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Time utils #528

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1 change: 1 addition & 0 deletions DESCRIPTION
Original file line number Diff line number Diff line change
Expand Up @@ -86,5 +86,6 @@ Collate:
'reexports.R'
'revision_analysis.R'
'slide.R'
'time_converters.R'
'utils.R'
'utils_pipe.R'
127 changes: 127 additions & 0 deletions R/time_converters.R
Original file line number Diff line number Diff line change
@@ -0,0 +1,127 @@
#' convert an archive from daily data to weekly data, summing where appropriate
#' @details
#' this function is slow, so make sure you are calling it correctly, and
#' consider testing it on a small portion of your archive first
#' @param day_of_week integer, day of the week, starting from Sunday, select the
#' date to represent the week in the time_value column, based on it's
#' corresponding day of the week. The default value represents the week using
#' Wednesday.
#' @param day_of_week_end integer, day of the week starting on Sunday.
#' Represents the last day, so the week consists of data summed to this day.
#' The default value `6` means that the week is summed from Sunday through
#' Saturday.
daily_to_weekly <- function(epi_arch,
agg_columns,
agg_method = c("sum", "mean"),
day_of_week = 4L,
day_of_week_end = 6L) {
agg_method <- arg_match(agg_method)
if (agg_method == "total") {
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Suggested change
if (agg_method == "total") {
if (agg_method == "sum") {

agg_fun <- epi_slide_sum
} else if (agg_method == "mean") {
agg_fun <- epi_slide_mean
}
keys <- grep("time_value", key_colnames(epi_arch), invert = TRUE, value = TRUE)
too_many_tibbles <- epix_slide(
epi_arch,
before = 99999999L,
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Inf is default

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before = 99999999L,

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(this should also give some perf boost)

ref_time_values = ref_time_values,

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function(x, group, ref_time) {
x %>%
group_by(across(all_of(keys))) %>%
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after new updates you can just do and get rid of the keys assignment above

Suggested change
group_by(across(all_of(keys))) %>%
group_epi_df(exclude = "time_value") %>%

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glad to hear it! I was getting very tired of recreating keys all over the place

agg_fun(agg_columns, before = 6L) %>%
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select(-all_of(agg_columns)) %>%
rename_with(~ gsub("slide_value_", "", .x)) %>%

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# only keep 1/week
filter(wday(time_value) == day_of_week_end) %>%

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file=R/time_converters.R,line=36,col=16,[object_usage_linter] no visible global function definition for 'wday'
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Suggested change
filter(wday(time_value) == day_of_week_end) %>%
filter(as.POSIXlt(time_value)$wday == day_of_week_end) %>%

If you want to ensure 0 = Sun, 6 = Sat. Could maybe call this lt_day_of_week_end, but as long as we avoid wday in the arg name (which I didn't realize you already did) without a clarifying prefix/suffix then that sounds good.

OR

Suggested change
filter(wday(time_value) == day_of_week_end) %>%
filter(wday(time_value, week_start = 1) == day_of_week_end) %>%

If you want to ensure 1 = Mon, 6 = Sat, 7 = Sun.

OR

Suggested change
filter(wday(time_value) == day_of_week_end) %>%
filter(wday(time_value, week_start = 7) == day_of_week_end) %>%

If you want to ensure 1 = Sun, 7 = Sat. [Update default day_of_week_end to match docs then. Note week_start = 7 is the default default but we need to pass it because user could have set the lubridate option to change the default.]

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Based on you pointing out the default is customizable, I was just planning on doing the 3rd one. Most of our collaborators/expected users are in the US, so defaulting to Sunday being the first day of the week is probably safest.

# switch time_value to the designated day of the week
mutate(time_value = time_value - 7L + day_of_week) %>%
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issue?: this might need to be

Suggested change
mutate(time_value = time_value - 7L + day_of_week) %>%
mutate(time_value = time_value - (day_of_week_end - day_of_week) %% 7L) %>%

Probably easiest to construct a test case with day_of_week_end not Saturday & see if anything gives the right result. [And also one with day_of_week equal to day_of_week_end; I think I messed up in an earlier version of this suggestion for that case, but hopefully fixed.]

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Did a little test, seems to back up current suggestion above.

library(dplyr)
#> 
#> Attaching package: 'dplyr'
#> The following objects are masked from 'package:stats':
#> 
#>     filter, lag
#> The following objects are masked from 'package:base':
#> 
#>     intersect, setdiff, setequal, union
library(tidyr)
crossing(end_date = as.Date("2020-01-01") + 0:6, day_of_week = 1:7) %>%
  mutate(day_of_week_end = lubridate::wday(end_date, week_start = 7L)) %>%
  mutate(
    method1 = end_date - 7L + day_of_week,
    method2 = end_date - 7L + (day_of_week - day_of_week_end) %% 7L,
    method3 = end_date - (day_of_week_end - day_of_week) %% 7L
  ) %>%
  pivot_longer(method1:method3, names_to = "method", values_to = "date") %>%
  mutate(day_of_week_actual = lubridate::wday(date, week_start = 7L),
         right_day_of_week = day_of_week == day_of_week_actual,
         right_week = as.integer(end_date - date) %in% 0:6) %>%
  summarize(.by = "method", issues = sum(!right_day_of_week | !right_week))
#> # A tibble: 3 × 2
#>   method  issues
#>   <chr>    <int>
#> 1 method1     42
#> 2 method2      7
#> 3 method3      0

Created on 2024-09-28 with reprex v2.1.1

as_tibble()
}
)
too_many_tibbles %>%
rename(version = time_value) %>%
rename_with(~ gsub("slide_value_", "", .x)) %>%

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as_epi_archive(compactify = TRUE)
}




#' fill in values between, and divide any numeric values equally between them
#' @param to_complete epi_archive
#' @param groups to be grouped by. Should include both time_value and version, and any epi_keys
#' @param columns_to_complete any columns that need their values extended
#' @param aggregate_columns any columns which have numerical data that is a sum
#' across days, and thus needs to be divided into equal parts distributed
#' accross days
convert_to_period_upsample <- function(to_complete, groups, columns_to_complete,
aggregate_columns, source_period = 7, target_period = 1) {
to_complete_datatable <- to_complete$DT
completed_time_values <-
to_complete_datatable %>%
group_by(across(all_of(groups))) %>%
reframe(

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time_value = seq(from = time_value, to = time_value + source_period - 1, by = target_period)
) %>%
unique()
completed <- to_complete_datatable %>%
full_join(

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completed_time_values,
by = join_by(season, geo_value, version, time_value)

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file=R/time_converters.R,line=71,col=20,[object_usage_linter] no visible binding for global variable 'season'
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season seems particular to whatever you were working on. this probably needs to relate somehow to groups above.

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yeah, should probably just be keys. Relatedly, we probably need a function to create keys

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there is epiprocess::key_colnames. unless you mean something like epiprocess::add_key which would probably require a join and recreating the epi_df under the hood.

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key_colnames includes time_value, unless there's an option I missed. So every time I have to remove time_value; Dan even added a kill_time_value function in epipredict because it's such a recurring pattern.

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I removed kill_time_value and instead you can now just do key_colnames(edf, exclude = "time_value").

) %>%
arrange(geo_value, version, time_value) %>%
fill(all_of(columns_to_complete), .direction = "down") %>%

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mutate(across(all_of(aggregate_columns), \(x) x / 7))
completed %>%
arrange(geo_value, time_value) %>%
as_epi_archive(compactify = TRUE)
}





#' get a season e.g. "2020/21" for a given year-week pair
#' @keywords internal
convert_epiweek_to_season <- function(epiyear, epiweek, season_start_week = 40) {
# Convert epiweek to season
update_inds <- epiweek < season_start_week
epiyear <- ifelse(update_inds, epiyear - 1, epiyear)

season <- paste0(epiyear, "/", substr((epiyear + 1), 3, 4))
return(season)
}

#' get a total count of the epiweeks in a given year
#' @keywords internal
epiweeks_in_year <- function(year) {
last_week_of_year <- seq.Date(as.Date(paste0(year, "-12-24")),
as.Date(paste0(year, "-12-31")),
by = 1
)
return(max(as.numeric(MMWRweek(last_week_of_year)$MMWRweek)))

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}

#' get the week in a season
#' @keywords internal
convert_epiweek_to_season_week <- function(epiyear, epiweek, season_start = 40) {
season_week <- epiweek - season_start + 1

update_inds <- season_week <= 0
# last year's # of epiweeks determines which week in the season we're at at
# the beginning of the year
season_week[update_inds] <- season_week[update_inds] +
sapply(epiyear[update_inds] - 1, epiweeks_in_year)

return(season_week)
}

#' get a canonical date to represent a given epiweek
#' @keywords internal
convert_epiweek_to_date <- function(epiyear, epiweek,
day_of_week = 1) {
end_date <- MMWRweek2Date(epiyear, epiweek, day_of_week)

return(end_date)
}
12 changes: 12 additions & 0 deletions man/convert_epiweek_to_date.Rd

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12 changes: 12 additions & 0 deletions man/convert_epiweek_to_season.Rd

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12 changes: 12 additions & 0 deletions man/convert_epiweek_to_season_week.Rd

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29 changes: 29 additions & 0 deletions man/convert_to_period_upsample.Rd

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32 changes: 32 additions & 0 deletions man/daily_to_weekly.Rd

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2 changes: 1 addition & 1 deletion man/epiprocess.Rd

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12 changes: 12 additions & 0 deletions man/epiweeks_in_year.Rd

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