From 8a47d523f4b3dfc30c255ed428de572b9ceacb79 Mon Sep 17 00:00:00 2001 From: "Aaron Clark (Arcus)" Date: Tue, 21 May 2024 16:29:25 -0400 Subject: [PATCH 001/332] update renv --- renv/profiles/dev/renv.lock | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/renv/profiles/dev/renv.lock b/renv/profiles/dev/renv.lock index 5a3ed1a9..f51610f0 100644 --- a/renv/profiles/dev/renv.lock +++ b/renv/profiles/dev/renv.lock @@ -1,6 +1,6 @@ { "R": { - "Version": "4.3.1", + "Version": "4.3.3", "Repositories": [ { "Name": "RSPM", From afa5be31f1d092b239005062d4a2ddad3c60e88d Mon Sep 17 00:00:00 2001 From: LDSamson Date: Thu, 23 May 2024 14:40:36 +0200 Subject: [PATCH 002/332] Minor aesthetic changes --- R/mod_query_add.R | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/R/mod_query_add.R b/R/mod_query_add.R index 08d72468..e4a8af5b 100644 --- a/R/mod_query_add.R +++ b/R/mod_query_add.R @@ -73,7 +73,7 @@ mod_query_add_server <- function( bslib::card( bslib::layout_sidebar( sidebar = bslib::sidebar( - id = ns("query.sidebar"), + id = ns("query_sidebar"), open = "always", HTML(paste0("", unique(sel_data$item_group), "")), shiny::selectizeInput( @@ -107,7 +107,7 @@ mod_query_add_server <- function( ), verbatimTextOutput(ns("reviewer")) ), - shiny::verbatimTextOutput(ns("query_error")) + verbatimTextOutput(ns("query_error")) ), min_height = "500px" ), @@ -217,12 +217,12 @@ mod_query_add_server <- function( cat("Author:", r$user_name(), "\n") }) - + }) } - + ## To be copied in the UI # mod_write_queries_ui("write_queries_1") - + ## To be copied in the server # mod_write_queries_server("write_queries_1") From 8b86bc4dec2a46d7b836c78fcb59370add7ee05b Mon Sep 17 00:00:00 2001 From: LDSamson Date: Thu, 23 May 2024 14:47:13 +0200 Subject: [PATCH 003/332] Add major query toggle --- R/mod_query_add.R | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) diff --git a/R/mod_query_add.R b/R/mod_query_add.R index e4a8af5b..09c15ebe 100644 --- a/R/mod_query_add.R +++ b/R/mod_query_add.R @@ -105,6 +105,36 @@ mod_query_add_server <- function( width = "100%", placeholder = "add query text here" ), + bslib::card_body( + shinyWidgets::materialSwitch( + inputId = ns("major_query"), + label = "Major query", + status = "danger", + inline = TRUE, + right = TRUE + ), + bslib::popover( + icon("circle-info"), + title = "Major queries", + id = ns("major_query_info"), + markdown( + " + Will be prioritized by the data managers. Can only + be closed by a medical monitor. + + Only use for issues that: + + 1. affect patient safety. + 2. affect primary endpoints. + 3. violate inclusion/exclusion criteria. + 4. concern medical implausible data points. + " + ) + ), + class = "d-flex flex-row", + fillable = FALSE, + gap = 0 + ), verbatimTextOutput(ns("reviewer")) ), verbatimTextOutput(ns("query_error")) From 4196876bee60a709add6aba7b720c85a248341c9 Mon Sep 17 00:00:00 2001 From: LDSamson Date: Thu, 23 May 2024 19:18:09 +0200 Subject: [PATCH 004/332] Add 'major' column to query data --- R/mod_query_add.R | 3 ++- R/sysdata.rda | Bin 469 -> 468 bytes data-raw/internal_data.R | 3 ++- 3 files changed, 4 insertions(+), 2 deletions(-) diff --git a/R/mod_query_add.R b/R/mod_query_add.R index 09c15ebe..862ca49f 100644 --- a/R/mod_query_add.R +++ b/R/mod_query_add.R @@ -170,7 +170,8 @@ mod_query_add_server <- function( golem::cat_dev("Query text to add: ", input$query_text, "\n") new_query <- dplyr::tibble( "query_id" = paste0(r$subject_id, create_unique_id(5)), - "subject_id" = r$subject_id, + "major" = as.character(input$major_query), + "subject_id" = r$subject_id, "event_label" = input$query_select_visit, "item_group" = active_form(), "item" = input$query_select_item, diff --git a/R/sysdata.rda b/R/sysdata.rda index ce992061b83816f4628fbde7ecbff0cadece7f01..1c9f1b46809bc9e31197a1dec23f805852e341f1 100644 GIT binary patch delta 457 zcmV;)0XF{C1JnZ%LRx4!F+o`-Q(0wBli~mYDv=Qve=150kb*r^%6fSxsgh}iqXIN$ zqiPwci~s-t000000AK(B0000000AOI(5H#2d8$1C8TP#>HsWfS1lrlqy(Me%EaEk4x9wwgdz_Mz0+RIUfg=PGa z(XP>O+|d~b=csyQkPFd*6QW{8QA?OHz;+oHf1Ka_e5N8JKE4KGu%1Ev8mptN9|Kzs z`FgDWWp;s>tcq568jXnN&Kq@<@bwwyj-!1rCBf!v;X3tiYGjoUK||I)+~|fUOkd_F ze^qf@&TDDyB{Jk{#WN+lx2)OEor|nxq0@)<*0Ad5l9U(8`jto%t`H!C1XLXpViSbY zFF{eUJa+g~shYbT0SXq5VVw=hh(A1Jwf&LRx4!F+o`-Q&|jJbFcsbBasmoe=W4kMy8sHlhpMCCYw++01Y%~ zGyqDTq|j5wsp*v3jT&JOKoG$)VWEHk00000000Du5ee!&84QYgOwxLc1kvb^MyB+p zTG|Y*fphdyO{7T1i|aPI(ZQz z2iitW&4jr(91i-5Q0%r1*WwHu%d2k38MIq7e@(~9e4hOLaK@+v_|srCER}?!@WY|^ zDk%eyZiCvzST4+1g26_yygXK;25q{+o%&5$k@P6%BWt|PwtH*pYGjorVv}I+p$txn z->gopd!rQ06~|#Il_I>Unby69m|@v1M!G3^S4$u%d{rZ~U6-G*x=IzIwjPC0%?aWx zFhfX6n5ewehNly9$oCN>6Hh!06oxB8f{>DUNX9utWaK0=sCxb` Date: Fri, 24 May 2024 15:41:55 +0200 Subject: [PATCH 005/332] rename and improve functions to retrieve queries and reviews from db --- NAMESPACE | 4 +- R/fct_SQLite.R | 81 +++++++++++-------- R/mod_query_add.R | 2 +- R/mod_query_follow_up.R | 6 +- R/mod_review_forms.R | 2 +- inst/_pkgdown.yml | 4 +- ...db_get_latest_query.Rd => db_get_query.Rd} | 32 ++++---- ..._get_latest_review.Rd => db_get_review.Rd} | 12 +-- tests/testthat/test-fct_SQLite.R | 28 ++++--- tests/testthat/test-mod_review_forms.R | 2 +- 10 files changed, 95 insertions(+), 78 deletions(-) rename man/{db_get_latest_query.Rd => db_get_query.Rd} (65%) rename man/{db_get_latest_review.Rd => db_get_review.Rd} (85%) diff --git a/NAMESPACE b/NAMESPACE index 602f79f8..5fc58c47 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -26,8 +26,8 @@ export(custom_plot_theme) export(datatable_custom) export(date_cols_to_char) export(db_create) -export(db_get_latest_query) -export(db_get_latest_review) +export(db_get_query) +export(db_get_review) export(db_save) export(db_save_review) export(db_slice_rows) diff --git a/R/fct_SQLite.R b/R/fct_SQLite.R index e9dbb208..fc9b81d7 100644 --- a/R/fct_SQLite.R +++ b/R/fct_SQLite.R @@ -150,7 +150,7 @@ db_update <- function( latest_review_data = data, #get_review_data(merge_meta_with_data(data), common_vars), common_vars = common_vars, edit_time_var = edit_time_var - ) + ) cat("writing updated review data to database...\n") DBI::dbWriteTable(con, "all_review_data", updated_review_data, append = TRUE) cat("Finished updating review data\n") @@ -205,12 +205,12 @@ db_save_review <- function( dplyr::collect() if(nrow(new_review_rows) == 0){return( warning("Review state unaltered. No review will be saved.") - )} + )} new_review_rows <- new_review_rows |> db_slice_rows(slice_vars = c("timestamp", "edit_date_time"), group_vars = common_vars) |> dplyr::select(-dplyr::all_of(cols_to_change)) |> # If there are multiple edits, make sure to only select the latest editdatetime for all items: - # dplyr::slice_max(edit_date_time, by = dplyr::all_of(common_vars)) |> + # dplyr::slice_max(edit_date_time, by = dplyr::all_of(common_vars)) |> dplyr::bind_cols(rv_row[cols_to_change]) # bind_cols does not work in a db connection. cat("write updated review data to database\n") lapply(tables, \(x){DBI::dbWriteTable(db_con, x, new_review_rows, append = TRUE)}) |> @@ -243,63 +243,73 @@ db_save <- function(data, db_path, db_table = "query_data"){ } -#' Retrieve latest query +#'Retrieve query from database #' -#' Small helper function to retrieve the latest query with the provided query_id -#' and query follow-up number (n) +#'Small helper function to retrieve a query from the database. if no follow-up +#'number is provided, all messages will be collected. #' -#' @param db_path Character vector. Needs to be a valid path to a database. -#' @param query_id Character string with the query identifier to extract from -#' the database. -#' @param n Numerical or character string, with the query follow-up number to -#' extract -#' @param db_table Character vector with the name of the table to read from. +#'@param db_path Character vector. Needs to be a valid path to a database. +#'@param query_id Character string with the query identifier to extract from the +#' database. +#'@param n (optional) numerical or character string, with the query follow-up +#' number to extract +#'@param db_table Character vector with the name of the table to read from. #' -#' @return A data frame -#' @export -#' @inheritParams db_slice_rows +#'@return A data frame +#'@export +#'@inheritParams db_slice_rows #' -#' @examples +#' @examples #'local({ -#' temp_path <- withr::local_tempfile(fileext = ".sqlite") +#' temp_path <- withr::local_tempfile(fileext = ".sqlite") #' con <- get_db_connection(temp_path) -#' +#' #' new_query <- dplyr::tibble( -#' query_id = "ID124234", +#' query_id = "ID124234", #' subject_id = "ID1", #' n = 1, #' timestamp = "2024-02-05 01:01:01", #' other_info = "testinfo" -#' ) +#' ) #' DBI::dbWriteTable(con, "query_data", new_query) -#' db_get_latest_query(temp_path, query_id = "ID124234", n = 1) +#' db_get_query(temp_path, query_id = "ID124234", n = 1) #' }) #' -db_get_latest_query <- function( +db_get_query <- function( db_path, - query_id = new_query$query_id, - n = new_query$n, + query_id, + n = NULL, db_table = "query_data", slice_vars = "timestamp", group_vars = c("query_id", "n") - ){ +){ stopifnot(file.exists(db_path)) stopifnot(is.character(query_id)) stopifnot(is.character(db_table)) - stopifnot(is.numeric(n) | is.character(n)) + stopifnot(is.null(n) | is.numeric(n) | is.character(n)) + filter_n <- ifelse(is.null(n), "", " AND n=?n") + sql <- paste0( + "SELECT * FROM ?db_table WHERE query_id = ?query_id", + filter_n, ";" + ) db_temp_connect(db_path, { - sql <- "SELECT * FROM ?db_table WHERE query_id = ?query_id AND n = ?n;" - query <- DBI::sqlInterpolate(con, sql, db_table = db_table[1], - query_id = query_id[1], n = n[1]) + sql_args <- list( + conn = con, + sql = sql, + db_table = db_table[1], + query_id = query_id[1] + ) + sql_args$n <- n[1] #So that this function argument will be conditional. + query <- do.call(DBI::sqlInterpolate, sql_args) DBI::dbGetQuery(con, query) |> db_slice_rows(slice_vars = slice_vars, group_vars = group_vars) |> dplyr::as_tibble() }) } -#' Retrieve latest review +#' Retrieve review #' -#' Small helper function to retrieve the latest review data from the database +#' Small helper function to retrieve the (latest) review data from the database #' with the given subject id (`subject`) and `form`. #' #' @param db_path Character vector. Needs to be a valid path to a database. @@ -328,10 +338,10 @@ db_get_latest_query <- function( #' ) |> #' dplyr::as_tibble() #' DBI::dbWriteTable(con, "all_review_data", review_data) -#' db_get_latest_review(temp_path, subject = "Test_name", form = "Test_group") +#' db_get_review(temp_path, subject = "Test_name", form = "Test_group") #' }) #' -db_get_latest_review <- function( +db_get_review <- function( db_path, subject = review_row$subject_id, form = review_row$item_group, @@ -339,13 +349,14 @@ db_get_latest_review <- function( slice_vars = c("timestamp", "edit_date_time"), group_vars = c("subject_id", "event_name", "item_group", "form_repeat", "item_name") - ){ +){ stopifnot(file.exists(db_path)) stopifnot(is.character(subject)) stopifnot(is.character(form)) db_temp_connect(db_path, { sql <- "SELECT * FROM ?db_table WHERE subject_id = ?id AND item_group = ?group;" - query <- DBI::sqlInterpolate(con, sql, db_table = db_table[1], id = subject[1], group = form[1]) + query <- DBI::sqlInterpolate(con, sql, db_table = db_table[1], + id = subject[1], group = form[1]) DBI::dbGetQuery(con, query) |> db_slice_rows(slice_vars = slice_vars, group_vars = group_vars) |> dplyr::as_tibble() diff --git a/R/mod_query_add.R b/R/mod_query_add.R index 862ca49f..4a92ad35 100644 --- a/R/mod_query_add.R +++ b/R/mod_query_add.R @@ -186,7 +186,7 @@ mod_query_add_server <- function( golem::print_dev(new_query) db_save(data = new_query, db_path = db_path, db_table = "query_data") - query_in_db <- db_get_latest_query( + query_in_db <- db_get_query( db_path, query_id = new_query$query_id, n = new_query$n ) query_in_db <- unique(query_in_db[names(new_query)]) diff --git a/R/mod_query_follow_up.R b/R/mod_query_follow_up.R index edfdcf77..dee0e52d 100644 --- a/R/mod_query_follow_up.R +++ b/R/mod_query_follow_up.R @@ -75,7 +75,7 @@ mod_query_follow_up_server <- function(id, r, selected_query, db_path){ # Update queries and selected queries data: db_save(data = updated_query, db_path = db_path, db_table = "query_data") #verify if query update was successful: - query_in_db <- db_get_latest_query( + query_in_db <- db_get_query( db_path, query_id = updated_query$query_id, n = updated_query$n ) query_in_db <- unique(query_in_db[names(updated_query)]) @@ -96,7 +96,7 @@ mod_query_follow_up_server <- function(id, r, selected_query, db_path){ !identical(updated_query, query_in_db), !identical(query_in_db, query_in_memory) )) - + if(query_save_error()){ return({ showNotification( @@ -111,7 +111,7 @@ mod_query_follow_up_server <- function(id, r, selected_query, db_path){ r$query_data <- collect_query_data(db_path) }) } - + updateTextInput(inputId = "query_follow_up_text", value = "") shiny::updateCheckboxInput( diff --git a/R/mod_review_forms.R b/R/mod_review_forms.R index e0c2830d..ad5c935d 100644 --- a/R/mod_review_forms.R +++ b/R/mod_review_forms.R @@ -215,7 +215,7 @@ mod_review_forms_server <- function( tables = "all_review_data" ) - review_row_db <- db_get_latest_review( + review_row_db <- db_get_review( db_path, subject = review_row$subject_id, form = review_row$item_group ) review_row_db <- unique(review_row_db[names(review_row)]) diff --git a/inst/_pkgdown.yml b/inst/_pkgdown.yml index 5618ccc7..4a15f78b 100644 --- a/inst/_pkgdown.yml +++ b/inst/_pkgdown.yml @@ -62,8 +62,8 @@ reference: - db_slice_rows - update_review_data - collect_query_data - - db_get_latest_review - - db_get_latest_query + - db_get_review + - db_get_query - title: Internal dataset desc: Create or describe internal data. - contents: diff --git a/man/db_get_latest_query.Rd b/man/db_get_query.Rd similarity index 65% rename from man/db_get_latest_query.Rd rename to man/db_get_query.Rd index 7b0fbeb0..06824235 100644 --- a/man/db_get_latest_query.Rd +++ b/man/db_get_query.Rd @@ -1,13 +1,13 @@ % Generated by roxygen2: do not edit by hand % Please edit documentation in R/fct_SQLite.R -\name{db_get_latest_query} -\alias{db_get_latest_query} -\title{Retrieve latest query} +\name{db_get_query} +\alias{db_get_query} +\title{Retrieve query from database} \usage{ -db_get_latest_query( +db_get_query( db_path, - query_id = new_query$query_id, - n = new_query$n, + query_id, + n = NULL, db_table = "query_data", slice_vars = "timestamp", group_vars = c("query_id", "n") @@ -16,11 +16,11 @@ db_get_latest_query( \arguments{ \item{db_path}{Character vector. Needs to be a valid path to a database.} -\item{query_id}{Character string with the query identifier to extract from -the database.} +\item{query_id}{Character string with the query identifier to extract from the +database.} -\item{n}{Numerical or character string, with the query follow-up number to -extract} +\item{n}{(optional) numerical or character string, with the query follow-up +number to extract} \item{db_table}{Character vector with the name of the table to read from.} @@ -35,23 +35,23 @@ perform the grouping on.} A data frame } \description{ -Small helper function to retrieve the latest query with the provided query_id -and query follow-up number (n) +Small helper function to retrieve a query from the database. if no follow-up +number is provided, all messages will be collected. } \examples{ local({ -temp_path <- withr::local_tempfile(fileext = ".sqlite") +temp_path <- withr::local_tempfile(fileext = ".sqlite") con <- get_db_connection(temp_path) new_query <- dplyr::tibble( - query_id = "ID124234", + query_id = "ID124234", subject_id = "ID1", n = 1, timestamp = "2024-02-05 01:01:01", other_info = "testinfo" -) +) DBI::dbWriteTable(con, "query_data", new_query) -db_get_latest_query(temp_path, query_id = "ID124234", n = 1) +db_get_query(temp_path, query_id = "ID124234", n = 1) }) } diff --git a/man/db_get_latest_review.Rd b/man/db_get_review.Rd similarity index 85% rename from man/db_get_latest_review.Rd rename to man/db_get_review.Rd index 87dee122..a36d15ec 100644 --- a/man/db_get_latest_review.Rd +++ b/man/db_get_review.Rd @@ -1,10 +1,10 @@ % Generated by roxygen2: do not edit by hand % Please edit documentation in R/fct_SQLite.R -\name{db_get_latest_review} -\alias{db_get_latest_review} -\title{Retrieve latest review} +\name{db_get_review} +\alias{db_get_review} +\title{Retrieve review} \usage{ -db_get_latest_review( +db_get_review( db_path, subject = review_row$subject_id, form = review_row$item_group, @@ -36,7 +36,7 @@ perform the grouping on.} A data frame. } \description{ -Small helper function to retrieve the latest review data from the database +Small helper function to retrieve the (latest) review data from the database with the given subject id (\code{subject}) and \code{form}. } \examples{ @@ -55,7 +55,7 @@ local({ ) |> dplyr::as_tibble() DBI::dbWriteTable(con, "all_review_data", review_data) - db_get_latest_review(temp_path, subject = "Test_name", form = "Test_group") + db_get_review(temp_path, subject = "Test_name", form = "Test_group") }) } diff --git a/tests/testthat/test-fct_SQLite.R b/tests/testthat/test-fct_SQLite.R index 01435d2d..b3844933 100644 --- a/tests/testthat/test-fct_SQLite.R +++ b/tests/testthat/test-fct_SQLite.R @@ -251,6 +251,7 @@ describe( it("can save a query", { new_query <- data.frame( query_id = "ID124234", + type = "Normal", subject_id = "ID1", event_label = "Visit 1", item_group = "Vital signs", @@ -273,35 +274,40 @@ describe( ) -describe("db_get_latest_query can collect latest query data from a database", { +describe("db_get_query can collect latest query data from a database", { temp_path <- withr::local_tempfile(fileext = ".sqlite") con <- get_db_connection(temp_path) new_query <- dplyr::tibble( query_id = "ID124234", subject_id = "ID1", - n = 1, - timestamp = "2024-02-05 01:01:01", + n = 1:2, + timestamp = c("2024-02-05 01:01:01", "2024-04-01 01:01:01"), other_info = "testinfo" ) DBI::dbWriteTable(con, "query_data", new_query) it("Can collect the desired data.", { - query_output <- db_get_latest_query(temp_path, query_id = "ID124234", n = 1) - expect_equal(query_output, new_query) + query_output <- db_get_query(temp_path, query_id = "ID124234", n = 1) + expect_equal(query_output, new_query[1, ]) }) it("Collects an empty data frame if query_id or n are not found", { - query_output <- db_get_latest_query(temp_path, query_id = "non-existent", n = 1) + query_output <- db_get_query(temp_path, query_id = "non-existent", n = 1) expect_equal(query_output, new_query[0,]) - query_output <- db_get_latest_query(temp_path, query_id = "ID124234", n = 6) + query_output <- db_get_query(temp_path, query_id = "ID124234", n = 6) expect_equal(query_output, new_query[0,]) }) + it("Collects all rows with the same query ID if n is set to NULL", { + query_output <- db_get_query(temp_path, query_id = "ID124234", n = NULL) + expect_equal(query_output, new_query) + }) + }) -describe("db_get_latest_review can collect latest review data from a database", { +describe("db_get_review can collect latest review data from a database", { temp_path <- withr::local_tempfile(fileext = ".sqlite") con <- get_db_connection(temp_path) @@ -318,15 +324,15 @@ describe("db_get_latest_review can collect latest review data from a database", DBI::dbWriteTable(con, "all_review_data", review_data) it("Can collect the desired data.", { - output <- db_get_latest_review(temp_path, subject = "Test_name", form = "Test_group") + output <- db_get_review(temp_path, subject = "Test_name", form = "Test_group") expect_equal(output, review_data) }) it("Collects an empty data frame if the requested subject or form are not found", { - output <- db_get_latest_review(temp_path, subject = "Non-existent", + output <- db_get_review(temp_path, subject = "Non-existent", form = "Test_group") expect_equal(output, review_data[0,]) - output <- db_get_latest_review(temp_path, subject = "Test_name", + output <- db_get_review(temp_path, subject = "Test_name", form = "Non-existent") expect_equal(output, review_data[0,]) }) diff --git a/tests/testthat/test-mod_review_forms.R b/tests/testthat/test-mod_review_forms.R index 4a01820c..a8f24c5e 100644 --- a/tests/testthat/test-mod_review_forms.R +++ b/tests/testthat/test-mod_review_forms.R @@ -308,7 +308,7 @@ describe( app$expect_values() # review status and reviewer is saved as expected - saved_review_row <- db_get_latest_review( + saved_review_row <- db_get_review( temp_path, subject = "885", form = "Adverse events" ) expect_equal(saved_review_row$status, "new") From 2b0ea5a452c25b93df744f9bc7852a4c0f6af786 Mon Sep 17 00:00:00 2001 From: LDSamson Date: Fri, 24 May 2024 15:43:08 +0200 Subject: [PATCH 006/332] get data for FU query directly from database --- R/mod_query_follow_up.R | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/R/mod_query_follow_up.R b/R/mod_query_follow_up.R index dee0e52d..507ae937 100644 --- a/R/mod_query_follow_up.R +++ b/R/mod_query_follow_up.R @@ -55,11 +55,9 @@ mod_query_follow_up_server <- function(id, r, selected_query, db_path){ golem::cat_dev("Query FU text to add: ", input$query_follow_up_text, "\n") ts <- time_stamp() - updated_query <- r$query_data |> - dplyr::as_tibble() |> - dplyr::filter(query_id == selected_query()) |> - dplyr::distinct(query_id, subject_id, item_group, item, event_label, n) |> - dplyr::slice_max(n, with_ties = FALSE) + updated_query <- db_get_query(db_path, selected_query()) |> + db_slice_rows(slice_vars = "timestamp", group_vars = "query_id") |> + dplyr::distinct(query_id, type, subject_id, item_group, item, event_label, n) updated_query <- updated_query |> dplyr::mutate( "timestamp" = ts, From afdff5d64f716e65358e39e1d9d889e3a2ad9d74 Mon Sep 17 00:00:00 2001 From: LDSamson Date: Fri, 24 May 2024 15:48:11 +0200 Subject: [PATCH 007/332] rename major query column to type --- R/mod_query_add.R | 2 +- R/sysdata.rda | Bin 468 -> 468 bytes data-raw/internal_data.R | 2 +- data-raw/metadata.xlsx | Bin 56160 -> 56196 bytes data/metadata.rda | Bin 3462 -> 3485 bytes 5 files changed, 2 insertions(+), 2 deletions(-) diff --git a/R/mod_query_add.R b/R/mod_query_add.R index 4a92ad35..b7e635b7 100644 --- a/R/mod_query_add.R +++ b/R/mod_query_add.R @@ -170,7 +170,7 @@ mod_query_add_server <- function( golem::cat_dev("Query text to add: ", input$query_text, "\n") new_query <- dplyr::tibble( "query_id" = paste0(r$subject_id, create_unique_id(5)), - "major" = as.character(input$major_query), + "type" = ifelse(input$major_query, "Major", "Normal"), "subject_id" = r$subject_id, "event_label" = input$query_select_visit, "item_group" = active_form(), diff --git a/R/sysdata.rda b/R/sysdata.rda index 1c9f1b46809bc9e31197a1dec23f805852e341f1..7d26de57acc54351b7427f221900ee4f926d406e 100644 GIT binary patch delta 454 zcmV;%0XhEE1JnZ!LRx4!F+o`-Q&~nQ^xKgR8h*RP>o3AYvcY1nNj9~>X zV}Ex=lO208My4R`NJ9h~T2PY|oG}SQLudf;`apt)G=@!tIl#)Ugn<~yQveDD5cJsR z`CV2vGL&HA>;e_W_i~9U;E;#RYuoz zQ2cC3sliYK3AnpMPe3vGR0+i(SIHNe3`zs1Zt~HZ-Mhw?9%# z-YBySWRe&XTh#`XbY}fp3VeGFn-T0Nw2kjspM3Y<+|!A!zi{I)eX5KMW z&WlmNl*CW9J}YMAP1F=ax(3KL+Y zSmZPbw0P{4g4wMkkJ0tCL%I;8&bh{e5=#~c@$Tgl?|i=*bn!dwv(u)#xB25km;M%EzgNJ9i08c>rIoG}SQLudf-`apuFG=@!tKbUq3i%S^UtO8QA5B@xU zK7IL8$);e#R&^@dH(M-NF{w0ZWRx;PhtWx4JaCHbryeGr?!dBYciPKQhJ|JPkFccp8m}=FS^+l<@T#=8mI%FeSm}YvDTeZ)#+f4?#oLKHTVrCrn@FCx2CO zT+VB0?IkkgYQ-}pySJ>_&z*~`WueoD_SUfK=aQ5c$@-N@6Rr>-f&^3@6JisD(l0?# wu{?J}WI304d@z|t!t3vn9fu7A6IfY&MPi%E4bvwFlI8ywaz!{$kY!Gj;=r=bkN^Mx diff --git 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z2tkBf)j`uk5zU^rfN#12E`x+qYX`ioL1<{FA_Y&CS(8vLX}eI;CxhVBU>>*5w87EZP5tsELP zqlQ_kYg#Dj5lO08z||B8IE>(rauv$wjv@nKQ>&6pLYEqlxt?rF+z|J8`LX>E#q>q_oGH*a$mIORf zLA_TQs%EGaK~g9hY$6K?LQ;}z63|RWdx?sb5XNIsd6HgU-y5>coNv&5b$%nF3DY$L z;F_tYwFTrc+K8rM=o1m80vwd8H;LclnYL_fvckxmpOJa Date: Fri, 24 May 2024 15:49:49 +0200 Subject: [PATCH 008/332] Ensure only open queries can be followed up --- R/mod_query_follow_up.R | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/R/mod_query_follow_up.R b/R/mod_query_follow_up.R index 507ae937..89550996 100644 --- a/R/mod_query_follow_up.R +++ b/R/mod_query_follow_up.R @@ -47,6 +47,25 @@ mod_query_follow_up_server <- function(id, r, selected_query, db_path){ moduleServer( id, function(input, output, session){ ns <- session$ns + observeEvent(selected_query(), { + is_resolved <- any( + with(r$query_data, resolved[query_id == selected_query()]) == "Yes" + ) + shiny::updateCheckboxInput(inputId = "resolved", value = is_resolved) + shiny::updateTextAreaInput( + inputId = "query_follow_up_text", + placeholder = ifelse( + is_resolved, + "query is resolved", + "add response here" + ) + ) + if(is_resolved){ + shinyjs::disable("query_follow_up") + } else{ + shinyjs::enable("query_follow_up") + } + }) query_save_error <- reactiveVal(FALSE) observeEvent(input$query_add_follow_up, { req(input$query_follow_up_text, r$user_name(), selected_query()) From b663e30bdce473b53a35c7a89e8eda774fda9a9b Mon Sep 17 00:00:00 2001 From: LDSamson Date: Fri, 24 May 2024 15:50:47 +0200 Subject: [PATCH 009/332] Make showing closed queries optional --- R/mod_queries.R | 39 +++++++++++++++++++++++++++++++-------- 1 file changed, 31 insertions(+), 8 deletions(-) diff --git a/R/mod_queries.R b/R/mod_queries.R index 30406889..649426e4 100644 --- a/R/mod_queries.R +++ b/R/mod_queries.R @@ -10,6 +10,15 @@ mod_queries_ui <- function(id){ bslib::layout_columns( col_widths = c(8,4), bslib::card( + bslib::card_body( + shinyWidgets::materialSwitch( + inputId = ns("show_resolved"), + label = "Show resolved queries", + status = "primary", + right = TRUE + ), + fill = FALSE + ), bslib::card_body( shinycssloaders::withSpinner( DT::DTOutput(ns("queries")), @@ -76,6 +85,7 @@ mod_queries_server <- function(id, r, navinfo, all_forms, db_path, table_names){ selected_query <- reactive({ req(nrow(initial_queries())>0) req(input$queries_rows_selected) + req(input$queries_rows_selected <= nrow(initial_queries())) with(initial_queries(), query_id[input$queries_rows_selected]) }) @@ -90,12 +100,18 @@ mod_queries_server <- function(id, r, navinfo, all_forms, db_path, table_names){ selected_query = selected_query, db_path = db_path) initial_queries <- reactive({ - df <- r$query_data |> - dplyr::filter(n == 1) + df <- with(r$query_data, r$query_data[n == 1, ] ) if(nrow(df) == 0) return(df) - df |> + df <- df |> dplyr::slice_min(timestamp, by = c(subject_id, event_label, query_id)) |> - dplyr::arrange(.data[["resolved"]]) + dplyr::arrange(.data[["resolved"]], .data[["type"]]) + + if(input$show_resolved) return(df) + with(df, df[resolved == "No", ] ) + }) + + observeEvent(input$queries_rows_selected, { + input$queries_rows_selected }) mod_go_to_form_server( @@ -111,11 +127,18 @@ mod_queries_server <- function(id, r, navinfo, all_forms, db_path, table_names){ output[["queries"]] <- DT::renderDT({ req(initial_queries()) + query_cols <- c("subject_id", "type", "event_label", + "item_group", "query", "timestamp") + table_title <- "Open queries" + if(input$show_resolved){ + query_cols <- c("resolved", query_cols) + table_title <- "All queries" + } datatable_custom( - initial_queries()[c("subject_id", "event_label", "item_group", "timestamp", "query", "resolved")], + initial_queries()[query_cols], table_names, - title = "All queries" - ) + title = table_title + ) }) output[["selected_query_title"]] <- renderText({ @@ -138,7 +161,7 @@ mod_queries_server <- function(id, r, navinfo, all_forms, db_path, table_names){ output[["selected_query"]] <- DT::renderDT({ req(selected_query_data()) datatable_custom( - selected_query_data()[c("reviewer", "timestamp", "query")], + selected_query_data()[c("query", "reviewer", "timestamp")], table_names, options = list(dom = 't', ordering = FALSE, pageLength = 100, scrollY = "200px"), class = "row-border hover", From 409fe46c2923608df57ccc5d497d9bcbb653212e Mon Sep 17 00:00:00 2001 From: LDSamson Date: Fri, 24 May 2024 17:01:15 +0200 Subject: [PATCH 010/332] Fix tests. Rename major switch id (more consistent with other ids) --- R/global.R | 1 + R/mod_query_add.R | 6 +++--- .../app_authentication/authenticate-001_.png | Bin 42791 -> 42776 bytes .../app_authentication/authenticate-002_.png | Bin 49978 -> 49955 bytes .../app_feature_02/app-feature-2-001_.png | Bin 202924 -> 202939 bytes .../app_feature_03/app-feature-3-001.json | 5 ++++- .../app_feature_03/app-feature-3-001_.png | Bin 128164 -> 131398 bytes tests/testthat/_snaps/get_meta_vars.md | 4 ++-- .../test-mod_main_sidebar-001.json | 4 +++- .../test-mod_main_sidebar-001_.png | Bin 37141 -> 40600 bytes .../test-mod_navigate_review-002_.png | Bin 45500 -> 45512 bytes tests/testthat/fixtures/make_query_testdata.R | 3 ++- tests/testthat/fixtures/query_testdata.rds | Bin 391 -> 407 bytes tests/testthat/fixtures/testdb.sqlite | Bin 757760 -> 757760 bytes tests/testthat/test-app_feature_03.R | 2 +- tests/testthat/test-mod_queries.R | 14 +++++++++++--- tests/testthat/test-mod_query_add.R | 10 +++++++--- 17 files changed, 34 insertions(+), 15 deletions(-) diff --git a/R/global.R b/R/global.R index 23fcd42a..1cc8df7a 100644 --- a/R/global.R +++ b/R/global.R @@ -83,6 +83,7 @@ utils::globalVariables( "out_of_lim", "n", "query", + "type", "resolved", "reviewer", "CTCAE severity worsening", diff --git a/R/mod_query_add.R b/R/mod_query_add.R index b7e635b7..16eaa7fb 100644 --- a/R/mod_query_add.R +++ b/R/mod_query_add.R @@ -107,7 +107,7 @@ mod_query_add_server <- function( ), bslib::card_body( shinyWidgets::materialSwitch( - inputId = ns("major_query"), + inputId = ns("query_major"), label = "Major query", status = "danger", inline = TRUE, @@ -116,7 +116,7 @@ mod_query_add_server <- function( bslib::popover( icon("circle-info"), title = "Major queries", - id = ns("major_query_info"), + id = ns("query_major_info"), markdown( " Will be prioritized by the data managers. Can only @@ -170,7 +170,7 @@ mod_query_add_server <- function( golem::cat_dev("Query text to add: ", input$query_text, "\n") new_query <- dplyr::tibble( "query_id" = paste0(r$subject_id, create_unique_id(5)), - "type" = ifelse(input$major_query, "Major", "Normal"), + "type" = ifelse(input$query_major, "Major", "Normal"), "subject_id" = r$subject_id, "event_label" = input$query_select_visit, "item_group" = active_form(), diff --git a/tests/testthat/_snaps/app_authentication/authenticate-001_.png b/tests/testthat/_snaps/app_authentication/authenticate-001_.png index 1a3562275fe4ad5a0e3999895c0cc5dc829f9ec4..0767f682078929c579e2c78f545d3da108bad528 100644 GIT binary patch delta 22140 zcmc$_cU)6h_ct1K)KL+fK}Ar&LJ<%_q*ogv9qAoWdMEUHbR1z60Z9l*3nEPjgkA$g zMS6*pfP^MOfCNGd0h17TPjH^+y}x_^yzl+o^Eqg8&OUpuwf0)y^<8_P6!sr{+kdcJ zKpl888~cb`rS@3u6TTs}BT26VLY_IxNgwww49em?$la%inRqrLzr1+-2QON(mwVms#XvzE_5J>y)Cg8uw+rB$(y5ZNK{CIOK zaS2h$kuO=PiFI{xdd(pxr_jV8XM0Y!?3qZIC%0pg-N!14aufn>ySpEGUMhCot=FZ> zK8)zxOzodm+fv_UluZvi>=Fy=dzEBUckm8o`Y1bR;!*(FI!#Z6@@+jqT--j52IO?4 zNJl$`=bW{{OU3TlDbZLXmeb7$ALPDL7E7&JF;yMZfxd_p|ciVKP+;gn*PN{8!v8HBE z_Rquhcn`cpSqb~kEF`3Ew_{Hcm6Bq9l8dWnfvRR)>QZHO?AWo&F)#4!?uoG1`1y&; z)K-=D#@7X?8Y_=YYI|&^cmbIz#qgHT*c}I$*dUrm?k;6I8kLa1Nsm-NeDJ{GgU{So zJ3v8v>LgTDY|bnAe64hTanst>-#_V9T-+w5ZkmiL+r{`yue=#uikjn-JloT0WQij& zr}uWNYi~4eR|Vlp%~8jXZ{P<9m7OzI0RaExB;YAGwTNSy?qOxp1Xj1Lt;Tc^h*Hx4 zs$k&O^4@TkN=RWQ&P6774_h-%v2KZMFg7kw`1{9u%{Xu(TF`wNdv~x5{9a*CYMGm# z-(pg9$lE>_t82$9t-W;&3IL%|n&RUfw@r)QU zg##|00xg5UEtr6htxPoJPEDzw1UOVb;9aV^X8bydIwPQ3)uHQ;g+-K|Ypipnx(c~N z>8$9m<|(mJQP2}ekvmg70ooT&{d2^_zRY5BQVoik+z3_WygLLwsl)^5tGs$S;=;*b1oD1MH^!_Cc-EBaGBF;F>MvHDnS z>jph?AiE+V!C(>-VtDs%t4!MEnHNK(YkXS~a2nx@**THq=t4}$YH?YaAz<(86rKF{-@lDfni!xRcq6iaVOZ(2HbzZXI!>^h(jZ%&1Ma;Y1yDcHgN2)P5!Fa+}D(*%DuIPDNa zudv<6h*W2dt*tXa3hzl{A$P0WyBua9&Ojg^cWwi3L7-WC&72-l-E~@b7Uqhff$gY?BEl>Qp-`m0RC*vMge-`X5re*?e54$RlHXFnKfxHC(o&uuej?P79T z)Dv6i1$LCW7BGqvLX^M`r~K$U6_0-???d*?gf*n@C@o|`MQz4UY} z7?|BwpkZ5fE$rxhzOGI{lt7|SNMLVg%MZy@zb|4`LPSsMS&tJo%Tmi02N8hD-p5>LN^L+S(3pJ&SXfDpU*(P*G>Wd+HLlCnQ?o?FA8SqAw91>#CC?IXZWP8|N#$wsbzzD$~)3EEIP1K9j=0=>BX<;y)`<*X`G zen@ZB%a<=1Rf3TY(-KkI<|t=A8}QNZRv+P@M|?b3`TnYIoNaJJM68G%w$s_n$Kdg1 z1mj1wRSD-u+pmKJ5$v>7Mqfel>C}~Jtd!y2)4XyR9ENCidI^JF#)_&Uql1D%x|XQg zu$Y)w{O}GCyV&w71$*wKUu;ZF;DS$TIFoUj;|Q^QyaogUXO}#QOP4M+_GMdJpZWc_ z=6kJ$a`=vpCVWEVioS6&tIo5TP$?|abhJ!NP z4{vO;FPms?-UyF%uCPQTA<@0B1Ffz-*&B;qol*-*T-G?p(fzpMs&HGrFis5+J$hFL z3_(@7zs1;7^uQ$?wvkd`z+12rTZ8NJ2wSU^0);w@I&{i+#?Ml1d!=iMrUUZ{c>sDb zcmX_FtV4|f+vsj!ElTMECvA&XguoZ zrM_4YILtlA6~c@1EXT%llM!h-o>&YzXU0)jSR~=t{rk_KYt&Thz>aTFYvvlRrS-X- z_O9!LU{{%X^@^GuYEkZ~vAA52;}lqQYy;*cZR( zNF*A3lfQZ8uF}|8rM2Yo-wt{(S_NfgWlNqtiw5b;m={+#_L{^sAi2v4=02y|;*QM+ zXFQ1tDwM{{o9LGc;;*z_ZyM;EO6R0bf58^l&PxetDt>ckcZ4=i`_kAQ2e|cxk6@fAQRFPOcP0TG8;Z zCg_{&vBMdUmH0We2Pysi$AZA5@S`n`2o>&`@w=*|WYv=@3C6+mOJPw{H@x{dW0!9% zRDdus5Tu?Bbn}50S##RYb!X3E`rZS3(A~d@60ZcBEUPWAS!cF{rbrx;PHl@p`9B8lwGl0mr&DGNY$bR2woH`fK)MaBh zz4rCZU!UFyks3-$Zj5$&$@dVUnu!{+vUKUV3UKbL7qk^+D{B1|FDP+gHNtJ%I9{^r zg|rT72e#iEjp^!c?(JX|+OOHr2A_A$b7%D*g9{w`ID0PYlORXTW(F!Aj*b|Vo^@JaJD0;NB+>uV_j%d?{^?76k z()E7-?O-F}+tqBG6bJ;puQ@=rbCQFjcwq`?=2g}Sg&E#>3}mU#uZ|d9%|peH$|}kV z!MjfL{?#{Qbn&#Qmezvo7O3G<(c5ggQVx;q3Uqhw3TOzwC8;nczs5{G+X1WttZOzRbo5?x93B~?PXe!Bh-qtU z4=%3R?7j?mAKIK0W(bm&YsV6|acf8<((R40wekDv>dvpPLEgBJ(N#~C*u~=6i&bNJ zdyH)RBt2u}_xh-oRDQeE%w(aAzO$nYNUzk4|K9l?^$n)b>ErA|(|idglvwBh1B1c2 zZd{O{zICBMlOIS zuBZ-^Bie9cUG77bJZC+fNpS;2-4s=x(ME7Qu&5hJQc5{;^r+}>r!;%6U>!go+Z`qp zKYKQI(scRC%nOit`#LxThDo2!tZp82N-($x-~bA8%$*@1uoOZ{@`T5RWc#U3K zT}?Dl&Ta{<@T%=NKj>AxtqT@uljxPjAkN=JG`QFTU5lZEb7A?;wkuc?=TKsnuUmap z*b2S|)10xi<}>*qE9&lvvZnxbE%=Wg zpGJ>|f^lpI&JOJJ2J?`PLz89C@e@d$sGj2+G|+92zqr%5&ddNY2BtUg^oeS0>vfP+ zgE%=-3%X{2;W3vg8JR(vt@%ju=)3ZFxAgVrixtu#!6edy@h+xnMkMI~E4n6%8qZEG;NT|6qo8UoXVvy6_^R$-R`dpU!dAODSc>Lfw-$

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Save query. + "Scenario 1 | Save query. Given a fixed fixed random test data set with all data marked as not yet reviewed, and being logged in as test user, and patient BEL_08_45 selected as active patient, diff --git a/tests/testthat/test-mod_queries.R b/tests/testthat/test-mod_queries.R index b84464d9..d0c7b81b 100644 --- a/tests/testthat/test-mod_queries.R +++ b/tests/testthat/test-mod_queries.R @@ -56,6 +56,7 @@ describe( { query_df <- data.frame( "subject_id" = c("ID1"), + "type" = c("Normal"), "event_label" = c("Visit 1"), "item_group" = c("Vital signs", "Vital signs", "Adverse events"), "item" = c("Pulse", "Pulse", "Sepsis"), @@ -78,6 +79,7 @@ describe( ) testServer(mod_queries_server, args = testargs, { ns <- session$ns + session$setInputs(show_resolved = TRUE) expect_equal(initial_queries(), dplyr::arrange(query_df[c(1,3),], resolved) ) }) } @@ -91,7 +93,8 @@ describe( the query.", { query_df <- data.frame( - "subject_id" = c("ID1"), + "subject_id" = c("ID1"), + "type" = c("Normal"), "event_label" = c("Visit 1"), "item_group" = c("Vital signs", "Vital signs", "Adverse events"), "item" = c("Pulse", "Pulse", "Sepsis"), @@ -111,6 +114,7 @@ describe( "Scenario 2 | Select query with follow-up messages. Given a data frame with test query data, and with the selected row [queries_row_selected] set to '2', + and show_resolved set to 'TRUE', I expect [selected_query] to be the selected [query_id] 'ID1-unique_id', and that the [selected_query_data] data frame shows the query and its follow-up query, as stored in the test query data, @@ -124,7 +128,10 @@ describe( ) testServer(mod_queries_server, args = testargs, { ns <- session$ns - session$setInputs(queries_rows_selected = 2) + session$setInputs( + queries_rows_selected = 2, + show_resolved = TRUE + ) expect_equal(selected_query(), "ID1-unique_id") expect_equal(selected_query_data(), query_df[1:2,]) expect_equal( @@ -137,6 +144,7 @@ describe( it( "Scenario 3 | Selected query that is unresolved. Given a data frame [query_df], and with the selected row [queries_row_selected] set to '1', + and show_resolved set to 'TRUE', I expect [selected_query] to be the selected query_id 'ID2-unique_id', and that [selected_query_data] shows the correct query belonging to the selected query_id, @@ -150,7 +158,7 @@ describe( ) testServer(mod_queries_server, args = testargs, { ns <- session$ns - session$setInputs(queries_rows_selected = 1) + session$setInputs(queries_rows_selected = 1, show_resolved = TRUE) expect_equal(selected_query(), "ID2-unique_id") expect_equal(selected_query_data(), query_df[3,]) expect_equal( diff --git a/tests/testthat/test-mod_query_add.R b/tests/testthat/test-mod_query_add.R index cf6ec857..e6f2e070 100644 --- a/tests/testthat/test-mod_query_add.R +++ b/tests/testthat/test-mod_query_add.R @@ -42,7 +42,8 @@ describe( query is the name of the item in question.", { query_df <- data.frame( - "subject_id" = c("ID1"), + "subject_id" = c("ID1"), + "type" = "Normal", "event_label" = c("Visit 1"), "item_group" = c("Vital signs", "Adverse events"), "item" = c("Pulse", "Sepsis"), @@ -105,6 +106,7 @@ describe( and [query_text] is 'Add a new test query', and [query_select_visit] is set to 'Visit 1', and [query_select_item] is set to 'Oxycodon', + and [query_major] is set to 'FALSE', and [query_add_input] is set to 1 (indicating a button click), I expect that one new query is saved in [query_data] for patent 'ID1', and that the 'item_group' of the query is 'Medication', @@ -144,7 +146,8 @@ describe( query_text = "Add a new test query", query_select_visit = "Visit 1", query_select_item = "Oxycodon", - query_add_input = 1 + query_add_input = 1, + query_major = FALSE ) new_query <- dplyr::filter(r$query_data, subject_id == "ID2") expect_equal(nrow(new_query), 1) @@ -209,7 +212,8 @@ describe( create_query = 1, query_text = "Test query", query_select_visit = "Any visit", - query_add_input = 1 + query_add_input = 1, + query_major = FALSE ) new_query <- dplyr::filter(r$query_data, subject_id == "885", query == "test query") From 8e4a94db304e4a1d6203973c2332731c9114ec02 Mon Sep 17 00:00:00 2001 From: LDSamson Date: Fri, 24 May 2024 17:17:25 +0200 Subject: [PATCH 011/332] Generalize major query popover info --- R/mod_query_add.R | 15 ++------------- 1 file changed, 2 insertions(+), 13 deletions(-) diff --git a/R/mod_query_add.R b/R/mod_query_add.R index 16eaa7fb..34d3dde2 100644 --- a/R/mod_query_add.R +++ b/R/mod_query_add.R @@ -117,19 +117,8 @@ mod_query_add_server <- function( icon("circle-info"), title = "Major queries", id = ns("query_major_info"), - markdown( - " - Will be prioritized by the data managers. Can only - be closed by a medical monitor. - - Only use for issues that: - - 1. affect patient safety. - 2. affect primary endpoints. - 3. violate inclusion/exclusion criteria. - 4. concern medical implausible data points. - " - ) + markdown("Only use for issues that could have a major impact + on either the patient safety or the study outcomes.") ), class = "d-flex flex-row", fillable = FALSE, From 71ab17942c363c01835451b23373737409a9db08 Mon Sep 17 00:00:00 2001 From: LDSamson Date: Mon, 27 May 2024 13:41:51 +0200 Subject: [PATCH 012/332] add tests for new functionality --- .../app_feature_03/app-feature-3-001_.png | Bin 131398 -> 116200 bytes .../app_feature_03/app-feature-3-002.json | 8522 +++++++++++++++++ .../app_feature_03/app-feature-3-002_.png | Bin 0 -> 105260 bytes tests/testthat/test-app_feature_03.R | 74 +- tests/testthat/test-mod_queries.R | 45 +- tests/testthat/test-mod_query_add.R | 90 +- 6 files changed, 8699 insertions(+), 32 deletions(-) create mode 100644 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