplyr::select(-.data$race) %>% + if (!is.null(d_lu_race)) { + d <- d |> + dplyr::left_join(d_lu_race, by = c("race" = "input")) |> + dplyr::select(-.data$race) |> dplyr::rename(race = .data$displayed) } - if( !is.null(d_lu_ethnicity) ) { - d <- d %>% - dplyr::left_join(d_lu_ethnicity, by=c("ethnicity" = "input")) %>% - dplyr::select(-.data$ethnicity) %>% + if (!is.null(d_lu_ethnicity)) { + d <- d |> + dplyr::left_join(d_lu_ethnicity, by = c("ethnicity" = "input")) |> + dplyr::select(-.data$ethnicity) |> dplyr::rename(ethnicity = .data$displayed) } - d_count <- d %>% - dplyr::count(.data$gender, .data$race, .data$ethnicity) %>% - dplyr::full_join(d_possible, by = c("gender", "race", "ethnicity")) %>% + d |> + dplyr::count(.data$gender, .data$race, .data$ethnicity) |> + dplyr::full_join(d_possible, by = c("gender", "race", "ethnicity")) |> dplyr::mutate( - gender = factor(.data$gender , levels=levels_gender ), - race = factor(.data$race , levels=levels_race ), - ethnicity = factor(.data$ethnicity, levels=levels_ethnicity ), + gender = factor(.data$gender , levels = levels_gender ), + race = factor(.data$race , levels = levels_race ), + ethnicity = factor(.data$ethnicity, levels = levels_ethnicity ), n = dplyr::coalesce(.data$n, 0L) - ) %>% - dplyr::select(.data$gender, .data$race, .data$ethnicity, .data$n) %>% + ) |> + dplyr::select(.data$gender, .data$race, .data$ethnicity, .data$n) |> dplyr::arrange(.data$gender, .data$race, .data$ethnicity) } #' @export table_nih_enrollment_pretty <- function( d, - d_lu_gender=NULL, d_lu_race=NULL, d_lu_ethnicity=NULL, - variable_gender="gender", variable_race="race", variable_ethnicity="ethnicity" + d_lu_gender = NULL, + d_lu_race = NULL, + d_lu_ethnicity = NULL, + variable_gender = "gender", + variable_race = "race", + variable_ethnicity = "ethnicity" ) { column_order <- c( "race", @@ -220,16 +226,19 @@ table_nih_enrollment_pretty <- function( "Unknown/Not Reported by Unknown/Not Reported Ethnicity" ) - table_nih_enrollment(d, d_lu_gender, d_lu_race, d_lu_ethnicity, variable_gender, variable_race, variable_ethnicity) %>% + table_nih_enrollment(d, d_lu_gender, d_lu_race, d_lu_ethnicity, variable_gender, variable_race, variable_ethnicity) |> dplyr::mutate( gender_ethnicity = paste0(.data$gender, " by ", .data$ethnicity) - ) %>% - dplyr::select(-.data$gender, -.data$ethnicity) %>% - tidyr::spread(key=.data$gender_ethnicity, value=.data$n) %>% - dplyr::select(!!column_order) %>% + ) |> + dplyr::select(-.data$gender, -.data$ethnicity) |> + tidyr::pivot_wider( + names_from = .data$gender_ethnicity, + values_from = .data$n + ) |> + dplyr::select(!!column_order) |> knitr::kable( format = "html", - format.args = list(big.mark=","), + format.args = list(big.mark = ","), escape = FALSE, col.names = c( "Racial\nCategories", @@ -243,17 +252,17 @@ table_nih_enrollment_pretty <- function( "Male", "Unknown/
Not Reported" ) - ) %>% + ) |> kableExtra::kable_styling( bootstrap_options = c("striped", "hover", "condensed", "responsive"), full_width = FALSE - ) %>% - kableExtra::column_spec(c(1, 4, 7), border_right = T) %>% + ) |> + kableExtra::column_spec(c(1, 4, 7), border_right = TRUE) |> kableExtra::add_header_above(c( " " = 1L, "Not Hispanic or Latino" = 3L, "Hispanic or Latino" = 3L, "Unknown/Not Reported Ethnicity" = 3L - )) %>% + )) |> kableExtra::add_header_above(c(" " = 1L, "Ethnic Categories" = 9L)) } diff --git a/README.md b/README.md index ae53fbe..d552b20 100644 --- a/README.md +++ b/README.md @@ -3,9 +3,9 @@ codified Produce standard/formalized demographics tables -Clinical researchers often need to document and report the demographics of all consented subjects. A common use case is for reporting to funding agencies, including the National Institutes of Health (NIH). The NIH requires a particular format for the [PHS Inclusion Enrollment Report](https://grants.nih.gov/grants/how-to-apply-application-guide/forms-d/general/g.500-phs-inclusion-enrollment-report.htm) in each annual Research Performance Progress Report ([RPPR](https://grants.nih.gov/grants/rppr/index.htm)). +Clinical researchers often need to document and report the demographics of all consented subjects. A common use case is for reporting to funding agencies, including the National Institutes of Health (NIH). The NIH requires a particular format for the [PHS Inclusion Enrollment Report](https://www.era.nih.gov/erahelp/assist/Content/ASSIST_Help_Topics/3_Form_Screens/PHS_HS_CT/PHS_Summary.htm) in each annual Research Performance Progress Report ([RPPR](https://grants.nih.gov/grants/rppr/index.htm)). -The **codified** package, in combination with the **REDCapR** package, provides a pipeline to directly extract the demographics of consented subjects from a REDCap database, and to rapidly and reproducibly produce standard demographics tables. This pipeline is demonstrated in the vignette, *[NIH Enrollment Tables in HTML](https://ouhscbbmc.github.io/codified/articles/nih-enrollment-html.html)*. +The [codified](https://ouhscbbmc.github.io/codified/) package, in combination with the [REDCapR](https://ouhscbbmc.github.io/REDCapR/) package, provides a pipeline to directly extract the demographics of consented subjects from a REDCap database, and to rapidly and reproducibly produce standard demographics tables. This pipeline is demonstrated in the vignette, *[NIH Enrollment Tables in HTML](https://ouhscbbmc.github.io/codified/articles/nih-enrollment-html.html)*. Installation and Documentation ----------------------- @@ -14,7 +14,7 @@ The *development* version can be installed from [GitHub](https://github.com/Ouhs ```r install.packages("remotes") # Run this line if the 'remotes' package isn't installed already. -remotes::install_github(repo="OuhscBbmc/codified") +remotes::install_github(repo = "OuhscBbmc/codified") ``` The *release* version can be installed from [CRAN](https://cran.r-project.org/package=codified). @@ -28,7 +28,7 @@ The package can be uninstalled from your local machine with `remove.packages("co Build Status and Package Characteristics ----------------------- -| [GitHub](https://github.com/OuhscBbmc/codified) | [Github Actions](https://github.com/OuhscBbmc/codified/actions) | [Coveralls](https://coveralls.io/r/OuhscBbmc/codified) | +| [GitHub](https://github.com/OuhscBbmc/codified) | [GitHub Actions](https://github.com/OuhscBbmc/codified/actions) | [Coveralls](https://coveralls.io/github/OuhscBbmc/codified) | | :----- | :---------------------------: | :-------: | | [Main](https://github.com/OuhscBbmc/codified/tree/main) | [![R-CMD-check](https://github.com/OuhscBbmc/codified/actions/workflows/check-release.yml/badge.svg)](https://github.com/OuhscBbmc/codified/actions/workflows/check-release.yml) | [![Coverage Status](https://coveralls.io/repos/github/OuhscBbmc/codified/badge.svg?branch=main)](https://coveralls.io/github/OuhscBbmc/codified?branch=main) | | [Dev](https://github.com/OuhscBbmc/codified/tree/dev) | [![R-CMD-check](https://github.com/OuhscBbmc/codified/actions/workflows/check-release.yml/badge.svg?branch=dev)](https://github.com/OuhscBbmc/codified/actions/workflows/check-release.yml) | [![Coverage Status](https://coveralls.io/repos/github/OuhscBbmc/codified/badge.svg?branch=dev)](https://coveralls.io/github/OuhscBbmc/codified?branch=dev) | @@ -40,5 +40,5 @@ Build Status and Package Characteristics | [Development Doc](https://www.rdocumentation.org/) | [![Rdoc](https://img.shields.io/badge/pkgodwn-GitHub.io-orange.svg?longCache=true&style=style=for-the-badge)](https://ouhscbbmc.github.io/codified/) | | [Zenodo Archive](https://zenodo.org/search?ln=en&p=codified) | [![DOI](https://zenodo.org/badge/146359325.svg)](https://zenodo.org/badge/latestdoi/146359325) | | [CRAN Version](https://cran.r-project.org/package=codified) | [![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/codified)](https://cran.r-project.org/package=codified) | -| [CRAN Rate](http://cranlogs.r-pkg.org/) | ![CRANPace](http://cranlogs.r-pkg.org/badges/codified) | -| [Production Doc](https://www.rdocumentation.org/) | [![Rdoc](http://www.rdocumentation.org/badges/version/codified)](http://www.rdocumentation.org/packages/codified) | +| [CRAN Rate](https://cranlogs.r-pkg.org:443/) | ![CRANPace](https://cranlogs.r-pkg.org:443/badges/codified) | +| [Production Doc](https://www.rdocumentation.org/) | [![Rdoc](http://www.rdocumentation.org/badges/version/codified)](https://www.rdocumentation.org/packages/codified) | diff --git a/cran-comments.md b/cran-comments.md index 14e4795..cc66ef7 100644 --- a/cran-comments.md +++ b/cran-comments.md @@ -1,6 +1,9 @@ Description ------------------------------------------------ -This is a new release. I've corrected the note about the license file/template (sorry, I thought that note was pointing to the new submission line.) +============================ + +This is a resubmission after the package was removed a few days ago for "policy violation... On Internet access." The vignette called an external server that was being upgraded (and I was in the middle of a two-week camping trip). + +In the meantime, I've made some minor updates to code and reduced some package dependencies. Thank you for taking the time to review my submission, and please tell me if there's something else I should do for CRAN. -Will Beasley @@ -8,25 +11,43 @@ Thank you for taking the time to review my submission, and please tell me if the Test environments ----------------------------------------------- -The win-builder and a local machine have used the CRAN version of dplyr. The others have used the current GitHub master version of dplyr. - -* Local Ubuntu, R 3.5.1 patched -* [win-builder](https://win-builder.r-project.org/loyQ4mpg13bQ/) (version="R-devel") -* R Hub -R Release - * [Fedora](https://builder.r-hub.io/status/codified_0.2.0.tar.gz-9e323515f1c645de88948b62f47ea256) - * [Ubuntu LTS](https://builder.r-hub.io/status/codified_0.2.0.tar.gz-0b2beb0a150f4a85a20296868425bcd6) - * [Windows Server](https://builder.r-hub.io/status/codified_0.2.0.tar.gz-628ea3de132d44039f349301e03816c0) -* [Travis CI](https://travis-ci.org/OuhscBbmc/codified), Ubuntu LTS -* [AppVeyor](https://ci.appveyor.com/project/wibeasley/codified), Windows Server - +* Local Ubuntu, R 4.2.1 patched +* Local Windows, R 4.2.1 patched +* [win-builder](https://win-builder.r-project.org/07J2m64qPN89/) (version="R-devel") +* R Hub -R Release + * [Fedora](https://builder.r-hub.io/status/codified_0.3.0.tar.gz-92b1a5157605462c91aa670d0db084d8) + * [Ubuntu LTS](https://builder.r-hub.io/status/codified_0.3.0.tar.gz-e5752ab379f44b1698e25a7f71050589) + * [Windows Server](https://builder.r-hub.io/status/codified_0.3.0.tar.gz-350981c472ec43b79b7f87689a006938) +* [GiHub Actions](https://github.com/OuhscBbmc/REDCapR/actions), Ubuntu 20.04 LTS R CMD check results ----------------------------------------------- * No ERRORs or WARNINGs on any builds. -* No consistent NOTEs other than 'New submission'. There are a few things popping up in some of the seven builds above, but nothing serious. For example, win-builder couldn't connect to the "https://CRAN.R-project.org/package=staplr" or the Zenodo links. +* One consistent NOTE: + > CRAN repository db overrides: + > X-CRAN-Comment: Archived on 2022-08-08 for policy violation. + > + > On Internet access. + +* There is one NOTE that is only found on R-hub Windows (Server 2022, R-devel 64-bit): + + ```txt + * checking for detritus in the temp directory ... NOTE + Found the following files/directories: + 'lastMiKTeXException' + As noted in [R-hub issue #503](https://github.com/r-hub/rhub/issues/503), this could be due to a bug/crash in MiKTeX and can likely be ignored. + ``` + +* There is one NOTE that is only found on the R-hub Fedora: + + ```txt + * checking HTML version of manual ... NOTE + Skipping checking HTML validation: no command 'tidy' found + ``` + Based on [this discussion](https://groups.google.com/g/r-sig-mac/c/7u_ivEj4zhM?pli=1), it sounds like a problem with the testing environment, and not the package code. Downstream dependencies ----------------------------------------------- diff --git a/documentation-for-developers/refresh.R b/documentation-for-developers/refresh.R index 2956958..2be540f 100644 --- a/documentation-for-developers/refresh.R +++ b/documentation-for-developers/refresh.R @@ -1,14 +1,36 @@ -rm(list=ls(all=TRUE)) +rm(list = ls(all = TRUE)) # library(devtools) -deviceType <- ifelse(R.version$os=="linux-gnu", "X11", "windows") -options(device = deviceType) #http://support.rstudio.org/help/discussions/problems/80-error-in-function-only-one-rstudio-graphics-device-is-permitted +# deviceType <- ifelse(R.version$os=="linux-gnu", "X11", "windows") +# options(device = deviceType) #http://support.rstudio.org/help/discussions/problems/80-error-in-function-only-one-rstudio-graphics-device-is-permitted + +spelling::spell_check_package() +# spelling::update_wordlist() +lintr::lint_package() +urlchecker::url_check(); urlchecker::url_update() devtools::document() devtools::check_man() #Should return NULL devtools::build_vignettes() + +checks_to_exclude <- c( + "covr", + # "cyclocomp"#, + "lintr_line_length_linter" +) +gp <- + goodpractice::all_checks() |> + purrr::discard(~(. %in% checks_to_exclude)) |> + { + \(checks) + goodpractice::gp(checks = checks) + }() +goodpractice::results(gp) +gp + +devtools::document() pkgdown::clean_site() pkgdown::build_site() -system("R CMD Rd2pdf --no-preview --force --output=./documentation-peek.pdf ." ) +# system("R CMD Rd2pdf --no-preview --force --output=./documentation-peek.pdf ." ) devtools::run_examples(); #dev.off() #This overwrites the NAMESPACE file too # devtools::run_examples(, "table-nih-enrollment.Rd") @@ -18,7 +40,13 @@ test_results_checked <- devtools::test(filter = "table-nih-enrollment") test_results_not_checked <- testthat::test_dir("./tests/manual/") # devtools::check(force_suggests = FALSE) +devtools::check(cran=TRUE) +devtools::check( # Equivalent of R-hub + manual = TRUE, + remote = TRUE, + incoming = TRUE +) +devtools::check_rhub(email="wibeasley@hotmail.com") # devtools::check_win_devel() #CRAN submission policies encourage the development version -# devtools::check_rhub(email="wibeasley@hotmail.com") # devtools::revdep_check(pkg="codified", recursive=TRUE) # devtools::release(check=FALSE) #Careful, the last question ultimately uploads it to CRAN, where you can't delete/reverse your decision. diff --git a/documentation-peek.pdf b/documentation-peek.pdf deleted file mode 100644 index 2147927..0000000 Binary files a/documentation-peek.pdf and /dev/null differ diff --git a/inst/WORDLIST b/inst/WORDLIST new file mode 100644 index 0000000..ada78be --- /dev/null +++ b/inst/WORDLIST @@ -0,0 +1,25 @@ +CMD +CRANPace +DOI +Dev +IRB +LTS +Mandem +ORCID +PHS +REDCap +REDCapR +RPPR +Rdoc +Sreeharsha +Zenodo +docx +flextable +htm +https +modernizations +nih +phs +pkgdown +reproducibly +staplr diff --git a/inst/misc/example-data-2.csv b/inst/misc/example-data-2.csv new file mode 100644 index 0000000..03db0cd --- /dev/null +++ b/inst/misc/example-data-2.csv @@ -0,0 +1,501 @@ +record_id,name_last,name_first,address,phone,dob,ethnicity,race,gender,height,weight,email,demographics_complete +1,Cornel,Alice,88 Dawnview Way,3364812635,1991-05-13,1,4,0,176.1,105,alice.cornel@aol.com,0 +2,Wojdyla,Jaida,69 Jessie West St,5233183616,1931-10-14,1,4,0,173.7,127,jaida.wojdyla@aol.com,0 +3,Stunkard,Allen,49 Sibley Rd,8548788327,1964-09-15,1,3,1,170,166,allen.stunkard@aol.com,0 +4,Cimochowski,Isabell,18 Warner Pl,3986375914,1969-05-03,1,4,1,160.5,98,isabell.cimochowski@aol.com,0 +5,Woodland,Amber,43 Ardath Ct,4487462273,1969-11-22,1,4,0,183.2,112,amber.woodland@aol.com,0 +6,Pistoia,Kayden,37 Cole St,4727418365,1943-08-26,1,4,1,176.8,125,kayden.pistoia@aol.com,0 +7,Ahlquist,Gianna,98 Treat Ave,4398321526,1944-01-22,1,4,0,177,133,gianna.ahlquist@aol.com,0 +8,Ashlin,Chad,56 Ship St,2856641963,1931-04-14,1,4,1,182.4,144,chad.ashlin@aol.com,0 +9,Djokovic,Simon,44 Ironwood Way,4632973167,1962-07-07,1,1,1,160.5,100,simon.djokovic@aol.com,0 +10,Mosses,Zack,18 Tara St,5397286264,1978-06-20,1,3,0,147.9,118,zack.mosses@aol.com,0 +11,Lucini,Magdalena,49 Conrad St,9933768739,1932-05-05,1,4,0,170.2,94,magdalena.lucini@aol.com,0 +12,Swierk,Lisa,97 Washburn St,7549372498,1990-08-11,1,4,1,176.9,128,lisa.swierk@aol.com,0 +13,Torii,Adan,33 Charles j Brenham Pl,3312331878,1986-11-06,1,4,1,183.3,138,adan.torii@aol.com,0 +14,Meunier,Rafael,58 Pfeiffer St,8336867841,1957-10-17,1,4,1,184.4,133,rafael.meunier@aol.com,0 +15,Knadle,Jessie,68 Southard Pl,4899633815,1956-11-06,1,4,1,175,115,jessie.knadle@aol.com,0 +16,Arcemont,Cameron,56 Cadell Pl,4676358541,1947-07-28,1,6,1,196.1,139,cameron.arcemont@aol.com,0 +17,Carethers,Zoey,32 Masonic Ave,5638247317,1987-04-23,1,3,0,200.8,101,zoey.carethers@aol.com,0 +18,Trammell,Karen,16 Ord St,2832216877,1975-06-12,1,4,1,150.6,137,karen.trammell@aol.com,0 +19,Burkhouse,Alisa,49 Hitchcock St,8678353936,1999-05-03,1,4,1,178.2,124,alisa.burkhouse@aol.com,0 +20,Schenning,Trystan,32 Putnam St,6153384374,1989-08-26,1,5,0,181.1,98,trystan.schenning@aol.com,0 +21,Cowdrick,Gavyn,96 Madison St,5333283397,1989-09-25,1,4,1,165,78,gavyn.cowdrick@aol.com,0 +22,Metze,Tori,86 Amity Aly,3255926385,1944-07-14,1,5,0,177.3,126,tori.metze@aol.com,0 +23,Kim,Rhett,59 Lake Forest Ct,4734382583,1953-05-16,1,6,0,177.6,114,rhett.kim@aol.com,0 +24,Gerstel,Diego,87 Zircon Pl,9766312233,1943-11-02,1,4,1,177.7,135,diego.gerstel@aol.com,0 +25,Brevard,Slade,17 Kirkwood Ave,5446618137,1944-08-04,2,5,0,173.1,83,slade.brevard@aol.com,0 +26,Benline,Valery,65 Salmon St,5487286388,1937-08-14,1,4,1,169.5,108,valery.benline@aol.com,0 +27,Cirbo,Nolan,54 Stanford Heights Ave,8287317629,1985-10-06,1,5,1,169.8,95,nolan.cirbo@aol.com,0 +28,Briegel,Kaleigh,27 Pennsylvania Ave,7422758131,1991-11-11,1,4,0,174.7,109,kaleigh.briegel@aol.com,0 +29,Busack,Lana,74 Stoneridge Ln,2619777232,1946-12-11,1,5,0,177.2,120,lana.busack@aol.com,0 +30,Aguina,Dangelo,42 Lindsay Cir,8478135353,1980-07-06,1,4,1,187.5,109,dangelo.aguina@aol.com,0 +31,Oslund,Mara,57 Henry St,2938137316,1946-08-10,1,4,1,178.6,71,mara.oslund@aol.com,0 +32,Pocius,Omar,17 Burke Ave,6223667664,1958-05-24,1,5,0,149.9,134,omar.pocius@aol.com,0 +33,Farrow,Micah,34 Roosevelt Way,6465483961,1946-09-24,1,4,0,179.9,98,micah.farrow@aol.com,0 +34,Kinzey,Xzavier,80 Hopkins Ave,6312336428,1966-10-18,1,4,0,180.4,144,xzavier.kinzey@aol.com,0 +35,Kenslow,Donavan,2 Berkeley Way,3964217988,1969-06-20,1,4,0,173.6,80,donavan.kenslow@aol.com,0 +36,Eu,Dax,52 School Aly,3968157621,1975-07-11,1,4,1,174.1,98,dax.eu@aol.com,0 +37,Colino,Averi,10 Maryland St,7692774739,1938-05-14,1,5,0,170.1,86,averi.colino@aol.com,0 +38,Paquin,Luna,19 Chester Ave,8134296639,1957-02-10,1,4,0,188.4,101,luna.paquin@aol.com,0 +39,Mounkes,Carolyn,53 Unnamed 186,2462945963,1991-05-16,1,4,0,169.5,99,carolyn.mounkes@aol.com,0 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Regent St,8139583261,1954-12-05,1,5,0,178.2,116,kelly.latting@aol.com,0 +51,Kauder,Davon,83 Havenside Dr,8186195554,1985-04-17,1,4,0,166.2,141,davon.kauder@aol.com,0 +52,Kochanowicz,Lilly,92 Whittier St,9319644263,1988-02-23,1,4,1,176.1,127,lilly.kochanowicz@aol.com,0 +53,Altamimi,Zackary,79 Cordelia St,2387983376,1955-12-08,1,5,1,172.1,136,zackary.altamimi@aol.com,0 +54,Stimple,Uriel,46 Lily St,6649825291,1992-08-08,1,4,0,159.6,72,uriel.stimple@aol.com,0 +55,Schoeler,Jordan,57 Wisser Ct,6743736451,1961-03-02,1,5,1,157.4,135,jordan.schoeler@aol.com,0 +56,Deshaw,Semaj,68 Fernandez St,5849622311,1979-03-04,1,4,1,174.6,89,semaj.deshaw@aol.com,0 +57,Blicharz,Madilynn,79 Paul Ave,4896528336,1980-09-26,2,4,1,175.4,108,madilynn.blicharz@aol.com,0 +58,Sloat,Kathleen,48 Edie Rd,7842325432,1976-02-06,1,5,1,172.5,168,kathleen.sloat@aol.com,0 +59,Medalen,Bo,70 Hwy 101 Southbound,7634451243,1933-07-04,1,4,1,179,88,bo.medalen@aol.com,0 +60,Herzfeld,Travis,58 Marcy Pl,6453834356,1986-08-26,1,5,1,185.6,96,travis.herzfeld@aol.com,0 +61,Foslien,Jade,82 Bella Vista Way,4999794481,1945-02-06,1,4,0,178,113,jade.foslien@aol.com,0 +62,Wojcik,Haven,66 Laguna Honda Blvd,6938452315,1961-10-03,1,5,1,177.6,72,haven.wojcik@aol.com,0 +63,Gutierrec,Emilie,38 Majestic Ave,9694395462,1947-04-08,1,4,1,169.2,96,emilie.gutierrec@aol.com,0 +64,Seery,Arthur,11 Westmoorland Dr,5596491862,1964-12-17,1,4,0,171.8,137,arthur.seery@aol.com,0 +65,Catha,Jeffery,82 Merrie Way,8665512644,1957-03-08,1,4,1,178.5,108,jeffery.catha@aol.com,0 +66,While,Shiloh,75 Unnamed 119,2437998195,1939-04-21,1,4,1,167.5,141,shiloh.while@aol.com,0 +67,Decesaris,Rachel,57 Unnamed 068,6238517537,1945-08-21,0,4,1,176.8,121,rachel.decesaris@aol.com,0 +68,Andrade,Omari,88 Knollview Way,4362577494,1944-03-05,1,3,1,164.8,60,omari.andrade@aol.com,0 +69,Borus,Fiona,71 Lunado Way,7785397813,1962-03-08,1,4,1,175.7,97,fiona.borus@aol.com,0 +70,Pfeffer,Karma,49 Evans Ave,6479387343,1970-01-22,1,4,0,174.4,134,karma.pfeffer@aol.com,0 +71,Hoole,Kasey,71 Channel St,7483131981,1954-11-04,1,4,0,161.3,76,kasey.hoole@aol.com,0 +72,Maduro,Vanessa,1 Rae Ave,6494624743,1939-06-20,1,4,1,175.1,132,vanessa.maduro@aol.com,0 +73,Berardini,Payten,27 Francis St,3927833915,1985-05-02,0,4,0,172.6,118,payten.berardini@aol.com,0 +74,Bourk,Marianna,88 Unnamed 145,2962621698,1944-03-20,1,5,0,161.1,127,marianna.bourk@aol.com,0 +75,Acho,Jalen,54 Le Conte Cir,5148736418,1956-03-27,1,4,0,186.6,80,jalen.acho@aol.com,0 +76,Tadros,Camila,73 i-280 n Off Ramp,6359238342,1944-02-06,0,5,1,183,99,camila.tadros@aol.com,0 +77,Keodara,Jaiden,8 Blythdale Ave,8627495393,1931-09-05,1,3,0,173.7,93,jaiden.keodara@aol.com,0 +78,Yoeun,Blaze,41 Margaret Ave,4643292453,1936-03-01,1,4,0,185.7,128,blaze.yoeun@aol.com,0 +79,Abutin,Madisyn,47 Junipero Serra Blvd Off Ramp,7687322837,1956-07-23,1,4,0,170.9,67,madisyn.abutin@aol.com,0 +80,Duarte,Shawn,82 Naylor St,5337196335,1934-08-18,1,4,0,177.1,91,shawn.duarte@aol.com,0 +81,Urquieta,Victor,18 Juanita Way,6389835719,1966-06-13,1,4,1,188.1,105,victor.urquieta@aol.com,0 +82,Lassman,Whitney,62 Toland St,4149738664,1985-10-23,1,1,0,152.6,117,whitney.lassman@aol.com,0 +83,Duneman,Diya,95 El Dorado St,8339551364,1965-08-07,1,4,1,166.7,139,diya.duneman@aol.com,0 +84,Neurohr,Adeline,39 West Halleck St,9262323173,1939-06-25,1,3,0,155.1,135,adeline.neurohr@aol.com,0 +85,Herstad,Rex,20 Horace St,3799558342,1950-10-03,1,4,0,179.7,77,rex.herstad@aol.com,0 +86,Garwacki,Emmanuel,19 Gordon St,2458158593,1944-03-11,1,5,0,168.5,94,emmanuel.garwacki@aol.com,0 +87,Piacentini,Janiya,40 Aerial Way,4868933329,1968-11-26,1,4,1,196.4,109,janiya.piacentini@aol.com,0 +88,Lassek,Ansley,92 Wilson St,4776956953,1971-10-10,1,4,1,170.8,97,ansley.lassek@aol.com,0 +89,Seamster,Evan,37 Rex Ave,5454145727,1992-08-27,1,5,0,173.6,133,evan.seamster@aol.com,0 +90,Surgener,Zaiden,98 Stockton Tunl,7682725467,1967-11-13,1,4,0,175.8,129,zaiden.surgener@aol.com,0 +91,Sansosti,Emmett,82 Iron Aly,9748132389,1945-05-17,1,1,1,171.2,64,emmett.sansosti@aol.com,0 +92,Sommerfield,Clare,33 Crook St,5317496383,1943-07-02,1,4,1,177.1,100,clare.sommerfield@aol.com,0 +93,Ladish,Jazmyn,19 Kronquist Ct,7638341392,1949-03-07,1,4,0,174.5,109,jazmyn.ladish@aol.com,0 +94,Bowlan,Bryan,61 Noriega St,3544138679,1967-08-22,1,4,1,172,146,bryan.bowlan@aol.com,0 +95,Demallie,Jensen,85 South Van Ness Ave,9164192581,1983-03-25,1,4,1,174.8,89,jensen.demallie@aol.com,0 +96,Goree,Phillip,37 Pretor Way,2565672813,1995-09-02,0,4,0,170.6,120,phillip.goree@aol.com,0 +97,Siefring,Salvador,49 Highland Ave,4583537532,1992-02-11,1,4,1,178.6,119,salvador.siefring@aol.com,0 +98,Balck,Danny,26 Ord Ct,2489764889,1953-08-04,1,4,0,166.8,91,danny.balck@aol.com,0 +99,Coquillard,Joe,61 Mono St,5383312541,1974-05-19,1,3,1,184.7,131,joe.coquillard@aol.com,0 +100,Kries,Alyvia,30 Westwood Dr,6623618591,1948-04-04,1,3,1,194,103,alyvia.kries@aol.com,0 +101,Sypien,Madilyn,54 Garfield St,3644937399,1969-03-27,1,3,0,166.2,88,madilyn.sypien@aol.com,0 +102,Heermann,Hailie,37 Clinton Park,2158836781,1956-09-13,1,4,1,178.4,124,hailie.heermann@aol.com,0 +103,Globerman,Jackson,82 Ardenwood Way,9539324315,1969-06-09,1,4,1,185.9,119,jackson.globerman@aol.com,0 +104,Colette,Kinley,93 Littlefield Ter,4536495174,1955-04-19,1,4,0,178.5,113,kinley.colette@aol.com,0 +105,Bramall,Aiyana,75 Lopez Ave,2123386166,1988-10-16,1,5,1,183.6,98,aiyana.bramall@aol.com,0 +106,Chhabra,Carina,90 Orben Pl,5964316333,1933-09-19,1,1,1,165.1,134,carina.chhabra@aol.com,0 +107,Truppa,Aditya,87 Shakespeare St,5545625575,1996-09-23,1,4,0,191.7,96,aditya.truppa@aol.com,0 +108,Swopes,Abraham,53 John Maher St,8592287719,1947-12-19,1,6,1,163.1,96,abraham.swopes@aol.com,0 +109,Fosse,Erica,67 Davis St,9266921283,1945-06-26,1,4,0,171.5,78,erica.fosse@aol.com,0 +110,Willmes,Gracie,67 Easement,7346997435,1935-10-19,1,4,0,164.8,77,gracie.willmes@aol.com,0 +111,Alfredson,Winston,79 Lincoln Way,7678135381,1973-11-10,1,4,0,170.6,98,winston.alfredson@aol.com,0 +112,Zanes,Talia,92 Sfgh Access,4464325628,1999-07-12,1,4,0,166.5,100,talia.zanes@aol.com,0 +113,Stanifer,Donald,26 Coso Ave,3819575913,1975-09-19,1,1,1,176.3,86,donald.stanifer@aol.com,0 +114,Naman,Lorena,14 Melrose Ave,5848181333,1982-12-23,1,4,1,157.9,104,lorena.naman@aol.com,0 +115,Firetto,Ulises,63 Leese St,9322881328,1936-10-03,1,4,0,202.6,80,ulises.firetto@aol.com,0 +116,Seaman,Keshawn,95 Fort Mason 12,3397758691,1994-04-22,1,4,0,168.8,136,keshawn.seaman@aol.com,0 +117,Zittel,Miranda,59 Onique Ln,2355343642,1987-11-08,1,4,0,166.4,93,miranda.zittel@aol.com,0 +118,Fairless,Kiley,26 Oakhurst Ln,6912352635,1969-09-07,1,3,0,164.7,111,kiley.fairless@aol.com,0 +119,Mwaura,Myla,91 Pennington St,9198494689,1962-03-05,1,4,0,189.8,129,myla.mwaura@aol.com,0 +120,Magagna,Anabella,10 College Ter,5372335953,1985-10-16,1,5,1,168.9,85,anabella.magagna@aol.com,0 +121,Mccubbin,Haleigh,35 Lansdale Ave,2794386135,1993-09-13,1,4,0,199.6,143,haleigh.mccubbin@aol.com,0 +122,Salzar,Kamryn,50 Unnamed 027,8983242914,1986-10-16,1,4,1,175,125,kamryn.salzar@aol.com,0 +123,Kayl,Payton,32 Fortuna Ave,6859581677,1963-07-21,1,4,1,176.7,115,payton.kayl@aol.com,0 +124,Marck,Brooklynn,15 Quint St,4654223646,1985-05-11,1,5,0,171.3,121,brooklynn.marck@aol.com,0 +125,Butcher,Cyrus,34 Blackstone Ct,6838543947,1955-06-08,1,4,0,174.2,96,cyrus.butcher@aol.com,0 +126,Kief,Grant,3 Portola Dr,6223864329,1948-05-25,1,3,1,167.2,102,grant.kief@aol.com,0 +127,Morgen,Aiden,46 j St,4323147177,1947-07-09,1,4,1,152.3,84,aiden.morgen@aol.com,0 +128,Whisonant,Seth,25 Sunset Blvd on Ramp,7748131789,1953-07-24,1,4,1,178.5,125,seth.whisonant@aol.com,0 +129,Carlisi,Ramiro,13 Tandang Sora,2457976683,1948-06-09,1,4,1,163,142,ramiro.carlisi@aol.com,0 +130,Zerfoss,Oscar,49 Sonoma St,6373835655,1961-02-15,1,3,0,162.2,122,oscar.zerfoss@aol.com,0 +131,Valor,Layton,62 Vermont St,4218942963,1968-12-07,1,4,0,173.8,69,layton.valor@aol.com,0 +132,Riden,Amina,57 Rome St,4895836813,1983-12-12,1,4,0,161.2,120,amina.riden@aol.com,0 +133,Reisinger,Jaylah,29 Merriam Ln,4263172325,1951-10-08,1,3,0,168.6,128,jaylah.reisinger@aol.com,0 +134,Raskin,Carter,18 Vista Verde Ct,4892834229,1995-04-08,1,4,0,166.3,146,carter.raskin@aol.com,0 +135,Pulanco,Casey,76 Giants Dr,3736371924,1939-11-12,1,4,1,176.5,141,casey.pulanco@aol.com,0 +136,Bunning,Serenity,22 Clipper Ter,6736918132,1976-07-04,1,4,0,189.2,125,serenity.bunning@aol.com,0 +137,Cromedy,Darrell,87 Leona Ter,5735915136,1972-07-09,1,4,0,146.9,126,darrell.cromedy@aol.com,0 +138,Hasiak,Hayden,83 Allston Way,9463516256,1982-09-26,1,4,0,172.9,122,hayden.hasiak@aol.com,0 +139,Shemo,Laura,29 Walter u Lum Pl,4982994239,1963-08-25,1,4,0,176.4,108,laura.shemo@aol.com,0 +140,Maduri,Molly,95 Mandalay Ln,4478135499,1945-10-05,1,4,0,175,86,molly.maduri@aol.com,0 +141,Regan,Cruz,76 Medau Pl,2669527399,1986-04-07,1,4,0,160.6,128,cruz.regan@aol.com,0 +142,Messman,Craig,74 Radio Ter,2489837538,1996-11-23,1,4,1,176,102,craig.messman@aol.com,0 +143,Camacho,Marisol,42 Unnamed 190,5942391233,1998-10-22,1,4,1,163.8,124,marisol.camacho@aol.com,0 +144,Borrero,Kathy,9 Selby St,9384251326,1974-10-16,2,1,0,180.6,120,kathy.borrero@aol.com,0 +145,Woughter,Tony,24 Minerva St,8352272633,1958-02-10,1,5,1,160.1,95,tony.woughter@aol.com,0 +146,Beckes,Bridget,99 Cloud Cir,3444213777,1969-10-10,1,3,0,192.1,116,bridget.beckes@aol.com,0 +147,Desilva,Colt,17 Byxbee St,6594384688,1944-12-15,1,4,0,174.7,96,colt.desilva@aol.com,0 +148,Butros,Byron,57 Reuel Ct,7174325198,1991-10-06,1,4,0,156.3,134,byron.butros@aol.com,0 +149,Sadlier,Liana,36 Troy Aly,2538134325,1932-07-07,1,4,1,159.2,138,liana.sadlier@aol.com,0 +150,Shuaib,Carla,7 Lawton St,2763872637,2000-02-14,1,4,1,168.7,119,carla.shuaib@aol.com,0 +151,Baylock,Robert,45 Upton Ave,6434418497,1977-03-15,1,4,1,163.6,131,robert.baylock@aol.com,0 +152,Coram,Camden,93 Rodgers St,5216842916,1939-06-04,1,4,1,172.9,82,camden.coram@aol.com,0 +153,Beutler,Branson,51 Hicks Rd,7447846786,1956-08-02,1,4,0,186.8,114,branson.beutler@aol.com,0 +154,Bartoni,Shaun,5 Sawyer St,8892347562,1990-10-17,1,4,0,171.6,60,shaun.bartoni@aol.com,0 +155,Mylonas,Mikayla,5 Oak Grove St,2554928134,1935-04-27,1,4,0,161.8,97,mikayla.mylonas@aol.com,0 +156,Fremder,Monica,64 Cowles St,9698875176,1931-06-22,1,1,0,173.8,103,monica.fremder@aol.com,0 +157,Boeker,Charlee,7 Heritage Ln,5885644697,1983-10-21,1,3,1,158.4,118,charlee.boeker@aol.com,0 +158,Why,Aubrey,32 Hill St,8932176697,1938-03-19,1,4,1,151.9,118,aubrey.why@aol.com,0 +159,Mercadel,Julia,95 Zoe St,7932121322,1972-10-13,1,4,0,182.6,116,julia.mercadel@aol.com,0 +160,Rutherford,Lukas,34 Clay St,3884728135,1960-09-19,1,4,1,179.5,66,lukas.rutherford@aol.com,0 +161,Pritzlaff,Kenya,47 Alemany Blvd,5738545465,1965-06-03,1,4,0,157.3,144,kenya.pritzlaff@aol.com,0 +162,Villanti,Prince,36 Fair Oaks St,6339813671,2000-12-23,1,4,0,168,157,prince.villanti@aol.com,0 +163,Alejandro,Ethan,61 Saint Francis Pl,5253417558,1961-01-26,1,4,1,183.8,120,ethan.alejandro@aol.com,0 +164,Saunier,Essence,88 Woolsey St,6846258551,1998-04-10,1,5,0,156.9,132,essence.saunier@aol.com,0 +165,Caillouette,Kendall,31 Conservatory Access Rd,9552326146,1938-08-15,0,4,0,172.4,115,kendall.caillouette@aol.com,0 +166,Hafler,Caroline,88 Holladay Ave,2283896438,1989-06-16,1,4,0,186.8,138,caroline.hafler@aol.com,0 +167,Seaborg,Mckinley,89 Belle Ave,3783318812,1989-09-03,1,4,1,178.8,99,mckinley.seaborg@aol.com,0 +168,Hradsky,Raina,83 Greenwich Ct,7234687835,1969-06-05,1,4,0,177.1,93,raina.hradsky@aol.com,0 +169,Woollett,Tristan,74 Font Blvd,6383656679,1951-08-16,1,4,1,187.1,94,tristan.woollett@aol.com,0 +170,Travitz,Enzo,14 Joost Ave,9963164371,1990-02-21,1,4,1,166.8,83,enzo.travitz@aol.com,0 +171,Ruperto,Sofia,13 Toledo Way,7693122141,1986-05-10,1,5,1,173.9,82,sofia.ruperto@aol.com,0 +172,Dohm,Elianna,39 Veterans Dr,7333497335,1979-03-21,1,4,1,174.8,86,elianna.dohm@aol.com,0 +173,Benisch,Cesar,43 Wisconsin St,4176676338,1975-11-03,1,4,1,161.4,67,cesar.benisch@aol.com,0 +174,Hirdes,Tyrese,97 Cambridge St,4665631568,1948-09-19,0,4,0,157.5,89,tyrese.hirdes@aol.com,0 +175,Measmer,Kamari,93 Friendship Ct,2972216846,1981-11-07,1,4,0,172.8,147,kamari.measmer@aol.com,0 +176,Padula,Haiden,39 Fairfax Ave,8977564798,1986-07-23,1,4,1,152.5,93,haiden.padula@aol.com,0 +177,Boughter,Jayvon,4 Burritt St,2577135467,1985-04-27,1,4,1,180.7,95,jayvon.boughter@aol.com,0 +178,Doehne,Kaylie,64 Clifford Ter,9314631534,1943-11-07,1,4,0,188.5,105,kaylie.doehne@aol.com,0 +179,Swatman,Harrison,87 Serrano Dr,2744846366,1959-05-10,1,4,1,172.6,120,harrison.swatman@aol.com,0 +180,Doromal,Kaliyah,92 Dellbrook Ave,5333417864,1948-11-07,1,4,0,172.5,106,kaliyah.doromal@aol.com,0 +181,Ruisi,Scott,31 Ordway St,7623732683,1991-04-15,1,4,0,188.3,102,scott.ruisi@aol.com,0 +182,Catolico,Griffin,15 Bernice Rodgers Way,8676831634,1971-10-11,1,4,0,168.2,85,griffin.catolico@aol.com,0 +183,Rizzardi,Lindsay,77 Tehama St,8813333278,1954-02-21,1,4,0,169.7,94,lindsay.rizzardi@aol.com,0 +184,Nakazawa,Reed,42 Ankeny St,5647458547,1930-09-16,1,3,0,204.3,144,reed.nakazawa@aol.com,0 +185,Donnellon,Eugene,77 Trenton St,8817431863,1960-10-12,1,4,0,169.8,133,eugene.donnellon@aol.com,0 +186,Steidler,Tristian,66 Rod Rd,5232885761,1947-10-27,1,4,0,164.2,119,tristian.steidler@aol.com,0 +187,Sayler,Dillon,25 West Clay St,2654981836,1991-03-25,1,4,1,159.7,83,dillon.sayler@aol.com,0 +188,Eppel,Danna,40 Saint Germain Ave,9682843534,1960-06-12,1,4,0,173.6,71,danna.eppel@aol.com,0 +189,Folkerts,Kaydence,91 Richards Cir,7318418137,1941-06-15,1,4,0,169.2,105,kaydence.folkerts@aol.com,0 +190,Miccoli,Oswaldo,20 Vasquez Ave,9232593953,1983-06-27,1,1,0,170.1,161,oswaldo.miccoli@aol.com,0 +191,Ormandy,Jordin,80 Broadmoor Dr,8234546663,1976-07-23,1,4,0,187,103,jordin.ormandy@aol.com,0 +192,Millirons,Helen,58 Bay Shore Blvd Off Ramp,3334486764,1943-07-27,1,4,0,175.9,95,helen.millirons@aol.com,0 +193,Harrilal,Elsa,79 Monterey Blvd,3433125546,1989-10-26,0,4,0,167.8,117,elsa.harrilal@aol.com,0 +194,Milhoan,Denisse,83 Landers St,7675554665,1945-09-12,1,5,1,173.9,124,denisse.milhoan@aol.com,0 +195,Kronfeld,Kylie,30 Washington St,7325837323,1933-05-18,1,6,0,183.6,136,kylie.kronfeld@aol.com,0 +196,Addleman,Blaine,58 Del Vale Ave,7386383764,1988-04-11,1,5,1,172.6,122,blaine.addleman@aol.com,0 +197,Sarkisyan,Stephanie,4 Quickstep Ln,8242397848,1965-02-19,1,4,0,169.2,104,stephanie.sarkisyan@aol.com,0 +198,Uebelhor,Mike,27 Kinzey St,5378358513,1954-01-08,1,3,1,189.5,89,mike.uebelhor@aol.com,0 +199,Simonik,Houston,63 Gloria Ct,6496696227,1980-11-23,1,4,1,159.5,72,houston.simonik@aol.com,0 +200,Capiz,Nigel,81 Jerrold Ave,9525398175,1981-08-02,0,4,0,156.7,107,nigel.capiz@aol.com,0 +201,Steinweg,Jaidyn,11 Osgood Pl,6139917934,1970-01-25,1,6,1,185.2,145,jaidyn.steinweg@aol.com,0 +202,Schieferstein,Tessa,13 Unnamed 088,6954164239,1995-03-04,1,4,1,170.4,118,tessa.schieferstein@aol.com,0 +203,Hauner,Demarion,94 North 15th Ave,7534414735,1978-10-10,1,4,0,169.3,122,demarion.hauner@aol.com,0 +204,Hessee,Tania,39 Standish Ave,2193536591,1980-06-03,1,4,1,172,107,tania.hessee@aol.com,0 +205,Iseminger,Natalia,39 Westgate Dr,4359391229,1950-06-09,1,4,0,142.5,132,natalia.iseminger@aol.com,0 +206,Wineski,Jimena,95 Waltham St,9347974239,1995-04-04,1,4,1,169.9,90,jimena.wineski@aol.com,0 +207,Espanol,Solomon,61 Nancy Pelosi Dr,8946761836,1931-04-16,1,4,0,180.5,87,solomon.espanol@aol.com,0 +208,Cerasani,Aylin,34 Black Pl,9868533885,1950-08-05,0,3,0,159.3,125,aylin.cerasani@aol.com,0 +209,Pollari,Leonardo,52 Presidio Ave,4638932492,1934-11-20,1,6,0,193.8,111,leonardo.pollari@aol.com,0 +210,Pacini,Sullivan,66 Brentwood Ave,7234578493,1983-08-07,1,5,0,187.1,128,sullivan.pacini@aol.com,0 +211,Gansberg,Cristian,2 Treat Way,6289782657,1930-09-12,1,4,0,178.9,123,cristian.gansberg@aol.com,0 +212,Hajric,Bruce,64 Phelps St,5217138323,1931-01-14,1,4,1,167.3,143,bruce.hajric@aol.com,0 +213,Zaehringer,Gunnar,53 Waterville St,6295173291,1945-07-25,1,4,0,178,96,gunnar.zaehringer@aol.com,0 +214,Fey,Conor,88 Bonnie Brae Ln,8764313284,1958-03-05,1,4,1,166.5,123,conor.fey@aol.com,0 +215,Guidi,Reagan,82 Robinson Dr,4185127974,1958-02-27,1,3,0,165.6,123,reagan.guidi@aol.com,0 +216,Thorman,Jorden,19 Badger St,8212717596,1936-09-13,1,4,1,187.1,88,jorden.thorman@aol.com,0 +217,Noye,Jake,58 Lyon St,9415222364,1959-05-12,1,3,0,190.6,95,jake.noye@aol.com,0 +218,Freeh,Jenny,12 Soule Ln,6937186147,1970-10-12,1,4,1,164.6,128,jenny.freeh@aol.com,0 +219,Troncale,Brycen,7 Rockland St,7673347264,1991-12-26,1,4,0,172.3,104,brycen.troncale@aol.com,0 +220,Jehan,Destiny,25 Flora St,4956133287,1992-04-26,1,4,0,174.9,109,destiny.jehan@aol.com,0 +221,Sheh,Yael,3 Walnut St,6575653226,1936-11-09,1,3,0,163.1,116,yael.sheh@aol.com,0 +222,Furgason,Greyson,65 Seal Cove Ter,4618518342,1931-04-16,1,3,1,182.1,132,greyson.furgason@aol.com,0 +223,Karlic,Olivia,96 Arnold Ave,6933635915,1975-11-24,1,1,1,161,122,olivia.karlic@aol.com,0 +224,Wollak,Lucia,40 Alhambra St,7845734331,1989-06-19,1,4,1,177.4,106,lucia.wollak@aol.com,0 +225,Hagele,Adalynn,21 North Hughes Ln,4692318339,1982-05-17,1,4,0,166,163,adalynn.hagele@aol.com,0 +226,Hodapp,Lucy,84 Collins St,5549956813,1949-04-16,1,5,1,172.8,142,lucy.hodapp@aol.com,0 +227,Beam,Brice,32 York St,9838135359,1949-06-23,1,4,1,173.2,163,brice.beam@aol.com,0 +228,Bayona,Azaria,27 Hwy 101 n Off Ramp,7633121455,1961-08-01,1,4,1,168,48,azaria.bayona@aol.com,0 +229,Boyde,Nasir,12 East Beach Rd,5315334131,1964-10-10,1,5,0,174.5,75,nasir.boyde@aol.com,0 +230,Wentling,Amira,15 Indiana St,9426897753,1949-12-05,1,4,1,191.8,104,amira.wentling@aol.com,0 +231,Mcguirt,Kinsley,26 Elmira St,5243981637,1963-08-14,2,4,1,171.7,133,kinsley.mcguirt@aol.com,0 +232,Gorenflo,Rylee,53 Argonaut Ave,4292937899,1942-06-10,1,4,0,186.2,111,rylee.gorenflo@aol.com,0 +233,Cruzat,Aspen,21 Broad St,7558315853,1931-02-24,1,4,1,170.1,74,aspen.cruzat@aol.com,0 +234,Mcdonnold,Nicole,76 Albion St,6763516397,1969-08-07,0,4,0,160.7,114,nicole.mcdonnold@aol.com,0 +235,Srader,Arielle,75 Touchard St,6236368546,1935-10-26,1,4,0,163.3,111,arielle.srader@aol.com,0 +236,Salanitro,Carleigh,23 Reddy St,7186813865,1980-10-22,1,5,1,169.4,70,carleigh.salanitro@aol.com,0 +237,Jasch,Kailyn,4 Fort Funston Rd,2622342485,1969-11-07,1,3,0,157.9,122,kailyn.jasch@aol.com,0 +238,Nothdurft,Aliya,66 Dehon St,3334544366,1939-03-13,1,1,0,163.6,101,aliya.nothdurft@aol.com,0 +239,Bindewald,Adrianna,37 Pilgrim Ave,8137331462,1999-11-18,1,1,1,174.1,111,adrianna.bindewald@aol.com,0 +240,Hendry,Frank,17 Saint George Aly,4297994672,1954-08-18,1,1,0,173.1,66,frank.hendry@aol.com,0 +241,Gopal,Shea,20 Caine Ave,4988368393,1970-06-14,1,4,0,165,98,shea.gopal@aol.com,0 +242,Ercolino,Douglas,11 Emil Ln,4813717999,1953-07-24,1,4,0,177.4,125,douglas.ercolino@aol.com,0 +243,Hanig,Ayanna,18 Jones St,8433531342,1982-02-20,1,4,1,175.7,116,ayanna.hanig@aol.com,0 +244,Lapre,Anika,23 Reardon Rd,8156387469,1956-11-06,1,4,1,165.7,107,anika.lapre@aol.com,0 +245,Kuhlmey,Shaylee,50 Nichols Way,2347531862,1975-08-20,1,5,1,167.2,76,shaylee.kuhlmey@aol.com,0 +246,Denise,Macy,46 Virgil St,7135922716,1983-06-14,1,4,1,170.8,171,macy.denise@aol.com,0 +247,Hatala,Axel,74 Conservatory Dr East,5325834169,1965-11-08,1,5,1,152,104,axel.hatala@aol.com,0 +248,Klaustermeier,Naima,53 Middle West Dr,7932534883,1936-11-02,1,4,0,154.5,139,naima.klaustermeier@aol.com,0 +249,Kadish,Reuben,9 Halyburton Ct,8325145343,1939-05-15,1,4,0,188.4,91,reuben.kadish@aol.com,0 +250,Borseth,Jair,96 Holloway Ave,2332347383,1968-09-04,1,4,1,174.7,139,jair.borseth@aol.com,0 +251,Mastel,Rayna,85 Unnamed 097,6287917335,1937-06-06,1,4,1,176.1,134,rayna.mastel@aol.com,0 +252,Keyse,Cierra,4 Barry Ct,8137383169,1945-06-15,1,4,0,171.2,115,cierra.keyse@aol.com,0 +253,Mottershead,Raymond,46 Eagle St,3293236482,1937-07-17,1,3,1,172.1,172,raymond.mottershead@aol.com,0 +254,Lamott,Adelyn,66 Bertita St,5949731532,1969-06-03,1,4,0,185.8,116,adelyn.lamott@aol.com,0 +255,Curzon,Belinda,13 Unnamed 010,4259961438,1967-10-12,1,4,0,178.2,90,belinda.curzon@aol.com,0 +256,Finau,Bradley,43 Public Park,2375718834,1992-05-20,1,4,1,164.5,82,bradley.finau@aol.com,0 +257,Parulski,Van,2 Post St,7836853415,1935-10-17,1,4,1,160.7,114,van.parulski@aol.com,0 +258,Jerram,Tristen,66 Hwy 1 Northbound,4274394861,1970-01-15,1,4,0,148.4,172,tristen.jerram@aol.com,0 +259,Warpinski,London,51 Fairfield Way,4569331917,1993-11-16,1,4,0,142.9,149,london.warpinski@aol.com,0 +260,Sortman,Ty,14 Parkhurst Aly,6462373895,1938-09-16,1,4,0,166.5,116,ty.sortman@aol.com,0 +261,Tukua,Jayden,83 Middle Point Rd,9636386958,1974-04-25,1,4,0,178.6,93,jayden.tukua@aol.com,0 +262,Bidwell,Yaretzi,36 North Point St,9334245372,1960-08-16,1,4,0,154.1,145,yaretzi.bidwell@aol.com,0 +263,Betanzos,Pablo,15 Gladstone Dr,8455386253,1962-11-24,2,4,1,168.4,155,pablo.betanzos@aol.com,0 +264,Hergert,Linda,87 Huntington Dr,8319287382,1966-04-03,1,4,1,168.4,137,linda.hergert@aol.com,0 +265,Conlow,Destiney,85 Nauman Rd,3996157567,1930-08-06,1,3,1,165.6,97,destiney.conlow@aol.com,0 +266,Keovilay,Maria,28 Santa Ynez Ave,5343345377,1994-07-27,1,5,1,182,165,maria.keovilay@aol.com,0 +267,Skwara,Demarcus,85 Stillings Ave,9326395369,1964-06-17,1,6,1,152.7,101,demarcus.skwara@aol.com,0 +268,Reuss,Lucas,74 Lloyd St,4566623885,1996-06-16,2,4,1,162.2,82,lucas.reuss@aol.com,0 +269,Siders,Roy,95 Ozbourn Ct,6334752954,1952-09-14,2,3,0,171.4,100,roy.siders@aol.com,0 +270,Wynegar,Dereon,12 Funston Ave,3856956981,1988-09-18,1,5,1,179.6,103,dereon.wynegar@aol.com,0 +271,Heublein,Kendrick,47 Zanowitz St,8885977814,1936-08-17,1,4,0,191.1,76,kendrick.heublein@aol.com,0 +272,Lemoine,Sydnee,81 Myra Way,4288133847,1938-06-10,1,5,1,172.1,97,sydnee.lemoine@aol.com,0 +273,Guza,Boston,77 Alpha St,8218484418,1937-11-11,0,5,0,167,70,boston.guza@aol.com,0 +274,Brenz,Rosemary,24 Unnamed 161,5597443433,1964-09-02,1,4,1,167,72,rosemary.brenz@aol.com,0 +275,Kose,Mayra,56 Topaz Way,2486396255,1992-11-11,2,3,1,168.9,135,mayra.kose@aol.com,0 +276,Marrano,Elias,55 Yale St,9228781671,1943-07-23,1,4,0,161.9,106,elias.marrano@aol.com,0 +277,Oviatt,Zariah,24 Macondray Ln,5248895838,1985-02-06,1,4,0,181.2,105,zariah.oviatt@aol.com,0 +278,Santy,Jillian,4 Fillmore St,7442754312,1997-08-10,1,3,1,180.9,101,jillian.santy@aol.com,0 +279,Rothenbuhler,Maryjane,18 Hunter Rd,8273145234,1999-11-26,1,4,0,180.6,50,maryjane.rothenbuhler@aol.com,0 +280,Alert,Cason,26 First Dr West,7398534751,1953-03-04,1,3,1,172.8,123,cason.alert@aol.com,0 +281,Birts,Darion,65 Avenue f,6423724686,1943-09-12,1,5,0,169,128,darion.birts@aol.com,0 +282,Birkla,Brynlee,81 Chenery St,3356816632,1935-05-08,1,4,1,168.8,160,brynlee.birkla@aol.com,0 +283,Trembley,Brylee,66 Palace Dr,7822738236,1952-05-13,1,4,0,164.9,123,brylee.trembley@aol.com,0 +284,Toevs,Iris,66 Malvina Pl,5499227741,1979-10-26,1,5,1,169,151,iris.toevs@aol.com,0 +285,Malasig,Amiya,63 Townsend St,5775978689,1959-11-05,2,4,1,162.2,104,amiya.malasig@aol.com,0 +286,Fellini,Adelaide,27 Ingerson Ave,2746216186,1991-06-03,1,3,0,183.3,130,adelaide.fellini@aol.com,0 +287,Zagaja,Mylie,47 Zanowitz Ave,8846683973,1939-06-19,1,4,1,159.6,129,mylie.zagaja@aol.com,0 +288,Krakau,Brody,54 Olive St,5975784686,1972-07-04,1,4,1,172,85,brody.krakau@aol.com,0 +289,Nido,Max,55 Acevedo Ave,3614734187,1960-12-04,1,4,1,174.6,125,max.nido@aol.com,0 +290,Marchel,Porter,10 Jessie East St,5527235987,1964-06-12,1,4,0,157.2,135,porter.marchel@aol.com,0 +291,Cuzco,Jaydon,88 Harding Rd,8327353443,1950-04-07,1,4,0,169.6,120,jaydon.cuzco@aol.com,0 +292,Devery,Marlee,19 Starview Way,4295328983,1974-02-16,1,5,1,181.5,76,marlee.devery@aol.com,0 +293,Kudlacz,Gina,45 Hwy 101 n on Ramp,7336147671,1975-06-14,1,4,0,187.2,96,gina.kudlacz@aol.com,0 +294,Dumadag,Alia,44 Kenneth Rexroth Pl,8295792732,1985-02-22,1,6,0,179.2,145,alia.dumadag@aol.com,0 +295,Mulle,Cullen,38 Still St,4997834549,1994-07-05,1,3,0,167.1,128,cullen.mulle@aol.com,0 +296,Hvezda,Katelynn,26 Capp St,2323252676,1973-10-18,0,4,0,150.2,133,katelynn.hvezda@aol.com,0 +297,Chisom,Theresa,17 Sanches St,9799887553,1940-08-18,1,4,1,161.3,86,theresa.chisom@aol.com,0 +298,Brundin,Kenley,8 Wayne Pl,9413373325,1962-09-20,1,1,0,163.8,80,kenley.brundin@aol.com,0 +299,Krosch,Jerimiah,23 Hillcrest Rd,4642196759,1938-05-02,0,3,1,166.4,97,jerimiah.krosch@aol.com,0 +300,Lansman,Nikhil,43 Restani Way,2935765743,1985-03-27,1,3,1,179.9,157,nikhil.lansman@aol.com,0 +301,Soetaert,Kaleb,31 Kendall Dr,3335826215,1972-07-04,1,5,0,172.7,71,kaleb.soetaert@aol.com,0 +302,Keisman,Alexander,66 Rossi Ave,8387932293,1972-07-15,1,6,0,177.5,108,alexander.keisman@aol.com,0 +303,Firman,Jamie,25 Francisco St,3497311689,1931-06-04,1,4,0,178.3,130,jamie.firman@aol.com,0 +304,Olexy,Jude,13 Bernice St,7344494432,1938-06-12,1,4,0,166.1,139,jude.olexy@aol.com,0 +305,Petryk,Nora,72 Pierce St,4283734292,1945-09-18,1,4,1,168.5,137,nora.petryk@aol.com,0 +306,Shewmake,Chaz,35 Bacon St,8334936537,1958-09-07,1,4,0,172.2,128,chaz.shewmake@aol.com,0 +307,Brodfuehrer,Valentin,95 Rhode Island St,2878852813,1998-07-27,1,4,0,178.5,104,valentin.brodfuehrer@aol.com,0 +308,Alster,Izayah,71 Kimball Pl,4988418432,1939-11-12,0,4,1,169,131,izayah.alster@aol.com,0 +309,Bodison,Laurel,60 Venus St,3334397721,1937-06-19,1,4,1,162.7,85,laurel.bodison@aol.com,0 +310,Braseth,Ariel,44 Sabin Pl,2389333646,1940-11-22,0,3,0,169.7,88,ariel.braseth@aol.com,0 +311,Serres,Rory,16 Bayside Village Pl,8135773437,1991-10-21,1,4,0,167.2,121,rory.serres@aol.com,0 +312,Ditore,Bryson,3 Brompton Ave,4699581813,1977-06-22,1,4,1,171.7,124,bryson.ditore@aol.com,0 +313,Aberin,Isaias,29 Hillway Ave,9415995783,1995-06-12,1,4,1,166.3,133,isaias.aberin@aol.com,0 +314,Miramonti,Juliet,43 Lydia Ave,2162251775,1960-01-08,1,5,1,162.2,120,juliet.miramonti@aol.com,0 +315,Chom,Ronnie,5 San Marcos Ave,7452591718,1987-07-22,1,4,0,167.7,65,ronnie.chom@aol.com,0 +316,Delannoy,Stephany,82 Perimeter Path,8585634984,1952-03-22,1,4,1,192.7,130,stephany.delannoy@aol.com,0 +317,Alvin,Noe,95 Noe St,4442333743,1940-09-17,1,4,0,171.9,132,noe.alvin@aol.com,0 +318,Stefanos,Braylen,77 Unnamed 090,4269312899,1999-08-22,1,4,0,170.6,108,braylen.stefanos@aol.com,0 +319,Trumpet,Aaliyah,61 Montalvo Ave,3138637513,1999-03-26,1,4,1,186,120,aaliyah.trumpet@aol.com,0 +320,Hyrne,Lizeth,74 Coral Ct,9823914549,1946-09-03,1,4,1,169,124,lizeth.hyrne@aol.com,0 +321,Scarry,Kiera,57 Kissling St,7813333386,1952-03-25,1,1,1,194.6,87,kiera.scarry@aol.com,0 +322,Barao,Samson,39 Guerrero St,5777785289,1999-11-12,1,4,0,179.2,115,samson.barao@aol.com,0 +323,Dangelo,Nayeli,47 North Dr,2244698744,1967-10-20,1,4,1,181.1,114,nayeli.dangelo@aol.com,0 +324,Duggal,Kathryn,30 Rizal St,7848322688,1998-10-25,1,4,1,182.9,141,kathryn.duggal@aol.com,0 +325,Lang,Bianca,26 Hollister Ave,3634297659,1962-07-05,1,3,0,160.4,78,bianca.lang@aol.com,0 +326,Leander,Katie,43 Steuben St,8938134618,1978-12-24,1,4,0,185,111,katie.leander@aol.com,0 +327,Manuelito,Peyton,27 Thomas more Way,8134738132,1980-07-02,1,4,0,176.2,80,peyton.manuelito@aol.com,0 +328,Behen,Tanner,92 Linda Vista Stps,3374712196,1972-08-13,1,3,1,170.1,117,tanner.behen@aol.com,0 +329,Welshons,Ross,93 Ford St,8218851824,1956-07-08,1,4,0,187.6,96,ross.welshons@aol.com,0 +330,Use,Jefferson,73 De Wolf St,3356674581,1946-07-24,1,4,0,165.5,152,jefferson.use@aol.com,0 +331,Scarfe,Giovanny,98 Maiden Ln,7539735632,1945-10-09,0,5,0,173.4,83,giovanny.scarfe@aol.com,0 +332,Frattura,Yandel,3 Jack London Aly,9438821275,1957-11-14,1,1,1,178.7,134,yandel.frattura@aol.com,0 +333,Kinneman,Uriah,33 Bird St,7732646852,1982-06-16,1,4,1,185,85,uriah.kinneman@aol.com,0 +334,Karpinski,Marquise,98 Wentworth Pl,7949522895,1944-07-11,1,4,1,175.5,109,marquise.karpinski@aol.com,0 +335,Morihara,Antoine,97 Cassandra Ct,8888923221,1996-07-22,1,4,0,174.9,121,antoine.morihara@aol.com,0 +336,Kerschner,Nathalie,93 Mcdonald St,9376765599,1987-10-12,1,4,0,164.5,121,nathalie.kerschner@aol.com,0 +337,Hasselback,Louis,14 Argent Aly,9597336913,1988-09-19,1,4,1,167.1,126,louis.hasselback@aol.com,0 +338,Granada,Lacey,77 Fisher Aly,7394371593,1972-02-16,0,4,0,181.1,157,lacey.granada@aol.com,0 +339,Paruch,Stanley,37 El Polin Loop,8555988438,1985-03-19,1,5,0,159.9,71,stanley.paruch@aol.com,0 +340,Rhude,Crystal,95 Fifth St,4637442343,1961-06-16,1,4,0,179.7,101,crystal.rhude@aol.com,0 +341,Comans,Abel,26 Euclid Ave,4697978833,1970-06-15,1,4,0,180,101,abel.comans@aol.com,0 +342,Miscavage,Makai,41 Lancaster Ln,9337141343,1976-08-15,1,4,1,173.5,79,makai.miscavage@aol.com,0 +343,Vanvooren,Jagger,46 Christmas Tree Point Rd,7823841813,1996-04-15,1,4,0,186.2,88,jagger.vanvooren@aol.com,0 +344,Warthen,Reagan,88 Rice St,7885422263,1961-05-25,1,3,1,180.2,36,reagan.warthen@aol.com,0 +345,Vidales,Hope,35 Quesada Ave,9138134321,1938-03-04,1,4,1,177.1,132,hope.vidales@aol.com,0 +346,Courts,Darien,61 Evelyn Way,4747382686,1953-09-20,1,4,1,166.7,84,darien.courts@aol.com,0 +347,Fobare,Dayana,2 Unnamed 146,7222871571,1955-06-26,1,4,1,190.2,91,dayana.fobare@aol.com,0 +348,Stingl,Franco,54 Brighton Ave,6557581491,1961-05-22,1,5,0,178.2,119,franco.stingl@aol.com,0 +349,Cearlock,Julie,73 Varela Ave,7842954234,1996-08-20,1,4,0,181.1,83,julie.cearlock@aol.com,0 +350,Colosimo,Ruben,7 Folsom St,2292388724,1995-07-22,1,4,1,165.6,128,ruben.colosimo@aol.com,0 +351,Hergenreder,Leslie,46 Lincoln Blvd,7735131793,1941-11-21,0,4,0,175.9,85,leslie.hergenreder@aol.com,0 +352,Ruscio,Savannah,30 Page St,7533716253,1998-01-20,1,4,1,168.4,151,savannah.ruscio@aol.com,0 +353,Gulbis,Giovanna,89 Santa Paula Ave,3836147817,1938-10-02,1,4,1,174.4,105,giovanna.gulbis@aol.com,0 +354,Fonken,Anne,60 Laurel St,4733594832,1961-06-22,1,4,0,158,87,anne.fonken@aol.com,0 +355,Diepenbrock,Lennon,53 Treasure Island Rd,4823478842,1932-08-11,1,4,0,175.9,65,lennon.diepenbrock@aol.com,0 +356,Dickhausen,Jaqueline,92 Lane St,9312333675,1969-08-20,1,3,0,155.6,82,jaqueline.dickhausen@aol.com,0 +357,Peele,Amiyah,65 Hwy 1 to Hwy 101 Southbound Ramp,6985388866,1976-01-01,1,3,1,167.1,74,amiyah.peele@aol.com,0 +358,Bellido,Natalya,60 Unnamed 105,2899872186,1996-11-21,1,4,1,173.6,117,natalya.bellido@aol.com,0 +359,Piantedosi,Lauren,69 Ashbury St,5442465758,1934-08-25,1,4,0,171.2,164,lauren.piantedosi@aol.com,0 +360,Carolina,Sarah,81 Bridgeview Way,2548132237,1943-01-25,1,3,1,169.5,114,sarah.carolina@aol.com,0 +361,Early,Lucille,74 Delaware St,5819177789,1987-02-26,1,3,1,159.8,90,lucille.early@aol.com,0 +362,Bierma,Adam,56 Ewing Ter,2465413254,1985-06-07,1,4,1,158.5,141,adam.bierma@aol.com,0 +363,Eichers,Princess,54 Wool Ct,4172212883,1997-06-17,1,1,1,161.6,98,princess.eichers@aol.com,0 +364,Fons,Ashtyn,28 Fern St,8499773648,1969-10-12,1,4,1,177,128,ashtyn.fons@aol.com,0 +365,Tacon,Jaron,51 Timothy Pflueger Pl,6849296793,1947-01-22,1,4,1,180.4,130,jaron.tacon@aol.com,0 +366,Rightnowar,Darian,5 Dwight St,6412637271,1995-04-12,1,4,1,176.1,103,darian.rightnowar@aol.com,0 +367,Shellito,Lamont,90 Seymour St,4386346879,1986-10-11,2,4,0,166.9,98,lamont.shellito@aol.com,0 +368,Barris,Rudy,42 Prescott Ct,4679181392,1987-11-28,1,4,0,191.5,111,rudy.barris@aol.com,0 +369,Kimbro,Shamar,78 Santa Marina St,9555963881,1948-03-22,1,4,0,178.8,94,shamar.kimbro@aol.com,0 +370,Malhi,Preston,63 Gilroy St,3752383382,1948-07-12,1,4,1,173.2,132,preston.malhi@aol.com,0 +371,Smouse,Luciana,59 Birchwood Ct,9174741854,1932-01-22,1,4,0,188.1,91,luciana.smouse@aol.com,0 +372,Tallon,Ayla,55 South Dr,8356924269,1942-11-11,1,4,0,158,118,ayla.tallon@aol.com,0 +373,Bibriesca,Avery,78 Davidson Ave,9328256474,1948-06-10,1,4,0,180.4,97,avery.bibriesca@aol.com,0 +374,Jeansimon,Rodney,59 Vidal Dr,7368984522,1994-10-18,0,3,0,174.9,106,rodney.jeansimon@aol.com,0 +375,Vanderhoff,Aniya,43 Brumiss Ter,5918866737,1968-11-27,1,4,1,171.5,87,aniya.vanderhoff@aol.com,0 +376,Onaka,Skylar,38 Northwood Dr,7437244983,1992-08-21,1,4,0,171,76,skylar.onaka@aol.com,0 +377,Fretto,Hugo,8 Fisher Ave,7154155227,1952-09-23,1,3,0,176.6,98,hugo.fretto@aol.com,0 +378,Giuffre,Cadence,49 Calhoun Ter,7245386934,1941-08-08,1,4,0,156.7,68,cadence.giuffre@aol.com,0 +379,Jia,Kaeden,58 Kearny St,5586412273,1948-08-16,0,4,1,174.9,107,kaeden.jia@aol.com,0 +380,Shalla,Jazmin,60 Byron Ct,2584261723,1985-10-05,1,4,1,165.3,82,jazmin.shalla@aol.com,0 +381,Zindle,Alma,72 Northridge Rd,3273518489,1986-05-26,1,4,1,161.9,124,alma.zindle@aol.com,0 +382,Zingo,Marques,16 Unnamed 075,3245383427,1973-11-04,1,4,0,177.3,119,marques.zingo@aol.com,0 +383,Tarran,Kristina,18 Beulah St,7939547798,1953-09-26,1,3,0,162.2,95,kristina.tarran@aol.com,0 +384,Haden,Zaid,5 Nebraska St,6436363372,1959-05-18,1,4,0,176.5,69,zaid.haden@aol.com,0 +385,Paur,Tyree,75 Florida St,5965328774,1938-09-12,1,4,0,178.5,144,tyree.paur@aol.com,0 +386,Parkison,Jasper,77 Agua Way,3214234322,1976-05-17,0,4,0,170.6,105,jasper.parkison@aol.com,0 +387,Balliett,Gerardo,86 Delta St,2183233551,1933-08-20,1,3,0,170.2,105,gerardo.balliett@aol.com,0 +388,Haukap,Evelin,76 Montezuma St,8132684124,1988-11-19,0,4,0,184.7,98,evelin.haukap@aol.com,0 +389,Dencklau,Miracle,1 Macarthur Ave,2679641495,1938-02-01,1,4,1,155.7,164,miracle.dencklau@aol.com,0 +390,Redelk,Anna,88 Aquavista Way,3956965446,1961-07-18,1,3,1,182.9,95,anna.redelk@aol.com,0 +391,Nodd,Roger,96 Elwood St,8549472175,1951-02-08,1,4,0,168.2,54,roger.nodd@aol.com,0 +392,Percha,Alexzander,35 Dorcas Way,5335513581,1994-08-04,1,4,1,172.6,103,alexzander.percha@aol.com,0 +393,Trine,Cecelia,24 Funston Rd,7814337731,1984-03-07,1,4,1,192.3,107,cecelia.trine@aol.com,0 +394,Morilla,Heaven,31 Mesa St,5893413534,1948-12-05,1,3,1,183.2,104,heaven.morilla@aol.com,0 +395,Pocan,Wayne,24 West Portal Ave,2747881612,1992-11-06,1,1,0,167.4,109,wayne.pocan@aol.com,0 +396,Umipig,Marlene,90 Moore Ln,7732391395,1979-10-22,1,4,1,170.5,103,marlene.umipig@aol.com,0 +397,Feild,Paola,35 Garcia Ave,6573847652,1997-11-12,1,4,1,158.3,116,paola.feild@aol.com,0 +398,Lagrotta,Paloma,73 Digby St,3618231271,1954-09-22,1,4,0,154.8,97,paloma.lagrotta@aol.com,0 +399,Eisnor,Michaela,44 Rivas Ave,5412128932,1932-12-16,0,4,0,168.7,86,michaela.eisnor@aol.com,0 +400,Roseth,Madelynn,41 Charlton Ct,6736983164,1951-12-04,1,4,0,169.3,131,madelynn.roseth@aol.com,0 +401,Ude,Octavio,37 Murray Ln,3235882295,1987-03-13,1,3,0,174.4,105,octavio.ude@aol.com,0 +402,Lafevers,Justice,88 Cascade Walk,4195947656,1992-04-25,1,4,1,173.5,113,justice.lafevers@aol.com,0 +403,Rosich,Jack,40 Sears St,9236594233,1993-04-23,1,4,1,182,84,jack.rosich@aol.com,0 +404,Massachi,Corey,44 Lake Merced Hill,8877937223,1995-12-25,1,3,0,169.8,166,corey.massachi@aol.com,0 +405,Zintel,Tatiana,88 Lassen Aly,2883733933,1986-05-16,1,5,1,173.1,105,tatiana.zintel@aol.com,0 +406,Stubbe,Lena,46 Larch St,6679915545,1932-12-04,1,4,0,156.3,83,lena.stubbe@aol.com,0 +407,Stefanini,Camryn,29 Thomas Mellon Cir,5372633637,1969-04-14,1,4,0,181.3,135,camryn.stefanini@aol.com,0 +408,Hundley,Howard,61 Mcnair Ct,5375555363,1968-03-03,1,6,0,179.7,123,howard.hundley@aol.com,0 +409,Baes,Landin,58 Arlington St,9482572552,1981-06-20,1,5,1,191.6,79,landin.baes@aol.com,0 +410,Winsett,Skylar,66 Peninsula Ave,2249774733,1967-06-03,0,4,1,176.5,89,skylar.winsett@aol.com,0 +411,Aebi,Thaddeus,53 South Van Horn Ln,3556854928,1936-08-03,1,5,0,156.2,109,thaddeus.aebi@aol.com,0 +412,Moats,Coby,17 Lippard Ave,3524321885,1977-05-16,1,4,0,184.3,111,coby.moats@aol.com,0 +413,Riegelman,Karla,27 Santa Cruz Ave,3682333466,1944-09-05,0,4,0,174.5,121,karla.riegelman@aol.com,0 +414,Rongione,Lola,78 San Lorenzo Way,7636637914,1992-04-07,1,4,1,173.3,91,lola.rongione@aol.com,0 +415,Vitellaro,Jovanni,9 Child St,2133373815,1965-10-11,1,4,0,166.7,116,jovanni.vitellaro@aol.com,0 +416,Terrio,Dominic,16 Plaza St,6753743224,1936-10-21,1,4,1,180.9,167,dominic.terrio@aol.com,0 +417,Bisgrove,Amare,14 Woodside Ave,9552383583,1948-02-05,1,4,0,177.9,129,amare.bisgrove@aol.com,0 +418,Hupfer,Nataly,34 Colon Ave,5236314623,1962-02-26,1,4,0,185.1,119,nataly.hupfer@aol.com,0 +419,Koshy,Elisha,20 Mistral St,9412973783,1954-08-09,1,4,0,168.5,70,elisha.koshy@aol.com,0 +420,Paitsel,Matteo,84 Mendosa Ave,9344694138,1991-09-08,1,4,0,176.3,116,matteo.paitsel@aol.com,0 +421,Ehmke,Brenden,66 Bengal Aly,2192925276,1978-11-02,1,4,1,162.9,99,brenden.ehmke@aol.com,0 +422,Wilderman,Veronica,65 Laura St,5189534587,1948-02-01,1,6,1,190.3,111,veronica.wilderman@aol.com,0 +423,Stanbury,Jessica,6 Saint Elmo Way,8325857576,1963-01-03,1,4,0,160.8,89,jessica.stanbury@aol.com,0 +424,Policarpio,Addisyn,67 Terrace Dr,9536318718,1994-01-02,1,3,0,168.3,91,addisyn.policarpio@aol.com,0 +425,Sneeringer,Caylee,87 Geary Blvd,4526426228,1932-06-15,1,5,1,168.6,127,caylee.sneeringer@aol.com,0 +426,Ohar,Romeo,69 Lathrop Ave,5852184616,1983-02-24,1,4,0,155.5,86,romeo.ohar@aol.com,0 +427,Cincotta,Jamar,71 Unnamed 011,5376938794,1945-04-11,1,5,0,158.9,85,jamar.cincotta@aol.com,0 +428,Dahling,Ann,28 Whitney Young Cir,8829495632,1961-04-05,1,4,0,168.7,140,ann.dahling@aol.com,0 +429,Elvine,Paisley,95 Innes Ave,6372884813,1947-09-12,1,4,1,166.4,189,paisley.elvine@aol.com,0 +430,Rojeski,Casey,79 Treasury Pl,8856498612,1941-10-04,1,4,1,173.6,79,casey.rojeski@aol.com,0 +431,Cherney,Kieran,45 Ramsell St,3589714391,1961-06-13,1,3,1,163.4,79,kieran.cherney@aol.com,0 +432,Sencindiver,Colin,43 Rotteck St,8267235493,1949-02-23,1,3,0,184.2,109,colin.sencindiver@aol.com,0 +433,Mascari,Gideon,50 North View Ct,8135631653,1971-09-18,1,4,1,174.4,91,gideon.mascari@aol.com,0 +434,Cerecerez,Cassie,98 Ruckman Ave,5748483443,1999-05-06,1,4,0,176.1,94,cassie.cerecerez@aol.com,0 +435,Bastardi,Carsen,94 Harney Way,3995318357,1991-08-22,0,4,1,159.8,94,carsen.bastardi@aol.com,0 +436,Goyzueta,Malakai,60 Rhine St,4827671983,1955-03-22,1,4,1,180.9,114,malakai.goyzueta@aol.com,0 +437,Knapp,Allyson,61 Hunters Point Expy,4715731796,1968-07-17,1,5,0,163.6,138,allyson.knapp@aol.com,0 +438,Knab,Gael,54 Lillian St,7382881778,1995-11-26,1,5,1,173.7,80,gael.knab@aol.com,0 +439,Kullmann,Jeramiah,12 Westbrook Ct,2638553523,1996-03-11,1,4,0,163.2,124,jeramiah.kullmann@aol.com,0 +440,Byndom,Abril,85 Magnolia St,6545232453,1983-12-20,1,4,0,158.9,69,abril.byndom@aol.com,0 +441,Polera,Ayana,5 Safira Ln,5385972616,1976-10-06,1,4,0,180.9,111,ayana.polera@aol.com,0 +442,Hanway,Leah,97 Valdez Ave,3788716597,1981-06-06,1,5,0,190.7,129,leah.hanway@aol.com,0 +443,Wandick,Leon,80 Lundys Ln,6865616216,1988-12-11,1,4,0,168.9,105,leon.wandick@aol.com,0 +444,Pajot,Liam,69 Boutwell St,3359638828,1977-05-02,1,5,1,165.8,126,liam.pajot@aol.com,0 +445,Whiteley,Layne,1 Davis Ct,6516832952,1972-03-26,1,4,1,181.3,95,layne.whiteley@aol.com,0 +446,Bankowski,Santiago,7 Turk St,8266377692,1950-11-13,1,4,0,160.6,125,santiago.bankowski@aol.com,0 +447,Azbill,Paige,41 Fort Mason 15,3719253416,1954-03-27,1,4,1,186.5,105,paige.azbill@aol.com,0 +448,Cathro,Jadyn,61 Clarkson St,6334484416,1955-08-26,1,4,0,165.9,73,jadyn.cathro@aol.com,0 +449,Lole,Alejandra,75 Ahern Way,2436646926,1976-03-02,1,4,1,167.2,119,alejandra.lole@aol.com,0 +450,Ayersman,Devon,93 Newhall St,4897937737,1987-03-27,1,4,1,171.1,137,devon.ayersman@aol.com,0 +451,Doninger,Selah,16 Winthrop St,9366258323,1972-04-09,1,3,1,173.9,147,selah.doninger@aol.com,0 +452,Chatley,George,46 Commer Ct,2548986274,1960-02-15,0,4,1,170.5,120,george.chatley@aol.com,0 +453,Sandone,Eva,80 Gold Mine Dr,5784147729,1932-10-05,1,4,1,160.7,59,eva.sandone@aol.com,0 +454,Hillman,Jaiden,76 Dashiell Hammett St,8736152317,1973-05-09,1,1,0,183.6,137,jaiden.hillman@aol.com,0 +455,Muscato,Sebastian,44 Riverton Dr,9872745986,1941-08-07,1,4,0,183,134,sebastian.muscato@aol.com,0 +456,Adkin,Felicity,90 Avocet Way,8346562325,1931-01-28,1,4,0,171.8,131,felicity.adkin@aol.com,0 +457,Canney,Owen,1 Mill St,4353434766,1997-04-25,1,5,0,172.1,92,owen.canney@aol.com,0 +458,Gaudiello,Josiah,47 Nadell Ct,2425314193,1967-07-07,1,4,0,189.7,140,josiah.gaudiello@aol.com,0 +459,Waldbauer,Kelsey,17 Chancery Ln,4853457463,1970-04-08,1,4,0,164.5,153,kelsey.waldbauer@aol.com,0 +460,Henck,Jacqueline,96 Bemis St,2323362945,1941-08-21,1,5,1,175.8,140,jacqueline.henck@aol.com,0 +461,Martorana,Nathanael,35 Blake St,7767425331,1952-08-17,1,3,0,182.6,102,nathanael.martorana@aol.com,0 +462,Longenbach,Deanna,13 Park Hill Ave,5959382471,1941-08-21,1,5,1,168,141,deanna.longenbach@aol.com,0 +463,Tront,Lydia,4 Cuba Aly,6432895531,1940-08-21,1,4,0,186.2,139,lydia.tront@aol.com,0 +464,Voeun,Kayleigh,76 Pioche St,8135667893,1970-01-15,1,4,0,173.8,84,kayleigh.voeun@aol.com,0 +465,Diazdeleon,Brett,57 Bradford St,6995438976,2000-03-18,1,1,1,157.2,124,brett.diazdeleon@aol.com,0 +466,Matau,Mary,50 Jersey St,6835538365,1973-08-03,1,4,1,171.3,92,mary.matau@aol.com,0 +467,Amici,Ernesto,78 Ames St,2933391922,1993-12-05,1,4,1,177.9,113,ernesto.amici@aol.com,0 +468,Demoro,Ryann,66 Bliss Rd,7629157934,1932-04-04,1,6,1,166.1,111,ryann.demoro@aol.com,0 +469,Fidel,Krista,54 Heather Ave,5926674732,1937-03-12,1,4,0,165.1,98,krista.fidel@aol.com,0 +470,Bleggi,Eliezer,7 Sal St,4834388827,1947-07-28,1,4,1,164.4,159,eliezer.bleggi@aol.com,0 +471,Szynkowski,Claudia,21 Ver Mehr Pl,5847497577,1948-11-13,1,5,1,180.6,129,claudia.szynkowski@aol.com,0 +472,Profera,Nyasia,91 Clement St,9338815644,1999-10-23,1,4,1,166.6,116,nyasia.profera@aol.com,0 +473,Kuhlmann,Patricia,5 Lamartine St,9137828929,1938-03-11,1,4,0,154.4,77,patricia.kuhlmann@aol.com,0 +474,Klingenstein,Jesus,9 Castelo Ave,8653514228,1970-06-03,1,4,1,178,113,jesus.klingenstein@aol.com,0 +475,Lichtfuss,Alisson,38 Rosemary Ct,2944438131,1979-05-28,1,5,1,176.3,156,alisson.lichtfuss@aol.com,0 +476,Datwyler,Cora,74 Stockton St,5923164713,1942-08-23,1,4,1,175.3,47,cora.datwyler@aol.com,0 +477,Tadych,Dakota,38 Sibert Ln,3376646323,1947-07-07,1,4,1,152.7,123,dakota.tadych@aol.com,0 +478,Vaessen,Kelton,25 Mcallister St,7918246945,1996-06-28,1,4,0,175.2,114,kelton.vaessen@aol.com,0 +479,Wickstrom,German,52 Shotwell St,7392973896,1981-01-26,1,4,1,180.5,87,german.wickstrom@aol.com,0 +480,Vilay,Laila,98 Santos St,2263264495,1965-09-11,1,4,1,205.3,125,laila.vilay@aol.com,0 +481,Cains,Lorelai,66 Elim Aly,8133281336,1998-01-06,1,4,0,183.1,120,lorelai.cains@aol.com,0 +482,Tamminen,Charlotte,57 Bitting Ave,9399716334,1958-10-15,1,4,0,180.1,152,charlotte.tamminen@aol.com,0 +483,Mcgettigan,Keaton,39 Twin Peaks Blvd,3628135339,1953-08-19,1,4,1,172.4,104,keaton.mcgettigan@aol.com,0 +484,Poniatowski,Holden,56 Diaz Ave,6845337923,1973-03-06,1,4,0,165.7,96,holden.poniatowski@aol.com,0 +485,Feyerabend,Tyler,45 Arellano Ave,9613845374,1979-10-20,1,4,0,166.8,103,tyler.feyerabend@aol.com,0 +486,Steinhauer,Georgia,14 Geneva Ave,8139996123,2000-02-21,1,4,0,180.5,129,georgia.steinhauer@aol.com,0 +487,Aiello,Leland,27 Avenue b,2934282737,1991-07-18,1,3,0,187.9,96,leland.aiello@aol.com,0 +488,Maulin,Damaris,70 Van Buren St,4619488351,1952-06-23,1,4,1,173.2,105,damaris.maulin@aol.com,0 +489,Beson,Billy,75 Mary St,2768785632,1941-03-28,1,6,1,178.6,122,billy.beson@aol.com,0 +490,Pervier,Angie,74 Potomac St,8137176391,1959-01-22,1,4,1,175.5,113,angie.pervier@aol.com,0 +491,Hesford,Beau,27 Blandy St,3174638237,1939-08-19,1,4,1,174.6,97,beau.hesford@aol.com,0 +492,Peterson,Mattie,84 Sandpiper Cove Way,3547535393,1948-03-16,1,5,1,192.8,64,mattie.peterson@aol.com,0 +493,Zotti,Chase,88 Kirkham St,6139572215,1982-04-27,1,4,1,162.3,61,chase.zotti@aol.com,0 +494,Gendelman,Cooper,28 Shephard Pl,8176337737,1931-08-18,1,4,1,171.6,121,cooper.gendelman@aol.com,0 +495,Salsburg,Brock,12 Redondo St,5738981318,1982-08-22,1,4,1,169,148,brock.salsburg@aol.com,0 +496,Hempler,August,58 Escondido Ave,5733392122,1938-07-14,1,4,0,171.7,143,august.hempler@aol.com,0 +497,Glassmeyer,Reese,19 Miley St,8637316327,1955-10-18,1,4,1,188.8,104,reese.glassmeyer@aol.com,0 +498,Lian,Adriel,31 Mccarthy Ave,2687223349,1932-11-11,1,4,1,176.4,65,adriel.lian@aol.com,0 +499,Grandchamp,Esteban,28 Harrington St,8136813778,2000-12-24,1,5,1,165,88,esteban.grandchamp@aol.com,0 +500,Wymes,Rashad,70 Faxon Ave,5334552366,1972-06-11,1,4,1,188.8,81,rashad.wymes@aol.com,0 diff --git a/man/table_nih_enrollment.Rd b/man/table_nih_enrollment.Rd index 5484afa..0dfe798 100644 --- a/man/table_nih_enrollment.Rd +++ b/man/table_nih_enrollment.Rd @@ -40,7 +40,6 @@ Produce an NIH enrollment table, leveraging metadata to adapt to the observed \l https://grants.nih.gov/grants/how-to-apply-application-guide/forms-d/general/g.500-phs-inclusion-enrollment-report.htm } \examples{ -library(magrittr) ds_1 <- tibble::tribble( ~subject_id, ~gender , ~race , ~ethnicity , 1L, "Male" , "Black or African American", "Not Hispanic or Latino" , @@ -56,15 +55,15 @@ ds_1 <- tibble::tribble( table_nih_enrollment(ds_1) table_nih_enrollment_pretty(ds_1) -table_nih_enrollment(ds_1) \%>\% - tidyr::spread(key=gender, value=n) +table_nih_enrollment(ds_1) |> + tidyr::pivot_wider(names_from = gender, values_from = n) -table_nih_enrollment(ds_1) \%>\% +table_nih_enrollment(ds_1) |> dplyr::mutate( gender_ethnicity = paste0(gender, " by ", ethnicity) - ) \%>\% - dplyr::select(-gender, -ethnicity) \%>\% - tidyr::spread(key=gender_ethnicity, value=n) + ) |> + dplyr::select(-gender, -ethnicity) |> + tidyr::pivot_wider(names_from = gender_ethnicity, values_from = n) ds_2 <- tibble::tribble( ~subject_id, ~gender , ~race , ~ethnicity , @@ -84,12 +83,12 @@ ds_lu_ethnicity <- tibble::tribble( "Latino" , "Hispanic or Latino" , "Unknown" , "Unknown/Not Reported Ethnicity" ) -table_nih_enrollment(ds_2, d_lu_ethnicity=ds_lu_ethnicity) -table_nih_enrollment_pretty(ds_2, d_lu_ethnicity=ds_lu_ethnicity) +table_nih_enrollment(ds_2, d_lu_ethnicity = ds_lu_ethnicity) +table_nih_enrollment_pretty(ds_2, d_lu_ethnicity = ds_lu_ethnicity) ## Read a 500-patient fake dataset -path <- system.file("misc/example-data-1.csv", package="codified") -ds_3 <- readr::read_csv(path) \%>\% +path <- system.file("misc/example-data-1.csv", package = "codified") +ds_3 <- readr::read_csv(path) |> dplyr::mutate( gender = as.character(gender), race = as.character(race), diff --git a/tests/testthat/test-table-nih-enrollment.R b/tests/testthat/test-table-nih-enrollment.R index cd6bdbf..601a359 100644 --- a/tests/testthat/test-table-nih-enrollment.R +++ b/tests/testthat/test-table-nih-enrollment.R @@ -72,7 +72,7 @@ test_that("ds_1b --ethnicity metadata required", { "Unknown" , "Unknown/Not Reported Ethnicity" ) - observed <- table_nih_enrollment(d_1b, d_lu_ethnicity=d_lu_ethnicity) + observed <- table_nih_enrollment(d_1b, d_lu_ethnicity = d_lu_ethnicity) expect_equal(observed, expected_1) }) @@ -112,27 +112,37 @@ test_that("ds_1c --all metadata required", { "Unknown" , "Unknown/Not Reported Ethnicity" ) - observed <- table_nih_enrollment(d_1c, d_lu_gender=d_lu_gender, d_lu_race=d_lu_race, d_lu_ethnicity=d_lu_ethnicity) + observed <- + table_nih_enrollment( + d_1c, + d_lu_gender = d_lu_gender, + d_lu_race = d_lu_race, + d_lu_ethnicity = d_lu_ethnicity + ) expect_equal(observed, expected_1) }) test_that("ds_1d --different variable names", { - ds_1d <- ds_1a %>% + ds_1d <- ds_1a |> dplyr::rename( vg = gender, vr = race, - ve = ethnicity + ve = ethnicity, ) - observed <- table_nih_enrollment(ds_1d, variable_gender="vg", variable_race="vr", variable_ethnicity="ve") + observed <- + table_nih_enrollment( + ds_1d, + variable_gender = "vg", + variable_race = "vr", + variable_ethnicity = "ve" + ) expect_equal(observed, expected_1) }) test_that("ds_2 --500 patients w/ numeric codes", { - - # library(magrittr) - path <- system.file("misc/example-data-1.csv", package="codified") - d_2 <- readr::read_csv(path) %>% + path <- system.file("misc/example-data-1.csv", package = "codified") + d_2 <- readr::read_csv(path) |> dplyr::mutate( gender = as.character(gender), race = as.character(race), diff --git a/vignettes/nih-enrollment-html.Rmd b/vignettes/nih-enrollment-html.Rmd index 60524a4..eaaec02 100644 --- a/vignettes/nih-enrollment-html.Rmd +++ b/vignettes/nih-enrollment-html.Rmd @@ -16,11 +16,11 @@ vignette: > --- -```{r setup, include=FALSE} +```{r setup, include = FALSE} knitr::opts_chunk$set(echo = TRUE) ``` -```{r declare, echo=F} +```{r declare, echo = F} ``` Install `codified` Package @@ -29,8 +29,8 @@ Install `codified` Package First, install the `codified` package if necessary, and then [load it into memory](http://r-pkgs.had.co.nz/package.html#package). ```{r install-codified} -if( !requireNamespace("codified", quietly=T) ) - devtools::install_github(repo= "OuhscBbmc/codified") +# if( !requireNamespace("codified", quietly = TRUE) ) +# remotes::install_github(repo = "OuhscBbmc/codified") library(codified) ``` @@ -41,9 +41,7 @@ Local Data Source ### Establish Datasets ```{r local-establish} -library(magrittr) - -path <- system.file("misc/example-data-1.csv", package="codified") +path <- system.file("misc/example-data-1.csv", package = "codified") col_types <- readr::cols_only( record_id = readr::col_integer(), name_last = readr::col_character(), @@ -52,14 +50,14 @@ col_types <- readr::cols_only( race = readr::col_integer(), ethnicity = readr::col_integer() ) -ds <- readr::read_csv(path, col_types=col_types) %>% +ds <- readr::read_csv(path, col_types = col_types) |> dplyr::mutate( gender = as.character(gender), race = as.character(race), ethnicity = as.character(ethnicity) ) -ds %>% - head(10) %>% +ds |> + head(10) |> knitr::kable(caption = "Observed Dataset (first ten rows)") ds_lu_gender <- tibble::tribble( @@ -125,8 +123,8 @@ A hosted (fake) clinical trial dataset demonstrates how to extract demographic d First, install the `REDCapR` package if necessary, and then [load it into memory](http://r-pkgs.had.co.nz/package.html#package). ```{r install-redcapr} -if( !requireNamespace("REDCapR", quietly=T) ) - devtools::install_github("OuhscBbmc/REDCapR") +# if( !requireNamespace("REDCapR", quietly = TRUE) ) +# remotes::install_github("OuhscBbmc/REDCapR") library(REDCapR) ``` @@ -134,36 +132,23 @@ library(REDCapR) Next, download the data from the REDCap database into the `ds_2` data.frame. If you're running the most recent version of REDCapR (available on GitHub), the code will be: ```r -ds_2 <- REDCapR::redcap_read_oneshot( +ds_2 <- REDCapR::redcap_read( redcap_uri = "https://bbmc.ouhsc.edu/redcap/api/", # URL of REDCap Server. token = "F304DEC3793FECC3B6DEEFF66302CAD3", # User-specific token/password. guess_type = FALSE # Keep all variables as strings/characters. )$data ``` -The following code is more complicated than normal, because the vignette has to account for different versions of REDCapR being installed on the machine. + + +However [CRAN policy](https://cran.r-project.org/web/packages/policies.html) understandably discourages vignettes from using "Internet resources" so this vignette mimics the code above with this local call. On your own computer, feel free to call that demonstration REDCap project. ```{r redcap-establish} -if( !requireNamespace("REDCapR", quietly=TRUE) ) { - ds <- ds_2 # If REDCapR isn't installed, use the previous version of the dataset. -} else if( "0.9.8" < packageVersion("REDCapR") ) { - ds_2 <- REDCapR::redcap_read_oneshot( - redcap_uri = "https://bbmc.ouhsc.edu/redcap/api/", # URL of REDCap Server. - token = "F304DEC3793FECC3B6DEEFF66302CAD3", # User-specific token/password. - guess_type = FALSE # Keep all variables as strings/characters. - )$data -} else { - # Older versions of REDCapR don't have the `guess_type` parameter - ds_2 <- REDCapR::redcap_read_oneshot( - redcap_uri = "https://bbmc.ouhsc.edu/redcap/api/", # URL of REDCap Server. - token = "F304DEC3793FECC3B6DEEFF66302CAD3" # User-specific token/password. - )$data %>% - dplyr::mutate( - gender = as.character(gender), - race = as.character(race), - ethnicity = as.character(ethnicity) - ) -} +ds_2 <- + readr::read_csv( + file = system.file("misc/example-data-2.csv", package = "codified"), + col_types = readr::cols(.default = readr::col_character()) + ) ``` ### Conform to NIH Cosmetics @@ -228,7 +213,7 @@ Please share your opinions with us by creating an issue at https://github.com/Ou 1. Populate tables in an existing pdf file with [staplr](https://CRAN.R-project.org/package=staplr)? 1. The 'totals' column & row are calculated. The NIH form does this already, so this is mostly for the purpose of checking. [Issue #4](https://github.com/OuhscBbmc/codified/issues/4). 1. Allow variable names to change (*e.g.*, `Gender` instead of `gender`). [Issue #3](https://github.com/OuhscBbmc/codified/issues/3). -1. [pkgdown site](http://pkgdown.r-lib.org/), like [REDCapR](https://ouhscbbmc.github.io/REDCapR/). +1. [pkgdown site](https://pkgdown.r-lib.org/), like [REDCapR](https://ouhscbbmc.github.io/REDCapR/). ### Group discussion