From 149cdcd788944ab71ee7d50ad11a998c261dbdaf Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 10:48:46 +0000 Subject: [PATCH 01/23] update wl_stats --- R/wl_stats.R | 182 +++++++++++++++++++++------------------------------ 1 file changed, 74 insertions(+), 108 deletions(-) diff --git a/R/wl_stats.R b/R/wl_stats.R index 3f13d52..792968f 100755 --- a/R/wl_stats.R +++ b/R/wl_stats.R @@ -31,6 +31,7 @@ #' # mean demand and mean capacity not interrarraival and departures plesae. wl_stats <- function(waiting_list, target_wait = 4, + categories = NULL, start_date = NULL, end_date = NULL) { if (!is.null(start_date)) { @@ -44,123 +45,88 @@ wl_stats <- function(waiting_list, end_date <- max(waiting_list[, 1]) } - # arrival mean and variance - # arrival_dates <- c(as.Date(start_date), - # waiting_list[ - # which( start_date <= waiting_list[,1] - # & waiting_list[,1] <= end_date - # ),1 - # ], - # as.Date(end_date)) - # - # inter_arrival_times <- diff(arrival_dates,lags=-1) - # mean_arrival <- as.numeric(mean(inter_arrival_times)) - # sd_arrival <- sd(inter_arrival_times) - # cv_arrival <- sd_arrival/mean_arrival - # num_arrivals <- length(inter_arrival_times) - # demand <- 1/mean_arrival - # demand_weekly <- 7*demand - - referral_stats <- wl_referral_stats(waiting_list, start_date, end_date) - - # # removal mean and variance - # removal_dates <- c(as.Date(start_date),waiting_list[,2],as.Date(end_date)) - # removal_dates <- sort(removal_dates[!is.na(removal_dates)]) - # - queue_sizes <- wl_queue_size(waiting_list) - # zero_dates <- queue_sizes[which(queue_sizes[,2]==0),1] - # - # zeros_df <- data.frame("dates"=zero_dates, - # "non_zero_queue"=rep(FALSE,length(zero_dates)) - # ) - # removals_df <- data.frame("dates"=removal_dates, - # "non_zero_queue"=rep(TRUE,length(removal_dates)) - # ) - # removals_and_zeros <- rbind(zeros_df,removals_df) - # removals_and_zeros <- removals_and_zeros[order(removals_and_zeros[,1], - # removals_and_zeros[,2]), - # ] - # rownames(removals_and_zeros) <- NULL - # removals_and_zeros$lag_dates <- dplyr::lag(removals_and_zeros$dates) - # removals_and_zeros$diff <- - # as.numeric(removals_and_zeros[,1]) - as.numeric(removals_and_zeros[,3]) - # - # differences <- removals_and_zeros[which(removals_and_zeros[,2] == TRUE),4] - # mean_removal <- as.numeric(mean(differences,na.rm=TRUE)) - # sd_removal <- sd(differences,na.rm=TRUE) - # cv_removal <- sd_removal/mean_removal - # num_removals <- length(differences) - # capacity <- 1/mean_removal - # capacity_weekly <- 7/mean_removal + if (!is.null(categories)){ + waiting_stats <- + waiting_list %>% + split(.[,c(categories)]) %>% + lapply(function(x) wl_stats(data.frame(x))) %>% + bind_rows(.id = "column_label") + return(waiting_stats) + } else { + referral_stats <- wl_referral_stats(waiting_list, start_date, end_date) + queue_sizes <- wl_queue_size(waiting_list) - removal_stats <- wl_removal_stats(waiting_list, start_date, end_date) + # load + q_load <- + calc_queue_load(referral_stats$demand.weekly, removal_stats$capacity.weekly) - # load - q_load <- - calc_queue_load(referral_stats$demand.weekly, removal_stats$capacity.weekly) + removal_stats <- wl_removal_stats(waiting_list, start_date, end_date) - # load too big - q_load_too_big <- (q_load >= 1.) + # load too big + q_load_too_big <- (q_load >= 1.) - # final queue_size - q_size <- utils::tail(queue_sizes, n = 1)[, 2] + # final queue_size + q_size <- utils::tail(queue_sizes, n = 1)[, 2] - # target queue size - q_target <- calc_target_queue_size(referral_stats$demand.weekly, target_wait) + # target queue size + q_target <- calc_target_queue_size(referral_stats$demand.weekly, target_wait) - # queue too big - q_too_big <- (q_size > 2 * q_target) + # queue too big + q_too_big <- (q_size > 2 * q_target) - # mean wait - waiting_patients <- - waiting_list[which((waiting_list[, 2] > end_date | - is.na(waiting_list[, 2]) & + # mean wait + waiting_patients <- + waiting_list[which((waiting_list[, 2] > end_date | + is.na(waiting_list[, 2]) & waiting_list[, 1] <= end_date)), ] - wait_times <- as.numeric(end_date) - as.numeric(waiting_patients[, 1]) - mean_wait <- mean(wait_times) - - # target capacity - if (!q_too_big) { - target_cap <- calc_target_capacity( - referral_stats$demand.weekly, - target_wait, - 4, - referral_stats$demand.cov, - removal_stats$capacity.cov) - # target_cap_weekly <- target_cap_daily * 7 - } else { - target_cap <- NA - } + wait_times <- as.numeric(end_date) - as.numeric(waiting_patients[, 1]) + mean_wait <- mean(wait_times) + + # target capacity + if (!q_too_big) { + target_cap <- calc_target_capacity( + referral_stats$demand.weekly, + target_wait, + 4, + referral_stats$demand.cov, + removal_stats$capacity.cov) + # target_cap_weekly <- target_cap_daily * 7 + } else { + target_cap <- NA + } + + # relief capacity + if (q_too_big) { + relief_cap <- + calc_relief_capacity(referral_stats$demand.weekly, q_size, q_target) + } else { + relief_cap <- NA + } + + # pressure + pressure <- calc_waiting_list_pressure(mean_wait, target_wait) + # TODO: talk to Neil about using *2 (in this function), + # or *4 in the formula below + + waiting_stats <- data.frame( + "mean.demand" = referral_stats$demand.weekly, + "mean.capacity" = removal_stats$capacity.weekly, + "load" = q_load, + "load too big" = q_load_too_big, + "count demand" = referral_stats$demand.count, + "queue_size" = q_size, + "target_queue_size" = q_target, + "queue too big" = q_too_big, + "mean_wait" = mean_wait, + "cv_arrival" = referral_stats$demand.cov, + "cv_removal" = removal_stats$capacity.cov, + "target capacity" = target_cap, + "relief capacity" = relief_cap, + "pressure" = pressure + ) + + return(waiting_stats) - # relief capacity - if (q_too_big) { - relief_cap <- - calc_relief_capacity(referral_stats$demand.weekly, q_size, q_target) - } else { - relief_cap <- NA } - - # pressure - # pressure <- calc_waiting_list_pressure(mean_wait, target_wait) - # TODO: talk to Neil about using *2 (in this function), - # or *4 in the formula below - - waiting_stats <- data.frame( - "mean.demand" = referral_stats$demand.weekly, - "mean.capacity" = removal_stats$capacity.weekly, - "load" = q_load, - "load too big" = q_load_too_big, - "queue_size" = q_size, - "target_queue_size" = q_target, - "queue too big" = q_too_big, - "mean_wait" = mean_wait, - "cv_arrival" = referral_stats$demand.cov, - "cv_removal" = removal_stats$capacity.cov, - "target capacity" = target_cap, - "relief capacity" = relief_cap, - "pressure" = mean_wait * 4 / target_wait - ) - - return(waiting_stats) } From 54a5e7fd73b330651ab68724f92fd3383f004b17 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 11:55:08 +0000 Subject: [PATCH 02/23] update sim_patients --- R/wl_queue_sizes.R | 48 ---------------------------------------------- R/wl_stats.R | 7 +++++-- 2 files changed, 5 insertions(+), 50 deletions(-) delete mode 100755 R/wl_queue_sizes.R diff --git a/R/wl_queue_sizes.R b/R/wl_queue_sizes.R deleted file mode 100755 index a7ff4f5..0000000 --- a/R/wl_queue_sizes.R +++ /dev/null @@ -1,48 +0,0 @@ -#' @title Queue size calculator -#' -#' @description Calculates queue sizes from a waiting list - -#' -#' @param waiting_list dataframe consisting addition and removal dates -#' @param start_date start of calculation period -#' @param end_date end of calculation period -#' -#' @return a list of dates and queue sizes -#' @export -#' -#' @examples -#' referrals <- c.Date("2024-01-01", "2024-01-04", "2024-01-10", "2024-01-16") -#' removals <- c.Date("2024-01-08", NA, NA, NA) -#' waiting_list <- data.frame("referral" = referrals, "removal" = removals) -#' wl_queue_size(waiting_list) -wl_queue_size <- function(waiting_list, start_date = NULL, end_date = NULL) { - wl <- waiting_list - - if (is.null(start_date)) { - start_date <- min(wl[, 1]) - } - if (is.null(end_date)) { - end_date <- max(wl[, 1]) - } - - wl[wl$referral < start_date, 1] <- start_date - arrival_counts <- data.frame(table(wl[, 1])) - - dates <- seq(as.Date(start_date), as.Date(end_date), by = "day") - queues <- data.frame(dates, rep(0, length(dates))) - - queues[which(queues[, 1] %in% arrival_counts[, 1]), 2] <- arrival_counts[, 2] - queues$cummul_arrivals <- cumsum(queues[, 2]) - - departure_counts <- data.frame( - table(wl[which((start_date <= wl[, 2]) & (wl[, 2] <= end_date)), 2]) - ) - queues$departures <- rep(0, length(dates)) - queues[which(queues[, 1] %in% departure_counts[, 1]), 4] <- - departure_counts[, 2] - queues$cummul_departures <- cumsum(queues[, 4]) - - queues$queue_size <- queues$cummul_arrivals - queues$cummul_departures - - return(queues[, c(1, 6)]) -} diff --git a/R/wl_stats.R b/R/wl_stats.R index 792968f..a97d02d 100755 --- a/R/wl_stats.R +++ b/R/wl_stats.R @@ -29,6 +29,7 @@ #' # mean removal too big #' # Z score in capacity calculations #' # mean demand and mean capacity not interrarraival and departures plesae. + wl_stats <- function(waiting_list, target_wait = 4, categories = NULL, @@ -54,15 +55,17 @@ wl_stats <- function(waiting_list, return(waiting_stats) } else { + referral_stats <- wl_referral_stats(waiting_list, start_date, end_date) + queue_sizes <- wl_queue_size(waiting_list) + removal_stats <- wl_removal_stats(waiting_list, start_date, end_date) + # load q_load <- calc_queue_load(referral_stats$demand.weekly, removal_stats$capacity.weekly) - removal_stats <- wl_removal_stats(waiting_list, start_date, end_date) - # load too big q_load_too_big <- (q_load >= 1.) From d858da294aa704e5d54431e7cb9b80fdfbcfc18f Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 11:55:28 +0000 Subject: [PATCH 03/23] update sim_patients --- R/sim_patients.R | 67 +++++++++++++++++++++++++++++++++++++++++++++++ R/wl_queue_size.R | 48 +++++++++++++++++++++++++++++++++ 2 files changed, 115 insertions(+) create mode 100644 R/sim_patients.R create mode 100755 R/wl_queue_size.R diff --git a/R/sim_patients.R b/R/sim_patients.R new file mode 100644 index 0000000..40b7789 --- /dev/null +++ b/R/sim_patients.R @@ -0,0 +1,67 @@ +#' @title Generator of NHS patients +#' +#' @description Generates simulated NHS patients +#' +#' @param n_rows Number of rows/patients to generate +#' @param start_date Start date (needed to generate patient ages) +#' +#' @return dataframe. Empty waiting list. +#' @export +#' @import randomNames +#' @examples +#' sim_patients(100,"2024-09-21") +sim_patients <- function( + n_rows = 10, + start_date = NULL +) { + + if ( is.null(start_date) ){ + start_date = Sys.Date() + } + if (!exists("OPCS4")){ + load(file='./data/OPCS4.rda') + } + + # get proceedures + OPS <- OPCS4[(OPCS4$selectable=="Y") & (!is.na(OPCS4$name_4digit)),] + ran <- OPS[sample(nrow(OPS),n_rows,replace=TRUE),] + proceedures <- ran[c("code_1digit","name_1digit","code_4digit","name_4digit")] + + # get names consultants and NHS numbers (length actually too short) + names <- randomNames::randomNames(n_rows) + consultant <- randomNames::randomNames(n_rows) + NHS_number <- sample.int(1e+8,n_rows, replace=TRUE) + + # get semi-realistic ages (from gov.uk) + ages_rounded <-c(0,5,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85) + probs <- c( + 5.4,5.9,6.0,3.4,8.3,6.5,7.0,6.7,6.3,6.4,6.9,6.8,5.8,4.9,5.0,3.6,2.5,2.4 + ) + years <- 365*(sample(ages_rounded,size=n_rows,replace=TRUE,prob=probs) + + sample.int(4,n_rows, replace = TRUE) -1) + days <- sample.int(365,n_rows, replace = TRUE) -1 + dobs <- as.Date(as.numeric(start_date)-years-days) + + # referral, removal, withdrawal columns + referral <- c(rep(NA,n_rows)) + removal <- as.Date(c(rep(NA,n_rows))) + withdrawal <- c(rep(NA,n_rows)) + + waiting_list <- data.frame( + Referral = referral, + Removal = removal, + Withdrawal = withdrawal, + Name = names, + Birth_Date = dobs, + NHS_number = NHS_number, + Specialty_code = proceedures$code_1digit, + Specialty = proceedures$name_1digit, + OPCS = proceedures$code_4digit, + Proceedure = proceedures$name_4digit, + Consultant = consultant + ) + + return(waiting_list) + + +} \ No newline at end of file diff --git a/R/wl_queue_size.R b/R/wl_queue_size.R new file mode 100755 index 0000000..a7ff4f5 --- /dev/null +++ b/R/wl_queue_size.R @@ -0,0 +1,48 @@ +#' @title Queue size calculator +#' +#' @description Calculates queue sizes from a waiting list + +#' +#' @param waiting_list dataframe consisting addition and removal dates +#' @param start_date start of calculation period +#' @param end_date end of calculation period +#' +#' @return a list of dates and queue sizes +#' @export +#' +#' @examples +#' referrals <- c.Date("2024-01-01", "2024-01-04", "2024-01-10", "2024-01-16") +#' removals <- c.Date("2024-01-08", NA, NA, NA) +#' waiting_list <- data.frame("referral" = referrals, "removal" = removals) +#' wl_queue_size(waiting_list) +wl_queue_size <- function(waiting_list, start_date = NULL, end_date = NULL) { + wl <- waiting_list + + if (is.null(start_date)) { + start_date <- min(wl[, 1]) + } + if (is.null(end_date)) { + end_date <- max(wl[, 1]) + } + + wl[wl$referral < start_date, 1] <- start_date + arrival_counts <- data.frame(table(wl[, 1])) + + dates <- seq(as.Date(start_date), as.Date(end_date), by = "day") + queues <- data.frame(dates, rep(0, length(dates))) + + queues[which(queues[, 1] %in% arrival_counts[, 1]), 2] <- arrival_counts[, 2] + queues$cummul_arrivals <- cumsum(queues[, 2]) + + departure_counts <- data.frame( + table(wl[which((start_date <= wl[, 2]) & (wl[, 2] <= end_date)), 2]) + ) + queues$departures <- rep(0, length(dates)) + queues[which(queues[, 1] %in% departure_counts[, 1]), 4] <- + departure_counts[, 2] + queues$cummul_departures <- cumsum(queues[, 4]) + + queues$queue_size <- queues$cummul_arrivals - queues$cummul_departures + + return(queues[, c(1, 6)]) +} From a6045a68f2ecfc67c62cb9ce66fe44ed3bb0d505 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 11:57:22 +0000 Subject: [PATCH 04/23] add data --- data/OPCS4.Rda | Bin 0 -> 228266 bytes data/UK_age_profile.rda | Bin 0 -> 463 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 data/OPCS4.Rda create mode 100644 data/UK_age_profile.rda diff --git a/data/OPCS4.Rda b/data/OPCS4.Rda new file mode 100644 index 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z<2%i@HnU~umKt9PV2ciU$RJ?`9mE*kiJqdh0+v~nS|mJ_S!;fe9iF(5OBgv9r3mR( zO#C7%oiB7|DqbIjWt4f-I4Wv64lOV? zGa9_xAe-<{Od1NpYSb0wH>ubM)RD2%yX7&@h)qnNG;GasRUGV8WcaZDoP1+UyzSK5 z1@i4uZBZ|uhmmzjkha~e2gHkeFLo4{a5nk*b{NRIXa4-`Yen%)a>1u4G90Ufmw_px z4B{z7ArjV&Uh^2+9u0Cm8kyQaUY9B!F0xzCq;Y^_VS}_M%A`)!G0KRyJ&T0pMI302 zZ@0QA2CZ@$ZZf4!Y%lKa&2KV|m3u&_?6Ba;k-E(uVaC(Mb=#ie)hS`q} z)JDLH#%4y#TLs*-rSCb5<0z|^Dp-6of)E>a4zpusl8V57I%pANXyAT^n}hr6wPdqi z_XleLYYsierj_xbR~3ulT0zP|;>HUPg6jCS#Ery_cSi{m+iK(+y43@%2JfC34$F!q zbb}5Ufid-6?IT@yJG$?|Kbv6>ICP zQpb6<%o^k^q~O-d2QwXfhYvqa`0lMwlgpF^`tJ0$qGfQa^W=3{-1O$D!_@(p@WVvy(u{4v82d69`Z!aY&)0n|>S?G=u7FqCSvm2F43IR17BGp0 z=Del~P6bXCc{=3jg42Q11!w**S8yh9rr;oOP;d}9C^#E9TW~gTw%{;uSa29PEI1c9 z7rA#qgSy*a*26RM|$vRwuwUIsp({Oss7%wHa$tn~iX3@N;Vt0Qn9! zwki!)lv_T{T63ip7XV2BWw_P3&{{6!vp~3RIV8gH7LY5OSy~}E=7cnkqss{=X^Kb! z0&v7!aAZjYWhl)JWT8T}T$s#4zjAOQZQ2^3(Yb&~l|73@k*_W}NZ`U{f&s&kGRnib z+IRQ;VSb%e{ylveyWMR+9pY*H*^j$^Kha5!*000g{dAPK9*4&!X1)!75o3$_yf3|r z>Lt}Hs@LA&v#H+rxwGfgf4}oiALfkh@#4F??hqG`;^wlOy5?%6`E>W>>mO`(oGz&Z F002{o-<1FW literal 0 HcmV?d00001 From ee45c382ed2bc145f66493d95ae31d74551c4cce Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 12:02:21 +0000 Subject: [PATCH 05/23] category simulator added --- R/wl_simulator.R | 58 +++++++++++++++++++++++++++++++++++++----------- 1 file changed, 45 insertions(+), 13 deletions(-) diff --git a/R/wl_simulator.R b/R/wl_simulator.R index b514c8b..5dc36a3 100755 --- a/R/wl_simulator.R +++ b/R/wl_simulator.R @@ -24,12 +24,22 @@ #' # TODO #' # error messages (e.g. start_date > end_date) wl_simulator <- function( - start_date, - end_date, - demand, - capacity, + start_date=NULL, + end_date=NULL, + demand=10, + capacity=11, waiting_list = NULL, - referral_index = 1) { + referral_index = 1, + withdrawal_prob = NA, + detailed_sim = FALSE) { + + # Fix Start and End Dates + if (is.null(start_date)){ + start_date = Sys.Date() + } + if (is.null(end_date)){ + end_date = start_date + 31 + } start_date <- as.Date(start_date) end_date <- as.Date(end_date) number_of_days <- as.numeric(end_date) - as.numeric(start_date) @@ -41,23 +51,45 @@ wl_simulator <- function( realized_demand <- stats::rpois(1, total_demand) referral <- sample( - seq(as.Date(start_date), as.Date(end_date), by = "day"), - realized_demand, replace = TRUE) + seq(as.Date(start_date), as.Date(end_date), by = "day"), + realized_demand, replace = TRUE) referral <- referral[order(referral)] removal <- rep(as.Date(NA), length(referral)) - wl_simulated <- data.frame(referral, removal) - if (!is.null(waiting_list)) { - wl_simulated <- wl_join(waiting_list, wl_simulated, referral_index) + if (!detailed_sim){ + if (is.na(withdrawal_prob)){ + wl_simulated <- data.frame("Referral" = referral, + "Removal" = removal) + } else { + withdrawal <- referral + rgeom(length(referral),prob = withdrawal_prob)+1 + withdrawal[withdrawal>end_date] <- NA + wl_simulated <- data.frame("Referral" = referral, + "Removal" = removal, + "Withdrawal" = withdrawal) + } + + if (!is.null(waiting_list)) { + wl_simulated <- wl_join(waiting_list, wl_simulated) + } + } + if(detailed_sim){ + if (is.na(withdrawal_prob)){ + withdrawal_prob <-0.1 + } + withdrawal <- referral + rgeom(length(referral),prob = withdrawal_prob)+1 + withdrawal[withdrawal>end_date] <- NA + wl_simulated <- sim_patients(length(referral),start_date) + wl_simulated$Referral <- referral + wl_simulated$Withdrawal <- withdrawal } # create an operating schedule schedule <- as.Date( - as.numeric(start_date) + - ceiling(seq(0, number_of_days - 1, 1 / daily_capacity)), - origin = "1970-01-01") + as.numeric(start_date) + + ceiling(seq(0, number_of_days - 1, 1 / daily_capacity)), + origin = "1970-01-01") wl_simulated <- wl_schedule(wl_simulated, schedule) From 3eb9dfd5d571fac1f57622d306b21bbdd82e76b8 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 12:18:07 +0000 Subject: [PATCH 06/23] fix bug in wl_queue_sizes --- NHSRwaitinglist.Rproj | 3 +-- R/wl_queue_size.R | 28 ++++++++++++++++++---------- R/wl_simulator.R | 2 ++ 3 files changed, 21 insertions(+), 12 deletions(-) diff --git a/NHSRwaitinglist.Rproj b/NHSRwaitinglist.Rproj index acfb977..7b8a703 100755 --- a/NHSRwaitinglist.Rproj +++ b/NHSRwaitinglist.Rproj @@ -15,7 +15,6 @@ LaTeX: pdfLaTeX StripTrailingWhitespace: Yes BuildType: Package -PackageUseDevtools: Yes +PackageCleanBeforeInstall: No PackageInstallArgs: --no-multiarch --with-keep.source -PackageCheckArgs: --as-cran PackageRoxygenize: rd,collate,namespace,vignette diff --git a/R/wl_queue_size.R b/R/wl_queue_size.R index a7ff4f5..40fe470 100755 --- a/R/wl_queue_size.R +++ b/R/wl_queue_size.R @@ -34,15 +34,23 @@ wl_queue_size <- function(waiting_list, start_date = NULL, end_date = NULL) { queues[which(queues[, 1] %in% arrival_counts[, 1]), 2] <- arrival_counts[, 2] queues$cummul_arrivals <- cumsum(queues[, 2]) - departure_counts <- data.frame( - table(wl[which((start_date <= wl[, 2]) & (wl[, 2] <= end_date)), 2]) - ) - queues$departures <- rep(0, length(dates)) - queues[which(queues[, 1] %in% departure_counts[, 1]), 4] <- - departure_counts[, 2] - queues$cummul_departures <- cumsum(queues[, 4]) - - queues$queue_size <- queues$cummul_arrivals - queues$cummul_departures + departures <- wl[which((start_date <= wl[, 2]) & (wl[, 2] <= end_date)), 2] + if(length(departures>0)) + { + departure_counts <- data.frame( + table(wl[which((start_date <= wl[, 2]) & (wl[, 2] <= end_date)), 2]) + ) + queues$departures <- rep(0, length(dates)) + queues[which(queues[, 1] %in% departure_counts[, 1]), 4] <- + departure_counts[, 2] + queues$cummul_departures <- cumsum(queues[, 4]) + + queues$queue_size <- queues$cummul_arrivals - queues$cummul_departures + } else { + queues$departures <- rep(0, length(dates)) + queues$cummul_departures <- rep(0, length(dates)) + queues$queue_size <- queues$cummul_arrivals + } return(queues[, c(1, 6)]) -} +} \ No newline at end of file diff --git a/R/wl_simulator.R b/R/wl_simulator.R index 5dc36a3..517d6e6 100755 --- a/R/wl_simulator.R +++ b/R/wl_simulator.R @@ -12,6 +12,8 @@ #' contains the referral dates #' #' @return dataframe. A df of simulated referrals and removals +#' +#' @import dplyr #' @export #' #' @examples From 00e09cda9242eb0e4f2acbcce2eaca7e012b682b Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 12:49:12 +0000 Subject: [PATCH 07/23] target wait added to simulator --- R/sim_patients.R | 2 ++ 1 file changed, 2 insertions(+) diff --git a/R/sim_patients.R b/R/sim_patients.R index 40b7789..1b7f187 100644 --- a/R/sim_patients.R +++ b/R/sim_patients.R @@ -41,6 +41,7 @@ sim_patients <- function( sample.int(4,n_rows, replace = TRUE) -1) days <- sample.int(365,n_rows, replace = TRUE) -1 dobs <- as.Date(as.numeric(start_date)-years-days) + target_wait <- sample(c(7,28,84,365),size=n_rows,replace=TRUE,prob=c(0.05,0.2,0.25,0.5)) # referral, removal, withdrawal columns referral <- c(rep(NA,n_rows)) @@ -51,6 +52,7 @@ sim_patients <- function( Referral = referral, Removal = removal, Withdrawal = withdrawal, + Target_wait = target_wait, Name = names, Birth_Date = dobs, NHS_number = NHS_number, From 6735a6ebf0879a4bbdf991f66f294e28bd463382 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 28 Oct 2024 13:06:01 +0000 Subject: [PATCH 08/23] target wait added to simulator again --- R/sim_patients.R | 23 +++++++++++++++++++++-- 1 file changed, 21 insertions(+), 2 deletions(-) diff --git a/R/sim_patients.R b/R/sim_patients.R index 1b7f187..4a74ed4 100644 --- a/R/sim_patients.R +++ b/R/sim_patients.R @@ -10,6 +10,23 @@ #' @import randomNames #' @examples #' sim_patients(100,"2024-09-21") +#' +#' +#' + +calc_Priority_to_Target(priority){ + if (priority == 1){ + return(7) + } else if (priority == 2) { + return(28) + } else if (priority == 3) { + return(84) + } else { + return(365) + } + +} + sim_patients <- function( n_rows = 10, start_date = NULL @@ -41,7 +58,8 @@ sim_patients <- function( sample.int(4,n_rows, replace = TRUE) -1) days <- sample.int(365,n_rows, replace = TRUE) -1 dobs <- as.Date(as.numeric(start_date)-years-days) - target_wait <- sample(c(7,28,84,365),size=n_rows,replace=TRUE,prob=c(0.05,0.2,0.25,0.5)) + Priority <- sample(c(1,2,3,4),size=n_rows,replace=TRUE,prob=c(0.05,0.2,0.25,0.5)) + Target_Wait <- # referral, removal, withdrawal columns referral <- c(rep(NA,n_rows)) @@ -66,4 +84,5 @@ sim_patients <- function( return(waiting_list) -} \ No newline at end of file +} + From 9727f8bd5a04005900a8a03fe31511331daebce7 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 29 Oct 2024 13:18:25 +0000 Subject: [PATCH 09/23] fixes to requests on github and calc_index function --- NAMESPACE | 2 +- R/calc_relief_capacity.R | 2 ++ R/sim_patients.R | 8 ++++---- R/target_queue_size.R | 38 -------------------------------------- R/wl_insert.R | 5 ++++- R/wl_simulator.R | 2 -- R/wl_stats.R | 2 -- 7 files changed, 11 insertions(+), 48 deletions(-) delete mode 100644 R/target_queue_size.R diff --git a/NAMESPACE b/NAMESPACE index 17ea5ff..935bd86 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,5 +1,5 @@ # Generated by roxygen2: do not edit by hand - +export(calc_index) export(calc_queue_load) export(calc_relief_capacity) export(calc_target_capacity) diff --git a/R/calc_relief_capacity.R b/R/calc_relief_capacity.R index c3b3b9b..77dc121 100644 --- a/R/calc_relief_capacity.R +++ b/R/calc_relief_capacity.R @@ -32,6 +32,8 @@ #' #' calc_relief_capacity(30, 1200, 390, 26) #' +#' +#' calc_relief_capacity <- function( demand, queue_size, diff --git a/R/sim_patients.R b/R/sim_patients.R index 4a74ed4..f8ae8ed 100644 --- a/R/sim_patients.R +++ b/R/sim_patients.R @@ -14,7 +14,7 @@ #' #' -calc_Priority_to_Target(priority){ +calc_Priority_to_Target <- function(priority){ if (priority == 1){ return(7) } else if (priority == 2) { @@ -24,7 +24,6 @@ calc_Priority_to_Target(priority){ } else { return(365) } - } sim_patients <- function( @@ -58,8 +57,8 @@ sim_patients <- function( sample.int(4,n_rows, replace = TRUE) -1) days <- sample.int(365,n_rows, replace = TRUE) -1 dobs <- as.Date(as.numeric(start_date)-years-days) - Priority <- sample(c(1,2,3,4),size=n_rows,replace=TRUE,prob=c(0.05,0.2,0.25,0.5)) - Target_Wait <- + priority <- sample(c(1,2,3,4),size=n_rows,replace=TRUE,prob=c(0.05,0.2,0.25,0.5)) + target_wait <- sapply(Priority, calc_Priority_to_Target) # referral, removal, withdrawal columns referral <- c(rep(NA,n_rows)) @@ -70,6 +69,7 @@ sim_patients <- function( Referral = referral, Removal = removal, Withdrawal = withdrawal, + Priority = priority, Target_wait = target_wait, Name = names, Birth_Date = dobs, diff --git a/R/target_queue_size.R b/R/target_queue_size.R deleted file mode 100644 index 1601e4f..0000000 --- a/R/target_queue_size.R +++ /dev/null @@ -1,38 +0,0 @@ -#' @title Target Queue Size -#' -#' @description Uses Little's Law to calculate the target queue size to achieve -#' a target waiting time as a function of observed demand, target wait and a -#' variability factor used in the target mean waiting time calculation. -#' -#' Target Queue Size = Demand * Target Wait / 4. -#' -#' The average wait should sit somewhere between -#' target_wait/factor=6 < Average Waiting Time < target_wait/factor=4 -#' The factor defaults to 4. -#' -#' Only applicable when Capacity > Demand. -#' -#' @param demand Numeric value of rate of demand in same units as target wait -#' e.g. if target wait is weeks, then demand in units of patients/week. -#' @param target_wait Numeric value of number of weeks that has been set as the -#' target within which the patient should be seen. -#' @param factor Numeric factor used in average wait calculation -#' - to get a quarter of the target use factor=4 -#' - to get one sixth of the target use factor = 6 etc. Defaults to 4. -#' -#' @return Numeric target queue length. -#' @export -#' -#' -#' @examples -#' # If demand is 30 patients per week and the target wait is 52 weeks, then the -#' # Target queue size = 30 * 52/4 = 390 patients. -#' -#' calc_target_queue_size(30, 52, 4) -#' -calc_target_queue_size <- function(demand, target_wait, factor = 4) { - check_class(demand, target_wait, factor) - target_mean_wait <- calc_target_mean_wait(target_wait, factor) - target_queue_length <- demand * target_mean_wait - return(target_queue_length) -} diff --git a/R/wl_insert.R b/R/wl_insert.R index 554d54d..981264a 100755 --- a/R/wl_insert.R +++ b/R/wl_insert.R @@ -20,7 +20,10 @@ #' #' # TODO: What if more columns #' # Check column types -wl_insert <- function(waiting_list, additions, referral_index = 1) { +wl_insert <- function(waiting_list, additions, referral_colname = NULL) { + + + new_rows <- data.frame( "referral" = additions, "removal" = rep(as.Date(NA), length(additions)) diff --git a/R/wl_simulator.R b/R/wl_simulator.R index 517d6e6..fd34025 100755 --- a/R/wl_simulator.R +++ b/R/wl_simulator.R @@ -8,7 +8,6 @@ #' @param demand numeric. Weekly demand (ie. typical referrals per week) #' @param capacity numeric. Weekly capacity (ie. typical removals per week) #' @param waiting_list integer. The number of patients on the waiting list -#' @param referral_index integer. The column number in the waiting_list which #' contains the referral dates #' #' @return dataframe. A df of simulated referrals and removals @@ -31,7 +30,6 @@ wl_simulator <- function( demand=10, capacity=11, waiting_list = NULL, - referral_index = 1, withdrawal_prob = NA, detailed_sim = FALSE) { diff --git a/R/wl_stats.R b/R/wl_stats.R index a97d02d..b764494 100755 --- a/R/wl_stats.R +++ b/R/wl_stats.R @@ -57,9 +57,7 @@ wl_stats <- function(waiting_list, referral_stats <- wl_referral_stats(waiting_list, start_date, end_date) - queue_sizes <- wl_queue_size(waiting_list) - removal_stats <- wl_removal_stats(waiting_list, start_date, end_date) # load From 30a1507d02ef553d79dd103991b8173ac629bc3f Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 29 Oct 2024 13:19:54 +0000 Subject: [PATCH 10/23] fixes to requests on github --- R/calc_index.R | 52 ++++++++++++++++++++++++++++++++++++++ R/calc_target_queue_size.R | 38 ++++++++++++++++++++++++++++ 2 files changed, 90 insertions(+) create mode 100644 R/calc_index.R create mode 100644 R/calc_target_queue_size.R diff --git a/R/calc_index.R b/R/calc_index.R new file mode 100644 index 0000000..bd2c97a --- /dev/null +++ b/R/calc_index.R @@ -0,0 +1,52 @@ +#' @title Calculate Column Indices +#' +#' @description Help function to get column indicies +#' +#' @param colname string giving the column name +#' @param type if colname null write referal, withdrawal, removal to guess the index +#' +#' @return index +#' @export +#' +#' @examples +#' +#' + + +calc_index <- function(waiting_list, + colname = NULL, + type = NULL){ + + if( !is.null(colname) ){ + index <- which(colnames(waiting_list)==colname) + return(index) + } else { + + if (is.null(type)) { + index <- 1 + return(index) + } else if ( type == "referral") { + guesses <- c("referral","Referral",1) + } else if ( type == "removal" ) { + guesses <- c("removal","Removal",2) + } else if ( type == "withdrawal") { + guesses <- c("withdrawal","Withdrawal",3) + } else { + index <- 1 + return(index) + } + + for ( guess in guesses) { + + if ( is.character(guess) ){ + index <- which(colnames(waiting_list)==guess) + } else { + index <- guess + } + if (!identical(index,integer(0)) ){ + break + } + } + return(index) + } +} \ No newline at end of file diff --git a/R/calc_target_queue_size.R b/R/calc_target_queue_size.R new file mode 100644 index 0000000..1601e4f --- /dev/null +++ b/R/calc_target_queue_size.R @@ -0,0 +1,38 @@ +#' @title Target Queue Size +#' +#' @description Uses Little's Law to calculate the target queue size to achieve +#' a target waiting time as a function of observed demand, target wait and a +#' variability factor used in the target mean waiting time calculation. +#' +#' Target Queue Size = Demand * Target Wait / 4. +#' +#' The average wait should sit somewhere between +#' target_wait/factor=6 < Average Waiting Time < target_wait/factor=4 +#' The factor defaults to 4. +#' +#' Only applicable when Capacity > Demand. +#' +#' @param demand Numeric value of rate of demand in same units as target wait +#' e.g. if target wait is weeks, then demand in units of patients/week. +#' @param target_wait Numeric value of number of weeks that has been set as the +#' target within which the patient should be seen. +#' @param factor Numeric factor used in average wait calculation +#' - to get a quarter of the target use factor=4 +#' - to get one sixth of the target use factor = 6 etc. Defaults to 4. +#' +#' @return Numeric target queue length. +#' @export +#' +#' +#' @examples +#' # If demand is 30 patients per week and the target wait is 52 weeks, then the +#' # Target queue size = 30 * 52/4 = 390 patients. +#' +#' calc_target_queue_size(30, 52, 4) +#' +calc_target_queue_size <- function(demand, target_wait, factor = 4) { + check_class(demand, target_wait, factor) + target_mean_wait <- calc_target_mean_wait(target_wait, factor) + target_queue_length <- demand * target_mean_wait + return(target_queue_length) +} From 63d90745ea15fe13c32b9d6ee5982952244796e5 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 29 Oct 2024 13:29:43 +0000 Subject: [PATCH 11/23] relief capacity updated to latest version --- R/calc_relief_capacity.R | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/R/calc_relief_capacity.R b/R/calc_relief_capacity.R index 77dc121..0ddec68 100644 --- a/R/calc_relief_capacity.R +++ b/R/calc_relief_capacity.R @@ -38,8 +38,17 @@ calc_relief_capacity <- function( demand, queue_size, target_queue_size, - time_to_target = 26) { + time_to_target = 26, + num_referrals = 0, + cv_demand = 0) { check_class(demand, queue_size, target_queue_size, time_to_target) + # Add two standard deviations to demand if it is estimated + if(num_referrals > 0 ){ + if (2*demand*cv_demand / sqrt(num_referrals) < 1){ + demand <- demand / (1- 2*demand*cv_demand / sqrt(num_referrals) ) + } + } + # Calculate the relief capaity rel_cap <- demand + (queue_size - target_queue_size) / time_to_target return(rel_cap) -} +} \ No newline at end of file From 55709560d05baa25f4fc15ee45c88015ea76c470 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 29 Oct 2024 15:31:10 +0000 Subject: [PATCH 12/23] deal with indicies further --- R/calc_index.R | 2 +- R/wl_insert.R | 4 +--- R/wl_queue_size.R | 18 +++++++++++------- R/wl_referral_stats.R | 11 ++++++----- R/wl_removal_stats.R | 10 ++++++---- R/wl_stats.R | 36 +++++++++++++++++++++++++----------- 6 files changed, 50 insertions(+), 31 deletions(-) diff --git a/R/calc_index.R b/R/calc_index.R index bd2c97a..bb728b2 100644 --- a/R/calc_index.R +++ b/R/calc_index.R @@ -36,7 +36,7 @@ calc_index <- function(waiting_list, return(index) } - for ( guess in guesses) { + for ( guess in guesses ) { if ( is.character(guess) ){ index <- which(colnames(waiting_list)==guess) diff --git a/R/wl_insert.R b/R/wl_insert.R index 981264a..caeca9b 100755 --- a/R/wl_insert.R +++ b/R/wl_insert.R @@ -20,9 +20,7 @@ #' #' # TODO: What if more columns #' # Check column types -wl_insert <- function(waiting_list, additions, referral_colname = NULL) { - - +wl_insert <- function(waiting_list, additions, referral_index = 1) { new_rows <- data.frame( "referral" = additions, diff --git a/R/wl_queue_size.R b/R/wl_queue_size.R index 40fe470..d1d3110 100755 --- a/R/wl_queue_size.R +++ b/R/wl_queue_size.R @@ -15,18 +15,22 @@ #' removals <- c.Date("2024-01-08", NA, NA, NA) #' waiting_list <- data.frame("referral" = referrals, "removal" = removals) #' wl_queue_size(waiting_list) -wl_queue_size <- function(waiting_list, start_date = NULL, end_date = NULL) { +wl_queue_size <- function(waiting_list, + start_date = NULL, + end_date = NULL, + referral_index = 1, + removal_index = 2) { wl <- waiting_list if (is.null(start_date)) { - start_date <- min(wl[, 1]) + start_date <- min(wl[, referral_index]) } if (is.null(end_date)) { - end_date <- max(wl[, 1]) + end_date <- max(wl[, referral_index]) } - wl[wl$referral < start_date, 1] <- start_date - arrival_counts <- data.frame(table(wl[, 1])) + wl[wl[, referral_index] < start_date, referral_index] <- start_date + arrival_counts <- data.frame(table(wl[, referral_index])) dates <- seq(as.Date(start_date), as.Date(end_date), by = "day") queues <- data.frame(dates, rep(0, length(dates))) @@ -34,11 +38,11 @@ wl_queue_size <- function(waiting_list, start_date = NULL, end_date = NULL) { queues[which(queues[, 1] %in% arrival_counts[, 1]), 2] <- arrival_counts[, 2] queues$cummul_arrivals <- cumsum(queues[, 2]) - departures <- wl[which((start_date <= wl[, 2]) & (wl[, 2] <= end_date)), 2] + departures <- wl[which((start_date <= wl[, removal_index]) & (wl[, removal_index] <= end_date)), removal_index] if(length(departures>0)) { departure_counts <- data.frame( - table(wl[which((start_date <= wl[, 2]) & (wl[, 2] <= end_date)), 2]) + table(wl[which((start_date <= wl[, removal_index]) & (wl[, removal_index] <= end_date)), removal_index]) ) queues$departures <- rep(0, length(dates)) queues[which(queues[, 1] %in% departure_counts[, 1]), 4] <- diff --git a/R/wl_referral_stats.R b/R/wl_referral_stats.R index affba62..404e9c1 100644 --- a/R/wl_referral_stats.R +++ b/R/wl_referral_stats.R @@ -23,23 +23,24 @@ #' # arrival mean and variance wl_referral_stats <- function(waiting_list, start_date = NULL, - end_date = NULL) { + end_date = NULL, + referral_index = 1) { if (!is.null(start_date)) { start_date <- as.Date(start_date) } else { - start_date <- min(waiting_list[, 1]) + start_date <- min(waiting_list[, referral_index ]) } if (!is.null(end_date)) { end_date <- as.Date(end_date) } else { - end_date <- max(waiting_list[, 1]) + end_date <- max(waiting_list[, referral_index ]) } arrival_dates <- c( as.Date(start_date), waiting_list[ - which(start_date <= waiting_list[, 1] & - waiting_list[, 1] <= end_date), 1 + which(start_date <= waiting_list[, referral_index ] & + waiting_list[, referral_index ] <= end_date), referral_index ], as.Date(end_date) ) diff --git a/R/wl_removal_stats.R b/R/wl_removal_stats.R index 46879d8..3bdea4c 100644 --- a/R/wl_removal_stats.R +++ b/R/wl_removal_stats.R @@ -23,19 +23,21 @@ #' # arrival mean and variance wl_removal_stats <- function(waiting_list, start_date = NULL, - end_date = NULL) { + end_date = NULL, + referral_index = 1, + removal_index = 2) { if (!is.null(start_date)) { start_date <- as.Date(start_date) } else { - start_date <- min(waiting_list[, 1]) + start_date <- min(waiting_list[, referral_index]) } if (!is.null(end_date)) { end_date <- as.Date(end_date) } else { - end_date <- max(waiting_list[, 1]) + end_date <- max(waiting_list[, referral_index]) } - removal_dates <- c(as.Date(start_date), waiting_list[, 2], as.Date(end_date)) + removal_dates <- c(as.Date(start_date), waiting_list[, removal_index ], as.Date(end_date)) removal_dates <- sort(removal_dates[!is.na(removal_dates)]) queue_sizes <- wl_queue_size(waiting_list) diff --git a/R/wl_stats.R b/R/wl_stats.R index b764494..eec5ba1 100755 --- a/R/wl_stats.R +++ b/R/wl_stats.R @@ -35,15 +35,19 @@ wl_stats <- function(waiting_list, categories = NULL, start_date = NULL, end_date = NULL) { + + referral_index <- calc_index(waiting_list,type="referral") + removal_index <- calc_index(waiting_list,type="removal") + if (!is.null(start_date)) { start_date <- as.Date(start_date) } else { - start_date <- min(waiting_list[, 1]) + start_date <- min(waiting_list[, referral_index]) } if (!is.null(end_date)) { end_date <- as.Date(end_date) } else { - end_date <- max(waiting_list[, 1]) + end_date <- max(waiting_list[, referral_index]) } if (!is.null(categories)){ @@ -56,9 +60,20 @@ wl_stats <- function(waiting_list, } else { - referral_stats <- wl_referral_stats(waiting_list, start_date, end_date) - queue_sizes <- wl_queue_size(waiting_list) - removal_stats <- wl_removal_stats(waiting_list, start_date, end_date) + referral_stats <- wl_referral_stats(waiting_list, + start_date, + end_date, + referral_index) + queue_sizes <- wl_queue_size(waiting_list, + start_date, + end_date, + referral_index, + removal_index) + removal_stats <- wl_removal_stats(waiting_list, + start_date, + end_date, + referral_index, + removal_index) # load q_load <- @@ -78,10 +93,11 @@ wl_stats <- function(waiting_list, # mean wait waiting_patients <- - waiting_list[which((waiting_list[, 2] > end_date | - is.na(waiting_list[, 2]) & - waiting_list[, 1] <= end_date)), ] - wait_times <- as.numeric(end_date) - as.numeric(waiting_patients[, 1]) + waiting_list[which((waiting_list[, removal_index] > end_date | + is.na(waiting_list[, removal_index]) & + waiting_list[, referral_index] <= end_date)), ] + wait_times <- + as.numeric(end_date) - as.numeric(waiting_patients[, referral_index]) mean_wait <- mean(wait_times) # target capacity @@ -107,8 +123,6 @@ wl_stats <- function(waiting_list, # pressure pressure <- calc_waiting_list_pressure(mean_wait, target_wait) - # TODO: talk to Neil about using *2 (in this function), - # or *4 in the formula below waiting_stats <- data.frame( "mean.demand" = referral_stats$demand.weekly, From 76930f40eaac8c7a046de4e1e46da5b7f1486b3e Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 29 Oct 2024 17:03:24 +0000 Subject: [PATCH 13/23] works with categories but needs more work --- R/calc_index.R | 4 +++- R/sim_patients.R | 2 +- R/wl_stats.R | 7 +++++++ 3 files changed, 11 insertions(+), 2 deletions(-) diff --git a/R/calc_index.R b/R/calc_index.R index bb728b2..c227524 100644 --- a/R/calc_index.R +++ b/R/calc_index.R @@ -31,7 +31,9 @@ calc_index <- function(waiting_list, guesses <- c("removal","Removal",2) } else if ( type == "withdrawal") { guesses <- c("withdrawal","Withdrawal",3) - } else { + } else if ( type == "target") { + guesses <- c("target","Target_wait",NULL) + }else { index <- 1 return(index) } diff --git a/R/sim_patients.R b/R/sim_patients.R index f8ae8ed..cad74f6 100644 --- a/R/sim_patients.R +++ b/R/sim_patients.R @@ -58,7 +58,7 @@ sim_patients <- function( days <- sample.int(365,n_rows, replace = TRUE) -1 dobs <- as.Date(as.numeric(start_date)-years-days) priority <- sample(c(1,2,3,4),size=n_rows,replace=TRUE,prob=c(0.05,0.2,0.25,0.5)) - target_wait <- sapply(Priority, calc_Priority_to_Target) + target_wait <- sapply(priority, calc_Priority_to_Target) # referral, removal, withdrawal columns referral <- c(rep(NA,n_rows)) diff --git a/R/wl_stats.R b/R/wl_stats.R index eec5ba1..1215f40 100755 --- a/R/wl_stats.R +++ b/R/wl_stats.R @@ -36,8 +36,14 @@ wl_stats <- function(waiting_list, start_date = NULL, end_date = NULL) { + # get indices and set target wait if possible and get dates referral_index <- calc_index(waiting_list,type="referral") removal_index <- calc_index(waiting_list,type="removal") + target_index <- calc_index(waiting_list,type="target") + + if (!is.null(target_index)){ + target_wait <- waiting_list[1,target_index] + } if (!is.null(start_date)) { start_date <- as.Date(start_date) @@ -50,6 +56,7 @@ wl_stats <- function(waiting_list, end_date <- max(waiting_list[, referral_index]) } + if (!is.null(categories)){ waiting_stats <- waiting_list %>% From 050e289ba7bfe306ebbe66e7bb81b147947169df Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 4 Nov 2024 12:57:16 +0000 Subject: [PATCH 14/23] correct roxygen errors --- DESCRIPTION | 5 +++-- NAMESPACE | 5 ++++- R/OPCS_data.R | 22 ++++++++++++++++++++++ R/calc_index.R | 20 ++++++++++---------- R/calc_priority_to_target.R | 20 ++++++++++++++++++++ R/calc_queue_load.R | 2 ++ R/calc_relief_capacity.R | 4 ++-- R/calc_target_capacity.R | 2 +- R/calc_target_mean_wait.R | 1 + R/sim_patients.R | 14 ++------------ R/simulation_example.R | 0 R/wl_insert.R | 3 +-- R/wl_referral_stats.R | 6 +----- R/wl_removal_stats.R | 6 +----- R/wl_schedule.R | 3 +-- R/wl_simulator.R | 3 +-- R/wl_stats.R | 27 +++++++++------------------ data/OPCS4.RData | Bin 0 -> 228266 bytes man/OPCS4.Rd | 32 ++++++++++++++++++++++++++++++++ man/calc_index.Rd | 22 ++++++++++++++++++++++ man/calc_queue_load.Rd | 1 + man/calc_relief_capacity.Rd | 5 ++++- man/calc_target_capacity.Rd | 1 - man/calc_target_queue_size.Rd | 2 +- man/sim_patients.Rd | 25 +++++++++++++++++++++++++ man/wl_insert.Rd | 2 -- man/wl_queue_size.Rd | 10 ++++++++-- man/wl_referral_stats.Rd | 14 ++++++++------ man/wl_removal_stats.Rd | 13 +++++++------ man/wl_schedule.Rd | 2 -- man/wl_simulator.Rd | 17 +++++++---------- man/wl_stats.Rd | 21 ++++++++------------- 32 files changed, 204 insertions(+), 106 deletions(-) create mode 100644 R/OPCS_data.R create mode 100644 R/calc_priority_to_target.R delete mode 100755 R/simulation_example.R create mode 100644 data/OPCS4.RData create mode 100644 man/OPCS4.Rd create mode 100644 man/calc_index.Rd create mode 100644 man/sim_patients.Rd diff --git a/DESCRIPTION b/DESCRIPTION index aa00f75..f91bac4 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -17,7 +17,7 @@ Description: R-package to implement the waiting list management approach describ License: MIT + file LICENSE Encoding: UTF-8 Roxygen: list(markdown = TRUE) -RoxygenNote: 7.3.1 +RoxygenNote: 7.3.2 VignetteBuilder: knitr URL: https://nhs-r-community.github.io/NHSRwaitinglist/ Config/testthat/edition: 3 @@ -27,7 +27,8 @@ Imports: rlang, purrr, utils, - stats + stats, + randomNames Suggests: ggplot2, knitr, diff --git a/NAMESPACE b/NAMESPACE index 935bd86..c3e2d37 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,5 +1,5 @@ # Generated by roxygen2: do not edit by hand -export(calc_index) + export(calc_queue_load) export(calc_relief_capacity) export(calc_target_capacity) @@ -8,6 +8,7 @@ export(calc_target_queue_size) export(calc_waiting_list_pressure) export(create_bulk_synthetic_data) export(create_waiting_list) +export(sim_patients) export(wl_insert) export(wl_join) export(wl_queue_size) @@ -16,3 +17,5 @@ export(wl_removal_stats) export(wl_schedule) export(wl_simulator) export(wl_stats) +import(dplyr) +import(randomNames) diff --git a/R/OPCS_data.R b/R/OPCS_data.R new file mode 100644 index 0000000..df8394e --- /dev/null +++ b/R/OPCS_data.R @@ -0,0 +1,22 @@ +#' Arabidopsis QTL data on gravitropism +#' +#' Data from a QTL experiment on gravitropism in +#' Arabidopsis, with data on 162 recombinant inbred lines (Ler x +#' Cvi). The outcome is the root tip angle (in degrees) at two-minute +#' increments over eight hours. +#' +#' @docType data +#' +#' @usage data(OPCS4) +#' +#' @format +#' +#' @keywords datasets +#' +#' @references +#' +#' @source https://biobank.ndph.ox.ac.uk/ukb/coding.cgi?id=240 +#' +#' @examples +#' data(OPCS4) +"OPCS4" \ No newline at end of file diff --git a/R/calc_index.R b/R/calc_index.R index c227524..4494adb 100644 --- a/R/calc_index.R +++ b/R/calc_index.R @@ -1,27 +1,26 @@ #' @title Calculate Column Indices #' -#' @description Help function to get column indicies +#' @description Internal Helper function to get column indicies for referrals, +#' removals, and withdrawals #' +#' @param waiting_list a dataframe containing the waitinglist #' @param colname string giving the column name -#' @param type if colname null write referal, withdrawal, removal to guess the index +#' @param type if colname, write referral, withdrawal, removal to guess the index #' #' @return index -#' @export -#' -#' @examples -#' #' - calc_index <- function(waiting_list, colname = NULL, - type = NULL){ + type = NULL){ + # get column index if name given if( !is.null(colname) ){ index <- which(colnames(waiting_list)==colname) return(index) } else { + # if name not give guess the name or index based on type if (is.null(type)) { index <- 1 return(index) @@ -33,13 +32,14 @@ calc_index <- function(waiting_list, guesses <- c("withdrawal","Withdrawal",3) } else if ( type == "target") { guesses <- c("target","Target_wait",NULL) - }else { + } else { + warning("Waiting list index not found") index <- 1 return(index) } + # implement guess and return index given for ( guess in guesses ) { - if ( is.character(guess) ){ index <- which(colnames(waiting_list)==guess) } else { diff --git a/R/calc_priority_to_target.R b/R/calc_priority_to_target.R new file mode 100644 index 0000000..4181205 --- /dev/null +++ b/R/calc_priority_to_target.R @@ -0,0 +1,20 @@ +#' @title Calculates target days from priority code +#' +#' @description Internal Helper function number of days from prioirty code +#' +#' @param priority number 1,2,3 or 4 +#' +#' @return number of days +#' + +calc_priority_to_target <- function(priority){ + if (priority == 1){ + return(7) + } else if (priority == 2) { + return(28) + } else if (priority == 3) { + return(84) + } else { + return(365) + } +} \ No newline at end of file diff --git a/R/calc_queue_load.R b/R/calc_queue_load.R index cfed64a..7bda92a 100644 --- a/R/calc_queue_load.R +++ b/R/calc_queue_load.R @@ -19,6 +19,8 @@ #' # If 30 patients are added to the waiting list each week (demand) and 27 #' # removed (capacity) this results in a queue load of 1.11 (30/27). #' calc_queue_load(30, 27) +#' + calc_queue_load <- function(demand, capacity) { check_class(demand, capacity) load <- demand / capacity diff --git a/R/calc_relief_capacity.R b/R/calc_relief_capacity.R index 0ddec68..91f5625 100644 --- a/R/calc_relief_capacity.R +++ b/R/calc_relief_capacity.R @@ -33,7 +33,7 @@ #' calc_relief_capacity(30, 1200, 390, 26) #' #' -#' + calc_relief_capacity <- function( demand, queue_size, @@ -48,7 +48,7 @@ calc_relief_capacity <- function( demand <- demand / (1- 2*demand*cv_demand / sqrt(num_referrals) ) } } - # Calculate the relief capaity + # Calculate the relief capacity rel_cap <- demand + (queue_size - target_queue_size) / time_to_target return(rel_cap) } \ No newline at end of file diff --git a/R/calc_target_capacity.R b/R/calc_target_capacity.R index 6118cb2..25f70f2 100644 --- a/R/calc_target_capacity.R +++ b/R/calc_target_capacity.R @@ -31,7 +31,7 @@ #' # number of operations per week to have mean wait of 52/4 #' calc_target_capacity(demand, target_wait) #' -#' # TODO: Include a couple of standard deviations for errors in the mean demand + calc_target_capacity <- function( demand, target_wait, diff --git a/R/calc_target_mean_wait.R b/R/calc_target_mean_wait.R index ce9ae50..bb2b2d6 100644 --- a/R/calc_target_mean_wait.R +++ b/R/calc_target_mean_wait.R @@ -23,6 +23,7 @@ #' # If the target wait is 52 weeks then the target mean wait with a factor of 4 #' # would be 13 weeks and with a factor of 6 it would be 8.67 weeks. #' calc_target_mean_wait(52, 4) + calc_target_mean_wait <- function(target_wait, factor = 4) { check_class(target_wait, factor) target_mean_wait <- target_wait / factor diff --git a/R/sim_patients.R b/R/sim_patients.R index cad74f6..bcbdece 100644 --- a/R/sim_patients.R +++ b/R/sim_patients.R @@ -14,17 +14,7 @@ #' #' -calc_Priority_to_Target <- function(priority){ - if (priority == 1){ - return(7) - } else if (priority == 2) { - return(28) - } else if (priority == 3) { - return(84) - } else { - return(365) - } -} + sim_patients <- function( n_rows = 10, @@ -58,7 +48,7 @@ sim_patients <- function( days <- sample.int(365,n_rows, replace = TRUE) -1 dobs <- as.Date(as.numeric(start_date)-years-days) priority <- sample(c(1,2,3,4),size=n_rows,replace=TRUE,prob=c(0.05,0.2,0.25,0.5)) - target_wait <- sapply(priority, calc_Priority_to_Target) + target_wait <- sapply(priority, calc_priority_to_target) # referral, removal, withdrawal columns referral <- c(rep(NA,n_rows)) diff --git a/R/simulation_example.R b/R/simulation_example.R deleted file mode 100755 index e69de29..0000000 diff --git a/R/wl_insert.R b/R/wl_insert.R index caeca9b..1464444 100755 --- a/R/wl_insert.R +++ b/R/wl_insert.R @@ -18,8 +18,7 @@ #' additions <- c.Date("2024-01-03", "2024-01-05", "2024-01-18") #' longer_waiting_list <- wl_insert(waiting_list, additions) #' -#' # TODO: What if more columns -#' # Check column types + wl_insert <- function(waiting_list, additions, referral_index = 1) { new_rows <- data.frame( diff --git a/R/wl_referral_stats.R b/R/wl_referral_stats.R index 404e9c1..bf6255d 100644 --- a/R/wl_referral_stats.R +++ b/R/wl_referral_stats.R @@ -5,6 +5,7 @@ #' @param waiting_list dataframe. A df of referral dates and removals #' @param start_date date. The start date to calculate from #' @param end_date date. The end date to calculate to +#' @param referral_index the column index of referrals #' #' @return dataframe. A df containing number of referrals, mean demand, #' and the coefficient of variation of referrals @@ -16,11 +17,6 @@ #' waiting_list <- data.frame("referral" = referrals, "removal" = removals) #' referral_stats <- wl_referral_stats(waiting_list) #' -#' # TODO : referral <- arrival -#' # debug and test -#' # simplify notation -#' # add detail to params above -#' # arrival mean and variance wl_referral_stats <- function(waiting_list, start_date = NULL, end_date = NULL, diff --git a/R/wl_removal_stats.R b/R/wl_removal_stats.R index 3bdea4c..23f9707 100644 --- a/R/wl_removal_stats.R +++ b/R/wl_removal_stats.R @@ -16,11 +16,7 @@ #' waiting_list <- data.frame("referral" = referrals, "removal" = removals) #' removal_stats <- wl_removal_stats(waiting_list) #' -#' # TODO : referral <- arrival -#' # debug and test -#' # simplify notation -#' # add detail to params above -#' # arrival mean and variance + wl_removal_stats <- function(waiting_list, start_date = NULL, end_date = NULL, diff --git a/R/wl_schedule.R b/R/wl_schedule.R index 9bcbda8..c6d738e 100755 --- a/R/wl_schedule.R +++ b/R/wl_schedule.R @@ -24,8 +24,7 @@ #' schedule <- c.Date("2024-01-03", "2024-01-05", "2024-01-18") #' updated_waiting_list <- wl_schedule(waiting_list, schedule) #' -#' # TODO ALLOW: -#' # schedule to be a dataframe or vector + wl_schedule <- function( waiting_list, schedule, diff --git a/R/wl_simulator.R b/R/wl_simulator.R index fd34025..1d6b680 100755 --- a/R/wl_simulator.R +++ b/R/wl_simulator.R @@ -22,8 +22,7 @@ #' under_capacity_simulation <- #' wl_simulator("2024-01-01", "2024-03-31", 100, 90) #' -#' # TODO -#' # error messages (e.g. start_date > end_date) + wl_simulator <- function( start_date=NULL, end_date=NULL, diff --git a/R/wl_stats.R b/R/wl_stats.R index 1215f40..653cbfc 100755 --- a/R/wl_stats.R +++ b/R/wl_stats.R @@ -17,33 +17,17 @@ #' waiting_list <- data.frame("referral" = referrals, "removal" = removals) #' waiting_list_stats <- wl_stats(waiting_list) #' -#' # TO DO!! -#' # Check target_capacity weekly daily -#' # Error if dates are in the wrong order -#' # Calculate the number of missed operations -#' # Start date and end date calculations not working well -#' # -#' # MAKE CONSISTENT NOTATION -#' # default start and end date if empty -#' # make units of output weekly operations not daily -#' # mean removal too big -#' # Z score in capacity calculations -#' # mean demand and mean capacity not interrarraival and departures plesae. wl_stats <- function(waiting_list, target_wait = 4, categories = NULL, start_date = NULL, - end_date = NULL) { + end_date = NULL, + target_index = NULL) { # get indices and set target wait if possible and get dates referral_index <- calc_index(waiting_list,type="referral") removal_index <- calc_index(waiting_list,type="removal") - target_index <- calc_index(waiting_list,type="target") - - if (!is.null(target_index)){ - target_wait <- waiting_list[1,target_index] - } if (!is.null(start_date)) { start_date <- as.Date(start_date) @@ 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NULL, + target_index = NULL +) } \arguments{ \item{waiting_list}{dataframe. A df of referral dates and removals} @@ -28,16 +35,4 @@ removals <- c.Date("2024-01-08", NA, NA, NA) waiting_list <- data.frame("referral" = referrals, "removal" = removals) waiting_list_stats <- wl_stats(waiting_list) -# TO DO!! -# Check target_capacity weekly daily -# Error if dates are in the wrong order -# Calculate the number of missed operations -# Start date and end date calculations not working well -# -# MAKE CONSISTENT NOTATION -# default start and end date if empty -# make units of output weekly operations not daily -# mean removal too big -# Z score in capacity calculations -# mean demand and mean capacity not interrarraival and departures plesae. } From ba7a3bb225f85d96fe4a0e09386b00256638c2e4 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 5 Nov 2024 12:42:15 +0000 Subject: [PATCH 15/23] allow schedule to report back unscheduled operations --- NAMESPACE | 1 + R/OPCS_data.R | 7 +----- R/calc_priority_to_target.R | 2 ++ R/wl_join.R | 1 + R/wl_schedule.R | 48 +++++++++++++++++++++++++++++-------- R/wl_simulator.R | 10 ++++---- man/OPCS4.Rd | 18 ++++---------- 7 files changed, 51 insertions(+), 36 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index c3e2d37..3f69ebd 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,5 +1,6 @@ # Generated by roxygen2: do not edit by hand +export(calc_priority_to_target) export(calc_queue_load) export(calc_relief_capacity) export(calc_target_capacity) diff --git a/R/OPCS_data.R b/R/OPCS_data.R index df8394e..603ffb9 100644 --- a/R/OPCS_data.R +++ b/R/OPCS_data.R @@ -1,9 +1,4 @@ -#' Arabidopsis QTL data on gravitropism -#' -#' Data from a QTL experiment on gravitropism in -#' Arabidopsis, with data on 162 recombinant inbred lines (Ler x -#' Cvi). The outcome is the root tip angle (in degrees) at two-minute -#' increments over eight hours. +#' OPCS4 data #' #' @docType data #' diff --git a/R/calc_priority_to_target.R b/R/calc_priority_to_target.R index 4181205..c16d6da 100644 --- a/R/calc_priority_to_target.R +++ b/R/calc_priority_to_target.R @@ -6,6 +6,8 @@ #' #' @return number of days #' +#' @export +#' calc_priority_to_target <- function(priority){ if (priority == 1){ diff --git a/R/wl_join.R b/R/wl_join.R index 5ed9310..5bd6452 100755 --- a/R/wl_join.R +++ b/R/wl_join.R @@ -24,5 +24,6 @@ wl_join <- function(wl_1, wl_2, referral_index = 1) { # combine and sort to update list updated_list <- rbind(wl_1, wl_2) updated_list <- updated_list[order(updated_list[, referral_index]), ] + rownames(updated_list) <- NULL return(updated_list) } diff --git a/R/wl_schedule.R b/R/wl_schedule.R index c6d738e..32c058a 100755 --- a/R/wl_schedule.R +++ b/R/wl_schedule.R @@ -29,23 +29,51 @@ wl_schedule <- function( waiting_list, schedule, referral_index = 1, - removal_index = 2) { + removal_index = 2, + unscheduled = FALSE) { + # split waiters and removed wl <- waiting_list[is.na(waiting_list[, removal_index]), ] wl_removed <- waiting_list[!(is.na(waiting_list[, removal_index])), ] rownames(wl) <- NULL # schedule - i <- 1 - for (op in as.list(schedule)) { - if (op > wl[i, referral_index] && i <= nrow(wl)) { - wl[i, removal_index] <- as.Date(op) - i <- i + 1 + if (!unscheduled){ + i <- 1 + for (op in as.list(schedule)) { + if (op > wl[i, referral_index] && i <= nrow(wl)) { + wl[i, removal_index] <- as.Date(op) + i <- i + 1 + } + } + + # recombine to update list + updated_list <- rbind(wl_removed, wl) + updated_list <- updated_list[order(updated_list[, referral_index]), ] + return(updated_list) + + } else { + scheduled <- data.frame(schedule = schedule, + scheduled = rep(0, length(schedule))) + i <- 1 + j <- 0 + for (op in as.list(schedule)) { + j <- j + 1 + if (op > wl[i, referral_index] && i <= nrow(wl)) { + wl[i, removal_index] <- as.Date(op) + i <- i + 1 + scheduled[j,2] <- 1 + } } + + # recombine to update list + updated_list <- rbind(wl_removed, wl) + updated_list <- updated_list[order(updated_list[, referral_index]), ] + + + #scheduled[scheduled$scheduled = 1, 1] + + return(list (updated_list,scheduled)) } - # recombine to update list - updated_list <- rbind(wl_removed, wl) - updated_list <- updated_list[order(updated_list[, referral_index]), ] - return(updated_list) } diff --git a/R/wl_simulator.R b/R/wl_simulator.R index 1d6b680..477a9fa 100755 --- a/R/wl_simulator.R +++ b/R/wl_simulator.R @@ -84,13 +84,11 @@ wl_simulator <- function( } # create an operating schedule - schedule <- - as.Date( - as.numeric(start_date) + - ceiling(seq(0, number_of_days - 1, 1 / daily_capacity)), - origin = "1970-01-01") + if (daily_capacity >0){ + schedule <- sim_schedule(number_of_days,start_date,daily_capacity) - wl_simulated <- wl_schedule(wl_simulated, schedule) + wl_simulated <- wl_schedule(wl_simulated, schedule) + } return(wl_simulated) } diff --git a/man/OPCS4.Rd b/man/OPCS4.Rd index 4df920f..ce418f2 100644 --- a/man/OPCS4.Rd +++ b/man/OPCS4.Rd @@ -3,30 +3,20 @@ \docType{data} \name{OPCS4} \alias{OPCS4} -\title{Arabidopsis QTL data on gravitropism} +\title{OPCS4 data} \format{ -An object of class \code{"cross"}; see \code{\link[qtl:read.cross]{qtl::read.cross()}}. +An object of class \code{data.frame} with 12279 rows and 9 columns. } \source{ -Mouse Phenome Database, \url{https://phenome.jax.org/projects/Moore1b} +https://biobank.ndph.ox.ac.uk/ukb/coding.cgi?id=240 } \usage{ data(OPCS4) } \description{ -Data from a QTL experiment on gravitropism in -Arabidopsis, with data on 162 recombinant inbred lines (Ler x -Cvi). The outcome is the root tip angle (in degrees) at two-minute -increments over eight hours. +OPCS4 data } \examples{ data(OPCS4) } -\references{ -Moore CR, Johnson LS, Kwak I-Y, Livny M, Broman KW, -Spalding EP (2013) High-throughput computer vision introduces the -time axis to a quantitative trait map of a plant growth -response. Genetics 195:1077-1086 -(\href{https://pubmed.ncbi.nlm.nih.gov/23979570/}{PubMed}) -} \keyword{datasets} From 60550e45956f4a87e5378b4a3773e9fed406ad15 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 5 Nov 2024 16:02:01 +0000 Subject: [PATCH 16/23] start work on balancing vignette --- R/sim_schedule.R | 33 +++++++++++++++++++++++++++++++++ man/calc_priority_to_target.Rd | 17 +++++++++++++++++ 2 files changed, 50 insertions(+) create mode 100644 R/sim_schedule.R create mode 100644 man/calc_priority_to_target.Rd diff --git a/R/sim_schedule.R b/R/sim_schedule.R new file mode 100644 index 0000000..45bc6bd --- /dev/null +++ b/R/sim_schedule.R @@ -0,0 +1,33 @@ +#' @title Generator a list of dates to schedule +#' +#' @description Generates a list if dates in a given range +#' +#' @param n_rows Number of rows/patients to generate +#' @param start_date Start date (needed to generate patient ages) +#' @param daily_capacity Number of paitents per day +#' +#' @return dataframe. Empty waiting list. +#' @export +#' sim_patients(100,"2024-09-21") +#' + +sim_schedule <- function( + n_rows = 10, + start_date = NULL, + daily_capacity = 1) { + + if (is.null(start_date)){ + start_date = Sys.Date() + } + + schedule <- + as.Date( + as.numeric(start_date) + + ceiling(seq(0, n_rows - 1, 1 / daily_capacity)), + origin = "1970-01-01") + + return(schedule) + +} + + diff --git a/man/calc_priority_to_target.Rd b/man/calc_priority_to_target.Rd new file mode 100644 index 0000000..42edad7 --- /dev/null +++ b/man/calc_priority_to_target.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/calc_priority_to_target.R +\name{calc_priority_to_target} +\alias{calc_priority_to_target} +\title{Calculates target days from priority code} +\usage{ +calc_priority_to_target(priority) +} +\arguments{ +\item{priority}{number 1,2,3 or 4} +} +\value{ +number of days +} +\description{ +Internal Helper function number of days from prioirty code +} From e34b6084c4b142cc13623fbaed61278bd71b7eeb Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Sun, 10 Nov 2024 16:04:26 +0000 Subject: [PATCH 17/23] fix exports --- NAMESPACE | 1 + R/sim_patients.R | 4 ++-- R/sim_schedule.R | 3 +-- man/sim_patients.Rd | 6 ------ man/wl_schedule.Rd | 8 +++++++- 5 files changed, 11 insertions(+), 11 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index 3f69ebd..79fe8f7 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -10,6 +10,7 @@ export(calc_waiting_list_pressure) export(create_bulk_synthetic_data) export(create_waiting_list) export(sim_patients) +export(sim_schedule) export(wl_insert) export(wl_join) export(wl_queue_size) diff --git a/R/sim_patients.R b/R/sim_patients.R index bcbdece..cbef7fd 100644 --- a/R/sim_patients.R +++ b/R/sim_patients.R @@ -6,10 +6,10 @@ #' @param start_date Start date (needed to generate patient ages) #' #' @return dataframe. Empty waiting list. -#' @export +#' @export sim_patients #' @import randomNames #' @examples -#' sim_patients(100,"2024-09-21") +#' #' #' #' diff --git a/R/sim_schedule.R b/R/sim_schedule.R index 45bc6bd..a617b96 100644 --- a/R/sim_schedule.R +++ b/R/sim_schedule.R @@ -7,8 +7,7 @@ #' @param daily_capacity Number of paitents per day #' #' @return dataframe. Empty waiting list. -#' @export -#' sim_patients(100,"2024-09-21") +#' @export sim_schedule #' sim_schedule <- function( diff --git a/man/sim_patients.Rd b/man/sim_patients.Rd index 1dc10ac..3508c57 100644 --- a/man/sim_patients.Rd +++ b/man/sim_patients.Rd @@ -16,10 +16,4 @@ dataframe. Empty waiting list. } \description{ Generates simulated NHS patients -} -\examples{ -sim_patients(100,"2024-09-21") - - - } diff --git a/man/wl_schedule.Rd b/man/wl_schedule.Rd index 3b37360..a866197 100755 --- a/man/wl_schedule.Rd +++ b/man/wl_schedule.Rd @@ -4,7 +4,13 @@ \alias{wl_schedule} \title{A simple operation scheduler} \usage{ -wl_schedule(waiting_list, schedule, referral_index = 1, removal_index = 2) +wl_schedule( + waiting_list, + schedule, + referral_index = 1, + removal_index = 2, + unscheduled = FALSE +) } \arguments{ \item{waiting_list}{dataframe. A df of referral dates and removals} From e0588e7eb733641787407e9f7670a797d1f7ca46 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Sun, 10 Nov 2024 16:31:48 +0000 Subject: [PATCH 18/23] a few small fixes --- .gitignore | 3 +++ R/wl_join.R | 3 +++ man/sim_schedule.Rd | 21 +++++++++++++++++++++ 3 files changed, 27 insertions(+) create mode 100644 man/sim_schedule.Rd diff --git a/.gitignore b/.gitignore index 54b8e1e..d8c026e 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ + +TODO.txt + # History files .Rhistory .Rapp.history diff --git a/R/wl_join.R b/R/wl_join.R index 5bd6452..697d6ff 100755 --- a/R/wl_join.R +++ b/R/wl_join.R @@ -20,6 +20,9 @@ #' # removals <- c.Date("2024-01-09",NA,"2024-01-19",NA) #' # wl_2 <- data.frame("referral" = referrals ,"removal" = removals ) #' # wl_join(wl_1,wl_2) +#' +#' + wl_join <- function(wl_1, wl_2, referral_index = 1) { # combine and sort to update list updated_list <- rbind(wl_1, wl_2) diff --git a/man/sim_schedule.Rd b/man/sim_schedule.Rd new file mode 100644 index 0000000..f28d340 --- /dev/null +++ b/man/sim_schedule.Rd @@ -0,0 +1,21 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/sim_schedule.R +\name{sim_schedule} +\alias{sim_schedule} +\title{Generator a list of dates to schedule} +\usage{ +sim_schedule(n_rows = 10, start_date = NULL, daily_capacity = 1) +} +\arguments{ +\item{n_rows}{Number of rows/patients to generate} + +\item{start_date}{Start date (needed to generate patient ages)} + +\item{daily_capacity}{Number of paitents per day} +} +\value{ +dataframe. Empty waiting list. +} +\description{ +Generates a list if dates in a given range +} From a1a7a67f4db66540eebdbd04c10c852c4489e927 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Mon, 25 Nov 2024 16:12:01 +0000 Subject: [PATCH 19/23] name changes and data load fix --- .gitignore | 8 ++++++- R/OPCS_data.R | 17 -------------- R/create_bulk_synthetic_data.R | 2 +- R/demo-data.R | 26 --------------------- R/sim_patients.R | 4 +--- data/OPCS4.Rda | Bin 228266 -> 0 bytes data/UK_age_profile.rda | Bin 463 -> 0 bytes data/demo_df.rda | Bin 399 -> 0 bytes man/OPCS4.Rd | 2 +- man/create_bulk_synthetic_data.Rd | 2 +- man/demo_df.Rd | 36 ------------------------------ man/wl_join.Rd | 2 ++ 12 files changed, 13 insertions(+), 86 deletions(-) delete mode 100644 R/OPCS_data.R delete mode 100644 R/demo-data.R delete mode 100644 data/OPCS4.Rda delete mode 100644 data/UK_age_profile.rda delete mode 100644 data/demo_df.rda delete mode 100644 man/demo_df.Rd diff --git a/.gitignore b/.gitignore index d8c026e..774f9ea 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,11 @@ - +# Your todo list TODO.txt +calc_Lambert.R +calc_tail_prob.R + + +# mac stuff +.DS_Store # History files .Rhistory diff --git a/R/OPCS_data.R b/R/OPCS_data.R deleted file mode 100644 index 603ffb9..0000000 --- a/R/OPCS_data.R +++ /dev/null @@ -1,17 +0,0 @@ -#' OPCS4 data -#' -#' @docType data -#' -#' @usage data(OPCS4) -#' -#' @format -#' -#' @keywords datasets -#' -#' @references -#' -#' @source https://biobank.ndph.ox.ac.uk/ukb/coding.cgi?id=240 -#' -#' @examples -#' data(OPCS4) -"OPCS4" \ No newline at end of file diff --git a/R/create_bulk_synthetic_data.R b/R/create_bulk_synthetic_data.R index 7d7f317..9943e91 100644 --- a/R/create_bulk_synthetic_data.R +++ b/R/create_bulk_synthetic_data.R @@ -14,7 +14,7 @@ #' opcs etc #' @export #' -#' @examples create_bulk_synthetic_data(demo_df) +#' @examples create_bulk_synthetic_data(demographic_data) create_bulk_synthetic_data <- function(bulk_data) { result <- bulk_data |> diff --git a/R/demo-data.R b/R/demo-data.R deleted file mode 100644 index eb9bdac..0000000 --- a/R/demo-data.R +++ /dev/null @@ -1,26 +0,0 @@ -#' @title A Demo 'data.frame' Object -#' -#' @description A pre-created data.frame ready to be used to test the -#' create_bulk_synthetic_data and create_waiting_list functions. Each row of -#' the data.frame represents an individual waiting list for which the site, -#' specialty, OPCS code(s) and respective mean wait, arrival rate, start_date, -#' sd and rott can be specified. It allows the user to see an example of the -#' structure of the data.frame required by the create_bulk_synthetic_data -#' function to create your synthetic dataset. -#' -#' @format A dataframe with 5 rows and 9 columns: -#' \describe{ -#'\item{hospital_site}{Character. Hospital site code of the waiting list.} -#'\item{main_spec_code}{Numeric. Main specialty code of the waiting list.} -#'\item{opcs4_code}{Character. OPCS4 code(s) of the procedure(s) on the waiting -#' list.} -#'\item{n}{Numeric. Number of days for which to create synthetic waiting -#' list data.} -#'\item{mean_arrival_rate}{Numeric. Mean number of arrivals per day.} -#'\item{mean_wait}{Numeric. Mean wait time for treatment/on waiting list.} -#'\item{start_date}{Character. 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a/man/create_bulk_synthetic_data.Rd +++ b/man/create_bulk_synthetic_data.Rd @@ -21,5 +21,5 @@ parameter and joins them together into one dataframe with relevant creation criteria } \examples{ -create_bulk_synthetic_data(demo_df) +create_bulk_synthetic_data(demographic_data) } diff --git a/man/demo_df.Rd b/man/demo_df.Rd deleted file mode 100644 index d0210d3..0000000 --- a/man/demo_df.Rd +++ /dev/null @@ -1,36 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/demo-data.R -\docType{data} -\name{demo_df} -\alias{demo_df} -\title{A Demo 'data.frame' Object} -\format{ -A dataframe with 5 rows and 9 columns: -\describe{ -\item{hospital_site}{Character. Hospital site code of the waiting list.} -\item{main_spec_code}{Numeric. Main specialty code of the waiting list.} -\item{opcs4_code}{Character. OPCS4 code(s) of the procedure(s) on the waiting -list.} -\item{n}{Numeric. Number of days for which to create synthetic waiting -list data.} -\item{mean_arrival_rate}{Numeric. Mean number of arrivals per day.} -\item{mean_wait}{Numeric. Mean wait time for treatment/on waiting list.} -\item{start_date}{Character. Date from which to start generated waiting -list in format yyyy-mm-dd.} -\item{sd}{Numeric. Standard deviation.} -\item{rott}{Numeric. Proportion of referrals to be randomly flagged as ROTT} -} -} -\usage{ -demo_df -} -\description{ -A pre-created data.frame ready to be used to test the -create_bulk_synthetic_data and create_waiting_list functions. Each row of -the data.frame represents an individual waiting list for which the site, -specialty, OPCS code(s) and respective mean wait, arrival rate, start_date, -sd and rott can be specified. It allows the user to see an example of the -structure of the data.frame required by the create_bulk_synthetic_data -function to create your synthetic dataset. -} -\keyword{datasets} diff --git a/man/wl_join.Rd b/man/wl_join.Rd index f9d09d0..786e8bf 100755 --- a/man/wl_join.Rd +++ b/man/wl_join.Rd @@ -29,4 +29,6 @@ Take two waiting list and sorting in date order # removals <- c.Date("2024-01-09",NA,"2024-01-19",NA) # wl_2 <- data.frame("referral" = referrals ,"removal" = removals ) # wl_join(wl_1,wl_2) + + } From f7429e57d1454fb17c4a95a2bc121e9c93d7c7e0 Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 26 Nov 2024 14:18:33 +0000 Subject: [PATCH 20/23] fix data --- .Rbuildignore | 0 .all-contributorsrc | 0 .github/.gitignore | 0 .github/workflows/R-CMD-check.yaml | 0 .github/workflows/lint.yaml | 0 .github/workflows/pkgdown.yaml | 0 .github/workflows/test-coverage.yaml | 0 .gitignore | 0 .lintr | 0 DESCRIPTION | 0 R/calc_index.R | 0 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a/man/wl_simulator.Rd b/man/wl_simulator.Rd old mode 100644 new mode 100755 diff --git a/tests/testthat/_snaps/utils.md b/tests/testthat/_snaps/utils.md old mode 100644 new mode 100755 diff --git a/tests/testthat/test-calc_queue_load.R b/tests/testthat/test-calc_queue_load.R old mode 100644 new mode 100755 diff --git a/tests/testthat/test-calc_relief_capacity.R b/tests/testthat/test-calc_relief_capacity.R old mode 100644 new mode 100755 diff --git a/tests/testthat/test-calc_target_capacity.R b/tests/testthat/test-calc_target_capacity.R old mode 100644 new mode 100755 diff --git a/tests/testthat/test-calc_target_mean_wait.R b/tests/testthat/test-calc_target_mean_wait.R old mode 100644 new mode 100755 diff --git a/tests/testthat/test-calc_target_queue_size.R b/tests/testthat/test-calc_target_queue_size.R old mode 100644 new mode 100755 diff --git a/tests/testthat/test-calc_waiting_list_pressure.R b/tests/testthat/test-calc_waiting_list_pressure.R old mode 100644 new mode 100755 diff --git a/tests/testthat/test-utils.R b/tests/testthat/test-utils.R old mode 100644 new mode 100755 diff --git a/vignettes/example_walkthrough.Rmd b/vignettes/example_walkthrough.Rmd old mode 100644 new mode 100755 diff --git a/vignettes/three_example_waiting_lists.Rmd b/vignettes/three_example_waiting_lists.Rmd old mode 100644 new mode 100755 From d596466c7205e8d3f8d02e2bb3e01260536567bf Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 26 Nov 2024 14:26:47 +0000 Subject: [PATCH 21/23] remove create_bulk file --- R/create_bulk_synthetic_data.R | 24 ------------------------ 1 file changed, 24 deletions(-) delete mode 100755 R/create_bulk_synthetic_data.R diff --git a/R/create_bulk_synthetic_data.R b/R/create_bulk_synthetic_data.R deleted file mode 100755 index 9943e91..0000000 --- a/R/create_bulk_synthetic_data.R +++ /dev/null @@ -1,24 +0,0 @@ - -#' @title Create Bulk Synthetic Data -#' -#' @description -#' Creates a series of waiting lists, one for each row in the dataframe -#' parameter and joins them together into one dataframe with relevant creation -#' criteria -#' -#' @param bulk_data A dataframe object, each row being a waiting list with -#' parameters to generate the synthetic data. A sample data.frame is available -#' as demo-data -#' -#' @return Dataframe of waiting lists for each specified site and specialty, -#' opcs etc -#' @export -#' -#' @examples create_bulk_synthetic_data(demographic_data) - -create_bulk_synthetic_data <- function(bulk_data) { - result <- bulk_data |> - purrr::pmap(create_waiting_list) |> - dplyr::bind_rows() - return(result) -} From 5ea1e593c362fa88a05b47e50a99d8c76c310a8e Mon Sep 17 00:00:00 2001 From: neilwalton <53338269+neilwalton@users.noreply.github.com> Date: Tue, 26 Nov 2024 14:29:00 +0000 Subject: [PATCH 22/23] update date names --- R/data_OPCS.R | 17 +++++++++++++++++ R/data_demographic.R | 16 ++++++++++++++++ data/demographic_data.RData | Bin 0 -> 390 bytes man/demographic_data.Rd | 19 +++++++++++++++++++ 4 files changed, 52 insertions(+) create mode 100755 R/data_OPCS.R create mode 100755 R/data_demographic.R create mode 100755 data/demographic_data.RData create mode 100755 man/demographic_data.Rd diff --git a/R/data_OPCS.R b/R/data_OPCS.R new file mode 100755 index 0000000..ae10c82 --- /dev/null +++ b/R/data_OPCS.R @@ -0,0 +1,17 @@ +#' OPCS4 data +#' +#' @docType data +#' +#' @usage data(OPCS4) +#' +#' @format +#' +#' @keywords datasets +#' +#' @references +#' +#' @source https://biobank.ndph.ox.ac.uk/ukb/coding.cgi?id=240 +#' +#' @examples +#' \dontrun{data(OPCS4)} +"OPCS4" \ No newline at end of file diff --git a/R/data_demographic.R b/R/data_demographic.R new file mode 100755 index 0000000..542158a --- /dev/null +++ b/R/data_demographic.R @@ -0,0 +1,16 @@ +#' demographic data +#' +#' @docType data +#' +#' @usage data(demographic_data) +#' +#' @format +#' +#' @keywords datasets +#' +#' @references +#' +#' +#' @examples +#' \dontrun{data(demographic_data)} +"demographic_data" diff --git a/data/demographic_data.RData b/data/demographic_data.RData new file mode 100755 index 0000000000000000000000000000000000000000..fab89a53335d887dcd6cd6b30fefaae59f3464ff GIT binary patch literal 390 zcmV;10eSu(iwFP!000001BFuEPQox4EwGVn2}I*7a62-#^5c!55F%bK7%(QzW}C8v zZKPe`mehj+m5dpm^l+|$a~$^w-M&WccmHpX(_@3dOq{ Date: Tue, 26 Nov 2024 14:33:49 +0000 Subject: [PATCH 23/23] update namespace --- NAMESPACE | 1 - man/OPCS4.Rd | 2 +- man/create_bulk_synthetic_data.Rd | 25 ------------------------- 3 files changed, 1 insertion(+), 27 deletions(-) delete mode 100755 man/create_bulk_synthetic_data.Rd diff --git a/NAMESPACE b/NAMESPACE index 79fe8f7..c118a5f 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -7,7 +7,6 @@ export(calc_target_capacity) export(calc_target_mean_wait) export(calc_target_queue_size) export(calc_waiting_list_pressure) -export(create_bulk_synthetic_data) export(create_waiting_list) export(sim_patients) export(sim_schedule) diff --git a/man/OPCS4.Rd b/man/OPCS4.Rd index c14b65c..e53d339 100755 --- a/man/OPCS4.Rd +++ b/man/OPCS4.Rd @@ -17,6 +17,6 @@ data(OPCS4) OPCS4 data } \examples{ -data(OPCS4) +\dontrun{data(OPCS4)} } \keyword{datasets} diff --git a/man/create_bulk_synthetic_data.Rd b/man/create_bulk_synthetic_data.Rd deleted file mode 100755 index 90d40ad..0000000 --- a/man/create_bulk_synthetic_data.Rd +++ /dev/null @@ -1,25 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/create_bulk_synthetic_data.R -\name{create_bulk_synthetic_data} -\alias{create_bulk_synthetic_data} -\title{Create Bulk Synthetic Data} -\usage{ -create_bulk_synthetic_data(bulk_data) -} -\arguments{ -\item{bulk_data}{A dataframe object, each row being a waiting list with -parameters to generate the synthetic data. A sample data.frame is available -as demo-data} -} -\value{ -Dataframe of waiting lists for each specified site and specialty, -opcs etc -} -\description{ -Creates a series of waiting lists, one for each row in the dataframe -parameter and joins them together into one dataframe with relevant creation -criteria -} -\examples{ -create_bulk_synthetic_data(demographic_data) -}